diff --git a/results/aggregates/live_metadata.json b/results/aggregates/live_metadata.json index 787eaa743ac0275abe3d0170bd8aaff2d0f7dbcd..f9b69fbbbaa09cb339265b8e81e4d1fb335b1bb8 100644 --- a/results/aggregates/live_metadata.json +++ b/results/aggregates/live_metadata.json @@ -1,5 +1,5 @@ { - "generated_at": "2026-07-05T11:23:07.522425+00:00", + "generated_at": "2026-07-05T11:44:43.423777+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": 17698, - "num_unique_releases": 2394 + "num_model_releases": 17746, + "num_unique_releases": 2398 } diff --git a/results/aggregates/live_overall_up_to_now.csv b/results/aggregates/live_overall_up_to_now.csv index b70e0287ef49bf00495c5ed45fc455fe8d969785..08ed487a485764dcf3d35818ca5ccc812fe13fba 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-2.0,34266.736584735285,60.16302335320949,0.26601388556469857,0.2128806190590077,27.713719806614098,5.004238567893751,0.6029570263120473,1222.3683309126723,38269.344755467326,-0.2272173555390118,0.3076923076923077,13,496,0.9230769230769231,2026-07-03T07:52:13.218889Z,2026-07-05T11:21:26.653708+00:00 -2,Chronos-2,67510.83250525709,83.93758608981351,0.22815209865557853,0.2817356312004247,26.093671168629246,3.0252883142082156,0.7070099477242388,1195.4524136731236,87006.47159772724,0.19122917043697665,0.15384615384615385,13,2288,0.9230769230769231,2026-06-16T12:06:40.343188+00:00,2026-07-05T11:16:51.247949Z -3,TiRex,76251.02777966813,90.4206118055895,0.23807315810330568,0.2785038350286608,25.313114176558607,3.391988620855545,0.6584511741857085,1132.7068103473644,89339.47842439065,0.22789003122276202,0.15384615384615385,13,2266,0.9230769230769231,2026-06-16T12:07:33.925127+00:00,2026-07-05T11:16:51.247949Z -4,TimesFM-2.5,70168.25351082455,88.89166022688127,0.2049794730802731,0.3186869796972052,26.923348585569922,3.405649793542073,0.6288065531747522,1128.3058554012823,77051.49812637613,0.18837095504084517,0.15384615384615385,13,2285,0.9230769230769231,2026-06-16T12:06:55.147862+00:00,2026-07-05T11:16:51.247949Z -5,TabPFN-TS,47760.89616887585,74.67333630700696,0.2942383752808078,0.270524443700264,19.466825683474493,5.798028019123766,0.5654632350375907,1043.9236924026236,34212.98573964889,-0.036808988445383245,0.23076923076923078,13,476,0.9230769230769231,2026-07-01T13:07:24.792624Z,2026-07-05T11:16:51.247949Z -6,Sundial,190345.3044883857,170.21551691712267,0.40214478717663127,0.2153426882949334,18.46372730333894,5.120069299973921,0.5105139923283557,1038.5989422102987,118828.03465493441,-0.08862008276134851,0.2857142857142857,14,1021,0.9285714285714286,2026-07-01T08:20:13.790420Z,2026-07-05T11:16:51.247949Z -7,Chronos-Bolt,64010.786441794204,81.08422533943843,0.30915451342690553,0.23912560069677136,10.52581058787551,6.1924987813732315,0.4833672540599743,995.4124265810785,57346.071716672195,0.05786888673037219,0.15384615384615385,13,491,0.9230769230769231,2026-07-03T07:52:13.218889Z,2026-07-05T11:21:40.431936+00:00 -8,ETS,77706.00764359986,94.60480854381954,0.38558513835040026,0.44107801473116903,-2.408305822735932,5.6529633480462245,0.3750482219013723,905.54088151773,111700.0402657596,0.10799320776121436,0.3076923076923077,13,1966,0.9230769230769231,2026-06-17T12:10:12.660440+00:00,2026-07-05T11:16:51.247949Z -9,Moving-Average,120423.96708242991,121.70083960870429,0.38117221411486835,0.34793383886968804,6.616791050071564,5.300902559869135,0.3999603165672694,904.4112348583809,113504.85964980096,0.10651014100383825,0.3076923076923077,13,1966,0.9230769230769231,2026-06-17T12:10:12.847893+00:00,2026-07-05T11:16:51.247949Z -10,ARIMA,99363.98521485591,115.45589576532923,0.33657945062510436,0.34760234535933177,2.5307634760399305,5.616103683965012,0.3680160470435122,869.8445276206337,91953.69469482335,0.11215552744803234,0.3076923076923077,13,1966,0.9230769230769231,2026-06-17T12:10:12.135642+00:00,2026-07-05T11:16:51.247949Z -11,Toto-1.0,138753.93439834274,118.53604066012814,0.27954097454656635,0.22462412695145506,-28.78015209250424,7.470723921614769,0.3401613491316207,819.2553528355669,315977.84568365454,0.0801582503929847,0.07692307692307693,13,504,0.9230769230769231,2026-07-03T07:52:13.218889Z,2026-07-05T11:18:33.834630+00:00 -12,Seasonal-Naive,142405.0940796229,146.7249443009935,0.42995046057380826,0.45005858994708886,0.0,5.50852417534836,0.36089719039529433,744.1795316392452,118924.0494213796,0.16758472520720882,0.14285714285714285,14,1973,0.9285714285714286,2026-06-17T12:10:12.963911+00:00,2026-07-05T11:16:51.247949Z +1,Moirai-2.0,34086.878455003505,60.03424118113098,0.26576439383562356,0.21291017683552108,27.666013065016724,5.005852655992909,0.6030105347503493,1222.3675675918212,38176.60287953342,-0.2217552544416681,0.3076923076923077,13,500,0.9230769230769231,2026-07-03T07:52:13.218889Z,2026-07-05T11:41:18.983105+00:00 +2,Chronos-2,67471.6085962106,83.92609840764281,0.2280594071330486,0.2817046897373333,26.117749659351723,3.0254655214777246,0.7071628270399509,1195.4602715067745,86970.76605703578,0.192651599439317,0.15384615384615385,13,2292,0.9230769230769231,2026-06-16T12:06:40.343188+00:00,2026-07-05T11:28:46.215562Z +3,TiRex,76211.3034308936,90.40764113808315,0.23797376699039952,0.27849099500742985,25.324593394497732,3.392330908823744,0.6586068672984946,1132.710613239254,89307.69932609363,0.22958199874722215,0.15384615384615385,13,2270,0.9230769230769231,2026-06-16T12:07:33.925127+00:00,2026-07-05T11:28:46.215562Z +4,TimesFM-2.5,70139.67036211674,88.88930116333471,0.20496126443662446,0.3186766519827788,26.928816302766982,3.407109853832906,0.6287961926494181,1128.3088835350497,77018.03333874968,0.19020868077145606,0.07692307692307693,13,2289,0.9230769230769231,2026-06-16T12:06:55.147862+00:00,2026-07-05T11:28:46.215562Z +5,TabPFN-TS,47521.15175421702,74.5066643307052,0.293900900877688,0.27052777483472407,19.42759852580363,5.807299136400051,0.5646249101373193,1043.9058103206064,34193.88307011533,-0.032532032572202156,0.23076923076923078,13,480,0.9230769230769231,2026-07-01T13:07:24.792624Z,2026-07-05T11:28:46.215562Z +6,Sundial,189933.94593887025,170.03801124364296,0.40191737383150894,0.21538288228517183,18.46030430606479,5.119490425198734,0.5108492114927466,1038.5992432183925,118880.92192009564,-0.08701848235813071,0.2857142857142857,14,1025,0.9285714285714286,2026-07-01T08:20:13.790420Z,2026-07-05T11:28:46.215562Z +7,Chronos-Bolt,63708.88449196959,80.93436364914352,0.3085743272206432,0.2389727450624377,10.52259941325034,6.191189584521606,0.4836755528356172,995.4176871084167,57227.44016716058,0.05962741438787202,0.15384615384615385,13,495,0.9230769230769231,2026-07-03T07:52:13.218889Z,2026-07-05T11:41:37.519239+00:00 +8,ETS,77652.95582005844,94.5871529156807,0.38524078237979803,0.44096546706978584,-2.3869699024239464,5.654698001546799,0.37510358824686135,905.54627915491,111644.02660534176,0.10949112772070393,0.3076923076923077,13,1970,0.9230769230769231,2026-06-17T12:10:12.660440+00:00,2026-07-05T11:28:46.215562Z +9,Moving-Average,120331.20860156139,121.66616269523885,0.3806717187349231,0.3478219795128938,6.630290803012077,5.3040845003982104,0.3998547013512369,904.4056766436622,113463.65385103655,0.1080797806092193,0.3076923076923077,13,1970,0.9230769230769231,2026-06-17T12:10:12.847893+00:00,2026-07-05T11:28:46.215562Z +10,ARIMA,99353.8035684603,115.47024904486283,0.3362321251761345,0.3475167895445453,2.5410807083802283,5.619606182391274,0.36777712650796085,869.8396309193856,91900.11687847877,0.11384108230029318,0.3076923076923077,13,1970,0.9230769230769231,2026-06-17T12:10:12.135642+00:00,2026-07-05T11:28:46.215562Z +11,Toto-1.0,140746.0768537027,119.21022255061101,0.2792573952214615,0.22464269458859268,-28.805251748809212,7.469079143920903,0.3405168091771919,819.2674205743392,315640.0150805602,0.082782082354769,0.07692307692307693,13,508,0.9230769230769231,2026-07-03T07:52:13.218889Z,2026-07-05T11:41:00.780454+00:00 +12,Seasonal-Naive,142308.035348282,146.6881482948423,0.42948771690064014,0.44995028869020665,0.0,5.511202325274068,0.36065756955441475,744.1709161873889,118886.97962450421,0.1702040355439664,0.14285714285714285,14,1977,0.9285714285714286,2026-06-17T12:10:12.963911+00:00,2026-07-05T11:28:46.215562Z diff --git a/results/aggregates/live_rank_up_to_now.csv b/results/aggregates/live_rank_up_to_now.csv index bc3615e4d7a55b1b6b23dfab1c8f966a0723e519..b9ae1ee251d6ffe4daec4fd04c0fc27dc8c2ee98 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-2.0,5.004238567893751,0.6029570263120473,1222.3683309126723,134,496,5245 -2,Chronos-2,3.0252883142082156,0.7070099477242388,1195.4524136731236,139,2283,15082 -3,TiRex,3.391988620855545,0.6584511741857085,1132.7068103473644,139,2264,15055 -4,TimesFM-2.5,3.405649793542073,0.6288065531747522,1128.3058554012823,139,2280,15095 -5,TabPFN-TS,5.798028019123766,0.5654632350375907,1043.9236924026236,132,466,5072 -6,Sundial,5.120069299973921,0.5105139923283557,1038.5989422102987,139,1010,8901 -7,Chronos-Bolt,6.1924987813732315,0.4833672540599743,995.4124265810785,134,491,5225 -8,ETS,5.6529633480462245,0.3750482219013723,905.54088151773,139,1966,14441 -9,Moving-Average,5.300902559869135,0.3999603165672694,904.4112348583809,139,1966,14441 -10,ARIMA,5.616103683965012,0.3680160470435122,869.8445276206337,139,1966,14441 -11,Toto-1.0,7.470723921614769,0.3401613491316207,819.2553528355669,134,504,5269 -12,Seasonal-Naive,5.50852417534836,0.36089719039529433,744.1795316392452,139,1966,14441 +1,Moirai-2.0,5.005852655992909,0.6030105347503493,1222.3675675918212,134,500,5289 +2,Chronos-2,3.0254655214777246,0.7071628270399509,1195.4602715067745,139,2287,15126 +3,TiRex,3.392330908823744,0.6586068672984946,1132.710613239254,139,2268,15099 +4,TimesFM-2.5,3.407109853832906,0.6287961926494181,1128.3088835350497,139,2284,15139 +5,TabPFN-TS,5.807299136400051,0.5646249101373193,1043.9058103206064,132,470,5116 +6,Sundial,5.119490425198734,0.5108492114927466,1038.5992432183925,139,1014,8945 +7,Chronos-Bolt,6.191189584521606,0.4836755528356172,995.4176871084167,134,495,5269 +8,ETS,5.654698001546799,0.37510358824686135,905.54627915491,139,1970,14485 +9,Moving-Average,5.3040845003982104,0.3998547013512369,904.4056766436622,139,1970,14485 +10,ARIMA,5.619606182391274,0.36777712650796085,869.8396309193856,139,1970,14485 +11,Toto-1.0,7.469079143920903,0.3405168091771919,819.2674205743392,134,508,5313 +12,Seasonal-Naive,5.511202325274068,0.36065756955441475,744.1709161873889,139,1970,14485 diff --git a/results/aggregates/live_release_metrics.csv b/results/aggregates/live_release_metrics.csv index 9a1a4b8802784131ddef4ccc0e863a29b6309b62..ece354bb0f5188bf6e010ee67a6d7ca3b25f4360 100644 --- a/results/aggregates/live_release_metrics.csv +++ b/results/aggregates/live_release_metrics.csv @@ -411,6 +411,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:31:18.422447Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:49:56.360703Z|h:24,2026-07-05T10:49:56.360703Z,2026-07-05T10:56:03.609594+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,450072.7150226881,670.8745896385465,0.016394751359462528,0.014911919250475842,-13.498576007029499,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:01:22.328407Z|h:24,2026-07-05T11:01:22.328407Z,2026-07-05T11:06:50.445206+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,450436.62388870417,671.1457545784702,0.016406759379680048,0.014923879003249964,-13.4876668875777,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:16:51.247949Z|h:24,2026-07-05T11:16:51.247949Z,2026-07-05T11:23:06.536754+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,585433.4266953302,765.1362144712078,0.01697241847472468,0.015592409252059328,-26.95358144567556,True +binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:28:46.215562Z|h:24,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:34.455708+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,581987.9147250383,762.8813241422537,0.016920962634183138,0.015541267179305604,-26.850031142022242,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 @@ -694,6 +695,7 @@ data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-0 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T09:28:28.152573Z|h:36,2026-07-05T09:28:28.152573Z,2026-07-05T09:38:59.147771+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,ARIMA,0.0011111110540094544,0.03333333247680847,0.9999997547269346,1.0000427920232156,4.059690723151341e-06,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:08:43.668593Z|h:36,2026-07-05T10:08:43.668593Z,2026-07-05T10:22:31.076413+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,ARIMA,4.407835548068247e-15,6.639153220154094e-08,,,0.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:49:56.360703Z|h:36,2026-07-05T10:49:56.360703Z,2026-07-05T10:56:03.629176+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,ARIMA,0.0011111100695858772,0.033333317710451164,0.9999990921900841,1.0000420042759552,4.8358773596033424e-05,True +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T11:28:46.215562Z|h:36,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:34.474826+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,ARIMA,0.0011111114301261354,0.033333338118558355,1.0000002530203118,1.0000423266611955,-1.2865557926387361e-05,True data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:34:52.372126Z|h:12,2026-06-29T07:34:52.372126Z,2026-06-29T07:39:36.941443+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:47:28.636041Z|h:12,2026-06-29T07:47:28.636041Z,2026-06-29T07:51:15.693289+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:59:40.018019Z|h:12,2026-06-29T07:59:40.018019Z,2026-06-29T08:04:20.443456+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False @@ -900,6 +902,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T09:47:18.652131Z|h:12,2026-07-05T09:47:18.652131Z,2026-07-05T09:57:16.470763+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T10:31:18.422447Z|h:12,2026-07-05T10:31:18.422447Z,2026-07-05T10:42:07.788526+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:01:22.328407Z|h:12,2026-07-05T11:01:22.328407Z,2026-07-05T11:06:50.457169+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:28:46.215562Z|h:12,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:34.486993+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T07:34:52.372126Z|h:24,2026-06-29T07:34:52.372126Z,2026-06-29T07:39:36.965639+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,ARIMA,32.863400400238184,5.73266084817846,0.1714652592832502,0.18574778332311517,-69.90001950500876,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T08:43:00.875911Z|h:24,2026-06-29T08:43:00.875911Z,2026-06-29T08:47:47.296794+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,ARIMA,32.863400400238184,5.73266084817846,0.1714652592832502,0.18574778332311517,-69.90001950500876,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T11:06:08.782301Z|h:24,2026-06-29T11:06:08.782301Z,2026-06-29T11:12:55.077486+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,ARIMA,32.863400400238184,5.73266084817846,0.1714652592832502,0.18574778332311517,-69.90001950500876,True @@ -1165,6 +1168,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:03:31.4199 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:47:18.652131Z|h:60,2026-07-05T09:47:18.652131Z,2026-07-05T09:57:16.557926+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ARIMA,0.27602029262694605,0.5253763342851923,0.31697107079243453,0.3490640616037188,-59.498404917040965,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T10:31:18.422447Z|h:60,2026-07-05T10:31:18.422447Z,2026-07-05T10:42:07.892104+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ARIMA,0.21125699626510666,0.4596270186413182,0.27065104228268366,0.29574720972234314,-29.454814591246286,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:01:22.328407Z|h:60,2026-07-05T11:01:22.328407Z,2026-07-05T11:06:50.533539+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ARIMA,0.13039712674584153,0.36110542331269624,0.2103061275680662,0.22713257393839925,11.910005956752643,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:28:46.215562Z|h:60,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:34.562578+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ARIMA,0.20311519192378483,0.4506830282180424,0.2764759587338371,0.2904454709303519,1.5409044956743876,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 @@ -2377,6 +2381,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:31:18.422447Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:49:56.360703Z|h:24,2026-07-05T10:49:56.360703Z,2026-07-05T10:50:30.748534+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,113902.06608899434,337.4938015564054,0.00417078825242329,0.004887326095695852,50.14342926051618,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:01:22.328407Z|h:24,2026-07-05T11:01:22.328407Z,2026-07-05T11:01:51.039558+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,113646.62009429932,337.1151436739372,0.0041585820777283984,0.0048832195431071914,50.26593043024916,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:16:51.247949Z|h:24,2026-07-05T11:16:51.247949Z,2026-07-05T11:17:30.284460+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,150464.6882762909,387.8977807055499,0.004780337213475347,0.00577934402459553,38.24692544494683,True +binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:28:46.215562Z|h:24,2026-07-05T11:28:46.215562Z,2026-07-05T11:30:33.507688+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,151236.7567838033,388.8917031562943,0.004832592486010013,0.005796961103000644,37.871159379222625,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 @@ -2778,6 +2783,7 @@ data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-0 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T09:28:28.152573Z|h:36,2026-07-05T09:28:28.152573Z,2026-07-05T09:29:15.381863+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-2,0.0011111111091936876,0.03333333330457198,0.9999999842359979,1.0000002872315108,1.5764001601354474e-06,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:08:43.668593Z|h:36,2026-07-05T10:08:43.668593Z,2026-07-05T10:13:48.514965+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-2,1.6284716271939715e-18,1.2761158361191085e-09,,,0.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:49:56.360703Z|h:36,2026-07-05T10:49:56.360703Z,2026-07-05T10:50:35.067134+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-2,0.001111111146571168,0.03333333386523418,1.0000000010558636,1.000000307313204,-1.0558643477211915e-07,True +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T11:28:46.215562Z|h:36,2026-07-05T11:28:46.215562Z,2026-07-05T11:30:41.256236+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-2,0.0011111111376130869,0.03333333373086297,0.9999999970247272,1.000000307200639,2.975272097250115e-07,True data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:34:52.372126Z|h:12,2026-06-29T07:34:52.372126Z,2026-06-29T07:35:38.078384+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,1.7296862743653321e-18,1.3151753777977035e-09,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:47:28.636041Z|h:12,2026-06-29T07:47:28.636041Z,2026-06-29T07:47:51.522018+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,1.7296862743653321e-18,1.3151753777977035e-09,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:59:40.018019Z|h:12,2026-06-29T07:59:40.018019Z,2026-06-29T08:00:51.611745+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,1.7296862743653321e-18,1.3151753777977035e-09,,,0.0,False @@ -2987,6 +2993,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T09:47:18.652131Z|h:12,2026-07-05T09:47:18.652131Z,2026-07-05T09:50:08.896419+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,1.7296862743653321e-18,1.3151753777977035e-09,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T10:31:18.422447Z|h:12,2026-07-05T10:31:18.422447Z,2026-07-05T10:31:48.963491+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,1.7296862743653321e-18,1.3151753777977035e-09,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:01:22.328407Z|h:12,2026-07-05T11:01:22.328407Z,2026-07-05T11:01:53.836264+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,1.7296862743653321e-18,1.3151753777977035e-09,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:28:46.215562Z|h:12,2026-07-05T11:28:46.215562Z,2026-07-05T11:30:45.659147+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,1.7296862743653321e-18,1.3151753777977035e-09,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T07:34:52.372126Z|h:24,2026-06-29T07:34:52.372126Z,2026-06-29T07:35:40.137211+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Chronos-2,5.691223427311949,2.385628518297002,0.06948273301970269,0.06372138777135845,1.1373874677595188,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T08:43:00.875911Z|h:24,2026-06-29T08:43:00.875911Z,2026-06-29T08:43:39.771609+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Chronos-2,5.691223427311949,2.385628518297002,0.06948273301970269,0.06372138777135845,1.1373874677595188,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T11:06:08.782301Z|h:24,2026-06-29T11:06:08.782301Z,2026-06-29T11:06:48.116243+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Chronos-2,5.691223427311949,2.385628518297002,0.06948273301970269,0.06372138777135845,1.1373874677595188,True @@ -3260,6 +3267,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:03:31.4199 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:47:18.652131Z|h:60,2026-07-05T09:47:18.652131Z,2026-07-05T09:50:18.500991+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-2,0.006770508475051843,0.08228309957124758,0.03763073416120284,0.04635204068825462,82.38237514458906,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T10:31:18.422447Z|h:60,2026-07-05T10:31:18.422447Z,2026-07-05T10:31:58.268046+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-2,0.005751159919394055,0.0758364023368333,0.043656591084384314,0.051028463407565755,90.4840158565352,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:01:22.328407Z|h:60,2026-07-05T11:01:22.328407Z,2026-07-05T11:01:58.722626+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-2,0.001214708780069588,0.03485267249537097,0.019580958243923325,0.04720357666041363,98.54414242935697,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:28:46.215562Z|h:60,2026-07-05T11:28:46.215562Z,2026-07-05T11:37:46.661552+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-2,0.0365669418470714,0.19122484631206113,0.11580045144756755,0.09880753867714184,70.27557843572394,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 @@ -4375,6 +4383,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:31:18.422447Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:49:56.360703Z|h:24,2026-07-05T10:49:56.360703Z,2026-07-05T10:53:24.274484+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-Bolt,273761.09409332275,523.2218402296704,0.007406891131895933,0.007315438054951364,11.228645446127667,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:01:22.328407Z|h:24,2026-07-05T11:01:22.328407Z,2026-07-05T11:03:43.677421+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-Bolt,274351.22497495014,523.7854761015717,0.0074189899146065155,0.007322094154003848,11.173206602688179,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:16:51.247949Z|h:24,2026-07-05T11:16:51.247949Z,2026-07-05T11:21:36.003622+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-Bolt,324375.053744634,569.5393346772757,0.008261832291305836,0.008120374046930529,1.8860585191567913,True +binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:28:46.215562Z|h:24,2026-07-05T11:28:46.215562Z,2026-07-05T11:41:26.233558+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-Bolt,321764.2295252482,567.2426548887594,0.008210007672552389,0.0080919336493748,2.1065274155349143,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 @@ -4419,6 +4428,7 @@ data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-0 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T09:28:28.152573Z|h:36,2026-07-05T09:28:28.152573Z,2026-07-05T09:32:49.654865+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-Bolt,0.0011111102961691066,0.03333332110920102,0.9999996183734708,1.0000107931878057,3.816251975531305e-05,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:08:43.668593Z|h:36,2026-07-05T10:08:43.668593Z,2026-07-05T10:18:51.922875+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:2026-07-05T10:49:56.360703Z|h:36,2026-07-05T10:49:56.360703Z,2026-07-05T10:53:28.746882+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-Bolt,0.0011111107698159146,0.03333332821390499,0.9999998315145281,1.0000110676722764,1.6848402306668467e-05,True +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T11:28:46.215562Z|h:36,2026-07-05T11:28:46.215562Z,2026-07-05T11:41:30.295303+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-Bolt,0.0011111106243478794,0.03333332603188406,0.9999997660539143,1.0000108145967739,2.3394466329318863e-05,True data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T07:52:13.218889Z|h:12,2026-07-03T07:52:13.218889Z,2026-07-03T07:57:13.885520+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,1.0941039077622847e-12,1.0459942197556757e-06,,,-100.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T08:14:44.325135Z|h:12,2026-07-03T08:14:44.325135Z,2026-07-03T08:18:41.178618+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,1.0941039077622847e-12,1.0459942197556757e-06,,,-100.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T08:35:30.336541Z|h:12,2026-07-03T08:35:30.336541Z,2026-07-03T08:38:16.858493+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,1.0941039077622847e-12,1.0459942197556757e-06,,,-100.0,False @@ -4480,6 +4490,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T09:47:18.652131Z|h:12,2026-07-05T09:47:18.652131Z,2026-07-05T09:51:56.491496+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,1.0941039077622847e-12,1.0459942197556757e-06,,,-100.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T10:31:18.422447Z|h:12,2026-07-05T10:31:18.422447Z,2026-07-05T10:35:18.324956+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,1.0941039077622847e-12,1.0459942197556757e-06,,,-100.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:01:22.328407Z|h:12,2026-07-05T11:01:22.328407Z,2026-07-05T11:03:46.428403+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,1.0941039077622847e-12,1.0459942197556757e-06,,,-100.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:28:46.215562Z|h:12,2026-07-05T11:28:46.215562Z,2026-07-05T11:41:34.183297+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,1.0941039077622847e-12,1.0459942197556757e-06,,,-100.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:57:20.671042+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Chronos-Bolt,0.5429649771078099,0.7368615725547166,0.024579411757571498,0.023231561097247264,48.055880885914135,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:09:22.864979+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Chronos-Bolt,0.5429649771078099,0.7368615725547166,0.024579411757571498,0.023231561097247264,48.055880885914135,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T10:29:13.950699Z|h:24,2026-07-03T10:29:13.950699Z,2026-07-03T10:34:04.400144+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Chronos-Bolt,0.5429649771078099,0.7368615725547166,0.024579411757571498,0.023231561097247264,48.055880885914135,True @@ -4562,6 +4573,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:03:31.4199 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:47:18.652131Z|h:60,2026-07-05T09:47:18.652131Z,2026-07-05T09:51:59.873950+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-Bolt,0.7821570360439042,0.884396424712303,0.5647137124821203,0.5678997740183745,-83.55169195395953,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T10:31:18.422447Z|h:60,2026-07-05T10:31:18.422447Z,2026-07-05T10:35:27.044063+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-Bolt,0.42661946041466037,0.6531611289832397,0.384386852454015,0.3529211758111663,-57.4991338863595,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:01:22.328407Z|h:60,2026-07-05T11:01:22.328407Z,2026-07-05T11:03:51.260005+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-Bolt,0.271099274140506,0.5206719448371556,0.2988971783152907,0.2587706336952173,-24.14206993422638,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:28:46.215562Z|h:60,2026-07-05T11:28:46.215562Z,2026-07-05T11:41:37.512849+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-Bolt,0.24333189612567113,0.49328682946706687,0.2989710709021646,0.2546992329236812,-7.47764312376248,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 @@ -5155,6 +5167,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:31:18.422447Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:49:56.360703Z|h:24,2026-07-05T10:49:56.360703Z,2026-07-05T10:56:03.306602+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,127701.51423107448,357.3534863843845,0.004783878775331888,0.0038504083948512177,45.74186696242012,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:01:22.328407Z|h:24,2026-07-05T11:01:22.328407Z,2026-07-05T11:06:50.131691+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,126727.14885546495,355.9875684001689,0.00477158449234775,0.003838220310475896,46.08476169556139,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:16:51.247949Z|h:24,2026-07-05T11:16:51.247949Z,2026-07-05T11:23:06.249472+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,174874.1230184343,418.1795344328011,0.005782043471067558,0.004686236793532342,31.652444039415602,True +binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:28:46.215562Z|h:24,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:34.157760+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,180074.7645730587,424.3521704587579,0.005834840690521694,0.004738431372696492,30.161189827911834,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 @@ -5438,6 +5451,7 @@ data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-0 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T09:28:28.152573Z|h:36,2026-07-05T09:28:28.152573Z,2026-07-05T09:38:58.856452+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,ETS,0.0011111110540094544,0.03333333247680847,0.9999997547269346,1.0000427920232156,4.059690723151341e-06,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:08:43.668593Z|h:36,2026-07-05T10:08:43.668593Z,2026-07-05T10:22:30.833170+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,ETS,4.407835548068247e-15,6.639153220154094e-08,,,0.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:49:56.360703Z|h:36,2026-07-05T10:49:56.360703Z,2026-07-05T10:56:03.334572+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,ETS,0.0011111100695858772,0.033333317710451164,0.9999990921900841,1.0000420042759552,4.8358773596033424e-05,True +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T11:28:46.215562Z|h:36,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:34.177279+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,ETS,0.0011111114301261354,0.033333338118558355,1.0000002530203118,1.0000423266611955,-1.2865557926387361e-05,True data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:34:52.372126Z|h:12,2026-06-29T07:34:52.372126Z,2026-06-29T07:39:37.256210+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:47:28.636041Z|h:12,2026-06-29T07:47:28.636041Z,2026-06-29T07:51:15.789180+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:59:40.018019Z|h:12,2026-06-29T07:59:40.018019Z,2026-06-29T08:04:20.573801+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False @@ -5644,6 +5658,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T09:47:18.652131Z|h:12,2026-07-05T09:47:18.652131Z,2026-07-05T09:57:16.124742+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T10:31:18.422447Z|h:12,2026-07-05T10:31:18.422447Z,2026-07-05T10:42:07.439548+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:01:22.328407Z|h:12,2026-07-05T11:01:22.328407Z,2026-07-05T11:06:50.153037+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:28:46.215562Z|h:12,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:34.190129+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T07:34:52.372126Z|h:24,2026-06-29T07:34:52.372126Z,2026-06-29T07:39:37.271281+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,ETS,91.07949075925895,9.543557552572256,0.3110937607728242,0.32366464879618545,-87.98333276546316,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T08:43:00.875911Z|h:24,2026-06-29T08:43:00.875911Z,2026-06-29T08:47:47.619368+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,ETS,91.07949075925895,9.543557552572256,0.3110937607728242,0.32366464879618545,-87.98333276546316,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T11:06:08.782301Z|h:24,2026-06-29T11:06:08.782301Z,2026-06-29T11:12:55.362560+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,ETS,91.07949075925895,9.543557552572256,0.3110937607728242,0.32366464879618545,-87.98333276546316,True @@ -5909,6 +5924,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:03:31.4199 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:47:18.652131Z|h:60,2026-07-05T09:47:18.652131Z,2026-07-05T09:57:16.161026+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ETS,0.41497905205062335,0.6441886773691566,0.3783185284877538,0.4163673895071727,-71.10097986355298,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T10:31:18.422447Z|h:60,2026-07-05T10:31:18.422447Z,2026-07-05T10:42:07.506327+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ETS,0.2994871340769189,0.5472541768473941,0.3139550336525244,0.3425523131004662,-44.46703495003885,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:01:22.328407Z|h:60,2026-07-05T11:01:22.328407Z,2026-07-05T11:06:50.187666+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ETS,0.10480335159990702,0.32373345764672984,0.18673452683005534,0.19841956591382745,22.500087709579557,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:28:46.215562Z|h:60,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:34.223345+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ETS,0.17207905433248646,0.414824124578702,0.25093641403007055,0.2606061187654812,9.800431018204815,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 @@ -6832,6 +6848,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:31:18.422447Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:49:56.360703Z|h:24,2026-07-05T10:49:56.360703Z,2026-07-05T10:53:05.531004+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moirai-2.0,120758.8972345988,347.5038089497708,0.004164965650143263,0.004681620630895694,47.92358914036446,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:01:22.328407Z|h:24,2026-07-05T11:01:22.328407Z,2026-07-05T11:03:27.338394+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moirai-2.0,120717.00269508362,347.44352446848626,0.004152786597422926,0.004677516581677566,47.97662618015179,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:16:51.247949Z|h:24,2026-07-05T11:16:51.247949Z,2026-07-05T11:21:23.488274+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moirai-2.0,131618.0150502523,362.79197214140817,0.004412204192374058,0.004726976101880715,43.80870639122081,True +binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:28:46.215562Z|h:24,2026-07-05T11:28:46.215562Z,2026-07-05T11:41:06.887256+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moirai-2.0,132867.85257911682,364.51042862875244,0.004464520286534535,0.0047445385600719215,43.27703091087215,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 @@ -6877,6 +6894,7 @@ data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-0 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T09:28:28.152573Z|h:36,2026-07-05T09:28:28.152573Z,2026-07-05T09:32:32.122738+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moirai-2.0,0.0011111106098657707,0.03333332581465238,0.9999997595031012,1.000059963726407,2.4046161508524304e-05,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:08:43.668593Z|h:36,2026-07-05T10:08:43.668593Z,2026-07-05T10:18:31.513583+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:2026-07-05T10:49:56.360703Z|h:36,2026-07-05T10:49:56.360703Z,2026-07-05T10:53:08.765848+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moirai-2.0,0.0011111091987698774,0.033333304648202486,0.9999991245099682,1.0000556358947963,8.75455456766089e-05,True +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T11:28:46.215562Z|h:36,2026-07-05T11:28:46.215562Z,2026-07-05T11:41:09.865502+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moirai-2.0,0.0011111174002204221,0.03333342766983951,1.0000028151626033,1.0000603695416106,-0.00028151900194812085,True data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T07:52:13.218889Z|h:12,2026-07-03T07:52:13.218889Z,2026-07-03T07:56:20.399676+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,1.2167879962794955e-13,3.488248839001449e-07,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T08:14:44.325135Z|h:12,2026-07-03T08:14:44.325135Z,2026-07-03T08:18:06.660816+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,1.2167879962794955e-13,3.488248839001449e-07,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T08:35:30.336541Z|h:12,2026-07-03T08:35:30.336541Z,2026-07-03T08:37:56.071677+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,1.2167879962794955e-13,3.488248839001449e-07,,,0.0,False @@ -6939,6 +6957,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T09:47:18.652131Z|h:12,2026-07-05T09:47:18.652131Z,2026-07-05T09:51:40.415335+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,1.2167879962794955e-13,3.488248839001449e-07,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T10:31:18.422447Z|h:12,2026-07-05T10:31:18.422447Z,2026-07-05T10:34:34.608919+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,1.2167879962794955e-13,3.488248839001449e-07,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:01:22.328407Z|h:12,2026-07-05T11:01:22.328407Z,2026-07-05T11:03:33.932045+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,1.2167879962794955e-13,3.488248839001449e-07,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:28:46.215562Z|h:12,2026-07-05T11:28:46.215562Z,2026-07-05T11:41:14.417429+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,1.2167879962794955e-13,3.488248839001449e-07,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:56:25.477371+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Moirai-2.0,1.1386881610856108,1.0670933235128082,0.03830361121841618,0.03164686962922058,15.222455042363844,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:08:57.329391+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Moirai-2.0,1.1386881610856108,1.0670933235128082,0.03830361121841618,0.03164686962922058,15.222455042363844,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T10:29:13.950699Z|h:24,2026-07-03T10:29:13.950699Z,2026-07-03T10:33:24.820258+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Moirai-2.0,1.1386881610856108,1.0670933235128082,0.03830361121841618,0.03164686962922058,15.222455042363844,True @@ -7021,6 +7040,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:03:31.4199 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:47:18.652131Z|h:60,2026-07-05T09:47:18.652131Z,2026-07-05T09:51:42.786161+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moirai-2.0,0.0021471211165031553,0.04633703827936304,0.0241631475073681,0.06442850116800519,94.05536223931779,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T10:31:18.422447Z|h:60,2026-07-05T10:31:18.422447Z,2026-07-05T10:34:42.480778+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moirai-2.0,0.1464890218559102,0.3827388428888688,0.2296268745578011,0.20131232268547344,-11.98972570474388,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:01:22.328407Z|h:60,2026-07-05T11:01:22.328407Z,2026-07-05T11:03:36.887781+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moirai-2.0,0.13582479833717923,0.3685441606336739,0.21128010831269392,0.1905567052646254,9.89525638677835,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:28:46.215562Z|h:60,2026-07-05T11:28:46.215562Z,2026-07-05T11:41:18.976663+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moirai-2.0,0.19574337872691375,0.4424289533099227,0.25577319481668115,0.23056204821555815,3.388166917019615,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 @@ -7616,6 +7636,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:31:18.422447Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:49:56.360703Z|h:24,2026-07-05T10:49:56.360703Z,2026-07-05T10:56:02.673829+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,308022.0192748773,554.9973146555552,0.008201517659670783,0.006830011173639556,5.37523771193527,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:01:22.328407Z|h:24,2026-07-05T11:01:22.328407Z,2026-07-05T11:06:49.568272+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,308511.3332949117,555.4379652984766,0.00821362604893066,0.006842069280682234,5.347475218602632,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:16:51.247949Z|h:24,2026-07-05T11:16:51.247949Z,2026-07-05T11:23:05.669949+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,293652.95512701286,541.8975503976862,0.008311851806489018,0.006871286408409592,6.850623740321881,True +binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:28:46.215562Z|h:24,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:33.568514+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,291854.699236494,540.2357811516135,0.00825994557054883,0.0068232742839792375,6.97365116750432,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 @@ -7899,6 +7920,7 @@ data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-0 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T09:28:28.152573Z|h:36,2026-07-05T09:28:28.152573Z,2026-07-05T09:38:58.265793+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moving-Average,0.0011111110540094544,0.03333333247680847,0.9999997547269346,1.0000427920232156,4.059690723151341e-06,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:08:43.668593Z|h:36,2026-07-05T10:08:43.668593Z,2026-07-05T10:22:30.225457+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moving-Average,4.407835548068247e-15,6.639153220154094e-08,,,0.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:49:56.360703Z|h:36,2026-07-05T10:49:56.360703Z,2026-07-05T10:56:02.707256+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moving-Average,0.0011111100695858772,0.033333317710451164,0.9999990921900841,1.0000420042759552,4.8358773596033424e-05,True +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T11:28:46.215562Z|h:36,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:33.601631+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moving-Average,0.0011111114301261354,0.033333338118558355,1.0000002530203118,1.0000423266611955,-1.2865557926387361e-05,True data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:34:52.372126Z|h:12,2026-06-29T07:34:52.372126Z,2026-06-29T07:39:37.412078+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:47:28.636041Z|h:12,2026-06-29T07:47:28.636041Z,2026-06-29T07:51:15.841128+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:59:40.018019Z|h:12,2026-06-29T07:59:40.018019Z,2026-06-29T08:04:20.642797+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False @@ -8105,6 +8127,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T09:47:18.652131Z|h:12,2026-07-05T09:47:18.652131Z,2026-07-05T09:57:15.538215+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T10:31:18.422447Z|h:12,2026-07-05T10:31:18.422447Z,2026-07-05T10:42:06.823276+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:01:22.328407Z|h:12,2026-07-05T11:01:22.328407Z,2026-07-05T11:06:49.594304+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:28:46.215562Z|h:12,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:33.623228+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T07:34:52.372126Z|h:24,2026-06-29T07:34:52.372126Z,2026-06-29T07:39:37.424662+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Moving-Average,13.283119199052095,3.644601377249931,0.12283489203386348,0.11988099865698312,-39.051707811787956,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T08:43:00.875911Z|h:24,2026-06-29T08:43:00.875911Z,2026-06-29T08:47:47.730152+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Moving-Average,13.283119199052095,3.644601377249931,0.12283489203386348,0.11988099865698312,-39.051707811787956,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T11:06:08.782301Z|h:24,2026-06-29T11:06:08.782301Z,2026-06-29T11:12:55.537079+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Moving-Average,13.283119199052095,3.644601377249931,0.12283489203386348,0.11988099865698312,-39.051707811787956,True @@ -8370,6 +8393,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:03:31.4199 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:47:18.652131Z|h:60,2026-07-05T09:47:18.652131Z,2026-07-05T09:57:15.564103+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moving-Average,0.052274863268653604,0.228636968289587,0.1605685623851798,0.15521964399991242,14.559112509340304,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T10:31:18.422447Z|h:60,2026-07-05T10:31:18.422447Z,2026-07-05T10:42:06.878560+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moving-Average,0.10987905171096762,0.33148009248063093,0.18746622386649409,0.20063564222941282,2.330412356840298,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:01:22.328407Z|h:60,2026-07-05T11:01:22.328407Z,2026-07-05T11:06:49.622016+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moving-Average,0.16474213935653811,0.4058843916148268,0.2315350641340494,0.24717556896443238,0.2769609898550047,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:28:46.215562Z|h:60,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:33.647650+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moving-Average,0.2097280751404394,0.45796077904165483,0.2756627389241979,0.2873017766093412,-0.060900790021028675,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 @@ -9582,6 +9606,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:31:18.422447Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:49:56.360703Z|h:24,2026-07-05T10:49:56.360703Z,2026-07-05T10:56:03.746654+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,343016.9092820485,585.6764544371308,0.007993546120979682,0.006463662191153373,0.0,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:01:22.328407Z|h:24,2026-07-05T11:01:22.328407Z,2026-07-05T11:06:50.549806+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,343370.5557670593,585.9782895014621,0.0080056749382493,0.006464932555550703,0.0,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:16:51.247949Z|h:24,2026-07-05T11:16:51.247949Z,2026-07-05T11:23:06.598557+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,336846.071100235,580.3844166586789,0.00785336977777835,0.0064267922237483096,0.0,True +binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:28:46.215562Z|h:24,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:34.581612+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,335612.04088465375,579.3203266627659,0.007801369888452772,0.006421353415852966,0.0,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 @@ -9866,6 +9891,7 @@ data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-0 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T09:28:28.152573Z|h:36,2026-07-05T09:28:28.152573Z,2026-07-05T09:38:59.249037+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Seasonal-Naive,0.0011111111442248028,0.033333333830038704,1.0,1.0,0.0,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:08:43.668593Z|h:36,2026-07-05T10:08:43.668593Z,2026-07-05T10:22:31.180975+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Seasonal-Naive,0.0,0.0,,,0.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:49:56.360703Z|h:36,2026-07-05T10:49:56.360703Z,2026-07-05T10:56:03.760108+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Seasonal-Naive,0.0011111111442248028,0.033333333830038704,1.0,1.0,0.0,True +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T11:28:46.215562Z|h:36,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:34.597147+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Seasonal-Naive,0.0011111111442248028,0.033333333830038704,1.0,1.0,0.0,True data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:34:52.372126Z|h:12,2026-06-29T07:34:52.372126Z,2026-06-29T07:39:37.544757+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,0.0,0.0,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:47:28.636041Z|h:12,2026-06-29T07:47:28.636041Z,2026-06-29T07:51:15.880397+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,0.0,0.0,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:59:40.018019Z|h:12,2026-06-29T07:59:40.018019Z,2026-06-29T08:04:20.685994+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,0.0,0.0,,,0.0,False @@ -10072,6 +10098,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T09:47:18.652131Z|h:12,2026-07-05T09:47:18.652131Z,2026-07-05T09:57:16.583327+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,0.0,0.0,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T10:31:18.422447Z|h:12,2026-07-05T10:31:18.422447Z,2026-07-05T10:42:08.055690+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,0.0,0.0,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:01:22.328407Z|h:12,2026-07-05T11:01:22.328407Z,2026-07-05T11:06:50.560831+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,0.0,0.0,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:28:46.215562Z|h:12,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:34.607072+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,0.0,0.0,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T07:34:52.372126Z|h:24,2026-06-29T07:34:52.372126Z,2026-06-29T07:39:37.555169+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Seasonal-Naive,5.822175382487785,2.4129184367665197,0.07862645318264146,0.07666914501382317,0.0,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T08:43:00.875911Z|h:24,2026-06-29T08:43:00.875911Z,2026-06-29T08:47:47.818007+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Seasonal-Naive,5.822175382487785,2.4129184367665197,0.07862645318264146,0.07666914501382317,0.0,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T09:42:32.652885Z|h:24,2026-06-29T09:42:32.652885Z,2026-06-29T09:54:03.464044+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Seasonal-Naive,5.822175382487785,2.4129184367665197,0.07862645318264146,0.07666914501382317,0.0,True @@ -10338,6 +10365,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:03:31.4199 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:47:18.652131Z|h:60,2026-07-05T09:47:18.652131Z,2026-07-05T09:57:16.594979+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Seasonal-Naive,0.07009011865962572,0.2647453845860693,0.18927393186183317,0.18088494425814816,0.0,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T10:31:18.422447Z|h:60,2026-07-05T10:31:18.422447Z,2026-07-05T10:42:08.085777+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Seasonal-Naive,0.11512251604913341,0.3392970911297847,0.20709261877166524,0.2151303672490945,0.0,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:01:22.328407Z|h:60,2026-07-05T11:01:22.328407Z,2026-07-05T11:06:50.574691+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Seasonal-Naive,0.16565721668350117,0.40701009408060285,0.24415540370649977,0.2570106114513359,0.0,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:28:46.215562Z|h:60,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:34.622545+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Seasonal-Naive,0.20947277850879212,0.4576819621842138,0.27854663898601967,0.2900780459647972,0.0,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 @@ -11398,6 +11426,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:31:18.422447Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:49:56.360703Z|h:24,2026-07-05T10:49:56.360703Z,2026-07-05T10:55:48.757585+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Sundial,789901.3312263489,888.7639344766128,0.00872675420566531,0.01039635739673435,-39.44542562433816,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:01:22.328407Z|h:24,2026-07-05T11:01:22.328407Z,2026-07-05T11:06:41.148225+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Sundial,699230.606962204,836.2000998338879,0.008751284649297227,0.010097822896858734,-34.13194459361565,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:16:51.247949Z|h:24,2026-07-05T11:16:51.247949Z,2026-07-05T11:23:01.488299+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Sundial,570279.7769692739,755.1687076205382,0.00890125993584593,0.00915897688472361,-25.733331969959693,True +binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:28:46.215562Z|h:24,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:18.896296+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Sundial,503620.80091349286,709.6624556178049,0.008512526133833158,0.00844297949716726,-20.01932618233365,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 @@ -11501,6 +11530,7 @@ data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-0 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T09:28:28.152573Z|h:36,2026-07-05T09:28:28.152573Z,2026-07-05T09:38:48.698922+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Sundial,0.0011111123530651679,0.03333335196263898,1.000000209136918,1.0000091461261813,-5.4397785214747716e-05,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:08:43.668593Z|h:36,2026-07-05T10:08:43.668593Z,2026-07-05T10:22:22.237616+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Sundial,8.608348220176877e-15,9.278118462369877e-08,,,0.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:49:56.360703Z|h:36,2026-07-05T10:49:56.360703Z,2026-07-05T10:55:53.370930+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Sundial,0.0011111117123272793,0.03333334235157464,1.0000003020267014,1.0000092452693208,-2.5564604146011435e-05,True +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T11:28:46.215562Z|h:36,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:26.830814+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Sundial,0.0011111109313878633,0.03333333063748451,0.9999999032508505,1.0000096530393117,9.577662908432847e-06,True data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-01T08:20:13.790420Z|h:12,2026-07-01T08:20:13.790420Z,2026-07-01T08:26:28.541524+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,4.503822222855682e-16,2.122221058904016e-08,,,,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-01T08:30:38.202458Z|h:12,2026-07-01T08:30:38.202458Z,2026-07-01T08:37:37.858502+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,4.62485727606709e-16,2.150548133864269e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-01T08:51:02.752670Z|h:12,2026-07-01T08:51:02.752670Z,2026-07-01T08:56:07.129939+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,4.678929486658102e-16,2.1630833286441145e-08,,,0.0,False @@ -11629,6 +11659,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T09:47:18.652131Z|h:12,2026-07-05T09:47:18.652131Z,2026-07-05T09:57:10.494963+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,3.57672564444411e-16,1.8912233195590918e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T10:31:18.422447Z|h:12,2026-07-05T10:31:18.422447Z,2026-07-05T10:41:35.464228+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,4.03662474540918e-16,2.0091353228215317e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:01:22.328407Z|h:12,2026-07-05T11:01:22.328407Z,2026-07-05T11:06:44.164648+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,3.574632809277272e-16,1.8906699366302073e-08,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:28:46.215562Z|h:12,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:29.745294+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,4.835339431257769e-16,2.198940524720432e-08,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-01T08:20:13.790420Z|h:24,2026-07-01T08:20:13.790420Z,2026-07-01T08:26:34.119599+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Sundial,2.509768616245765,1.5842249260271613,0.046315313784390355,0.04241500448067035,,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-01T08:42:23.318206Z|h:24,2026-07-01T08:42:23.318206Z,2026-07-01T08:45:54.809113+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Sundial,2.527925027144041,1.5899449761372375,0.045019051154124336,0.04242581594532663,1.5067085897240102,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-01T09:58:21.988164Z|h:24,2026-07-01T09:58:21.988164Z,2026-07-01T10:05:14.999051+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Sundial,2.4870107241204096,1.5770259110491525,0.04629519098849579,0.04256547478689998,2.3222721221268117,True @@ -11795,6 +11826,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:03:31.4199 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:47:18.652131Z|h:60,2026-07-05T09:47:18.652131Z,2026-07-05T09:57:15.489111+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Sundial,0.03459199979160334,0.18598924644076426,0.09537659961998954,0.09000964004741427,33.91039405126369,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T10:31:18.422447Z|h:60,2026-07-05T10:31:18.422447Z,2026-07-05T10:41:50.215259+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Sundial,0.04474236895752348,0.2115239205326988,0.09809235952995805,0.09772957005040527,44.024769472469984,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:01:22.328407Z|h:60,2026-07-05T11:01:22.328407Z,2026-07-05T11:06:49.540473+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Sundial,0.0543446229212894,0.23311933193386045,0.11588560243262647,0.11027940446926499,50.59621045086384,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:28:46.215562Z|h:60,2026-07-05T11:28:46.215562Z,2026-07-05T11:44:33.541617+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Sundial,0.16160242773228717,0.40199804443838677,0.23597528120552116,0.2211265118542648,12.900444430503033,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 @@ -12285,6 +12317,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:31:18.422447Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:49:56.360703Z|h:24,2026-07-05T10:49:56.360703Z,2026-07-05T10:54:22.015155+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TabPFN-TS,196296.87332471213,443.05402980303893,0.006068094181387286,0.006081529576541993,27.20494834160709,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:01:22.328407Z|h:24,2026-07-05T11:01:22.328407Z,2026-07-05T11:04:16.428754+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TabPFN-TS,196640.70930862427,443.44188943831665,0.006080224244633716,0.006093596792369292,27.171626954461885,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:16:51.247949Z|h:24,2026-07-05T11:16:51.247949Z,2026-07-05T11:22:20.042184+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TabPFN-TS,209103.93987782797,457.278842587133,0.006451341057905339,0.006463170303481348,23.398136945461086,True +binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:28:46.215562Z|h:24,2026-07-05T11:28:46.215562Z,2026-07-05T11:42:17.568749+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TabPFN-TS,207922.15806770325,455.98482219006286,0.006399334517179558,0.0064115544031114165,23.492520445460144,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 @@ -12331,6 +12364,7 @@ data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-0 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T09:28:28.152573Z|h:36,2026-07-05T09:28:28.152573Z,2026-07-05T09:37:23.315546+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TabPFN-TS,0.0011111111442248028,0.033333333830038704,1.0,1.0,0.0,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:08:43.668593Z|h:36,2026-07-05T10:08:43.668593Z,2026-07-05T10:20:34.271564+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 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:49:56.360703Z|h:36,2026-07-05T10:49:56.360703Z,2026-07-05T10:54:42.770683+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TabPFN-TS,0.0011111111442248028,0.033333333830038704,1.0,1.0,0.0,True +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T11:28:46.215562Z|h:36,2026-07-05T11:28:46.215562Z,2026-07-05T11:42:42.935811+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TabPFN-TS,0.0011111111442248028,0.033333333830038704,1.0,1.0,0.0,True data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-01T13:07:24.792624Z|h:12,2026-07-01T13:07:24.792624Z,2026-07-01T13:17:35.106657+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,0.0,0.0,,,,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T08:14:44.325135Z|h:12,2026-07-03T08:14:44.325135Z,2026-07-03T08:20:18.916187+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,0.0,0.0,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T08:35:30.336541Z|h:12,2026-07-03T08:35:30.336541Z,2026-07-03T08:39:30.220341+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,0.0,0.0,,,0.0,False @@ -12390,6 +12424,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T09:47:18.652131Z|h:12,2026-07-05T09:47:18.652131Z,2026-07-05T09:53:29.658187+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,0.0,0.0,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T10:31:18.422447Z|h:12,2026-07-05T10:31:18.422447Z,2026-07-05T10:37:09.317128+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,0.0,0.0,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:01:22.328407Z|h:12,2026-07-05T11:01:22.328407Z,2026-07-05T11:05:09.817898+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,0.0,0.0,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:28:46.215562Z|h:12,2026-07-05T11:28:46.215562Z,2026-07-05T11:43:04.849394+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,0.0,0.0,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-01T13:07:24.792624Z|h:24,2026-07-01T13:07:24.792624Z,2026-07-01T13:17:50.303034+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TabPFN-TS,1.1575554798453898,1.0758975229292935,0.032667823212513776,0.03420012171826817,,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:11:47.768869+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TabPFN-TS,1.926244963300481,1.3878922736655324,0.045103438810338035,0.04568498026131475,-10.899610941946875,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T10:29:13.950699Z|h:24,2026-07-03T10:29:13.950699Z,2026-07-03T10:39:18.498431+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TabPFN-TS,1.926244963300481,1.3878922736655324,0.045103438810338035,0.04568498026131475,-10.899610941946875,True @@ -12466,6 +12501,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:03:31.4199 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:47:18.652131Z|h:60,2026-07-05T09:47:18.652131Z,2026-07-05T09:56:26.015190+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TabPFN-TS,0.5766682306492059,0.7593867464271455,0.4487982266556246,0.49952932484197654,-78.32571663449615,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T10:31:18.422447Z|h:60,2026-07-05T10:31:18.422447Z,2026-07-05T10:37:49.291715+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TabPFN-TS,0.5460601935795047,0.7389588578395314,0.41986393294007285,0.4664426391847536,-65.17679171804312,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:01:22.328407Z|h:60,2026-07-05T11:01:22.328407Z,2026-07-05T11:05:33.109976+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TabPFN-TS,0.32947494839894603,0.5739990839704764,0.31476128892293337,0.34808265302437674,-33.085657379614325,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:28:46.215562Z|h:60,2026-07-05T11:28:46.215562Z,2026-07-05T11:43:56.900400+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TabPFN-TS,0.2984467757393149,0.5463028242095357,0.3215429581696998,0.3433817476855045,-17.517340391085046,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 @@ -13052,6 +13088,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:31:18.422447Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:49:56.360703Z|h:24,2026-07-05T10:49:56.360703Z,2026-07-05T10:50:55.380115+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,116397.93394152324,341.1714143088826,0.004119891998785665,0.004776762123408888,49.32774347263359,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:01:22.328407Z|h:24,2026-07-05T11:01:22.328407Z,2026-07-05T11:02:08.368196+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,116362.04266484578,341.1188101891272,0.004107713708506126,0.004772656916348848,49.37838079712281,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:16:51.247949Z|h:24,2026-07-05T11:16:51.247949Z,2026-07-05T11:17:44.347037+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,152734.87500445047,390.8130947197784,0.005024341025329183,0.005440195835437295,37.60587448524123,True +binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:28:46.215562Z|h:24,2026-07-05T11:28:46.215562Z,2026-07-05T11:37:54.465694+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,152748.11586380005,390.8300344955593,0.005027066832605723,0.005435898063281654,37.44448077795254,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 @@ -13449,6 +13486,7 @@ data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-0 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T09:28:28.152573Z|h:36,2026-07-05T09:28:28.152573Z,2026-07-05T09:29:43.790607+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TiRex,0.0011111111353087034,0.033333333696297214,0.9999999959877287,1.0000007374946198,4.012244632194283e-07,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:08:43.668593Z|h:36,2026-07-05T10:08:43.668593Z,2026-07-05T10:14:40.853254+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TiRex,5.906315718058047e-17,7.685255830522526e-09,,,0.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:49:56.360703Z|h:36,2026-07-05T10:49:56.360703Z,2026-07-05T10:51:00.099706+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TiRex,0.0011111111369788104,0.03333333372134882,0.9999999967392766,1.0000007354355018,3.2606965089989353e-07,True +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T11:28:46.215562Z|h:36,2026-07-05T11:28:46.215562Z,2026-07-05T11:38:00.019085+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TiRex,0.0011111111148373912,0.03333333338922753,0.9999999867756386,1.0000007217225428,1.3224334981886658e-06,True data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:34:52.372126Z|h:12,2026-06-29T07:34:52.372126Z,2026-06-29T07:37:47.633298+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,2.0440368407041843e-18,1.4296981641955705e-09,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:47:28.636041Z|h:12,2026-06-29T07:47:28.636041Z,2026-06-29T07:50:11.199362+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,2.0440368407041843e-18,1.4296981641955705e-09,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:59:40.018019Z|h:12,2026-06-29T07:59:40.018019Z,2026-06-29T08:02:22.976491+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,2.0440368407041843e-18,1.4296981641955705e-09,,,0.0,False @@ -13656,6 +13694,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T09:47:18.652131Z|h:12,2026-07-05T09:47:18.652131Z,2026-07-05T09:50:36.516074+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,2.0440368407041843e-18,1.4296981641955705e-09,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T10:31:18.422447Z|h:12,2026-07-05T10:31:18.422447Z,2026-07-05T10:32:23.371125+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,2.0440368407041843e-18,1.4296981641955705e-09,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:01:22.328407Z|h:12,2026-07-05T11:01:22.328407Z,2026-07-05T11:02:12.203577+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,2.0440368407041843e-18,1.4296981641955705e-09,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:28:46.215562Z|h:12,2026-07-05T11:28:46.215562Z,2026-07-05T11:38:04.672400+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,2.0440368407041843e-18,1.4296981641955705e-09,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T07:34:52.372126Z|h:24,2026-06-29T07:34:52.372126Z,2026-06-29T07:37:49.833711+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TiRex,2.4940922205109928,1.5792695211745817,0.04640573262886946,0.04279827575737358,40.018952261429305,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T08:43:00.875911Z|h:24,2026-06-29T08:43:00.875911Z,2026-06-29T08:45:40.096912+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TiRex,2.4940922205109928,1.5792695211745817,0.04640573262886946,0.04279827575737358,40.018952261429305,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T11:06:08.782301Z|h:24,2026-06-29T11:06:08.782301Z,2026-06-29T11:10:40.398108+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TiRex,2.4940922205109928,1.5792695211745817,0.04640573262886946,0.04279827575737358,40.018952261429305,True @@ -13928,6 +13967,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:03:31.4199 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:47:18.652131Z|h:60,2026-07-05T09:47:18.652131Z,2026-07-05T09:50:40.823686+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TiRex,0.005032278252748175,0.07093855265473194,0.04626137305729351,0.08215078268525502,86.6024555669648,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T10:31:18.422447Z|h:60,2026-07-05T10:31:18.422447Z,2026-07-05T10:32:31.036518+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TiRex,0.031035746752791422,0.17616965332539944,0.12228723076940237,0.09113271645037561,57.53131412782131,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:01:22.328407Z|h:60,2026-07-05T11:01:22.328407Z,2026-07-05T11:02:17.251665+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TiRex,0.02315703394728737,0.15217435377647368,0.07083462059986664,0.09333005325394805,75.47109514252804,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:28:46.215562Z|h:60,2026-07-05T11:28:46.215562Z,2026-07-05T11:38:08.322027+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TiRex,0.12973311507835075,0.36018483460350015,0.21299174529631063,0.18148488976841223,23.50774704625114,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 @@ -15316,6 +15356,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:31:18.422447Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:49:56.360703Z|h:24,2026-07-05T10:49:56.360703Z,2026-07-05T10:51:47.811881+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,221546.46556282043,470.68722689575975,0.00785042041006614,0.0059419932052045925,21.51582074423546,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:01:22.328407Z|h:24,2026-07-05T11:01:22.328407Z,2026-07-05T11:02:51.136194+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,222105.5358250936,471.2807399258892,0.007862502448637006,0.005948666018647084,21.444765171332403,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:16:51.247949Z|h:24,2026-07-05T11:16:51.247949Z,2026-07-05T11:18:12.676467+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,218176.54268900552,467.0937193850989,0.00820427589003746,0.006216548935806672,21.381025829029014,True +binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:28:46.215562Z|h:24,2026-07-05T11:28:46.215562Z,2026-07-05T11:39:45.989373+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,216793.4283135732,465.6108120668733,0.008152400950158036,0.0061880097255329084,21.50931140191939,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 @@ -15719,6 +15760,7 @@ data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-0 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T09:28:28.152573Z|h:36,2026-07-05T09:28:28.152573Z,2026-07-05T09:30:29.964353+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TimesFM-2.5,0.0011111111442248028,0.033333333830038704,1.0,1.0,0.0,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:08:43.668593Z|h:36,2026-07-05T10:08:43.668593Z,2026-07-05T10:17:23.458090+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TimesFM-2.5,0.0,0.0,,,0.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:49:56.360703Z|h:36,2026-07-05T10:49:56.360703Z,2026-07-05T10:51:54.637301+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TimesFM-2.5,0.0011111111442248028,0.033333333830038704,1.0,1.0,0.0,True +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T11:28:46.215562Z|h:36,2026-07-05T11:28:46.215562Z,2026-07-05T11:39:51.016625+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TimesFM-2.5,0.0011111111442248028,0.033333333830038704,1.0,1.0,0.0,True data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:34:52.372126Z|h:12,2026-06-29T07:34:52.372126Z,2026-06-29T07:36:30.620648+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,0.0,0.0,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:47:28.636041Z|h:12,2026-06-29T07:47:28.636041Z,2026-06-29T07:49:26.855811+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,0.0,0.0,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-06-29T07:59:40.018019Z|h:12,2026-06-29T07:59:40.018019Z,2026-06-29T08:01:36.796332+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,0.0,0.0,,,0.0,False @@ -15927,6 +15969,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T09:47:18.652131Z|h:12,2026-07-05T09:47:18.652131Z,2026-07-05T09:51:06.685885+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,0.0,0.0,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T10:31:18.422447Z|h:12,2026-07-05T10:31:18.422447Z,2026-07-05T10:33:15.852515+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,0.0,0.0,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:01:22.328407Z|h:12,2026-07-05T11:01:22.328407Z,2026-07-05T11:02:56.065742+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,0.0,0.0,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:28:46.215562Z|h:12,2026-07-05T11:28:46.215562Z,2026-07-05T11:40:15.277629+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,0.0,0.0,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T07:34:52.372126Z|h:24,2026-06-29T07:34:52.372126Z,2026-06-29T07:36:32.892207+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TimesFM-2.5,6.613498703618461,2.5716723554174745,0.08541748411560328,0.0740711694846831,-6.363332744581831,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T08:43:00.875911Z|h:24,2026-06-29T08:43:00.875911Z,2026-06-29T08:44:29.008217+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TimesFM-2.5,6.613498703618461,2.5716723554174745,0.08541748411560328,0.0740711694846831,-6.363332744581831,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T11:06:08.782301Z|h:24,2026-06-29T11:06:08.782301Z,2026-06-29T11:08:28.558457+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TimesFM-2.5,6.613498703618461,2.5716723554174745,0.08541748411560328,0.0740711694846831,-6.363332744581831,True @@ -16198,6 +16241,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:03:31.4199 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:47:18.652131Z|h:60,2026-07-05T09:47:18.652131Z,2026-07-05T09:51:11.632043+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TimesFM-2.5,0.09525665444908066,0.30863676781790056,0.2151624055172025,0.18499168923585194,-15.220457778700844,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T10:31:18.422447Z|h:60,2026-07-05T10:31:18.422447Z,2026-07-05T10:33:27.653849+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TimesFM-2.5,0.0276228767205471,0.16620131383520137,0.12952170281974126,0.09149261775073664,61.29769769155833,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:01:22.328407Z|h:60,2026-07-05T11:01:22.328407Z,2026-07-05T11:03:01.245406+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TimesFM-2.5,0.06528448344683759,0.25550828449746515,0.18340119316778758,0.1370881269225473,43.462368719038295,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:28:46.215562Z|h:60,2026-07-05T11:28:46.215562Z,2026-07-05T11:40:18.973236+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TimesFM-2.5,0.09558176353332405,0.3091630047941119,0.21435185344788504,0.1730471816821284,37.33463996734858,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 @@ -17315,6 +17359,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:31:18.422447Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-05T10:49:56.360703Z|h:24,2026-07-05T10:49:56.360703Z,2026-07-05T10:52:15.775110+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Toto-1.0,265359.1935049693,515.130268480672,0.004692582102404527,0.004288864246588361,12.764754470355301,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:01:22.328407Z|h:24,2026-07-05T11:01:22.328407Z,2026-07-05T11:03:11.926403+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Toto-1.0,7041915.188405991,2653.6607146366678,0.0047383721935501605,0.004298630701726983,-90.70122490418257,True binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:16:51.247949Z|h:24,2026-07-05T11:16:51.247949Z,2026-07-05T11:18:28.341178+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Toto-1.0,607896.7876841227,779.6773612745997,0.005496410629172777,0.005679406198239884,-28.690422379340408,True +binance_btcusdt_1h_close/1h/short|source:2026-07-05T11:28:46.215562Z|h:24,2026-07-05T11:28:46.215562Z,2026-07-05T11:40:44.982908+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Toto-1.0,4986437.006103516,2233.0331403952596,0.005208973620862675,0.005543784318871832,-87.38786366222679,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 @@ -17360,6 +17405,7 @@ data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-0 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T09:28:28.152573Z|h:36,2026-07-05T09:28:28.152573Z,2026-07-05T09:30:55.366440+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Toto-1.0,0.31825440644484587,0.5641404137666844,0.9997128185211342,1.0480694694607307,-99.30417588435176,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:08:43.668593Z|h:36,2026-07-05T10:08:43.668593Z,2026-07-05T10:18:09.933873+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Toto-1.0,14.789525253470124,3.8457151810125154,,,-100.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T10:49:56.360703Z|h:36,2026-07-05T10:49:56.360703Z,2026-07-05T10:52:21.408139+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Toto-1.0,2.3446469802926364,1.5312240137526045,1.0000989462190581,1.0477944544569655,-99.90526634879522,True +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-05T11:28:46.215562Z|h:36,2026-07-05T11:28:46.215562Z,2026-07-05T11:40:49.450723+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Toto-1.0,12.23972533241539,3.4985318824351723,0.9999402563489447,1.0487351518507249,-99.98184582974625,True data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T07:52:13.218889Z|h:12,2026-07-03T07:52:13.218889Z,2026-07-03T07:55:43.042316+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,0.006888853745097852,0.08299911894169631,,,-100.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T08:14:44.325135Z|h:12,2026-07-03T08:14:44.325135Z,2026-07-03T08:17:29.766381+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,3.3270521300056717,1.82402086885147,,,-99.99999999999999,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T08:35:30.336541Z|h:12,2026-07-03T08:35:30.336541Z,2026-07-03T08:37:38.482746+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,4.289934709528063e-05,0.006549759315828379,,,-100.0,False @@ -17422,6 +17468,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T09:47:18.652131Z|h:12,2026-07-05T09:47:18.652131Z,2026-07-05T09:51:27.969220+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,0.06217323225209919,0.24934560804654088,,,-100.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T10:31:18.422447Z|h:12,2026-07-05T10:31:18.422447Z,2026-07-05T10:34:02.416956+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,0.022076848201927637,0.14858279914555264,,,-100.00000000000001,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:01:22.328407Z|h:12,2026-07-05T11:01:22.328407Z,2026-07-05T11:03:16.802132+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,0.33937256975749786,0.5825569240490562,,,-99.99999999999999,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-05T11:28:46.215562Z|h:12,2026-07-05T11:28:46.215562Z,2026-07-05T11:40:52.551503+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,0.00013099646043762697,0.011445368514714891,,,-100.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:55:47.158640+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Toto-1.0,0.7109698636919953,0.8431902891352553,0.02804324411280774,0.024903814677162905,37.04270890048882,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:08:29.777440+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Toto-1.0,1.0060821914309297,1.0030364855930864,0.02708975702840474,0.024210902962583176,21.205632915838436,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T10:29:13.950699Z|h:24,2026-07-03T10:29:13.950699Z,2026-07-03T10:32:48.439106+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Toto-1.0,4.45580847373598,2.1108786023208395,0.02634014700013761,0.023899594280053314,-48.44241291089929,True @@ -17506,6 +17553,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:03:31.4199 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T09:47:18.652131Z|h:60,2026-07-05T09:47:18.652131Z,2026-07-05T09:51:31.102026+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Toto-1.0,0.010035554035298589,0.1001776124455888,0.03591472757721205,0.06544046658487547,74.95046544318298,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T10:31:18.422447Z|h:60,2026-07-05T10:31:18.422447Z,2026-07-05T10:34:12.989930+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Toto-1.0,0.012034292856711086,0.10970092459369285,0.03483748859818433,0.06930600733649067,81.07172874144383,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:01:22.328407Z|h:60,2026-07-05T11:01:22.328407Z,2026-07-05T11:03:20.127177+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Toto-1.0,0.1355435284360013,0.368162366946978,0.03317201328859917,0.05689684086700291,9.997879731523298,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-05T11:28:46.215562Z|h:60,2026-07-05T11:28:46.215562Z,2026-07-05T11:41:00.773572+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Toto-1.0,0.12017646503341754,0.34666477328020734,0.2182706750075458,0.1869114027778549,27.088281021321592,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 @@ -17694,6 +17742,6 @@ usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-05T10:08:43.668593Z|h:24,2 usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-05T10:49:56.360703Z|h:24,2026-07-05T10:49:56.360703Z,2026-07-05T10:52:59.788095+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Toto-1.0,658.513638852785,25.661520587307077,0.0008638683794323443,0.002155296077364355,17.48019906319538,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,2026-07-05T11:21:40.431936+00:00,2026-07-05T11:21:40.431936+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,2026-07-05T11:21:26.653708+00:00,2026-07-05T11:21:26.653708+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,2026-07-05T11:18:33.834630+00:00,2026-07-05T11:18:33.834630+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,2026-07-05T11:41:37.519239+00:00,2026-07-05T11:41:37.519239+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,2026-07-05T11:41:18.983105+00:00,2026-07-05T11:41:18.983105+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,2026-07-05T11:41:00.780454+00:00,2026-07-05T11:41:00.780454+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 0992a55b3432ee35b84183c44f4bfad712c7d4bc..60392ea297137c930fbb0b69259389c12f2abaee 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,24,651079.4426688323,665.0460491787563,0.014404432768939985,0.11752196187017108,16.28132945830274,731927.9600502278,0.3932673852059648,4.638619836990763e-41,521,1.0,2026-06-17T12:10:12.135642+00:00,2026-07-05T11:16:51.247949Z +ARIMA,binance_btcusdt_1h_close/1h/short,Finance,1h,24,650947.0834198978,665.2334730771539,0.014409253707379147,0.11732659655467136,16.19870233071591,731231.449714727,0.39250336444062034,5.537813457066674e-41,522,1.0,2026-06-17T12:10:12.135642+00:00,2026-07-05T11:28:46.215562Z 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,36,4.658753732427456e-05,0.002880249139479794,0.9999995361844555,1.0000424827892587,-30.10148709036372,0.0001671411388568015,-0.2179131032841515,0.0005784850085552405,143,0.02097902097902098,2026-06-29T07:34:52.372126Z,2026-07-05T10:49:56.360703Z -ARIMA,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526528e-15,9.786828912128035e-08,,,0.0,1.581565231022517e-30,0.0,1.0,206,0.0,2026-06-29T07:34:52.372126Z,2026-07-05T11:01:22.328407Z +ARIMA,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,5.398006435762082e-05,0.003091728924056729,0.9999997153934195,1.0000424437572428,-29.89244907491368,0.00018870697970452824,-0.19526892724209982,0.0019455701745076345,144,0.027777777777777776,2026-06-29T07:34:52.372126Z,2026-07-05T11:28:46.215562Z +ARIMA,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128035e-08,,,0.0,0.0,0.0,1.0,207,0.0,2026-06-29T07:34:52.372126Z,2026-07-05T11:28:46.215562Z ARIMA,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,12.86287171502031,3.09584630376581,0.09987261294403726,0.173707859895317,-40.9544383269369,11.487543056802318,-0.4564405202983858,2.6638589270556756e-07,66,1.0,2026-06-18T05:03:29.867986+00:00,2026-07-05T10:31:18.422447Z -ARIMA,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.7867475571090871,0.7322239744781626,1.382295925519898,0.5148871370092271,-0.5416412957044544,1.0282251463834353,-0.31287798923597626,2.047726653011753e-14,269,0.9814126394052045,2026-06-17T12:10:12.335728+00:00,2026-07-05T11:01:22.328407Z +ARIMA,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.7845859557565488,0.7311812302327547,1.3781230199848564,0.5140558715793053,-0.5339281631437913,1.0269266020994752,-0.312845931433292,1.84210337192187e-14,270,0.9814814814814815,2026-06-17T12:10:12.335728+00:00,2026-07-05T11:28:46.215562Z ARIMA,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.4850373746553864,0.8073578713507285,0.1547518686637582,0.45796926628805057,7.826947353118107,3.5098193350635873,-0.46441580132494753,1.3648635539639834e-25,229,1.0,2026-06-17T12:10:12.398268+00:00,2026-07-05T11:16:51.247949Z ARIMA,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,3.76823098785217,0.9302744450792522,0.038092424790128795,0.3453064927329774,32.9797255423421,25.72829039478577,-0.07917383820998279,0.2863277880359588,84,1.0,2026-06-17T12:10:12.433031+00:00,2026-07-05T10:31:18.422447Z ARIMA,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,476.3946242391555,15.282629975954686,0.4389055022274837,0.4568472048468698,16.979601802517205,943.3929900740253,0.5549382716049382,2.2509902359816253e-13,81,1.0,2026-06-17T12:10:12.456148+00:00,2026-07-05T10:31:18.422447Z @@ -12,12 +12,12 @@ ARIMA,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,9.0486807 ARIMA,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,12.84724711127021,3.2714733748514715,0.5804983752084031,0.3381422732312654,18.049892145759546,8.24431991248942,0.41358024691358025,4.627378439705027e-08,81,1.0,2026-06-17T12:10:12.513260+00:00,2026-07-05T10:31:18.422447Z ARIMA,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1275.4783219741628,26.374891522452305,0.012276605437096556,0.11665079709704548,-5.395069834948847,3045.5221162512507,0.19070057196673476,0.0002624863471647672,167,1.0,2026-06-17T12:26:17.165483+00:00,2026-07-05T10:49:56.360703Z 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,24,476049.7001387191,483.91370853483284,0.009809009809114677,0.11193427751246161,33.73033527552707,733792.3327680588,0.5634922993116427,2.803983674312442e-100,636,1.0,2026-06-16T12:06:40.343188+00:00,2026-07-05T11:16:51.247949Z +Chronos-2,binance_btcusdt_1h_close/1h/short,Finance,1h,24,475539.7897095905,483.7645374117896,0.00980119753702189,0.11176765692155197,33.73853492721756,733328.1610386481,0.5617527126961089,7.934457534167874e-100,637,1.0,2026-06-16T12:06:40.343188+00:00,2026-07-05T11:28:46.215562Z 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,18;36,2.307542782924453e-05,0.0008538552257763092,0.9999999947669664,1.000000299533194,-29.71048561210919,0.00015813738262069943,-0.20790141386153166,0.0009057539608752047,146,0.02054794520547945,2026-06-29T07:34:52.372126Z,2026-07-05T10:49:56.360703Z -Chronos-2,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.7296862743653316e-18,1.3151753777977035e-09,,,0.0,5.791662097627203e-34,0.0,1.0,209,0.0,2026-06-29T07:34:52.372126Z,2026-07-05T11:01:22.328407Z +Chronos-2,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,18;36,3.0477031297161826e-05,0.0010748040591442457,0.9999999953314066,1.0000003014500554,-29.496741109162162,0.00018135423040433824,-0.18639886405309683,0.002800709740853277,147,0.027210884353741496,2026-06-29T07:34:52.372126Z,2026-07-05T11:28:46.215562Z +Chronos-2,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.7296862743653318e-18,1.3151753777977035e-09,,,0.0,3.861063868178096e-34,0.0,1.0,210,0.0,2026-06-29T07:34:52.372126Z,2026-07-05T11:28:46.215562Z Chronos-2,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.0768414288621417,1.29322281635267,0.0430455495245209,0.05969841389459707,19.13476060315236,1.768150633232077,-0.14415135139916085,0.08911205897238911,72,1.0,2026-06-17T05:11:12.972050+00:00,2026-07-05T10:31:18.422447Z -Chronos-2,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.16601885507548636,0.31865478732811975,0.4703406380763768,0.16573753343403425,46.504683774751086,0.27180303564219643,-0.031392166116092496,0.3977429350467392,326,0.9815950920245399,2026-06-16T12:06:44.487655+00:00,2026-07-05T11:01:22.328407Z +Chronos-2,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.1656229776650019,0.3182650933188963,0.46923615151367026,0.16553285455098565,46.59575999950577,0.2714802406160437,-0.03266355227856889,0.37817098166518714,327,0.981651376146789,2026-06-16T12:06:44.487655+00:00,2026-07-05T11:28:46.215562Z Chronos-2,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,1.6839085205312714,0.8942109938608305,0.1576680384960727,0.44615727400108385,4.8874757780136235,3.761791042171174,-0.499092332514881,1.3579121995551035e-33,264,1.0,2026-06-16T12:06:47.974062+00:00,2026-07-05T11:16:51.247949Z Chronos-2,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,4.997623490685521,1.0817543064333492,0.04253424674631926,0.4424939718408074,34.9139173684097,27.182073567254832,-0.02787878787878788,0.6810871144380525,100,1.0,2026-06-16T13:12:22.165146+00:00,2026-07-05T10:31:18.422447Z Chronos-2,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,261.1434731122411,11.384371535733628,0.32893218508945404,0.44730687667438823,34.17973022960042,497.39286840397295,0.5910908052541406,8.921853242312546e-19,103,1.0,2026-06-16T13:12:26.984109+00:00,2026-07-05T10:31:18.422447Z @@ -25,12 +25,12 @@ Chronos-2,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.656 Chronos-2,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,10.535474484910784,2.8203504348062456,0.5658232191263552,0.34563227505460153,24.016983549986996,8.94194473601427,0.399581191699981,2.2149145119217207e-09,103,1.0,2026-06-16T13:12:36.348072+00:00,2026-07-05T10:31:18.422447Z Chronos-2,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1085.9966271932694,19.77465828815859,0.008675703229784743,0.1399553197917027,15.339539362533158,2866.179564317627,0.23021501684082413,2.835253408367855e-06,188,1.0,2026-06-16T12:40:50.960167+00:00,2026-07-05T10:49:56.360703Z 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,24,804504.9777895191,806.6726055784468,0.01154270687740404,0.010320013214515797,22.99746332287462,684616.944611296,0.10391545860994446,0.08963941723431142,122,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:16:51.247949Z -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,,,,,1,1.0,2026-07-05T11:21:40.431936+00:00,2026-07-05T11:21:40.431936+00:00 -Chronos-Bolt,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,7.575754481020917e-05,0.002272780195420675,0.999999780824561,1.0000110466480725,1.5291210950195301e-06,0.00028330177973448316,0.3417835580260273,0.0060615445674924015,44,0.06818181818181818,2026-07-03T08:14:44.325135Z,2026-07-05T10:49:56.360703Z -Chronos-Bolt,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.094103907762285e-12,1.045994219755676e-06,,,-100.0,4.072486814731622e-28,0.0,1.0,61,0.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:01:22.328407Z +Chronos-Bolt,binance_btcusdt_1h_close/1h/short,Finance,1h,24,800580.2562589153,804.72602061349,0.01151561176191744,0.01030189874650652,22.817369047811347,683193.3676645672,0.09689457550313207,0.11199643764526217,123,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:28:46.215562Z +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,,,,,1,1.0,2026-07-05T11:41:37.519239+00:00,2026-07-05T11:41:37.519239+00:00 +Chronos-Bolt,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,9.876539102215738e-05,0.0029630145473420835,0.9999997771318994,1.0000109886352477,2.026060759435424e-06,0.0003197765692319855,0.38513681004028877,0.0016588497015111877,45,0.08888888888888889,2026-07-03T08:14:44.325135Z,2026-07-05T11:28:46.215562Z +Chronos-Bolt,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.094103907762285e-12,1.045994219755676e-06,,,-100.0,4.071939547805181e-28,0.0,1.0,62,0.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:28:46.215562Z Chronos-Bolt,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.975584183294164,0.8963515785053886,0.029034714320003648,0.02580416679015525,32.15709959595152,1.1218937301094014,-0.16035674514745465,0.37050198157603165,21,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T10:31:18.422447Z -Chronos-Bolt,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.4814195824946679,0.6363359096753158,0.7289494822561263,0.36729713105619466,-15.546545033192976,0.35991202203839384,0.029508196721311473,0.7368426674234455,61,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:01:22.328407Z +Chronos-Bolt,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.4775794585209744,0.6340286664461506,0.7220143465891269,0.3654810359250251,-15.404985350571389,0.3582281367754489,0.014278159703860394,0.869730979935122,62,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:28:46.215562Z Chronos-Bolt,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.0952691872820189,0.2974480465491321,0.17501940717093276,0.12823975671646637,5.924837944058674,0.05178698763242014,-0.1268129965008953,0.17226141482851898,55,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:16:51.247949Z Chronos-Bolt,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,0.6144049554432455,0.5710410117207128,0.030163104856491277,0.027452019350674966,49.22543688919701,1.0050663234764476,-0.20952380952380956,0.19665272284077664,21,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T10:31:18.422447Z Chronos-Bolt,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,435.3277871919464,20.422545902127013,0.35878903628601067,0.2737334687446658,18.619883298664462,173.14267675167287,0.37142857142857144,0.018676036751262722,21,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T10:31:18.422447Z @@ -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,24,15.739246142004427,3.910358409758325,0.5499935691370629,0.2781808868327914,20.348199948578895,5.4168071105354105,-0.4210526315789474,0.009056382412965046,20,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T10:31:18.422447Z Chronos-Bolt,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1560.583550343714,29.094823326014236,0.010605810172339023,0.009686227831254482,6.450740537455374,3113.8478669038577,0.1941084673011471,0.0757343925530023,41,1.0,2026-07-03T08:14:44.325135Z,2026-07-05T10:49:56.360703Z 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,24,540082.6800522079,543.4002328844152,0.009744768428301472,0.09879364614806875,40.64485802348587,901883.4070463515,0.34650819430090063,2.931342208105262e-32,521,1.0,2026-06-17T12:10:12.660440+00:00,2026-07-05T11:16:51.247949Z +ETS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,539393.009716041,543.1721714621439,0.009737278145278904,0.09861346374428452,40.62477436793879,901155.2310281596,0.3453791338495819,4.0484870088309085e-32,522,1.0,2026-06-17T12:10:12.660440+00:00,2026-07-05T11:28:46.215562Z 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,36,4.8116036527664924e-05,0.002744303360140313,0.9999995361844555,1.0000424827892587,-30.10320943803986,0.00016967490815386393,-0.20870180060909677,0.0009806084629624555,143,0.02097902097902098,2026-06-29T07:34:52.372126Z,2026-07-05T10:49:56.360703Z -ETS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526528e-15,9.786828912128035e-08,,,0.0,1.581565231022517e-30,0.0,1.0,206,0.0,2026-06-29T07:34:52.372126Z,2026-07-05T11:01:22.328407Z +ETS,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,5.549794898320985e-05,0.0029567272126293275,0.9999997153934195,1.0000424437572428,-29.89415946184206,0.00019088003483264026,-0.1862346741641441,0.003126009347709207,144,0.027777777777777776,2026-06-29T07:34:52.372126Z,2026-07-05T11:28:46.215562Z +ETS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128035e-08,,,0.0,0.0,0.0,1.0,207,0.0,2026-06-29T07:34:52.372126Z,2026-07-05T11:28:46.215562Z ETS,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,33.40760820501127,5.052632141144239,0.17603565430192625,0.27888413297789716,-69.47037886545367,29.081689186907706,-0.3790440842477899,1.92644533160501e-05,66,1.0,2026-06-18T05:03:30.268230+00:00,2026-07-05T10:31:18.422447Z -ETS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.083937513927389,0.8668493188287378,1.344050965919685,0.5766007539811947,-14.067742701172184,1.4324315061632227,-0.2649392442989513,9.428533760319761e-11,269,0.9814126394052045,2026-06-17T12:10:12.697348+00:00,2026-07-05T11:01:22.328407Z +ETS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.0805602603733337,0.8651751514426267,1.3399260053465167,0.5754304034803958,-13.979342057767084,1.4308430608060079,-0.26680435081922066,6.416605073586346e-11,270,0.9814814814814815,2026-06-17T12:10:12.697348+00:00,2026-07-05T11:28:46.215562Z ETS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.9640869678324984,0.9787690442710437,0.21257718493182245,0.5161026495420382,-10.427831888482167,4.352551686844814,-0.4759897881214597,8.440708062539328e-27,229,1.0,2026-06-17T12:10:12.728630+00:00,2026-07-05T11:16:51.247949Z ETS,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,3.831217752963382,0.9638223670150207,0.04409978100998137,0.30100780460239707,11.642885774971361,26.071562613435667,0.05393000573723466,0.46767915427296103,84,1.0,2026-06-17T12:10:12.747284+00:00,2026-07-05T10:31:18.422447Z ETS,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,1233.6806795299074,18.520274697970567,0.7126729232636418,0.829063949422194,4.041264282047817,7217.214875289377,0.5327160493827161,1.9316683863139877e-12,81,1.0,2026-06-17T12:10:12.763932+00:00,2026-07-05T10:31:18.422447Z @@ -51,12 +51,12 @@ ETS,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,103.8216797 ETS,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,12.136691265996442,3.1763514163217637,0.5854412297388313,0.3482730272933918,20.933265486134328,8.041055318486176,0.37407407407407406,7.691814702421503e-07,81,1.0,2026-06-17T12:10:12.797899+00:00,2026-07-05T10:31:18.422447Z ETS,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1218.9688544415385,23.91033920355164,0.010274619846701707,0.11115454113120844,4.051064654404383,2763.215348366513,0.2206399109103177,2.413300039254203e-05,167,1.0,2026-06-17T12:26:17.324923+00:00,2026-07-05T10:49:56.360703Z 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,24,422799.19383375684,572.3564984488582,0.00812014530838779,0.008127944823642149,50.93808229984361,456211.007676785,-0.3575902972144475,4.484176042280948e-09,123,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:16:51.247949Z -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,,,,,1,1.0,2026-07-05T11:21:26.653708+00:00,2026-07-05T11:21:26.653708+00:00 -Moirai-2.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,7.407390293484642e-05,0.002222481214757668,0.9999988293789656,1.0000567027213283,8.166892193573703e-06,0.00028029100718404015,0.34418557034803166,0.005178821176089691,45,0.06666666666666667,2026-07-03T08:14:44.325135Z,2026-07-05T10:49:56.360703Z -Moirai-2.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.2167879962794955e-13,3.4882488390014504e-07,,,0.0,0.0,0.0,1.0,62,0.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:01:22.328407Z +Moirai-2.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,420461.03785589687,570.680320466438,0.00809066446143736,0.008100659289258518,50.87203875338695,455098.1067111949,-0.35615001311303435,4.464228671531187e-09,124,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:28:46.215562Z +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,,,,,1,1.0,2026-07-05T11:41:18.983105+00:00,2026-07-05T11:41:18.983105+00:00 +Moirai-2.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,9.661832678888067e-05,0.002898806137694229,0.999999825824875,1.000057619426399,1.583121872171553e-06,0.0003165387043305603,0.3958808396227453,0.001078204788883955,46,0.08695652173913043,2026-07-03T08:14:44.325135Z,2026-07-05T11:28:46.215562Z +Moirai-2.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.2167879962794955e-13,3.4882488390014504e-07,,,0.0,0.0,0.0,1.0,63,0.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:28:46.215562Z Moirai-2.0,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.8527951370742379,0.8994001634539056,0.030976142315921645,0.026746167525202594,27.461493503520376,0.37413744319287,-0.16035674514745465,0.37050198157603165,21,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T10:31:18.422447Z -Moirai-2.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.17907762086804652,0.35975688376185905,0.43962900838396163,0.20693619507219346,32.25472074668726,0.19361051477682678,-0.040437158469945354,0.6451604649323122,61,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:01:22.328407Z +Moirai-2.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.17934642341415727,0.36109030423844074,0.4366635920361023,0.20731725721966707,31.748289977745728,0.19202865025378574,-0.028027498677948178,0.7475085022428376,62,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:28:46.215562Z Moirai-2.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.11295199919978781,0.3110520775825186,0.1802124596522712,0.12513197858779096,4.792071186601265,0.08781300968281538,-0.6259705359193131,1.6086801457623254e-11,55,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:16:51.247949Z Moirai-2.0,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,0.5176612173899867,0.5598774444703706,0.030100398112828868,0.02704661620187461,44.11200826987605,0.7548555193938595,-0.2571428571428572,0.11012772228728104,21,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T10:31:18.422447Z Moirai-2.0,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,393.92200541491894,19.343428192180493,0.3378399369281591,0.262080891260294,21.45780632820997,188.69720176722055,0.009523809523809525,0.9762195060555436,21,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T10:31:18.422447Z @@ -64,12 +64,12 @@ Moirai-2.0,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.54 Moirai-2.0,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,13.539843532193997,3.6121411216784107,0.4875297201716944,0.2621374072038087,27.30852052388873,5.37829518477694,-0.4,0.010896474801396407,21,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T10:31:18.422447Z Moirai-2.0,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1288.5306517094937,25.23776827679563,0.008952359782939526,0.008052846997973529,13.649458565002043,2759.5526312296997,0.18022756660165465,0.09487316816168874,42,1.0,2026-07-03T08:14:44.325135Z,2026-07-05T10:49:56.360703Z 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,24,921312.4955363356,775.1342867572744,0.013959584976481263,0.10672646154912922,14.964171968839022,966979.4017977754,0.46091835228111616,9.70147632477429e-56,521,1.0,2026-06-17T12:10:12.847893+00:00,2026-07-05T11:16:51.247949Z +Moving-Average,binance_btcusdt_1h_close/1h/short,Finance,1h,24,920106.6376890179,774.6842896200989,0.013948666127044613,0.10653507613291247,14.948864457725353,966443.7283364778,0.4578948529573984,3.8836791810043085e-55,522,1.0,2026-06-17T12:10:12.847893+00:00,2026-07-05T11:28:46.215562Z 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,36,5.86374587266166e-05,0.0029237427183353066,0.9999995361844555,1.0000424827892587,-30.262623674564363,0.0002221282867505768,-0.20949134083838716,0.0009379677551193876,143,0.02097902097902098,2026-06-29T07:34:52.372126Z,2026-07-05T10:49:56.360703Z -Moving-Average,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526528e-15,9.786828912128035e-08,,,0.0,1.581565231022517e-30,0.0,1.0,206,0.0,2026-06-29T07:34:52.372126Z,2026-07-05T11:01:22.328407Z +Moving-Average,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,6.594630575022438e-05,0.0031349204641701886,0.9999997153934195,1.0000424437572428,-30.052466655057376,0.0002380930600403966,-0.1872671602301962,0.0029639700930905065,144,0.027777777777777776,2026-06-29T07:34:52.372126Z,2026-07-05T11:28:46.215562Z +Moving-Average,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128035e-08,,,0.0,0.0,0.0,1.0,207,0.0,2026-06-29T07:34:52.372126Z,2026-07-05T11:28:46.215562Z Moving-Average,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,5.844414781653462,2.118845821465989,0.07545967825663837,0.10557602434222071,-19.483738504365366,5.079711225849943,-0.3909512282555739,1.0457644655817584e-05,66,1.0,2026-06-18T05:03:30.400278+00:00,2026-07-05T10:31:18.422447Z -Moving-Average,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.8607741289449988,0.7317179967055443,1.864392042424886,0.5980414916000464,5.164333654970512,1.3540867442433084,-0.32247683515507963,3.216221353536148e-15,269,0.9814126394052045,2026-06-17T12:10:12.867076+00:00,2026-07-05T11:01:22.328407Z +Moving-Average,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.8583628472642412,0.730704081084567,1.8583968375060158,0.5968906037667475,5.144980934803876,1.3521481398013373,-0.32127220156959935,3.616712531389254e-15,270,0.9814814814814815,2026-06-17T12:10:12.867076+00:00,2026-07-05T11:28:46.215562Z Moving-Average,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.5293512968445389,0.8084729120661152,0.15768229055643826,0.4512369318289438,10.304262191691361,3.554533796187145,-0.3947419337883281,6.224065049390093e-19,229,1.0,2026-06-17T12:10:12.884991+00:00,2026-07-05T11:16:51.247949Z Moving-Average,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,4.989337290203779,1.2847168255538852,0.06706926108695822,0.4345341914285402,16.748547220798475,26.020489008525487,-0.08089500860585198,0.2759816787036239,84,1.0,2026-06-17T12:10:12.895547+00:00,2026-07-05T10:31:18.422447Z Moving-Average,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,454.7275210094184,16.575886092121568,0.4767486718200953,0.49012442085251656,9.242755004619841,571.0847205803093,0.519753086419753,6.5091521188267014e-12,81,1.0,2026-06-17T12:10:12.904026+00:00,2026-07-05T10:31:18.422447Z @@ -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,24,12.99552504221873,3.2634749745300557,0.6284017275362227,0.34826219168994266,19.279406372969916,9.039733202292009,0.35123456790123453,3.463469936803039e-06,81,1.0,2026-06-17T12:10:12.921461+00:00,2026-07-05T10:31:18.422447Z Moving-Average,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1499.4369770214464,24.94466631489398,0.01105429286361711,0.13159233762976844,5.237169445721913,3869.8308769888467,0.17551395076346804,0.0007819476240200857,167,1.0,2026-06-17T12:26:17.359102+00:00,2026-07-05T10:49:56.360703Z 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,24,1044915.9190448857,847.7638907947683,0.01491235623900588,0.09994471646378522,0.0,1002780.5671734299,0.487317289236675,4.299435334627911e-62,521,1.0,2026-06-17T12:10:12.963911+00:00,2026-07-05T11:16:51.247949Z +Seasonal-Naive,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1043557.0993549235,847.249631093366,0.01489873365979026,0.09976555293304205,0.0,1002298.6617659521,0.4837219905722122,2.538695364292299e-61,522,1.0,2026-06-17T12:10:12.963911+00:00,2026-07-05T11:28:46.215562Z 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,36,0.00010101010402043663,0.0014364283804180588,1.0,1.0,0.0,0.0009408621552926095,0.12802557713963622,0.06192750853524707,143,0.02097902097902098,2026-06-29T07:34:52.372126Z,2026-07-05T10:49:56.360703Z -Seasonal-Naive,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,206,0.0,2026-06-29T07:34:52.372126Z,2026-07-05T11:01:22.328407Z +Seasonal-Naive,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,0.0001080246945774114,0.0016579346682626464,1.0,1.0,0.0,0.0009413377075598511,0.16513185950595913,0.015658687744073346,144,0.027777777777777776,2026-06-29T07:34:52.372126Z,2026-07-05T11:28:46.215562Z +Seasonal-Naive,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,207,0.0,2026-06-29T07:34:52.372126Z,2026-07-05T11:28:46.215562Z Seasonal-Naive,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.676597966594139,1.4997608710045303,0.05249248171272394,0.07339286938120525,0.0,2.0208913102346986,-0.03611089541231215,0.6816505280663174,67,1.0,2026-06-18T05:03:30.473716+00:00,2026-07-05T10:31:18.422447Z -Seasonal-Naive,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.899545589139929,0.756272532757094,1.8690886095581072,0.6218413043208582,0.0,1.3907737582730695,-0.3294124174665705,8.162389340225516e-16,269,0.9814126394052045,2026-06-17T12:10:12.978229+00:00,2026-07-05T11:01:22.328407Z +Seasonal-Naive,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.8969897639153693,0.7551666417549723,1.863086564386137,0.620612551512132,0.0,1.388821380030395,-0.3288723667905824,8.03527696726316e-16,270,0.9814814814814815,2026-06-17T12:10:12.978229+00:00,2026-07-05T11:28:46.215562Z Seasonal-Naive,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.6906168178197014,0.8732391336192448,0.16636846106897935,0.5686848269793622,0.0,3.7504935084720876,-0.41882575398914357,4.1057984824416744e-21,229,1.0,2026-06-17T12:10:12.994311+00:00,2026-07-05T11:16:51.247949Z Seasonal-Naive,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,4.945147638018848,1.3287947743427273,0.06506821343608127,0.41629978196307577,0.0,25.672303285368177,-0.07424009037674943,0.3145056663888355,85,1.0,2026-06-17T12:10:13.002812+00:00,2026-07-05T10:31:18.422447Z Seasonal-Naive,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,547.8425239480343,18.33408993208524,0.5178742461024266,0.5827118050382251,0.0,644.2163896442477,0.45859680819030413,1.0687728857132356e-09,82,1.0,2026-06-17T12:10:13.010113+00:00,2026-07-05T10:31:18.422447Z @@ -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,24,19.223801695343756,3.982642885557282,0.6405009346798579,0.5564181308930211,0.0,12.656564239273166,0.38078027686365506,4.154180805943557e-07,82,1.0,2026-06-17T12:10:13.024713+00:00,2026-07-05T10:31:18.422447Z Seasonal-Naive,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1758.1532007121225,28.20911740651378,0.011129451103064633,0.11374008153072553,0.0,4222.652578733121,0.1335232506058816,0.011626598036837403,167,1.0,2026-06-17T12:26:17.384303+00:00,2026-07-05T10:49:56.360703Z 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,24,1977929.9382779466,1346.1504426492254,0.02021645871406773,0.018317699343298317,-1.752253561475364,1306472.7712070746,0.514219546086151,2.067713934285975e-34,255,1.0,2026-07-01T08:20:13.790420Z,2026-07-05T11:16:51.247949Z +Sundial,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1972170.9182101167,1343.664161449884,0.02017074022742619,0.01827912621889937,-1.8238891403806912,1307160.3060257852,0.503186274509804,3.7999502295670904e-33,256,1.0,2026-07-01T08:20:13.790420Z,2026-07-05T11:28:46.215562Z 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,36,3.6173423532356966e-05,0.0013259761303799822,1.0000003627403864,1.0000094692477528,-27.173914416757736,0.000197323561580075,-0.16736792893875643,0.01748829275162515,93,0.03225806451612903,2026-07-01T08:20:13.790420Z,2026-07-05T10:49:56.360703Z -Sundial,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,5.480574011812529e-16,2.2409636566888738e-08,,,0.0,5.085453097489476e-16,0.0,1.0,128,0.0,2026-07-01T08:20:13.790420Z,2026-07-05T11:01:22.328407Z +Sundial,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,4.760892893507512e-05,0.001666479901732158,1.0000002478680026,1.0000095151956425,-26.881721685634936,0.00022541155392870183,-0.1439029970258522,0.03992883425255208,94,0.0425531914893617,2026-07-01T08:20:13.790420Z,2026-07-05T11:28:46.215562Z +Sundial,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,5.475572193358617e-16,2.24063789597594e-08,,,0.0,5.065867643461442e-16,0.0,1.0,129,0.0,2026-07-01T08:20:13.790420Z,2026-07-05T11:28:46.215562Z Sundial,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,1.7949286516075378,1.3134939286728256,0.03998571144788177,0.032941306936399926,16.31351490778735,0.666080632583644,-0.5048780487804878,3.3189900747341346e-06,41,1.0,2026-07-01T08:20:13.790420Z,2026-07-05T10:31:18.422447Z -Sundial,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.11584199185099069,0.2934784205055632,0.6027033372787687,0.15043433160360672,46.03245902818194,0.11744400340572642,-0.08851612903225806,0.14320928220689544,125,1.0,2026-07-01T08:20:13.790420Z,2026-07-05T11:01:22.328407Z +Sundial,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.11620516991354066,0.2943396873621729,0.5997927971512033,0.15099538065321513,45.76740291140051,0.11704430089039523,-0.08012698412698413,0.18330931322254407,126,1.0,2026-07-01T08:20:13.790420Z,2026-07-05T11:28:46.215562Z Sundial,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.18240524566250355,0.41026622035157706,0.20418717964920324,0.1641626053009051,-0.6400723732534065,0.10157300967115485,-0.22135774218154083,0.0004527406976301267,115,1.0,2026-07-01T08:20:13.790420Z,2026-07-05T11:16:51.247949Z Sundial,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,1.4343113224019697,0.8900061007977088,0.04616294136288483,0.039300794922635024,18.157860229475954,2.2530470533066684,-0.13414634146341464,0.21663956933157358,41,1.0,2026-07-01T08:20:13.790420Z,2026-07-05T10:31:18.422447Z Sundial,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,509.2969796194596,19.18401123512297,0.2816294835983031,0.2569214650471945,35.2861798935581,645.448737581801,0.06585365853658537,0.5441664130858954,41,1.0,2026-07-01T08:20:13.790420Z,2026-07-05T10:31:18.422447Z @@ -105,12 +105,12 @@ Sundial,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.61505 Sundial,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,18.812332623345313,4.2982102540296205,0.533707286183867,0.2955337226459147,17.876320212182172,5.048869251706395,-0.2707317073170732,0.012649405361504901,41,1.0,2026-07-01T08:20:13.790420Z,2026-07-05T10:31:18.422447Z Sundial,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,985.4124160941864,24.235263270659846,0.007938458171994971,0.006813282428785674,-6.05825573214725,2020.1971623943678,0.08401341476411428,0.24964128020075227,87,1.0,2026-07-01T08:20:13.790420Z,2026-07-05T10:49:56.360703Z 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,24,588156.7177029655,720.4716768866214,0.0101469292793539,0.010166544998749683,33.351453693972104,407415.87574282853,-0.5068870523415978,1.661694471950101e-16,121,1.0,2026-07-01T13:07:24.792624Z,2026-07-05T11:16:51.247949Z +TabPFN-TS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,585040.0409846436,718.3037518481249,0.010116211289500012,0.010135766387310025,33.26646289010562,407186.6462298453,-0.5060289933613331,1.394336448051549e-16,122,1.0,2026-07-01T13:07:24.792624Z,2026-07-05T11:28:46.215562Z 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,36,7.407407628165352e-05,0.0022222222553359137,1.0,1.0,0.0,0.00028029166341418286,0.3454275408632795,0.005510061149370791,45,0.06666666666666667,2026-07-01T13:07:24.792624Z,2026-07-05T10:49:56.360703Z -TabPFN-TS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,59,0.0,2026-07-01T13:07:24.792624Z,2026-07-05T11:01:22.328407Z +TabPFN-TS,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,9.661836036737415e-05,0.0028985507678294525,1.0,1.0,0.0,0.00031653881459444474,0.39329554976378533,0.0013901288027366996,46,0.08695652173913043,2026-07-01T13:07:24.792624Z,2026-07-05T11:28:46.215562Z +TabPFN-TS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,60,0.0,2026-07-01T13:07:24.792624Z,2026-07-05T11:28:46.215562Z TabPFN-TS,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,1.4067988595510086,1.1153191570509495,0.03474232893316136,0.035246751966468856,11.106377044206384,0.9033855394797349,-0.08240070055520615,0.6489768649709687,20,1.0,2026-07-01T13:07:24.792624Z,2026-07-05T10:31:18.422447Z -TabPFN-TS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.33804964911142094,0.5170607947225149,0.5506245244819973,0.3393488708627598,4.083824547208866,0.29050179049657415,-0.0025974025974025974,0.9774466961370482,56,1.0,2026-07-01T13:07:24.792624Z,2026-07-05T11:01:22.328407Z +TabPFN-TS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.3373548618592787,0.5175738127836906,0.5466055496344131,0.3394196230877202,3.6980894590250455,0.2879441239664796,0.0,1.0,57,1.0,2026-07-01T13:07:24.792624Z,2026-07-05T11:28:46.215562Z TabPFN-TS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.1053493174714464,0.308012825891137,0.17928784408631043,0.1707732303860742,2.2686131233221722,0.08130510142728149,-0.2441863044492308,0.009947196345763073,53,1.0,2026-07-01T13:07:24.792624Z,2026-07-05T11:16:51.247949Z TabPFN-TS,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,0.46841127007970157,0.5052704540275836,0.02577617442232192,0.02525906554719229,39.30204532193049,0.7190821622954694,-0.1473684210526316,0.3858571513151256,20,1.0,2026-07-01T13:07:24.792624Z,2026-07-05T10:31:18.422447Z TabPFN-TS,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,448.23443074587567,19.777474909155227,0.34422007469392546,0.33694443348920805,18.07255419533449,313.18208358151134,0.25146198830409355,0.14329021416472087,19,1.0,2026-07-01T13:07:24.792624Z,2026-07-05T10:31:18.422447Z @@ -118,12 +118,12 @@ TabPFN-TS,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.537 TabPFN-TS,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,16.020413585176186,3.9340011845346567,0.5559416162439162,0.37125687054941076,20.69202928321896,5.9722933009112085,-0.4152046783625731,0.01282401882734904,19,1.0,2026-07-01T13:07:24.792624Z,2026-07-05T10:31:18.422447Z TabPFN-TS,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1412.5201722765653,27.655649632250835,0.00939025519126934,0.009314906433855182,1.8635020726736042,2748.7940736955616,0.12145067761859996,0.2730392347127606,40,1.0,2026-07-01T13:07:24.792624Z,2026-07-05T10:49:56.360703Z 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,24,480672.5100360276,498.0859922965215,0.010156207300154969,0.1185081888327513,28.773662468008027,681280.3425214301,0.5685459556166869,9.828571960767677e-102,634,1.0,2026-06-16T12:07:33.925127+00:00,2026-07-05T11:16:51.247949Z +TiRex,binance_btcusdt_1h_close/1h/short,Finance,1h,24,480156.0936672524,497.9170852763625,0.010148129913591899,0.11833012223311433,28.790798472573133,680867.214682771,0.5666559030278944,3.14537929169481e-101,635,1.0,2026-06-16T12:07:33.925127+00:00,2026-07-05T11:28:46.215562Z 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,18;36,2.3042722602326568e-05,0.0007723863116059016,0.9999999566359877,1.0000005599842225,-29.710198710271403,0.00015869952943201,-0.21722412214670678,0.0005584986926852353,145,0.020689655172413793,2026-06-29T07:34:52.372126Z,2026-07-05T10:49:56.360703Z -TiRex,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,2.0440368407041843e-18,1.4296981641955699e-09,,,0.0,0.0,0.0,1.0,207,0.0,2026-06-29T07:34:52.372126Z,2026-07-05T11:01:22.328407Z +TiRex,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,18;36,3.0495245836813314e-05,0.0009954064970690635,0.9999999641709005,1.0000006004188027,-29.49645626399295,0.00018199093997242375,-0.19527837719720065,0.001828251110285099,146,0.0273972602739726,2026-06-29T07:34:52.372126Z,2026-07-05T11:28:46.215562Z +TiRex,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,2.0440368407041843e-18,1.42969816419557e-09,,,0.0,0.0,0.0,1.0,208,0.0,2026-06-29T07:34:52.372126Z,2026-07-05T11:28:46.215562Z TiRex,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.1542147294708895,1.3276957008611623,0.04289724718702405,0.05664238599954311,15.428308505833602,1.664076473092089,0.1460736450658336,0.08712768159713727,71,1.0,2026-06-17T05:15:19.765080+00:00,2026-07-05T10:31:18.422447Z -TiRex,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.1860483941202687,0.33888973513849957,0.5920712663278397,0.1736785230152711,44.736387631329386,0.3105771015709633,-0.011585944919278255,0.7553260993901069,325,0.9815384615384616,2026-06-16T12:07:37.946365+00:00,2026-07-05T11:01:22.328407Z +TiRex,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.1858756478655389,0.3389550575294965,0.5908866428246161,0.17370246892555682,44.654739013694474,0.31011460786148304,-0.009646059462010382,0.7949788964398808,326,0.9815950920245399,2026-06-16T12:07:37.946365+00:00,2026-07-05T11:28:46.215562Z TiRex,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,1.6159126903201368,0.9010660236623009,0.16367597841270126,0.4290185842212588,0.8381843757359969,3.4841473893996016,-0.5030429294779845,7.498675965549533e-34,262,1.0,2026-06-16T12:07:42.045490+00:00,2026-07-05T11:16:51.247949Z TiRex,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,4.864560922784283,1.0061061150373818,0.03835497212147174,0.4117462705365694,42.37057413707199,27.587096261091755,-0.020828950136755734,0.7612340307112399,98,1.0,2026-06-16T13:14:27.889152+00:00,2026-07-05T10:31:18.422447Z TiRex,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,241.73376916660195,10.774388253564439,0.31351007168746914,0.4383893923751506,35.951132742314826,465.7076688765786,0.5441584158415843,7.432628976443884e-16,101,1.0,2026-06-16T13:14:34.959433+00:00,2026-07-05T10:31:18.422447Z @@ -131,12 +131,12 @@ TiRex,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.4999712 TiRex,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,10.77484517902471,2.871841344801812,0.579655189588474,0.3480602838019566,21.377805497283813,8.60594734125684,0.4310451453308597,2.5924416736600665e-10,99,1.0,2026-06-16T13:14:44.379149+00:00,2026-07-05T10:31:18.422447Z TiRex,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,868.8946096080463,17.0449880826656,0.007517223563791105,0.13982856086789078,18.585426621223696,2420.03922297068,0.24957557644637657,4.141883022310652e-07,187,1.0,2026-06-16T12:42:39.570887+00:00,2026-07-05T10:49:56.360703Z 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,24,453862.08955888555,485.4669424139832,0.010331502247141312,0.13650262636790983,32.736644774639714,641524.5652546887,0.5342456285852513,1.7890847818357065e-90,637,1.0,2026-06-16T12:06:55.147862+00:00,2026-07-05T11:16:51.247949Z +TimesFM-2.5,binance_btcusdt_1h_close/1h/short,Finance,1h,24,453490.5085851468,485.4358199526241,0.010328086727867043,0.13629837148289042,32.71445636876477,641089.5232032998,0.5326742223293948,4.303981085716467e-90,638,1.0,2026-06-16T12:06:55.147862+00:00,2026-07-05T11:28:46.215562Z 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,36,2.3015925605211993e-05,0.0007206595477143783,1.0,1.0,-25.36231884057971,0.00015870360229129515,-0.14580373400577962,0.022377225921483977,145,0.020689655172413793,2026-06-29T07:34:52.372126Z,2026-07-05T10:49:56.360703Z -TimesFM-2.5,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,208,0.0,2026-06-29T07:34:52.372126Z,2026-07-05T11:01:22.328407Z +TimesFM-2.5,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.046863258205851e-05,0.0009440340291001614,1.0,1.0,-25.179856115107913,0.00018199556562822932,-0.12348832141388974,0.05201350492501868,146,0.0273972602739726,2026-06-29T07:34:52.372126Z,2026-07-05T11:28:46.215562Z +TimesFM-2.5,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,209,0.0,2026-06-29T07:34:52.372126Z,2026-07-05T11:28:46.215562Z TimesFM-2.5,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.13744368614172,1.331361474703812,0.046357537829725314,0.07174670521693888,11.048105528124477,1.9779915650139719,-0.01371091715986943,0.8724450608773872,71,1.0,2026-06-17T05:12:05.733003+00:00,2026-07-05T10:31:18.422447Z -TimesFM-2.5,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.08482931527464735,0.2340032537998511,0.28296499068625364,0.14694243031362955,60.52507893646545,0.13749164468992522,-0.054504452853266064,0.14327285479947333,324,0.9814814814814815,2026-06-16T12:07:01.390017+00:00,2026-07-05T11:01:22.328407Z +TimesFM-2.5,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.08486239973082789,0.23423451457214112,0.28274990248174464,0.14702275262553266,60.435884940430384,0.13728059792436076,-0.05135802469135803,0.1671670977356824,325,0.9815384615384616,2026-06-16T12:07:01.390017+00:00,2026-07-05T11:28:46.215562Z TimesFM-2.5,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,1.471603320601242,0.846453068457895,0.14479265484918308,0.5068204886719339,5.942733328850043,3.3504908786573493,-0.42428611454671517,9.736719538815993e-25,264,1.0,2026-06-16T12:07:07.769114+00:00,2026-07-05T11:16:51.247949Z TimesFM-2.5,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,4.970703111018356,1.063512245969519,0.04043511809813861,0.5039568507085176,37.796860903136725,27.324391000028847,-0.03797979797979799,0.5755572285803086,100,1.0,2026-06-16T13:13:08.030961+00:00,2026-07-05T10:31:18.422447Z TimesFM-2.5,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,261.88173912718344,11.126866428777497,0.31457224108318055,0.5209992983900296,33.673139404059654,502.222583936435,0.5499714448886351,1.8357472209093796e-16,103,1.0,2026-06-16T13:13:12.832013+00:00,2026-07-05T10:31:18.422447Z @@ -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,24,10.385740508413827,2.8023041772397823,0.49488910842013956,0.4824307923649497,22.84128255981971,8.607523879767966,0.43308585570150393,9.007945407233508e-11,103,1.0,2026-06-16T13:13:22.668298+00:00,2026-07-05T10:31:18.422447Z TimesFM-2.5,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,935.7636346652837,17.591825268235294,0.007850459195035617,0.17320578628059993,20.195107115081203,2690.8403946888184,0.2556361353134677,1.9987417615859901e-07,188,1.0,2026-06-16T12:41:30.056174+00:00,2026-07-05T10:49:56.360703Z 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,24,1749228.2635200352,1142.3754376738575,0.011034246200672273,0.009976767312487533,-2.36958265237616,3765564.73773421,-0.3493312352478363,8.731377882697433e-09,124,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:16:51.247949Z -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,,,,,1,1.0,2026-07-05T11:18:33.834630+00:00,2026-07-05T11:18:33.834630+00:00 -Toto-1.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.5106318417143028,1.3759549989189623,0.9999748981103141,1.0477593342923541,-99.9729604875888,8.614640295262344,-0.04848484848484848,0.6386755906919435,45,0.06666666666666667,2026-07-03T08:14:44.325135Z,2026-07-05T10:49:56.360703Z -Toto-1.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.19539568767124907,0.2593672516052525,,,-100.0,0.4844586448176433,-0.024854574299312534,0.775275012420252,62,0.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:01:22.328407Z +Toto-1.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1775125.9334607031,1151.1006992956288,0.010987644020033797,0.00994130344853861,-3.1024988679783205,3761510.7776318104,-0.32877419354838705,5.403157798582487e-08,125,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:28:46.215562Z +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,,,,,1,1.0,2026-07-05T11:41:00.780454+00:00,2026-07-05T11:41:00.780454+00:00 +Toto-1.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.700394743686066,1.4220979746475755,0.9999662376699718,1.0480032886819468,-99.97316242718328,8.615064095195061,-0.0106280193236715,0.917050574260857,46,0.08695652173913043,2026-07-03T08:14:44.325135Z,2026-07-05T11:28:46.215562Z +Toto-1.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.19229624812822033,0.25543198361968833,,,-100.0,0.4811651513703188,-0.03942652329749103,0.6478910762589307,63,0.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:28:46.215562Z Toto-1.0,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,3.6869150128357475,1.5863274293269953,0.03415647858833,0.026694017029872497,-10.813538242657687,7.540214409487097,0.3593073593073593,0.01944737175151256,22,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T10:31:18.422447Z -Toto-1.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.4152968663386507,0.5422642272030744,0.4291750996650836,0.18600917221737884,2.4687110877153935,0.6575103596921196,0.03437334743521946,0.6929791907998449,62,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:01:22.328407Z +Toto-1.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.4106124155242819,0.5391594739662036,0.4258274103848052,0.1860234933373864,2.900633367252344,0.6532453206320116,0.022017409114183303,0.7986946355590576,63,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:28:46.215562Z Toto-1.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,2.5860004124794833,1.0837435401310507,0.172248350494173,0.1290661926817205,-63.58809077409214,7.960248195614234,-0.11558441558441561,0.2083840831560455,56,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T11:16:51.247949Z Toto-1.0,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,2.3799697977082825,1.2278583974805122,0.031004637334795224,0.026810992551081148,-17.354437628811255,4.00720836131215,0.14285714285714285,0.3711989339777388,22,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T10:31:18.422447Z Toto-1.0,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,3257.246432600921,41.091618509958785,0.3230276853490466,0.24401157836204448,-16.832631503477536,8596.126343768536,0.07359307359307359,0.6555978590524786,22,1.0,2026-07-03T07:52:13.218889Z,2026-07-05T10:31:18.422447Z diff --git a/results/aggregates/metadata.json b/results/aggregates/metadata.json index 0803dc672c6ac6f70c3655fd049bcb97b802b57e..e983bd38396b54ded33c2383d68792ab4cc94f67 100644 --- a/results/aggregates/metadata.json +++ b/results/aggregates/metadata.json @@ -1,5 +1,5 @@ { - "generated_at": "2026-07-05T11:23:06.935835+00:00", + "generated_at": "2026-07-05T11:44:34.930886+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 df3c65df3610e587fa8f0d4b8e0140bcc594eaa3..8ae640f24b6325dd1a561cd7336165abd08b33d8 100644 --- a/results/aggregates/results_by_domain.csv +++ b/results/aggregates/results_by_domain.csv @@ -1,28 +1,28 @@ domain,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage -Climate,Moirai-2.0,0.5704425753081085,0.6588990806645977,1,5,5,1.0 -Climate,Sundial,0.6708798459325526,0.7143107074245774,2,5,5,1.0 -Climate,TiRex,0.5461381157534134,0.7426406366451921,3,5,5,1.0 +Climate,Moirai-2.0,0.5704434174292597,0.6588997044278198,1,5,5,1.0 +Climate,Sundial,0.6708797516276064,0.7143107656789234,2,5,5,1.0 +Climate,TiRex,0.5461381135767963,0.7426406346084334,3,5,5,1.0 Climate,TimesFM-2.5,0.5548593465113105,0.7181266023356807,4,5,5,1.0 -Climate,Chronos-2,0.6569939789062851,0.7639455188062723,5,5,5,1.0 +Climate,Chronos-2,0.6569939778469098,0.7639455187890736,5,5,5,1.0 Climate,TabPFN-TS,0.7065569634442039,0.7513401179155423,6,5,5,1.0 -Climate,Toto-1.0,10.343684683705444,0.6730281750402509,7,5,5,1.0 -Climate,Chronos-Bolt,0.6841042709979631,0.8470253343647604,8,5,5,1.0 +Climate,Toto-1.0,14.395081064785874,0.6731489790029634,7,5,5,1.0 +Climate,Chronos-Bolt,0.6841042530851938,0.8470252914929581,8,5,5,1.0 Climate,Seasonal-Naive,1.0,1.0,9,5,5,1.0 -Climate,Moving-Average,0.888326391878549,1.0223815967435244,10,5,5,1.0 -Climate,ARIMA,1.4421919725611383,1.3525599180387,11,5,5,1.0 -Climate,ETS,5.535374556337845,2.5724562219010405,12,5,5,1.0 -Finance,ETS,0.5191514404405719,0.7291719773070778,1,1,2,0.5 -Finance,Moirai-2.0,0.4720102828316185,0.648150224223039,2,2,2,1.0 -Finance,TiRex,0.45342632171892333,0.8464869636417642,3,1,2,0.5 -Finance,Toto-1.0,1.3245920912638038,0.734527363880175,4,2,2,1.0 -Finance,Chronos-2,0.4466867842181756,0.8992579537953089,5,1,2,0.5 -Finance,TimesFM-2.5,0.6477039853140604,0.9672864345660953,6,1,2,0.5 -Finance,TabPFN-TS,0.7200558198457395,0.9474351687773471,7,2,2,1.0 -Finance,Chronos-Bolt,0.8045893660899096,0.8946959533447978,8,2,2,1.0 +Climate,Moving-Average,0.8883266094273404,1.0223816626608944,10,5,5,1.0 +Climate,ARIMA,1.44219232575015,1.3525600052440967,11,5,5,1.0 +Climate,ETS,5.535375911936482,2.5724563877584354,12,5,5,1.0 +Finance,ETS,0.5365563288444364,0.7379178602751036,1,1,2,0.5 +Finance,Moirai-2.0,0.47511717026887723,0.6496281052787231,2,2,2,1.0 +Finance,TiRex,0.4551330025620205,0.8465346339389406,3,1,2,0.5 +Finance,Toto-1.0,3.8006631327676152,0.7260115335493242,4,2,2,1.0 +Finance,Chronos-2,0.45062971037973504,0.902763129138662,5,1,2,0.5 +Finance,TimesFM-2.5,0.6459643931192647,0.9636612914430271,6,1,2,0.5 +Finance,TabPFN-TS,0.7193370347317469,0.9440439446851503,7,2,2,1.0 +Finance,Chronos-Bolt,0.8028167444103425,0.8935059637191571,8,2,2,1.0 Finance,Seasonal-Naive,1.0,1.0,9,2,2,1.0 -Finance,Sundial,1.1184751443294758,1.0497511202686076,10,2,2,1.0 -Finance,Moving-Average,0.8717719466575901,1.0691626816592426,11,1,2,0.5 -Finance,ARIMA,1.7379850231980984,2.426157359567684,12,1,2,0.5 +Finance,Sundial,1.053006756105182,1.0083111642797726,10,2,2,1.0 +Finance,Moving-Average,0.869619273692273,1.0625913015679913,11,1,2,0.5 +Finance,ARIMA,1.7341091612534287,2.4202479092550258,12,1,2,0.5 Hazards,Moirai-2.0,0.6351261454860727,0.6250457684136067,1,1,1,1.0 Hazards,Chronos-2,0.6688904510020813,0.6327208815930424,2,1,1,1.0 Hazards,ETS,0.6382964826790389,0.6386531301095487,3,1,1,1.0 @@ -35,18 +35,30 @@ Hazards,Sundial,0.8247204701504167,0.7531773450295401,9,1,1,1.0 Hazards,TimesFM-2.5,0.6444135133432336,0.7788313552095034,10,1,1,1.0 Hazards,TabPFN-TS,0.7857617103069732,0.8970970832662258,11,1,1,1.0 Hazards,Seasonal-Naive,1.0,1.0,12,1,1,1.0 -Ocean,Sundial,0.28871490994889787,0.4212035296336233,1,2,2,1.0 -Ocean,Toto-1.0,2.8426627861559073,0.38346019245069757,2,2,2,1.0 -Ocean,Moirai-2.0,0.4229926300239131,0.5741306723504224,3,2,2,1.0 -Ocean,Chronos-2,0.09793507445304928,0.40956998544199386,4,2,2,1.0 -Ocean,TiRex,0.4233159367003399,0.5354239112195461,5,2,2,1.0 -Ocean,TimesFM-2.5,0.42892526224479877,0.5739692783984631,6,2,2,1.0 -Ocean,Moving-Average,0.5185762908097767,0.6583221700720507,7,2,2,1.0 -Ocean,ARIMA,0.9002960108578686,0.8768002728901846,8,2,2,1.0 -Ocean,Seasonal-Naive,1.0,1.0,9,2,2,1.0 -Ocean,ETS,2.9289786931871586,1.7186042805179929,10,2,2,1.0 -Ocean,Chronos-Bolt,1.8605752564794047,1.015414964711144,11,2,2,1.0 -Ocean,TabPFN-TS,1.4844900534505148,1.2210504424581505,12,2,2,1.0 +Hydrology,TabPFN-TS,0.000874475269185172,0.0442591090660304,1,1,1,1.0 +Hydrology,Toto-1.0,0.7024145481096373,0.2225546927343588,2,1,1,1.0 +Hydrology,TiRex,0.0006908637338214453,0.22522794946490712,3,1,1,1.0 +Hydrology,Moirai-2.0,0.004200007134013708,0.2429981838644235,4,1,1,1.0 +Hydrology,Chronos-2,0.007623186718093023,0.2430981554951142,5,1,1,1.0 +Hydrology,ETS,0.06561277231957108,0.4106572278373188,6,1,1,1.0 +Hydrology,ARIMA,0.5966054122545311,0.48556222470646204,7,1,1,1.0 +Hydrology,Chronos-Bolt,0.27378422549963,0.6015603602770088,8,1,1,1.0 +Hydrology,TimesFM-2.5,0.15308417214155198,0.6506061534613563,9,1,1,1.0 +Hydrology,Sundial,0.5681060158219602,0.8365600179213271,10,1,1,1.0 +Hydrology,Moving-Average,0.37608441705164053,0.88715305575252,11,1,1,1.0 +Hydrology,Seasonal-Naive,1.0,1.0,12,1,1,1.0 +Ocean,Sundial,0.4427476314134961,0.5614140798141675,1,2,2,1.0 +Ocean,TimesFM-2.5,0.4615359581103465,0.607000555181758,2,2,2,1.0 +Ocean,Moirai-2.0,0.4515732314586646,0.5944435775014912,3,2,2,1.0 +Ocean,Chronos-2,0.47784591369444684,0.5577682724019021,4,2,2,1.0 +Ocean,TiRex,0.8910251430738737,0.7027896195634025,5,2,2,1.0 +Ocean,Toto-1.0,2.3803293230775457,0.6542025075944106,6,2,2,1.0 +Ocean,Moving-Average,0.5203313287453485,0.6680715263701624,7,2,2,1.0 +Ocean,Chronos-Bolt,1.567559257678061,0.9482393641384347,8,2,2,1.0 +Ocean,ARIMA,0.999226405178724,0.9332787259147024,9,2,2,1.0 +Ocean,Seasonal-Naive,1.0,1.0,10,2,2,1.0 +Ocean,ETS,3.3375979148618997,1.8539330322154886,11,2,2,1.0 +Ocean,TabPFN-TS,1.2564375920715178,1.1415609790616883,12,2,2,1.0 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 @@ -58,7 +70,7 @@ Transportation,ETS,1.0,,8,1,1,1.0 Transportation,Moving-Average,1.0,,9,1,1,1.0 Transportation,Moirai-2.0,1.0,,10,1,1,1.0 Transportation,Chronos-Bolt,1.094103907762285,,11,1,1,1.0 -Transportation,Toto-1.0,339372569757.49744,,12,1,1,1.0 +Transportation,Toto-1.0,130996460.43760006,,12,1,1,1.0 Web,Moirai-2.0,0.017416884713221715,0.13597186796305905,1,1,1,1.0 Web,Chronos-2,0.028957396799701905,0.1466630197136509,2,1,1,1.0 Web,Sundial,0.05520026466139165,0.16402261375489852,3,1,1,1.0 diff --git a/results/aggregates/results_by_frequency.csv b/results/aggregates/results_by_frequency.csv index dec3bdcfda6422cce244cbaf74cc0f5bde296be7..0d2e2fdbbd8dad9739b0b3fbb7c438471a5d236d 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,Chronos-Bolt,2.115322006361814,1.0240547694024653,10,1,1,1.0 10min,TabPFN-TS,1.1080071059268999,1.1008696153124249,11,1,1,1.0 10min,ETS,13.56024741286341,3.8257654251913795,12,1,1,1.0 +15min,TabPFN-TS,0.000874475269185172,0.0442591090660304,1,1,1,1.0 +15min,Toto-1.0,0.7024145481096373,0.2225546927343588,2,1,1,1.0 +15min,TiRex,0.0006908637338214453,0.22522794946490712,3,1,1,1.0 +15min,Moirai-2.0,0.004200007134013708,0.2429981838644235,4,1,1,1.0 +15min,Chronos-2,0.007623186718093023,0.2430981554951142,5,1,1,1.0 +15min,ETS,0.06561277231957108,0.4106572278373188,6,1,1,1.0 +15min,ARIMA,0.5966054122545311,0.48556222470646204,7,1,1,1.0 +15min,Chronos-Bolt,0.27378422549963,0.6015603602770088,8,1,1,1.0 +15min,TimesFM-2.5,0.15308417214155198,0.6506061534613563,9,1,1,1.0 +15min,Sundial,0.5681060158219602,0.8365600179213271,10,1,1,1.0 +15min,Moving-Average,0.37608441705164053,0.88715305575252,11,1,1,1.0 +15min,Seasonal-Naive,1.0,1.0,12,1,1,1.0 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 @@ -23,18 +35,18 @@ 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,Moirai-2.0,0.49655502013650676,0.6205287180796619,1,6,6,1.0 -1h,TiRex,0.4984831477796896,0.705214638424251,2,6,6,1.0 -1h,Chronos-2,0.5761393093127394,0.7273353741323831,3,6,6,1.0 -1h,Toto-1.0,2.0448807584720368,0.651960869408104,4,6,6,1.0 -1h,Sundial,0.7580498985187636,0.7644755902536474,5,6,6,1.0 -1h,TimesFM-2.5,0.5291465347910688,0.7238811483566105,6,6,6,1.0 -1h,Chronos-Bolt,0.6893619202986602,0.847356174645015,7,6,6,1.0 -1h,TabPFN-TS,0.6642418727745574,0.7746025928190741,8,6,6,1.0 -1h,ETS,3.4621190693475437,1.9348001961993042,9,6,6,1.0 -1h,Moving-Average,0.8377159763581283,0.96758431932111,10,6,6,1.0 +1h,Moirai-2.0,0.49764212073221037,0.6209999933419073,1,6,6,1.0 +1h,TiRex,0.4987953706662397,0.7052212573492953,2,6,6,1.0 +1h,Chronos-2,0.5769838102577798,0.7278071162853854,3,6,6,1.0 +1h,Toto-1.0,2.905764376768233,0.6494315407672259,4,6,6,1.0 +1h,Sundial,0.742961086053442,0.7542807645579807,5,6,6,1.0 +1h,TimesFM-2.5,0.528909407182019,0.723428286982827,6,6,6,1.0 +1h,TabPFN-TS,0.6640207759681517,0.7736772906739902,7,6,6,1.0 +1h,Chronos-Bolt,0.6888552948356318,0.8469803328358835,8,6,6,1.0 +1h,ETS,3.48119921157631,1.9386487586776175,9,6,6,1.0 +1h,Moving-Average,0.837370858052085,0.9665905963293654,10,6,6,1.0 1h,Seasonal-Naive,1.0,1.0,11,6,6,1.0 -1h,ARIMA,1.4268009709293294,1.3967301996349997,12,6,6,1.0 +1h,ARIMA,1.4262701618696674,1.3961626150592854,12,6,6,1.0 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 1mo,Chronos-Bolt,0.6722527938921684,0.6335328970612374,3,1,1,1.0 @@ -44,24 +56,24 @@ frequency,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage 5min,Seasonal-Naive,1.0,1.0,1,2,2,1.0 5min,TabPFN-TS,1.0,1.0,2,2,2,1.0 5min,TimesFM-2.5,1.0,1.0,3,2,2,1.0 -5min,Chronos-2,1.000000001055835,1.000000307313204,4,2,2,1.0 -5min,TiRex,0.9999999967393001,1.0000007354355018,5,2,2,1.0 -5min,Sundial,1.0000002556460397,1.0000092452693208,6,2,2,1.0 -5min,ARIMA,0.9999995164123475,1.0000420042759552,7,2,2,1.0 -5min,ETS,0.9999995164123475,1.0000420042759552,8,2,2,1.0 -5min,Moving-Average,0.9999995164123475,1.0000420042759552,9,2,2,1.0 -5min,Chronos-Bolt,1.045994043522371,1.0000110676722764,10,2,2,1.0 -5min,Moirai-2.0,0.9999991245448928,1.0000556358947963,11,2,2,1.0 -5min,Toto-1.0,26760754.14568676,1.0477944544569655,12,2,2,1.0 -6min,Chronos-2,0.007332664428319353,0.18366392108814325,1,1,1,1.0 -6min,Toto-1.0,0.8182168646172899,0.2213793451784232,2,1,1,1.0 -6min,TiRex,0.13978886287538153,0.3631369643724603,3,1,1,1.0 -6min,Sundial,0.3280546661913217,0.4290850243362264,4,1,1,1.0 -6min,TimesFM-2.5,0.39409380861183824,0.5333948125659569,5,1,1,1.0 -6min,Moirai-2.0,0.819914767713871,0.7414351656087425,6,1,1,1.0 -6min,ETS,0.6326518922513387,0.7720286909297419,7,1,1,1.0 -6min,ARIMA,0.7871502935786594,0.883747844712653,8,1,1,1.0 -6min,Moving-Average,0.9944760793083265,0.9617329322265519,9,1,1,1.0 +5min,Chronos-2,0.99999999702469,1.000000307200639,4,2,2,1.0 +5min,TiRex,0.9999999867756253,1.0000007217225428,5,2,2,1.0 +5min,Sundial,0.9999999042233483,1.0000096530393117,6,2,2,1.0 +5min,ARIMA,1.0000001286555729,1.0000423266611955,7,2,2,1.0 +5min,ETS,1.0000001286555729,1.0000423266611955,8,2,2,1.0 +5min,Moving-Average,1.0000001286555729,1.0000423266611955,9,2,2,1.0 +5min,Chronos-Bolt,1.0459939750509029,1.000010814596774,10,2,2,1.0 +5min,Moirai-2.0,1.0000028151939735,1.0000603695416106,11,2,2,1.0 +5min,Toto-1.0,1201259.5817482078,1.0487351518507249,12,2,2,1.0 +6min,Chronos-2,0.17456655756125655,0.34062398051706655,1,1,1,1.0 +6min,TimesFM-2.5,0.4562968239298558,0.5965538726192632,2,1,1,1.0 +6min,TiRex,0.619331619134013,0.6256415895411697,3,1,1,1.0 +6min,Toto-1.0,0.5737092231694124,0.6443486688425148,4,1,1,1.0 +6min,Sundial,0.7714722117246574,0.762300060036601,5,1,1,1.0 +6min,Moirai-2.0,0.9344573558453938,0.7948276383643947,6,1,1,1.0 +6min,Chronos-Bolt,1.161639702580533,0.8780369161566627,7,1,1,1.0 +6min,ETS,0.8214864745552789,0.8984000078279187,8,1,1,1.0 +6min,Moving-Average,1.0012187580336918,0.990429233118204,9,1,1,1.0 6min,Seasonal-Naive,1.0,1.0,10,1,1,1.0 -6min,Chronos-Bolt,1.636507479529001,1.0068480528252999,11,1,1,1.0 -6min,TabPFN-TS,1.9888958356002642,1.3543512894613885,12,1,1,1.0 +6min,ARIMA,0.9696495810564691,1.001266641756127,11,1,1,1.0 +6min,TabPFN-TS,1.4247520745364455,1.1837564147380393,12,1,1,1.0 diff --git a/results/aggregates/results_by_prediction_length.csv b/results/aggregates/results_by_prediction_length.csv index b74e8fec2ff9514744b45f9ea9f38f3399a69d26..eeada2cdac3a48226f50f90fe6250b411f104986 100644 --- a/results/aggregates/results_by_prediction_length.csv +++ b/results/aggregates/results_by_prediction_length.csv @@ -19,46 +19,46 @@ prediction_length,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage 12,TiRex,1.0,,6,1,2,0.5 12,Moirai-2.0,0.7551088053055054,0.5711658118752873,7,2,2,1.0 12,Chronos-Bolt,0.8576213668056174,0.6335328970612374,8,2,2,1.0 -12,Toto-1.0,574409.1443072627,0.6105303914716095,9,2,2,1.0 +12,Toto-1.0,11285.290867582895,0.6105303914716095,9,2,2,1.0 12,ARIMA,1.0,,10,1,2,0.5 12,ETS,1.0,,11,1,2,0.5 12,Moving-Average,1.0,,12,1,2,0.5 -24,Moirai-2.0,0.49655502013650676,0.6205287180796619,1,6,6,1.0 -24,TiRex,0.4984831477796896,0.705214638424251,2,6,6,1.0 -24,Chronos-2,0.5761393093127394,0.7273353741323831,3,6,6,1.0 -24,Toto-1.0,2.0448807584720368,0.651960869408104,4,6,6,1.0 -24,Sundial,0.7580498985187636,0.7644755902536474,5,6,6,1.0 -24,TimesFM-2.5,0.5291465347910688,0.7238811483566105,6,6,6,1.0 -24,Chronos-Bolt,0.6893619202986602,0.847356174645015,7,6,6,1.0 -24,TabPFN-TS,0.6642418727745574,0.7746025928190741,8,6,6,1.0 -24,ETS,3.4621190693475437,1.9348001961993042,9,6,6,1.0 -24,Moving-Average,0.8377159763581283,0.96758431932111,10,6,6,1.0 -24,Seasonal-Naive,1.0,1.0,11,6,6,1.0 -24,ARIMA,1.4268009709293294,1.3967301996349997,12,6,6,1.0 +24,Moirai-2.0,0.25158165772664726,0.5430989247786313,1,7,7,1.0 +24,TiRex,0.19478745479390863,0.5991156501666753,2,7,7,1.0 +24,Toto-1.0,2.3722755029690927,0.5573025146142158,3,7,7,1.0 +24,Chronos-2,0.31097909027626786,0.6222756090238563,4,7,7,1.0 +24,Sundial,0.7150196388249955,0.7655198763491139,5,7,7,1.0 +24,TabPFN-TS,0.25744892159043375,0.5141048258528793,6,7,7,1.0 +24,TimesFM-2.5,0.4430571196652491,0.7125461731849276,7,7,7,1.0 +24,Chronos-Bolt,0.6037850379129592,0.8065765571377866,8,7,7,1.0 +24,ETS,1.9739555921680596,1.553140013331945,9,7,7,1.0 +24,Moving-Average,0.7468889880965289,0.9548210665462558,10,7,7,1.0 +24,Seasonal-Naive,1.0,1.0,11,7,7,1.0 +24,ARIMA,1.2592973263160328,1.2006286514347135,12,7,7,1.0 36,Seasonal-Naive,1.0,1.0,1,1,1,1.0 36,TabPFN-TS,1.0,1.0,2,1,1,1.0 36,TimesFM-2.5,1.0,1.0,3,1,1,1.0 -36,Chronos-2,1.00000000211167,1.000000307313204,4,1,1,1.0 -36,TiRex,0.9999999934786001,1.0000007354355018,5,1,1,1.0 -36,Sundial,1.0000005112921448,1.0000092452693208,6,1,1,1.0 -36,Chronos-Bolt,0.999999663032,1.0000110676722764,7,1,1,1.0 -36,ARIMA,0.9999990328249289,1.0000420042759552,8,1,1,1.0 -36,ETS,0.9999990328249289,1.0000420042759552,9,1,1,1.0 -36,Moving-Average,0.9999990328249289,1.0000420042759552,10,1,1,1.0 -36,Moirai-2.0,0.9999982490905521,1.0000556358947963,11,1,1,1.0 -36,Toto-1.0,2110.1822193750477,1.0477944544569655,12,1,1,1.0 -60,Chronos-2,0.007332664428319353,0.18366392108814325,1,1,1,1.0 -60,Toto-1.0,0.8182168646172899,0.2213793451784232,2,1,1,1.0 -60,TiRex,0.13978886287538153,0.3631369643724603,3,1,1,1.0 -60,Sundial,0.3280546661913217,0.4290850243362264,4,1,1,1.0 -60,TimesFM-2.5,0.39409380861183824,0.5333948125659569,5,1,1,1.0 -60,Moirai-2.0,0.819914767713871,0.7414351656087425,6,1,1,1.0 -60,ETS,0.6326518922513387,0.7720286909297419,7,1,1,1.0 -60,ARIMA,0.7871502935786594,0.883747844712653,8,1,1,1.0 -60,Moving-Average,0.9944760793083265,0.9617329322265519,9,1,1,1.0 +36,Chronos-2,0.9999999940493801,1.000000307200639,4,1,1,1.0 +36,TiRex,0.9999999735512508,1.0000007217225428,5,1,1,1.0 +36,Sundial,0.9999998084467058,1.0000096530393117,6,1,1,1.0 +36,Chronos-Bolt,0.999999532110714,1.000010814596774,7,1,1,1.0 +36,ARIMA,1.0000002573111624,1.0000423266611955,8,1,1,1.0 +36,ETS,1.0000002573111624,1.0000423266611955,9,1,1,1.0 +36,Moving-Average,1.0000002573111624,1.0000423266611955,10,1,1,1.0 +36,Moirai-2.0,1.0000056303958722,1.0000603695416106,11,1,1,1.0 +36,Toto-1.0,11015.75247087887,1.0487351518507249,12,1,1,1.0 +60,Chronos-2,0.17456655756125655,0.34062398051706655,1,1,1,1.0 +60,TimesFM-2.5,0.4562968239298558,0.5965538726192632,2,1,1,1.0 +60,TiRex,0.619331619134013,0.6256415895411697,3,1,1,1.0 +60,Toto-1.0,0.5737092231694124,0.6443486688425148,4,1,1,1.0 +60,Sundial,0.7714722117246574,0.762300060036601,5,1,1,1.0 +60,Moirai-2.0,0.9344573558453938,0.7948276383643947,6,1,1,1.0 +60,Chronos-Bolt,1.161639702580533,0.8780369161566627,7,1,1,1.0 +60,ETS,0.8214864745552789,0.8984000078279187,8,1,1,1.0 +60,Moving-Average,1.0012187580336918,0.990429233118204,9,1,1,1.0 60,Seasonal-Naive,1.0,1.0,10,1,1,1.0 -60,Chronos-Bolt,1.636507479529001,1.0068480528252999,11,1,1,1.0 -60,TabPFN-TS,1.9888958356002642,1.3543512894613885,12,1,1,1.0 +60,ARIMA,0.9696495810564691,1.001266641756127,11,1,1,1.0 +60,TabPFN-TS,1.4247520745364455,1.1837564147380393,12,1,1,1.0 72,Sundial,0.25409271020149654,0.4134668033457259,1,1,1,1.0 72,Moirai-2.0,0.21822117627351534,0.4445783585985084,2,1,1,1.0 72,Moving-Average,0.27041512107266086,0.4506324625954292,3,1,1,1.0 diff --git a/results/aggregates/results_overall.csv b/results/aggregates/results_overall.csv index f16fb1857208813e395c7e2d00862f480119e1e0..a87f2438acebdc472471dc0f8151caa04020cbb0 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,Moirai-2.0,0.41570784536332933,0.5524043792044152,1,12,12,1.0 -Overall,Chronos-2,0.3516193974946817,0.5703461656661484,2,11,12,0.9166666666666666 -Overall,TiRex,0.4316802071516898,0.5977600007352838,3,11,12,0.9166666666666666 -Overall,Sundial,0.5421738455100793,0.6117602081958244,4,12,12,1.0 -Overall,TimesFM-2.5,0.4433490090130829,0.6180286292940023,5,11,12,0.9166666666666666 -Overall,Toto-1.0,30.97237275871646,0.5813225084394155,6,12,12,1.0 -Overall,TabPFN-TS,0.6731512825638547,0.7674029355724274,7,12,12,1.0 -Overall,Chronos-Bolt,0.7675937885300919,0.7986847968521942,8,12,12,1.0 -Overall,Seasonal-Naive,1.0,1.0,9,12,12,1.0 -Overall,Moving-Average,0.7121394176752676,0.8123963349952168,10,11,12,0.9166666666666666 -Overall,ETS,2.0884050628051263,1.4863833368224328,11,11,12,0.9166666666666666 -Overall,ARIMA,1.0703795488320083,1.0756584087190064,12,11,12,0.9166666666666666 +Overall,Moirai-2.0,0.29518371853308956,0.5190600613322004,1,13,13,1.0 +Overall,Chronos-2,0.3330078457735557,0.5584827991644291,2,12,13,0.9230769230769231 +Overall,TiRex,0.28588290116410425,0.574738163277219,3,12,13,0.9230769230769231 +Overall,TimesFM-2.5,0.4106461682011418,0.6270566164430068,4,12,13,0.9230769230769231 +Overall,Sundial,0.5757534923193305,0.6543209377225561,5,13,13,1.0 +Overall,Toto-1.0,16.431902689810634,0.5854940612240856,6,13,13,1.0 +Overall,TabPFN-TS,0.3934357341587506,0.5979154289009765,7,13,13,1.0 +Overall,Chronos-Bolt,0.6903894016533544,0.7710220382503462,8,13,13,1.0 +Overall,Seasonal-Naive,1.0,1.0,9,13,13,1.0 +Overall,ETS,1.604078648155307,1.3421473694361745,10,12,13,0.9230769230769231 +Overall,Moving-Average,0.6754815701028398,0.8206554907159063,11,12,13,0.9230769230769231 +Overall,ARIMA,1.0371683579162425,1.0118232216363414,12,12,13,0.9230769230769231 diff --git a/results/arima/all_results.csv b/results/arima/all_results.csv index f3d40a08ab86f2e3b6ff732a920841b3d4ed004b..cfd84fc71cc7c5262515f955950caf1fe96a9bc7 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,585433.4266953302,1193344.3201181947,1068.737844502796,0.8707286198214276,0.01697241847472468,0.017124075329602306,16.250735713520342,765.1362144712078,0.012160059509655742,0.01698510087953005,0.015592409252059328,Finance,1,24 +binance_btcusdt_1h_close/1h/short,ARIMA,581987.9147250383,1187836.6511820245,1065.4691270548792,0.8680655103913176,0.016920962634183138,0.017071920747642886,16.144211336315948,762.8813241422537,0.012124852549342912,0.016934031090540355,0.015541267179305604,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,0.0011111100695858772,0.001111109126880587,0.005555631644165602,nan,0.9999990921900841,1.9999998991323231,nan,0.033333317710451164,5.999997098474286,1.0000136810484432,1.0000420042759552,Climate,1,36 +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,ARIMA,0.0011111114301261354,0.0011111117065033924,0.005555641730942595,nan,1.0000002530203118,2.0,nan,0.033333338118558355,6.000000771933526,1.0000154966682748,1.0000423266611955,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,10.406366463312379,10.727449102296893,2.790857104943154,2.4111075522603582,0.10663236245890369,0.11481437920844516,83.1458304032425,3.2258900265372312,0.12768637597357269,0.1104670111686386,0.10812312131315088,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,ARIMA,0.13039712674584153,0.13266248835113106,0.309633444509053,0.4931057897622749,0.2103061275680662,0.24395308442112407,18.797558314649375,0.36110542331269624,0.26757799444373914,0.2294374183981584,0.22713257393839925,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,ARIMA,0.20311519192378483,0.20642297052822803,0.40880355410448155,0.6593428430799728,0.2764759587338371,0.33031652430088676,25.41695603514377,0.4506830282180424,0.3226693111974686,0.2926854417827164,0.2904454709303519,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,ARIMA,0.07250842982898768,0.06143372067546197,0.2128724020652514,0.8655251149717222,0.14394532883004355,0.13059104090669577,8.420926905711859,0.26927389370116755,0.1718769487762167,0.13587599764217612,0.12379727501224358,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,ARIMA,0.018146228087100882,0.029543691659412064,0.1503112671141833,0.2278402364678147,0.01150069839361629,0.011587008092551102,3.384831146801062,0.13470793624393806,0.010342259778408093,0.011540212221063767,0.010856215879861032,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,ARIMA,639.2648952736207,635.3996013453274,21.222258399575196,1.3958774366327527,0.6162457076746248,0.407102345049495,38.8127018590424,25.28368832416704,0.4559727213072708,0.3827278200345077,0.36355365476073787,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 697b7e8f05fb43c97a4734f543a114715a2d5908..b64cdc1ad5dfb99cf2d55c0df656cb25a76ef62f 100644 --- a/results/arima/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/arima/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "ARIMA", - "evaluated_at": "2026-07-05T11:23:06.524357+00:00", + "evaluated_at": "2026-07-05T11:44:34.441660+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62915.0, 62622.1796875, 62756.12109375, - 62710.0 + 62631.55078125 ], "p50": [ 61853.669798109506, diff --git a/results/arima/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json b/results/arima/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json index 8d651abaf77598d3260ad7e8936ba60336ca9936..16e80dd7b836a3da97cd0d563d5840c606873641 100644 --- a/results/arima/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json +++ b/results/arima/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short", "model": "ARIMA", - "evaluated_at": 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10:35:00" ] } diff --git a/results/arima/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json b/results/arima/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index f97747df3e70378612101d0e46e21291038445c0..9fa02216927151bda2bb0079a25142c1951b9310 100644 --- a/results/arima/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/arima/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "ARIMA", - "evaluated_at": "2026-07-05T11:06:50.454952+00:00", + "evaluated_at": "2026-07-05T11:44:34.484603+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-03 06:00:00", - "2026-07-03 06:05:00", - "2026-07-03 06:10:00", - "2026-07-03 06:15:00", "2026-07-03 06:20:00", "2026-07-03 06:25:00", "2026-07-03 06:30:00", @@ -457,6 +453,10 @@ "2026-07-03 16:40:00", "2026-07-03 16:45:00", "2026-07-03 16:50:00", - "2026-07-03 16:55:00" + "2026-07-03 16:55:00", + "2026-07-03 17:00:00", + "2026-07-03 17:05:00", + "2026-07-03 17:10:00", + "2026-07-03 17:15:00" ] } diff --git 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 index 2a975e2d7e6a287bdc4c7769ffc161aa67bb675c..ebc06a9b3410efb27006de79da69e1711b10261b 100644 --- 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 @@ -1,16 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "ARIMA", - "evaluated_at": "2026-07-05T11:06:50.499175+00:00", + "evaluated_at": "2026-07-05T11:44:34.526925+00:00", "freq": "6min", "context_length": 240, 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+ 1.0024567956843682, + 1.0029266769038645, + 1.002780992492821, + 1.002825779513391, + 1.0006992339920853, + 1.0020529829009461, + 1.0003133358039338, + 1.0002622169354691, + 1.000929945173054, + 1.0030774785305065, + 1.00093739458095, + 1.002278333268772 ] }, "timestamps": [ - "2026-07-04 04:54:00", - "2026-07-04 05:00:00", - "2026-07-04 05:06:00", - "2026-07-04 05:12:00", - "2026-07-04 05:18:00", "2026-07-04 05:24:00", "2026-07-04 05:30:00", "2026-07-04 05:36:00", @@ -1417,6 +1412,11 @@ "2026-07-05 10:30:00", "2026-07-05 10:36:00", "2026-07-05 10:42:00", - "2026-07-05 10:48:00" + "2026-07-05 10:48:00", + "2026-07-05 10:54:00", + "2026-07-05 11:00:00", + "2026-07-05 11:06:00", + "2026-07-05 11:12:00", + "2026-07-05 11:18:00" ] } diff --git a/results/arima/online_meta.json b/results/arima/online_meta.json index 4c0050443da1a3e4bfae4453aee60674ce802d9b..eb5ea250ec282a07c8cdb1912276051c6130051a 100644 --- a/results/arima/online_meta.json +++ b/results/arima/online_meta.json @@ -1,19 +1,31 @@ { "model": "ARIMA", "api_model_id": "baseline/arima", - "evaluated_at": "2026-07-05T11:23:06.589249+00:00", + "evaluated_at": "2026-07-05T11:44:34.568414+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "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 4e234914f4281bfd2ba2c2486cf7de3d31f1299d..af21487c125a5e403b13e2f6694ab1ac361035a0 100644 --- a/results/baseline_rank_history_daily.csv +++ b/results/baseline_rank_history_daily.csv @@ -26,4 +26,4 @@ date,model,MSE_Rank,CRPS_Rank,MASE_Rank,MAE_Rank,RMSE_Rank,sMAPE_Rank,MSIS_Rank, 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,7.929,9.333,9.500,8.429,7.929,9.667,9.750,9.417,9.000,9.333 -2026-07-05,Seasonal-Naive,9.857,10.231,10.917,9.643,9.857,10.769,10.583,9.692,10.385,9.923 +2026-07-05,Seasonal-Naive,9.714,10.385,11.000,9.714,9.714,10.692,10.583,9.769,10.231,9.923 diff --git a/results/baseline_rank_history_weekly.csv b/results/baseline_rank_history_weekly.csv index fd64d8a6249c644dbc685c3a6d52f47150b7d3e5..a44cf6cb25a07e00ab5f610cd948f7fed4538f63 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,9.112,10.7,10.468,9.061,9.112,10.348,10.573,10.123,10.115,9.929 +2026-W27,Seasonal-Naive,9.092,10.722,10.48,9.071,9.092,10.337,10.573,10.134,10.093,9.929 diff --git a/results/chronos_2/all_results.csv b/results/chronos_2/all_results.csv index df0bad10023f6aabf47a8d712628fae46c7a484a..f0c3a7f88e5542f9b3088f140003ffacce101bcc 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-2,150464.6882762909,150464.6882762909,301.60107421875,0.24572226803976072,0.004780337213475347,0.004798962380570271,2.6120061861191215,387.8977807055499,0.006164732511455809,0.004793247190908001,0.00577934402459553,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Chronos-2,151236.7567838033,151236.7567838033,304.8697916666667,0.24838537746987058,0.004832592486010013,0.004851119304600703,2.6120061861191215,388.8917031562943,0.006180849378813281,0.0048454473241475535,0.005796961103000644,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-2,0.001111111146571168,0.001111111146571168,0.0055555566170083686,nan,1.0000000010558636,2.0,nan,0.03333333386523418,6.000000006335186,1.0000001761603425,1.000000307313204,Climate,1,36 +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Chronos-2,0.0011111111376130869,0.0011111111376130869,0.005555556583949782,nan,0.9999999970247272,1.999999999669414,nan,0.03333333373086297,5.999999982148368,1.0000001702097971,1.000000307200639,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-2,1.6625488836995526,1.6625488836995526,0.9819971720377604,0.848377652014106,0.037766417363571884,0.038964891738087724,9.334897993980988,1.2893986519690304,0.05103665645783454,0.038869167604077805,0.03520828240835111,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Chronos-2,0.001214708780069588,0.001214708780069588,0.027891179919242857,0.04441801279989908,0.019580958243923325,0.019450219307305006,0.8561370353876704,0.03485267249537097,0.025825721812104237,0.02066727748643618,0.04720357666041363,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,Chronos-2,0.0365669418470714,0.0365669418470714,0.1713586429754893,0.2763774769358017,0.11580045144756755,0.12428082993822241,1.2375767664752295,0.19122484631206113,0.1369086155458747,0.1226852839683226,0.09880753867714184,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,Chronos-2,0.09210648648387733,0.09210648648387733,0.275558234916793,1.1204015675298966,0.18405785468461663,0.16487227328817192,5.124871799074965,0.30349050476724526,0.19371733822751117,0.17588823029468806,0.1299781926197063,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Chronos-2,0.007090311109057741,0.007090311109057741,0.030019164085388184,0.045502732929430516,0.002267113555226685,0.0022871408393660745,1.2294743788869757,0.08420398511387535,0.006464797195377536,0.0023047342417861004,0.005429420180779169,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Chronos-2,301.9873939069891,301.9873939069891,16.053765455881756,1.055923858382019,0.35411043382023005,0.3257762687661483,5.565032297132188,17.377784493628326,0.31339556097427274,0.28951785152130166,0.2148365571530732,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 87c2e1774ef3efcab3e3bee0b9870f38f140885f..c07adbfddd6073aebc8d4c3ba908169869b54c2a 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 @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "Chronos-2", - "evaluated_at": "2026-07-05T11:17:28.803860+00:00", + "evaluated_at": "2026-07-05T11:30:28.875008+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62915.0, 62622.1796875, 62756.12109375, - 62710.0 + 62631.55078125 ], "p50": [ 62493.18359375, diff --git a/results/chronos_2/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json b/results/chronos_2/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json index 2ef5b486c031245766b338ee7e9fd5d926fef54a..e4cd4f3f465800b63c05d1b779789d94d0ef0f80 100644 --- a/results/chronos_2/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json +++ b/results/chronos_2/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short", "model": "Chronos-2", - "evaluated_at": "2026-07-05T10:50:33.191304+00:00", + "evaluated_at": "2026-07-05T11:30:39.427583+00:00", "freq": "5min", "context_length": 288, "prediction_length": 36, @@ -298,6 +298,7 @@ "actuals": [ 0.0, 0.0, + 0.20000000298023224, 0.0, 0.0, 0.0, @@ -305,7 +306,6 @@ 0.0, 0.0, 0.0, - 0.20000000298023224, 0.0, 0.0, 0.0, @@ -830,155 +830,6 @@ ] }, "timestamps": [ - "2026-07-03 19:15:00", - "2026-07-03 19:20:00", - "2026-07-03 19:25:00", - "2026-07-03 19:30:00", - "2026-07-03 19:35:00", - "2026-07-03 19:40:00", - "2026-07-03 19:45:00", - "2026-07-03 19:50:00", - "2026-07-03 19:55:00", - "2026-07-03 20:00:00", - "2026-07-03 20:05:00", - "2026-07-03 20:10:00", - "2026-07-03 20:15:00", - "2026-07-03 20:20:00", - "2026-07-03 20:25:00", - "2026-07-03 20:30:00", - "2026-07-03 20:35:00", - "2026-07-03 20:40:00", - "2026-07-03 20:45:00", - "2026-07-03 20:50:00", - "2026-07-03 20:55:00", - "2026-07-03 21:00:00", - "2026-07-03 21:05:00", - "2026-07-03 21:10:00", - "2026-07-03 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"2026-07-05 10:30:00", + "2026-07-05 10:35:00" ] } diff --git a/results/chronos_2/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json b/results/chronos_2/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index 5964ecc76c8cc7159a655796487e41cbe81b88ac..621ebc723ed72738aca7f399c02a45030c67081b 100644 --- a/results/chronos_2/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/chronos_2/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "Chronos-2", - "evaluated_at": "2026-07-05T11:01:52.424486+00:00", + "evaluated_at": "2026-07-05T11:30:43.432206+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-03 06:00:00", - "2026-07-03 06:05:00", - "2026-07-03 06:10:00", - "2026-07-03 06:15:00", "2026-07-03 06:20:00", "2026-07-03 06:25:00", "2026-07-03 06:30:00", @@ -457,6 +453,10 @@ "2026-07-03 16:40:00", "2026-07-03 16:45:00", "2026-07-03 16:50:00", - "2026-07-03 16:55:00" + "2026-07-03 16:55:00", + "2026-07-03 17:00:00", + "2026-07-03 17:05:00", + "2026-07-03 17:10:00", + "2026-07-03 17:15:00" ] } diff --git a/results/chronos_2/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json b/results/chronos_2/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json index cb51bbdca76bf9d8eadd32abb439cc1b00be6f0e..dad4b2c13923fb92b65959d092a23cf7a4baca93 100644 --- a/results/chronos_2/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json +++ b/results/chronos_2/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json @@ -1,16 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "Chronos-2", - "evaluated_at": "2026-07-05T11:01:55.954940+00:00", + "evaluated_at": "2026-07-05T11:30:47.114845+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.1419999599456787, - 1.159000039100647, - 1.1710000038146973, - 1.1820000410079956, - 1.190999984741211, 1.2170000076293945, 1.246999979019165, 1.2589999437332153, @@ -245,14 +240,14 @@ 0.9549999833106995, 0.9520000219345093, 0.9639999866485596, - 0.968999981880188 - ], - "actuals": [ + 0.968999981880188, 0.9729999899864197, 0.984000027179718, 0.9769999980926514, 0.9810000061988831, - 0.9810000061988831, + 0.9810000061988831 + ], + "actuals": [ 0.9950000047683716, 1.0119999647140503, 1.024999976158142, @@ -307,822 +302,822 @@ 1.6089999675750732, 1.590000033378601, 1.5839999914169312, - 1.5700000524520874 + 1.5700000524520874, + 1.5609999895095825, + 1.5549999475479126, + 1.5549999475479126, + 1.534999966621399, + 1.5219999551773071 ], "p50": [ - 0.9732265472412109, - 0.9798741936683655, - 0.9860211610794067, - 0.9934501647949219, - 1.0023118257522583, - 1.010166883468628, 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"amazon/chronos-2", - "evaluated_at": "2026-07-05T11:17:34.789856+00:00", + "evaluated_at": "2026-07-05T11:37:46.680546+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "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 5feea85f8ad2780d6370fabc8e22caf7d51c3448..420229f99a7fbbc17cb30c77ce90fbb71ea0eae4 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,324375.053744634,324375.053744634,520.63134765625,0.4241719492878971,0.008261832291305836,0.008302811455329275,4.45414288135277,569.5393346772757,0.009051502296949537,0.008274223661557585,0.008120374046930529,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Chronos-Bolt,321764.2295252482,321764.2295252482,517.3626302083334,0.42150883985778725,0.008210007672552389,0.008250655017926033,4.45414288135277,567.2426548887594,0.009015469814989902,0.008222701758847298,0.0080919336493748,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,0.0011111107698159146,0.0011111107698159146,0.005555607809574796,nan,0.9999998315145281,1.9999999812793954,nan,0.03333332821390499,5.999998989095947,1.0000093908221621,1.0000110676722764,Climate,1,36 +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Chronos-Bolt,0.0011111106243478794,0.0011111106243478794,0.005555607082234632,nan,0.9999997660539143,1.9999999740059964,nan,0.03333332603188406,5.999998596332185,1.0000092599009347,1.0000108145967739,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,3.6572264893970896,3.6572264893970896,1.572221835454305,1.3582909474577811,0.060188245247523274,0.06288205278590252,21.408722629120433,1.9123876409862854,0.07569565153351032,0.062231293300215665,0.05439718480267111,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Chronos-Bolt,0.271099274140506,0.271099274140506,0.44058400591214497,0.7016507035808369,0.2988971783152907,0.3729728689321235,5.225149485994703,0.5206719448371556,0.38581629011426943,0.32647137670893933,0.2587706336952173,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,Chronos-Bolt,0.24333189612567113,0.24333189612567113,0.44242726266384125,0.7135731729629528,0.2989710709021646,0.36337011976284883,6.005643246477986,0.49328682946706687,0.3531717671203612,0.31675854460988573,0.2546992329236812,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,Chronos-Bolt,0.1489539410054436,0.1489539410054436,0.34804999828338623,1.4151482853460504,0.23273651109483218,0.20258698129413427,4.943185093873396,0.38594551559183016,0.2463481947767442,0.22215956736193807,0.1457341340866278,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Chronos-Bolt,0.008137794160764619,0.008137794160764619,0.03913414478302002,0.05931912472373561,0.002966248182617275,0.002989399786317211,1.5335805190236946,0.09020972320523225,0.006925890321987506,0.0030045408075950694,0.006992301579313381,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Chronos-Bolt,362.5368303801985,362.5368303801985,17.779315789540608,1.1694205810765617,0.4103823920342471,0.3597458879926985,8.259697814906021,19.040399953262497,0.3433796078386816,0.32063688254649597,0.23577965644381343,Air Quality,1,24 diff --git a/results/chronos_bolt/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/chronos_bolt/forecasts/binance_btcusdt_1h_close__1h__short.json index 591dad4e4eef2b8872b6137509366d065cba960c..6738652abe1d6238cd70ac8b6f673968e4676a4b 100644 --- a/results/chronos_bolt/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/chronos_bolt/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "Chronos-Bolt", - "evaluated_at": "2026-07-05T11:21:33.673449+00:00", + "evaluated_at": "2026-07-05T11:41:24.093504+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62915.0, 62622.1796875, 62756.12109375, - 62710.0 + 62631.55078125 ], "p50": [ 62555.8671875, diff --git a/results/chronos_bolt/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json b/results/chronos_bolt/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json index cee61be1658348be0085a7da78b6a10e3a2a3d22..c041a0a6f004357135d9db10b6b79d0d884a2ca7 100644 --- a/results/chronos_bolt/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json +++ b/results/chronos_bolt/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short", "model": "Chronos-Bolt", - "evaluated_at": "2026-07-05T10:53:26.222012+00:00", + "evaluated_at": "2026-07-05T11:41:28.387136+00:00", "freq": "5min", "context_length": 288, "prediction_length": 36, @@ -298,6 +298,7 @@ "actuals": [ 0.0, 0.0, + 0.20000000298023224, 0.0, 0.0, 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b/results/chronos_bolt/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index d5140dc9cb36719442056c29e71a2ff7ed7118c8..615408b4eb5ef27b9df3490a99a62b190550be81 100644 --- a/results/chronos_bolt/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/chronos_bolt/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "Chronos-Bolt", - "evaluated_at": "2026-07-05T11:03:44.910621+00:00", + "evaluated_at": "2026-07-05T11:41:31.876050+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-03 06:00:00", - "2026-07-03 06:05:00", - "2026-07-03 06:10:00", - "2026-07-03 06:15:00", "2026-07-03 06:20:00", "2026-07-03 06:25:00", "2026-07-03 06:30:00", @@ -457,6 +453,10 @@ "2026-07-03 16:40:00", "2026-07-03 16:45:00", "2026-07-03 16:50:00", - "2026-07-03 16:55:00" + "2026-07-03 16:55:00", + "2026-07-03 17:00:00", + "2026-07-03 17:05:00", + "2026-07-03 17:10:00", + "2026-07-03 17:15:00" ] } diff --git 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 bae69b69765c597ccd114bc3259151e0e785cb00..0a15c7bcb80cb4c169d9b38ca52423513c29eeea 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 @@ -1,16 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "Chronos-Bolt", - "evaluated_at": "2026-07-05T11:03:47.633719+00:00", + "evaluated_at": "2026-07-05T11:41:36.176839+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.1419999599456787, - 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a8ba18bc2feef07984f96e7a489ea4c3ccdb92f9..59b86e52f426e46318194a41f52ba7d410121754 100644 --- a/results/chronos_bolt/online_meta.json +++ b/results/chronos_bolt/online_meta.json @@ -1,19 +1,31 @@ { "model": "Chronos-Bolt", "api_model_id": "amazon/chronos-bolt-base", - "evaluated_at": "2026-07-05T11:21:40.431936+00:00", + "evaluated_at": "2026-07-05T11:41:37.519239+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "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 673548ea7a4f7691343c215e20722797223d57a8..7035858e0e58de360df6fe77e247a51916c0f216 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,174874.1230184343,170816.53340214223,363.80863652241624,0.2964043928898694,0.005782043471067558,0.005775107305375786,2.155773244949266,418.1795344328011,0.006645990515476178,0.005781891624743858,0.004686236793532342,Finance,1,24 +binance_btcusdt_1h_close/1h/short,ETS,180074.7645730587,175845.72996051935,367.0773539703329,0.2990675023199793,0.005834840690521694,0.005827262334729609,2.2622976221536613,424.3521704587579,0.006744440233336538,0.005834143070807843,0.004738431372696492,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,0.0011111100695858772,0.001111109126880587,0.005555631644165602,nan,0.9999990921900841,1.9999998991323231,nan,0.033333317710451164,5.999997098474286,1.0000136810484432,1.0000420042759552,Climate,1,36 +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,ETS,0.0011111114301261354,0.0011111117065033924,0.005555641730942595,nan,1.0000002530203118,2.0,nan,0.033333338118558355,6.000000771933526,1.0000154966682748,1.0000423266611955,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,20.815648844426804,21.434120292971343,4.076515040881044,3.5218271062901407,0.15697094408605006,0.1743778592077947,89.1000684736852,4.562416995894479,0.18058845375808938,0.16135560353574674,0.15155302055472286,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,ETS,0.10480335159990702,0.10349906633182944,0.27451437185016603,0.43717701860954244,0.18673452683005534,0.2125865244732791,15.401074498571656,0.32373345764672984,0.23988548423554926,0.20341429489427354,0.19841956591382745,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,ETS,0.17207905433248646,0.17003647176237577,0.37105202857651953,0.5984549228985084,0.25093641403007055,0.2944995020945624,21.628231578404225,0.414824124578702,0.29699590658014524,0.2656570027777583,0.2606061187654812,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,ETS,0.9548675270621616,0.9562270403286673,0.8709744162393067,3.5413244010929987,0.5782679709593944,0.4234650905725565,100.52240105186577,0.977173232882564,0.6237275785822615,0.5559411017077348,0.5444480394189772,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,ETS,0.2440145295007543,0.2186985771358884,0.4040808529611856,0.6125015034359024,0.03098495262081259,0.03164188726666959,23.73553547429124,0.4939782682474547,0.037925394134551114,0.0310234813874477,0.03100484249563609,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,ETS,619.8664548763554,612.8274082095896,21.21294946110645,1.395265148490611,0.6050161771265131,0.40803649454148117,37.26422441324205,24.897117400943337,0.4490011990522643,0.38255994017648803,0.36130155379861634,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 5c72e4625a891da92758b481f9e2fd96f5bb99e3..fb213bcd359f7daace1febc0622914b79ca29b35 100644 --- a/results/ets/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/ets/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "ETS", - "evaluated_at": "2026-07-05T11:23:06.237741+00:00", + "evaluated_at": "2026-07-05T11:44:34.146802+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62915.0, 62622.1796875, 62756.12109375, - 62710.0 + 62631.55078125 ], "p50": [ 62511.49443438552, diff --git a/results/ets/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json b/results/ets/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json index 1370bec0da789d7dc23abc96142aaba558a9e48d..c6c356dfd58776d47244f6149dced4dc96079dba 100644 --- a/results/ets/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json +++ b/results/ets/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short", "model": "ETS", - "evaluated_at": "2026-07-05T10:56:03.326933+00:00", + "evaluated_at": "2026-07-05T11:44:34.169462+00:00", "freq": "5min", "context_length": 288, "prediction_length": 36, @@ -298,6 +298,7 @@ "actuals": [ 0.0, 0.0, + 0.20000000298023224, 0.0, 0.0, 0.0, @@ -305,7 +306,6 @@ 0.0, 0.0, 0.0, - 0.20000000298023224, 0.0, 0.0, 0.0, @@ -830,155 +830,6 @@ ] 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100644 --- a/results/ets/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/ets/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "ETS", - "evaluated_at": "2026-07-05T11:06:50.149460+00:00", + "evaluated_at": "2026-07-05T11:44:34.186949+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-03 06:00:00", - "2026-07-03 06:05:00", - "2026-07-03 06:10:00", - "2026-07-03 06:15:00", "2026-07-03 06:20:00", "2026-07-03 06:25:00", "2026-07-03 06:30:00", @@ -457,6 +453,10 @@ "2026-07-03 16:40:00", "2026-07-03 16:45:00", "2026-07-03 16:50:00", - "2026-07-03 16:55:00" + "2026-07-03 16:55:00", + "2026-07-03 17:00:00", + "2026-07-03 17:05:00", + "2026-07-03 17:10:00", + "2026-07-03 17:15:00" ] } diff --git a/results/ets/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json b/results/ets/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json index 0b6a3ee9516daba9e0008951f6850f6318282c48..14bd0174aeb28431a015512dee2685bebda3fd25 100644 --- a/results/ets/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json +++ b/results/ets/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json @@ -1,16 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "ETS", - "evaluated_at": "2026-07-05T11:06:50.175982+00:00", + "evaluated_at": "2026-07-05T11:44:34.211822+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.1419999599456787, - 1.159000039100647, - 1.1710000038146973, - 1.1820000410079956, - 1.190999984741211, 1.2170000076293945, 1.246999979019165, 1.2589999437332153, @@ -245,14 +240,14 @@ 0.9549999833106995, 0.9520000219345093, 0.9639999866485596, - 0.968999981880188 - ], - "actuals": [ + 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+ "2026-07-05 10:48:00", + "2026-07-05 10:54:00", + "2026-07-05 11:00:00", + "2026-07-05 11:06:00", + "2026-07-05 11:12:00", + "2026-07-05 11:18:00" ] } diff --git a/results/ets/online_meta.json b/results/ets/online_meta.json index b7a0e99c19a0c2ce51e9feafa6f04b38fd929f08..e8f91caf21e3d0abb901a74f8e298db4a7594cb4 100644 --- a/results/ets/online_meta.json +++ b/results/ets/online_meta.json @@ -1,19 +1,31 @@ { "model": "ETS", "api_model_id": "baseline/ets", - "evaluated_at": "2026-07-05T11:23:06.293463+00:00", + "evaluated_at": "2026-07-05T11:44:34.232892+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] diff --git a/results/eval_history.jsonl b/results/eval_history.jsonl index 7421af3eb1f7200009e8e0177162cd945c73db0c..01b90082035e3450c2d8edf2fa1ebf09864736e4 100644 --- a/results/eval_history.jsonl +++ b/results/eval_history.jsonl @@ -4537,3 +4537,7 @@ {"evaluated_at": "2026-07-05T11:06:51.543832+00:00", "dataset": "noaa_coops_sf_water_level_water_level", "prediction_length": 60} {"evaluated_at": "2026-07-05T11:23:07.538578+00:00", "dataset": "binance_btcusdt_1h_close", "prediction_length": 24} {"evaluated_at": "2026-07-05T11:23:07.538578+00:00", "dataset": "noaa_ndbc_46013_realtime_wave_height", "prediction_length": 72} +{"evaluated_at": "2026-07-05T11:44:43.439676+00:00", "dataset": "binance_btcusdt_1h_close", "prediction_length": 24} +{"evaluated_at": "2026-07-05T11:44:43.439676+00:00", "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total", "prediction_length": 36} +{"evaluated_at": "2026-07-05T11:44:43.439676+00:00", "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count", "prediction_length": 12} +{"evaluated_at": "2026-07-05T11:44:43.439676+00:00", "dataset": "noaa_coops_sf_water_level_water_level", "prediction_length": 60} diff --git a/results/evaluation_metrics.jsonl b/results/evaluation_metrics.jsonl index ff6d3ea7aa3f156bfe617992fd776576e9044245..3599a7429cad16bbc6729f8f117b1cdd2aca330a 100644 --- a/results/evaluation_metrics.jsonl +++ b/results/evaluation_metrics.jsonl @@ -1,3 +1,3 @@ version https://git-lfs.github.com/spec/v1 -oid sha256:caa18a6e36de1864b27075c962cf6db2e68394b8a8e6d7536f20d3d96719d5a6 -size 11235505 +oid sha256:fce0dd47dbba70913b3caf1bf65b6b5e00061828bc4859d617cb533b4fcea722 +size 11259458 diff --git a/results/moirai_2_0/all_results.csv b/results/moirai_2_0/all_results.csv index 6ac9d03660481ddba0f66584778a337338021b33..650fd02197227239571d9ae2dbdadd352df7b025 100644 --- a/results/moirai_2_0/all_results.csv +++ b/results/moirai_2_0/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,Moirai-2.0,131618.0150502523,131618.0150502523,278.3811848958333,0.22680441808568186,0.004412204192374058,0.00442787169239587,1.7208411640363845,362.79197214140817,0.005765734110381596,0.004424221087275689,0.004726976101880715,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Moirai-2.0,132867.85257911682,132867.85257911682,281.64990234375,0.22946752751579172,0.004464520286534535,0.004480028541663659,1.7208411640363845,364.51042862875244,0.005793345648866981,0.004476402067247375,0.0047445385600719215,Finance,1,24 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Moirai-2.0,20775.499102946527,20775.499102946527,107.845894018809,1.137070854757381,0.5779948164087865,0.7687864471222213,13.629300063640835,144.13708441253598,0.8873615660779484,0.6639394837327767,0.5370367497191665,Finance,1,12 -data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Moirai-2.0,0.0011111091987698774,0.0011111091987698774,0.005555767868330637,nan,0.9999991245099682,1.9999999027234152,nan,0.033333304648202486,5.999994747269559,1.0000382013977842,1.0000556358947963,Climate,1,36 +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Moirai-2.0,0.0011111174002204221,0.0011111174002204221,0.005555777595997803,nan,1.0000028151626033,2.0,nan,0.03333342766983951,6.000016891163893,1.000039952377848,1.0000603695416106,Climate,1,36 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-2.0,1.2532438701329436,1.2532438701329436,0.9506536324818929,0.8212990012283422,0.03701554261933145,0.03766328266317578,7.539952963054415,1.119483751616317,0.044311127170886824,0.03762853542407473,0.03137907032862377,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Moirai-2.0,0.13582479833717923,0.13582479833717923,0.3116710046927134,0.4963506999661617,0.21128010831269392,0.24566852791486077,4.862823535897066,0.3685441606336739,0.27309007563953275,0.23094724415070644,0.1905567052646254,Ocean,1,60 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open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Moirai-2.0,266.0610133353175,266.0610133353175,14.536421140034994,0.9561217235566394,0.30359951830288395,0.2937914493547455,4.412828821998709,16.31137680685838,0.29416368274807636,0.26215366287974756,0.20378404284992732,Air Quality,1,24 diff --git a/results/moirai_2_0/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/moirai_2_0/forecasts/binance_btcusdt_1h_close__1h__short.json index b8785dfd24ec92daf4e350b3fa7751ddcdae1b41..2758183ae7a09dff3f9c84b34811cb9695a1eb12 100644 --- a/results/moirai_2_0/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/moirai_2_0/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "Moirai-2.0", - "evaluated_at": "2026-07-05T11:18:38.872088+00:00", + "evaluated_at": "2026-07-05T11:41:05.376425+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62915.0, 62622.1796875, 62756.12109375, - 62710.0 + 62631.55078125 ], "p50": [ 62528.4765625, diff --git a/results/moirai_2_0/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json b/results/moirai_2_0/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json index 2dbcd4fcf166bbff93813a9c015556169a0e9281..3ccf007389887379d0fb420a0b3e269b3b8c2b6d 100644 --- a/results/moirai_2_0/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json +++ b/results/moirai_2_0/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short", "model": "Moirai-2.0", - "evaluated_at": "2026-07-05T10:53:06.653076+00:00", + "evaluated_at": "2026-07-05T11:41:08.320525+00:00", "freq": "5min", "context_length": 288, "prediction_length": 36, @@ -298,6 +298,7 @@ "actuals": [ 0.0, 0.0, + 0.20000000298023224, 0.0, 0.0, 0.0, @@ -305,7 +306,6 @@ 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d8d8cae24605557fb7b402d3bd2a8ea9c072d065..17d56f7a5cea0570377f9f2266d79af7d6836f5e 100644 --- a/results/moirai_2_0/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/moirai_2_0/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "Moirai-2.0", - "evaluated_at": "2026-07-05T11:03:28.828928+00:00", + "evaluated_at": "2026-07-05T11:41:12.932863+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-03 06:00:00", - "2026-07-03 06:05:00", - "2026-07-03 06:10:00", - "2026-07-03 06:15:00", "2026-07-03 06:20:00", "2026-07-03 06:25:00", "2026-07-03 06:30:00", @@ -457,6 +453,10 @@ "2026-07-03 16:40:00", "2026-07-03 16:45:00", "2026-07-03 16:50:00", - "2026-07-03 16:55:00" + "2026-07-03 16:55:00", + "2026-07-03 17:00:00", + 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}, "timestamps": [ - "2026-07-04 04:54:00", - "2026-07-04 05:00:00", - "2026-07-04 05:06:00", - "2026-07-04 05:12:00", - "2026-07-04 05:18:00", "2026-07-04 05:24:00", "2026-07-04 05:30:00", "2026-07-04 05:36:00", @@ -1417,6 +1412,11 @@ "2026-07-05 10:30:00", "2026-07-05 10:36:00", "2026-07-05 10:42:00", - "2026-07-05 10:48:00" + "2026-07-05 10:48:00", + "2026-07-05 10:54:00", + "2026-07-05 11:00:00", + "2026-07-05 11:06:00", + "2026-07-05 11:12:00", + "2026-07-05 11:18:00" ] } diff --git a/results/moirai_2_0/online_meta.json b/results/moirai_2_0/online_meta.json index c26709279fb1e316bae6bf5a0cb27e7678f09d55..85811b72b51ccea0a48e17ac51385180c0317d74 100644 --- a/results/moirai_2_0/online_meta.json +++ b/results/moirai_2_0/online_meta.json @@ -1,19 +1,31 @@ { "model": "Moirai-2.0", "api_model_id": "Salesforce/moirai-2.0-R-small", - "evaluated_at": "2026-07-05T11:21:26.653708+00:00", + "evaluated_at": "2026-07-05T11:41:18.983105+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] diff --git a/results/moving_average/all_results.csv b/results/moving_average/all_results.csv index a8bace9feb40104008c0acb6c18ea1a114a96f28..6a7dd5cc72cb670900fcfe5a9a339c1458e176d4 100644 --- a/results/moving_average/all_results.csv +++ b/results/moving_average/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 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nasa_power_shanghai_hourly_T2M/1h/short,Moving-Average,3.0986469128607594,3.170419606944614,1.4258759749271788,1.2318582437073748,0.05492625676503186,0.056433965290652456,17.431043295900064,1.7602973933005637,0.06967565321113765,0.05643866788034009,0.049314025644646764,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Moving-Average,0.16474213935653811,0.1631520237948527,0.34139226625328395,0.5436832036554644,0.2315350641340494,0.2733795603232095,19.518884677792002,0.4058843916148268,0.30075907054507556,0.25297060643576585,0.24717556896443238,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,Moving-Average,0.2097280751404394,0.2074780208803408,0.4082958840768955,0.6585240424703052,0.2756627389241979,0.3297379767280836,24.036807925832704,0.45796077904165483,0.3278798620686803,0.292321972275634,0.2873017766093412,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,Moving-Average,0.019041733537540483,0.018906255648645124,0.11307872279926581,0.45977061188838086,0.07160273185280992,0.07252972924334747,3.3082746827732885,0.13799178793515388,0.08807986225649532,0.07217790621700043,0.0641299017297575,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Moving-Average,0.005640164025847698,0.00787223865891485,0.07214915194706606,0.10936292505660539,0.005514737920343424,0.005520161309005023,2.7334071821493318,0.07510102546468789,0.005765913550736295,0.005539282191044434,0.005260540954940134,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Moving-Average,552.270202358848,547.3027463275129,21.283339122140386,1.3998949733546542,0.560484359130576,0.4131295667479604,36.257751241990924,23.500429833491303,0.4238129661179732,0.3838293659375571,0.3614621807496672,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 e1c8bdcb26fda4649705f7930aad8a9941fd4dfb..dcc5ecc50bdad3a240bdbcb70eb672d0bf69cd04 100644 --- a/results/moving_average/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/moving_average/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "Moving-Average", - "evaluated_at": "2026-07-05T11:23:05.663833+00:00", + "evaluated_at": "2026-07-05T11:44:33.562812+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62915.0, 62622.1796875, 62756.12109375, - 62710.0 + 62631.55078125 ], "p50": [ 62412.92111773574, diff --git a/results/moving_average/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json b/results/moving_average/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json index 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b/results/moving_average/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "Moving-Average", - "evaluated_at": "2026-07-05T11:06:49.590116+00:00", + "evaluated_at": "2026-07-05T11:44:33.619615+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-03 06:00:00", - "2026-07-03 06:05:00", - "2026-07-03 06:10:00", - "2026-07-03 06:15:00", "2026-07-03 06:20:00", "2026-07-03 06:25:00", "2026-07-03 06:30:00", @@ -457,6 +453,10 @@ "2026-07-03 16:40:00", "2026-07-03 16:45:00", "2026-07-03 16:50:00", - "2026-07-03 16:55:00" + "2026-07-03 16:55:00", + "2026-07-03 17:00:00", + "2026-07-03 17:05:00", + "2026-07-03 17:10:00", + "2026-07-03 17:15:00" ] } diff --git a/results/moving_average/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json 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"prediction_length": 60 } ], "failed_datasets": [] diff --git a/results/online_status.json b/results/online_status.json index f8db03c3d9db0bd00e7bf06c79c2a280597b1e3a..fa3bcc25c5859da3f646ba6cdc2498089fd54bcd 100644 --- a/results/online_status.json +++ b/results/online_status.json @@ -1,8 +1,8 @@ { "status": "ok", - "started_at": "2026-07-05T11:17:05.626161+00:00", - "finished_at": "2026-07-05T11:23:07.527968+00:00", - "task_count": 2, + "started_at": "2026-07-05T11:28:49.284911+00:00", + "finished_at": "2026-07-05T11:44:43.430921+00:00", + "task_count": 4, "data_source": "ts_bench", "data_config": "configs/datasets/ts_bench.yaml", "ts_bench_root": "/Users/bytedance/TSFM_Bench/space/vendor/ts_bench", @@ -10,19 +10,31 @@ "Chronos-2": { "model": "Chronos-2", "api_model_id": "amazon/chronos-2", - "evaluated_at": "2026-07-05T11:17:34.789856+00:00", + "evaluated_at": "2026-07-05T11:37:46.680546+00:00", "datasets": [ { "dataset": 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"data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] @@ -30,19 +42,31 @@ "TiRex": { "model": "TiRex", "api_model_id": "NX-AI/TiRex-1.1-gifteval", - "evaluated_at": "2026-07-05T11:17:52.822341+00:00", + "evaluated_at": "2026-07-05T11:38:08.327848+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] @@ -50,19 +74,31 @@ "TimesFM-2.5": { "model": "TimesFM-2.5", "api_model_id": "google/timesfm-2.5-200m-pytorch", - "evaluated_at": "2026-07-05T11:18:18.025092+00:00", + "evaluated_at": "2026-07-05T11:40:18.979079+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] @@ -70,19 +106,31 @@ "Toto-1.0": { "model": "Toto-1.0", "api_model_id": "Datadog/Toto-Open-Base-1.0", - "evaluated_at": "2026-07-05T11:18:33.834630+00:00", + "evaluated_at": "2026-07-05T11:41:00.780454+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] @@ -90,19 +138,31 @@ "Moirai-2.0": { "model": "Moirai-2.0", "api_model_id": "Salesforce/moirai-2.0-R-small", - "evaluated_at": "2026-07-05T11:21:26.653708+00:00", + "evaluated_at": "2026-07-05T11:41:18.983105+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] @@ -110,19 +170,31 @@ "Chronos-Bolt": { "model": "Chronos-Bolt", "api_model_id": "amazon/chronos-bolt-base", - "evaluated_at": "2026-07-05T11:21:40.431936+00:00", + "evaluated_at": "2026-07-05T11:41:37.519239+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] @@ -130,19 +202,31 @@ "TabPFN-TS": { "model": "TabPFN-TS", "api_model_id": "priorlabs/tabpfn-ts", - "evaluated_at": "2026-07-05T11:22:40.992419+00:00", + "evaluated_at": "2026-07-05T11:43:56.908279+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] @@ -150,19 +234,31 @@ "Sundial": { "model": "Sundial", "api_model_id": "thuml/sundial-base-128m", - "evaluated_at": "2026-07-05T11:23:05.644730+00:00", + "evaluated_at": "2026-07-05T11:44:33.547831+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] @@ -170,19 +266,31 @@ "Moving-Average": { "model": "Moving-Average", "api_model_id": "baseline/moving-average", - "evaluated_at": "2026-07-05T11:23:05.713789+00:00", + "evaluated_at": "2026-07-05T11:44:33.685622+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] @@ -190,19 +298,31 @@ "ETS": { "model": "ETS", "api_model_id": "baseline/ets", - "evaluated_at": "2026-07-05T11:23:06.293463+00:00", + "evaluated_at": "2026-07-05T11:44:34.232892+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] @@ -210,19 +330,31 @@ "ARIMA": { "model": "ARIMA", "api_model_id": "baseline/arima", - "evaluated_at": "2026-07-05T11:23:06.589249+00:00", + "evaluated_at": "2026-07-05T11:44:34.568414+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] @@ -230,19 +362,31 @@ "Seasonal-Naive": { "model": "Seasonal-Naive", "api_model_id": "baseline/seasonal-naive", - "evaluated_at": "2026-07-05T11:23:06.614439+00:00", + "evaluated_at": "2026-07-05T11:44:34.628547+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] @@ -264,7 +408,5 @@ "live_overall": "aggregates/live_overall_up_to_now.csv", "live_metadata": "aggregates/live_metadata.json" }, - "push_status": "ok", - "pushed_at": "2026-07-05T11:23:20.655859+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 32bd3ffdad087cda72d829824cc51dbff6c93c4f..ec7196e1be3462c71d54c7a4e0bd608854b9bfd7 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,336846.071100235,336846.071100235,494.80908203125,0.40313387542912144,0.00785336977777835,0.00789599233160469,3.051667456724418,580.3844166586789,0.009223859636449012,0.007863838842834626,0.0064267922237483096,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Seasonal-Naive,335612.04088465375,335612.04088465375,491.5403645833333,0.4004707659990115,0.007801369888452772,0.0078438354799824,3.051667456724418,579.3203266627659,0.009207426263214453,0.007812295640248031,0.006421353415852966,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,0.0011111111442248028,0.0011111111442248028,0.005555555638339784,nan,1.0,2.0,nan,0.033333333830038704,6.0,1.0,1.0,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,2.932637501526642,2.932637501526642,1.3520831267038982,1.1681063255820006,0.052492526128601426,0.05377912706214475,27.51456383205077,1.7124945259844313,0.06778353201713201,0.05351781773204386,0.04840607403618617,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Seasonal-Naive,0.16565721668350117,0.16565721668350117,0.35354999800523124,0.5630449619654154,0.24415540370649977,0.2860779028350322,20.696048121920217,0.40701009408060285,0.30159321256756155,0.2619794478132436,0.2570106114513359,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,Seasonal-Naive,0.20947277850879212,0.20947277850879212,0.41164999405543007,0.6639337518210333,0.27854663898601967,0.333273279013809,24.768252588999946,0.4576819621842138,0.3276802414091306,0.29472336813190464,0.2900780459647972,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,Seasonal-Naive,0.07041667441527386,0.07041667441527386,0.23194445669651031,0.9430708283536163,0.14642800533378234,0.1512307010025367,31.163465730651296,0.2653614034016135,0.16937961461002315,0.14804964920511587,0.14231087871566045,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Seasonal-Naive,0.01500001907349239,0.01500001907349239,0.05000003178914388,0.0757895218698602,0.0038027785619804792,0.003802283758671471,1.1845894026752637,0.12247456500634077,0.009403037436854103,0.0038387739587633918,0.006413594402238428,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Seasonal-Naive,516.0433400376675,516.0433400376675,20.233333587646484,1.3308316811100882,0.5270077710461998,0.4027765791986046,49.15578088824719,22.71658733255652,0.40967694317523257,0.36489328846292496,0.35831846164556264,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 a94afa5860ae553aed3b84b2d50dc99e05a6846e..cd0c7af82be0e04c98741e4aff322e129e6d4946 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 @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "Seasonal-Naive", - "evaluated_at": "2026-07-05T11:23:06.596687+00:00", + "evaluated_at": "2026-07-05T11:44:34.579922+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62915.0, 62622.1796875, 62756.12109375, - 62710.0 + 62631.55078125 ], "p50": [ 61983.98828125, diff --git a/results/seasonal_naive/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json b/results/seasonal_naive/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json index 00b8d15fc1ca51a976c0702cef161bdd16a9151b..0944bedd5dc7781e1eaa5f1fbf3b2b159843682b 100644 --- a/results/seasonal_naive/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json +++ b/results/seasonal_naive/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short", "model": "Seasonal-Naive", - "evaluated_at": "2026-07-05T10:56:03.756245+00:00", + "evaluated_at": "2026-07-05T11:44:34.591697+00:00", "freq": "5min", "context_length": 288, "prediction_length": 36, @@ -298,6 +298,7 @@ "actuals": [ 0.0, 0.0, + 0.20000000298023224, 0.0, 0.0, 0.0, @@ -305,7 +306,6 @@ 0.0, 0.0, 0.0, - 0.20000000298023224, 0.0, 0.0, 0.0, @@ -830,155 +830,6 @@ ] }, "timestamps": [ - "2026-07-03 19:15:00", - "2026-07-03 19:20:00", - "2026-07-03 19:25:00", - "2026-07-03 19:30:00", - "2026-07-03 19:35:00", - "2026-07-03 19:40:00", - "2026-07-03 19:45:00", - "2026-07-03 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05:50:00", - "2026-07-04 05:55:00", - "2026-07-04 06:00:00", - "2026-07-04 06:05:00", - "2026-07-04 06:10:00", - "2026-07-04 06:15:00", - "2026-07-04 06:20:00", - "2026-07-04 06:25:00", - "2026-07-04 06:30:00", - "2026-07-04 06:35:00", - "2026-07-04 06:40:00", - "2026-07-04 06:45:00", - "2026-07-04 06:50:00", - "2026-07-04 06:55:00", - "2026-07-04 07:00:00", - "2026-07-04 07:05:00", - "2026-07-04 07:10:00", - "2026-07-04 07:15:00", - "2026-07-04 07:20:00", - "2026-07-04 07:25:00", - "2026-07-04 07:30:00", - "2026-07-04 07:35:00", "2026-07-04 07:40:00", "2026-07-04 07:45:00", "2026-07-04 07:50:00", @@ -1153,6 +1004,155 @@ "2026-07-04 21:55:00", "2026-07-04 22:00:00", "2026-07-04 22:05:00", - "2026-07-04 22:10:00" + "2026-07-04 22:10:00", + "2026-07-04 22:15:00", + "2026-07-04 22:20:00", + "2026-07-04 22:25:00", + "2026-07-04 22:30:00", + "2026-07-04 22:35:00", + "2026-07-04 22:40:00", + "2026-07-04 22:45:00", + "2026-07-04 22:50:00", + "2026-07-04 22:55:00", + "2026-07-04 23:00:00", + 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"2026-07-05 05:45:00", + "2026-07-05 05:50:00", + "2026-07-05 05:55:00", + "2026-07-05 06:00:00", + "2026-07-05 06:05:00", + "2026-07-05 06:10:00", + "2026-07-05 06:15:00", + "2026-07-05 06:20:00", + "2026-07-05 06:25:00", + "2026-07-05 06:30:00", + "2026-07-05 06:35:00", + "2026-07-05 06:40:00", + "2026-07-05 06:45:00", + "2026-07-05 06:50:00", + "2026-07-05 06:55:00", + "2026-07-05 07:00:00", + "2026-07-05 07:05:00", + "2026-07-05 07:10:00", + "2026-07-05 07:15:00", + "2026-07-05 07:20:00", + "2026-07-05 07:25:00", + "2026-07-05 07:30:00", + "2026-07-05 07:35:00", + "2026-07-05 07:40:00", + "2026-07-05 07:45:00", + "2026-07-05 07:50:00", + "2026-07-05 07:55:00", + "2026-07-05 08:00:00", + "2026-07-05 08:05:00", + "2026-07-05 08:10:00", + "2026-07-05 08:15:00", + "2026-07-05 08:20:00", + "2026-07-05 08:25:00", + "2026-07-05 08:30:00", + "2026-07-05 08:35:00", + "2026-07-05 08:40:00", + "2026-07-05 08:45:00", + "2026-07-05 08:50:00", + "2026-07-05 08:55:00", + "2026-07-05 09:00:00", + "2026-07-05 09:05:00", + "2026-07-05 09:10:00", + "2026-07-05 09:15:00", + "2026-07-05 09:20:00", + "2026-07-05 09:25:00", + "2026-07-05 09:30:00", + "2026-07-05 09:35:00", + "2026-07-05 09:40:00", + "2026-07-05 09:45:00", + "2026-07-05 09:50:00", + "2026-07-05 09:55:00", + "2026-07-05 10:00:00", + "2026-07-05 10:05:00", + "2026-07-05 10:10:00", + "2026-07-05 10:15:00", + "2026-07-05 10:20:00", + "2026-07-05 10:25:00", + "2026-07-05 10:30:00", + "2026-07-05 10:35:00" ] } diff --git a/results/seasonal_naive/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json b/results/seasonal_naive/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index 11aa69e693e19ac8998eb76696587d2b7065667a..d19f7b818fd29cd353b1eace8f1efedd608f1ad5 100644 --- a/results/seasonal_naive/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/seasonal_naive/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "Seasonal-Naive", - "evaluated_at": "2026-07-05T11:06:50.559050+00:00", + "evaluated_at": "2026-07-05T11:44:34.605337+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-03 06:00:00", - "2026-07-03 06:05:00", - "2026-07-03 06:10:00", - "2026-07-03 06:15:00", "2026-07-03 06:20:00", "2026-07-03 06:25:00", "2026-07-03 06:30:00", @@ -457,6 +453,10 @@ "2026-07-03 16:40:00", "2026-07-03 16:45:00", "2026-07-03 16:50:00", - "2026-07-03 16:55:00" + "2026-07-03 16:55:00", + "2026-07-03 17:00:00", + "2026-07-03 17:05:00", + "2026-07-03 17:10:00", + "2026-07-03 17:15:00" ] } diff --git a/results/seasonal_naive/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json b/results/seasonal_naive/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json index 19e918ebdb65974e8752f4a8bb6ab6ccb9f3312b..10ec24ed5899b17213f4a56f444fe268cb9f4e12 100644 --- a/results/seasonal_naive/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json +++ b/results/seasonal_naive/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json @@ -1,16 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "Seasonal-Naive", - "evaluated_at": "2026-07-05T11:06:50.571042+00:00", + "evaluated_at": "2026-07-05T11:44:34.618645+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.1419999599456787, - 1.159000039100647, - 1.1710000038146973, - 1.1820000410079956, - 1.190999984741211, 1.2170000076293945, 1.246999979019165, 1.2589999437332153, @@ -245,14 +240,14 @@ 0.9549999833106995, 0.9520000219345093, 0.9639999866485596, - 0.968999981880188 - ], - "actuals": [ + 0.968999981880188, 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0.9904200160503388 ] }, "timestamps": [ - "2026-07-04 04:54:00", - "2026-07-04 05:00:00", - "2026-07-04 05:06:00", - "2026-07-04 05:12:00", - "2026-07-04 05:18:00", "2026-07-04 05:24:00", "2026-07-04 05:30:00", "2026-07-04 05:36:00", @@ -1417,6 +1412,11 @@ "2026-07-05 10:30:00", "2026-07-05 10:36:00", "2026-07-05 10:42:00", - "2026-07-05 10:48:00" + "2026-07-05 10:48:00", + "2026-07-05 10:54:00", + "2026-07-05 11:00:00", + "2026-07-05 11:06:00", + "2026-07-05 11:12:00", + "2026-07-05 11:18:00" ] } diff --git a/results/seasonal_naive/online_meta.json b/results/seasonal_naive/online_meta.json index cb54ac9ee7f3dbb1193773e542d38acc17ed3555..0fcd67b59e8b07aeb1f62f59691fa221a43aac32 100644 --- a/results/seasonal_naive/online_meta.json +++ b/results/seasonal_naive/online_meta.json @@ -1,19 +1,31 @@ { "model": "Seasonal-Naive", "api_model_id": "baseline/seasonal-naive", - "evaluated_at": "2026-07-05T11:23:06.614439+00:00", + "evaluated_at": "2026-07-05T11:44:34.628547+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] diff --git a/results/sundial/all_results.csv b/results/sundial/all_results.csv index 3f0ea95a1fece3cf899d4b37041f6505eab2ae85..4e213f85f1b9215699024245744d3c99ef576af8 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,570279.7769692739,369457.27345530194,560.9091796875,0.45698735044016514,0.00890125993584593,0.008947944294883667,11.46436903768524,755.1687076205382,0.012001649184572893,0.008914346067420195,0.00915897688472361,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Sundial,503620.80091349286,344393.7964998881,536.4557291666666,0.43706448597775577,0.008512526133833158,0.008556026558254421,10.814343449309511,709.6624556178049,0.011279018586337829,0.00852615788269473,0.00844297949716726,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,0.0011111117123272793,0.0011111118153991338,0.005555607371671372,nan,1.0000003020267014,2.0,nan,0.03333334235157464,6.000001533876445,1.000009311999547,1.0000092452693208,Climate,1,36 -data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Sundial,3.574632809277272e-16,4.0027848660903436e-16,1.7290062150528602e-08,nan,nan,2.0,nan,1.8906699366302073e-08,inf,inf,inf,Transportation,1,12 +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Sundial,0.0011111109313878633,0.001111110929231335,0.005555611842748113,nan,0.9999999032508505,1.9999999892500955,nan,0.03333333063748451,5.9999994253402535,1.0000101167933484,1.0000096530393117,Climate,1,36 +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Sundial,4.835339431257769e-16,4.715187422313804e-16,1.8527085088315687e-08,nan,nan,2.0,nan,2.198940524720432e-08,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,Sundial,1.8205587915992207,1.8428143541609643,1.0076900323232014,0.8705745066519427,0.038662333376514195,0.0399746743592806,18.444494937017886,1.349280842374641,0.053406898411327126,0.03988613600388554,0.03649876570705406,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Sundial,0.0543446229212894,0.05190967634275291,0.1751879592736562,0.2789950457433604,0.11588560243262647,0.1275930068710732,3.5411678742879746,0.23311933193386045,0.1727406991916356,0.12981373240840005,0.11027940446926499,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,Sundial,0.16160242773228717,0.16814774355304435,0.3537144213914871,0.5704917921996462,0.23597528120552116,0.2782051605028203,12.27000722715727,0.40199804443838677,0.28781299489917384,0.2532440353085237,0.2211265118542648,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,Sundial,0.01789236364555337,0.019044753176237588,0.10871573951509264,0.44203101026779984,0.0676301420434676,0.07072514456499132,4.582626555094578,0.13376234016177113,0.08538021481460802,0.06939302334499972,0.05884082410388548,Ocean,1,72 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"2026-07-04 05:00:00", - "2026-07-04 05:06:00", - "2026-07-04 05:12:00", - "2026-07-04 05:18:00", "2026-07-04 05:24:00", "2026-07-04 05:30:00", "2026-07-04 05:36:00", @@ -1417,6 +1412,11 @@ "2026-07-05 10:30:00", "2026-07-05 10:36:00", "2026-07-05 10:42:00", - "2026-07-05 10:48:00" + "2026-07-05 10:48:00", + "2026-07-05 10:54:00", + "2026-07-05 11:00:00", + "2026-07-05 11:06:00", + "2026-07-05 11:12:00", + "2026-07-05 11:18:00" ] } diff --git a/results/sundial/online_meta.json b/results/sundial/online_meta.json index 3d47e0d9d55df6533b28b7d9de502ba8e2a001bf..341bc74429a61f69e88eb24edab8ab47c0289a9f 100644 --- a/results/sundial/online_meta.json +++ b/results/sundial/online_meta.json @@ -1,19 +1,31 @@ { "model": "Sundial", "api_model_id": "thuml/sundial-base-128m", - "evaluated_at": "2026-07-05T11:23:05.644730+00:00", + "evaluated_at": "2026-07-05T11:44:33.547831+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "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 fce69e2c556ab0e1a446706915b65bfdf11d4913..817b7bcc4119fbb3eaa848584f27539653504f3b 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 -binance_btcusdt_1h_close/1h/short,TabPFN-TS,209103.93987782797,209103.93987782797,406.6761067708333,0.33132963989654324,0.006451341057905339,0.00647770682874884,13.25318559586173,457.278842587133,0.007267383026967261,0.0064631703034813475,0.006463170303481348,Finance,1,24 +binance_btcusdt_1h_close/1h/short,TabPFN-TS,207922.15806770325,207922.15806770325,403.4073893229167,0.32866653046643335,0.006399334517179558,0.006425549967278799,13.146661218657336,455.98482219006286,0.007247193709990361,0.006411554403111417,0.0064115544031114165,Finance,1,24 bitbrains_fast_storage/5T/long,TabPFN-TS,5094671.185438427,5094671.185438427,483.1624726930903,1.1526641321691184,6.84183501453906,0.8053138505812252,70.21928659273716,2257.1378304034574,5.964941308843822,1.2768541439646968,0.8850161893008147,Web/CloudOps,2 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 m_dense/H/short,TabPFN-TS,68285.90555555555,68285.90555555555,106.8298410373264,0.906291178560046,0.30428158067341887,0.23916954464382595,10.038621879613546,261.3157200697186,0.46350902522521975,0.18948953959205128,0.15486162614965193,Transport,1 nasa_power_shanghai_hourly_T2M/1h/short,TabPFN-TS,2.750024846657501,2.750024846657501,1.2569669882456462,1.0859325591887534,0.04766223586923483,0.04964428064019751,43.43730236755013,1.6583198867098896,0.06563920493166496,0.04975295441791173,0.04975295441791172,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,TabPFN-TS,0.32947494839894603,0.32947494839894603,0.46974914371967313,0.7480975540976139,0.31476128892293337,0.4067382659441322,29.92390216390456,0.5739990839704764,0.4253315341884631,0.3480826530243767,0.34808265302437674,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,TabPFN-TS,0.2984467757393149,0.2984467757393149,0.47961278160413107,0.7735482038386102,0.3215429581696998,0.4023573320994539,30.941928153544406,0.5463028242095357,0.3911288975977147,0.34338174768550445,0.3433817476855045,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,TabPFN-TS,0.07802217562786436,0.07802217562786436,0.2454429715871811,0.9979548975863864,0.1652165890882991,0.14858803168710277,39.91819590345546,0.2793244987964077,0.17829222845067955,0.15666572230648224,0.15666572230648224,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,TabPFN-TS,0.007392672249011412,0.007392672249011412,0.026689728101094563,0.04045600891113282,0.0020100028807620994,0.0020311097832636494,1.6182403564453125,0.08598065043375405,0.006601201439921821,0.0020491153612266855,0.0020491153612266855,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,TabPFN-TS,341.06724540744926,341.06724540744926,16.434335390726726,1.0809555479934094,0.4472401845706031,0.3371081534096356,43.23822191973638,18.468005994352755,0.333056903818697,0.2963811503649726,0.2963811503649726,Air Quality,1,24 diff --git a/results/tabpfn_ts/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/tabpfn_ts/forecasts/binance_btcusdt_1h_close__1h__short.json index 6e130c3932eefb1ae5f5fe59a6d0a7fc930d3213..06b3dcf3b077963116a988ac875b465040b54991 100644 --- a/results/tabpfn_ts/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/tabpfn_ts/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "TabPFN-TS", - "evaluated_at": "2026-07-05T11:22:09.751395+00:00", + "evaluated_at": "2026-07-05T11:42:08.363569+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62915.0, 62622.1796875, 62756.12109375, - 62710.0 + 62631.55078125 ], "p50": [ 62506.1953125, diff --git a/results/tabpfn_ts/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json b/results/tabpfn_ts/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json index ff32c729a372162f24cacfff59a5a2280eb9445e..9f04a47e70856b56f8ac833b97c1192d2d970a29 100644 --- a/results/tabpfn_ts/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json +++ b/results/tabpfn_ts/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short", "model": "TabPFN-TS", - "evaluated_at": "2026-07-05T10:54:34.464978+00:00", + "evaluated_at": "2026-07-05T11:42:30.525166+00:00", "freq": "5min", "context_length": 288, "prediction_length": 36, @@ -298,6 +298,7 @@ "actuals": [ 0.0, 0.0, + 0.20000000298023224, 0.0, 0.0, 0.0, @@ -305,7 +306,6 @@ 0.0, 0.0, 0.0, - 0.20000000298023224, 0.0, 0.0, 0.0, @@ -830,155 +830,6 @@ ] }, "timestamps": [ - "2026-07-03 19:15:00", - "2026-07-03 19:20:00", - "2026-07-03 19:25:00", - "2026-07-03 19:30:00", - "2026-07-03 19:35:00", - "2026-07-03 19:40:00", - "2026-07-03 19:45:00", - "2026-07-03 19:50:00", - "2026-07-03 19:55:00", - "2026-07-03 20:00:00", - "2026-07-03 20:05:00", - 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"data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "TabPFN-TS", - "evaluated_at": "2026-07-05T11:04:57.960711+00:00", + "evaluated_at": "2026-07-05T11:42:55.234928+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-03 06:00:00", - "2026-07-03 06:05:00", - "2026-07-03 06:10:00", - "2026-07-03 06:15:00", "2026-07-03 06:20:00", "2026-07-03 06:25:00", "2026-07-03 06:30:00", @@ -457,6 +453,10 @@ "2026-07-03 16:40:00", "2026-07-03 16:45:00", "2026-07-03 16:50:00", - "2026-07-03 16:55:00" + "2026-07-03 16:55:00", + "2026-07-03 17:00:00", + "2026-07-03 17:05:00", + "2026-07-03 17:10:00", + "2026-07-03 17:15:00" ] } 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 e25dab93cc24de3bc9c854870d04a2b75b9347f1..c2e1ffc116260b624018d0aa6019c220f7ce87b0 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 @@ -1,16 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "TabPFN-TS", - "evaluated_at": "2026-07-05T11:05:23.824691+00:00", + "evaluated_at": "2026-07-05T11:43:19.944646+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.1419999599456787, - 1.159000039100647, - 1.1710000038146973, - 1.1820000410079956, - 1.190999984741211, 1.2170000076293945, 1.246999979019165, 1.2589999437332153, @@ -245,14 +240,14 @@ 0.9549999833106995, 0.9520000219345093, 0.9639999866485596, - 0.968999981880188 - ], - "actuals": [ + 0.968999981880188, 0.9729999899864197, 0.984000027179718, 0.9769999980926514, 0.9810000061988831, - 0.9810000061988831, + 0.9810000061988831 + ], + "actuals": [ 0.9950000047683716, 1.0119999647140503, 1.024999976158142, @@ -307,822 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"2026-07-05 10:42:00", - "2026-07-05 10:48:00" + "2026-07-05 10:48:00", + "2026-07-05 10:54:00", + "2026-07-05 11:00:00", + "2026-07-05 11:06:00", + "2026-07-05 11:12:00", + "2026-07-05 11:18:00" ] } diff --git a/results/tabpfn_ts/online_meta.json b/results/tabpfn_ts/online_meta.json index 92e81e3c286e6fce435114f375aed7e361cc8e75..3120e67a707cde26f55977e46bfb9b8212ffbc96 100644 --- a/results/tabpfn_ts/online_meta.json +++ b/results/tabpfn_ts/online_meta.json @@ -1,19 +1,31 @@ { "model": "TabPFN-TS", "api_model_id": "priorlabs/tabpfn-ts", - "evaluated_at": "2026-07-05T11:22:40.992419+00:00", + "evaluated_at": "2026-07-05T11:43:56.908279+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "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 1ee140a84ddda64a53d465b02874cfd1a2023745..9fbaccb5692b886f4ae67db4f38121a1d0e461db 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-2.5,218176.54268900552,303289.0175851186,516.8673502604166,0.42110532235562986,0.00820427589003746,0.008242600541969255,6.243876536816454,467.0937193850989,0.007423367652561919,0.008214403682497838,0.006216548935806672,Finance,1,24 +binance_btcusdt_1h_close/1h/short,TimesFM-2.5,216793.4283135732,301073.47834523517,513.5986328125,0.4184422129255201,0.008152400950158036,0.008190443955054479,6.243876536816454,465.6108120668733,0.007400184357689098,0.008162878674998833,0.0061880097255329084,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-2.5,0.0011111111442248028,0.0011111111442248028,0.005555555638339784,nan,1.0,2.0,nan,0.033333333830038704,6.0,1.0,1.0,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-2.5,1.8687578350189444,2.6579275242791787,1.3233368396759033,1.1432715213815705,0.05113508150268736,0.05312686827748265,13.942987289793436,1.367025177170832,0.05410925025393457,0.052379989355035975,0.03771652959912357,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,TimesFM-2.5,0.06528448344683759,0.09888404335199313,0.269100284576416,0.4285548305729837,0.18340119316778758,0.20792454906909474,4.295756094436073,0.25550828449746515,0.1893308433376505,0.19940247308012446,0.1370881269225473,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,TimesFM-2.5,0.09558176353332405,0.12986653586272645,0.31868869066238403,0.5140001970361214,0.21435185344788504,0.24647767332557272,8.595172143007002,0.3091630047941119,0.22134717208918883,0.22816714600733642,0.1730471816821284,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,TimesFM-2.5,0.03287298561274375,0.020448936224064813,0.12138436900244819,0.4935408203098572,0.08040722804627191,0.07691624356701816,20.57769085714305,0.18130908861042722,0.11572920236501119,0.07747938237347482,0.08789549322332126,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,TimesFM-2.5,0.007678881547993417,0.007802905636443332,0.028835495313008625,0.04370854026392886,0.0021739235131401423,0.0021962333700827293,3.422743727031507,0.0876292277039654,0.006727771669328568,0.0022138575623796954,0.003553845406764521,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,TimesFM-2.5,288.9184213966816,366.1168533914888,16.12215741475423,1.0604222859498937,0.27850590850989376,0.3083897368616803,21.466531387028336,16.99760045996733,0.3065392215746021,0.29075125019331466,0.24580072145027826,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 9749b1b8465220f561c4bbf90c17165e09d921a9..96943e4dccf5e9ed2fb8c579a2b65b1b1a8469bf 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 @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "TimesFM-2.5", - "evaluated_at": "2026-07-05T11:18:10.528479+00:00", + "evaluated_at": "2026-07-05T11:39:41.100004+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62915.0, 62622.1796875, 62756.12109375, - 62710.0 + 62631.55078125 ], "p50": [ 62424.20703125, diff --git a/results/timesfm_2_5/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json b/results/timesfm_2_5/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json index c3b848cf2ca5a7e40c8636e3da2a33cd0f35e0b4..eff12fdbdaec3b72e155ff2386ecc0fd6c02fb98 100644 --- a/results/timesfm_2_5/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json +++ b/results/timesfm_2_5/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json @@ -1,7 +1,7 @@ { "dataset": 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10:10:00", + "2026-07-05 10:15:00", + "2026-07-05 10:20:00", + "2026-07-05 10:25:00", + "2026-07-05 10:30:00", + "2026-07-05 10:35:00" ] } diff --git a/results/timesfm_2_5/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json b/results/timesfm_2_5/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index 535589b0d1471522aad00e0aac8e7895a3b624f7..b8538b1b9c918f9f10e928e138e6a42b8bf0e993 100644 --- a/results/timesfm_2_5/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/timesfm_2_5/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "TimesFM-2.5", - "evaluated_at": "2026-07-05T11:02:53.282887+00:00", + "evaluated_at": "2026-07-05T11:40:13.121534+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-03 06:00:00", - "2026-07-03 06:05:00", - "2026-07-03 06:10:00", - "2026-07-03 06:15:00", "2026-07-03 06:20:00", "2026-07-03 06:25:00", "2026-07-03 06:30:00", @@ -457,6 +453,10 @@ "2026-07-03 16:40:00", "2026-07-03 16:45:00", "2026-07-03 16:50:00", - "2026-07-03 16:55:00" + "2026-07-03 16:55:00", + "2026-07-03 17:00:00", + "2026-07-03 17:05:00", + "2026-07-03 17:10:00", + "2026-07-03 17:15:00" ] } diff --git a/results/timesfm_2_5/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json b/results/timesfm_2_5/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json index e2b1a1e9233f3ae015fc01ec1edcaa13f1fcb2f7..bf21ff45fe626854fd5baecf0bac0648e9e3dbbf 100644 --- a/results/timesfm_2_5/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json +++ b/results/timesfm_2_5/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json @@ -1,16 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", 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a/results/timesfm_2_5/online_meta.json +++ b/results/timesfm_2_5/online_meta.json @@ -1,19 +1,31 @@ { "model": "TimesFM-2.5", "api_model_id": "google/timesfm-2.5-200m-pytorch", - "evaluated_at": "2026-07-05T11:18:18.025092+00:00", + "evaluated_at": "2026-07-05T11:40:18.979079+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] diff --git a/results/tirex/all_results.csv b/results/tirex/all_results.csv index 8f64cc9c0b4aa7cc03df891bbbfddef16ee460c5..71d81e50e5bf0f9fc9309c514a6d51edf0c2a142 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,152734.87500445047,152734.87500445047,316.94677734375,0.25822481295379146,0.005024341025329183,0.005043557815860091,1.6216812796079696,390.8130947197784,0.006211064643214665,0.005037131429672563,0.005440195835437295,Finance,1,24 +binance_btcusdt_1h_close/1h/short,TiRex,152748.11586380005,152748.11586380005,317.1155598958333,0.25836232450480595,0.005027066832605723,0.0050462672561945926,1.6216812796079696,390.8300344955593,0.0062116562434416465,0.005040075412990882,0.005435898063281654,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,0.0011111111369788104,0.0011111111369788104,0.005555559841816124,nan,0.9999999967392766,1.9999999996376974,nan,0.03333333372134882,5.999999980435821,1.0000007566257298,1.0000007354355018,Climate,1,36 +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,TiRex,0.0011111111148373912,0.0011111111148373912,0.0055555597311090325,nan,0.9999999867756386,1.9999999985306265,nan,0.03333333338922753,5.99999992065399,1.0000007366984536,1.0000007217225428,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,1.9251312066236703,1.9251312066236703,1.1329764525095622,0.9788133101979781,0.04390494608442306,0.045241241754428625,8.105520396133594,1.3874909753305318,0.054919322381912154,0.04484519189875456,0.03904942917883344,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,TiRex,0.02315703394728737,0.02315703394728737,0.10886812110741934,0.17337759144115786,0.07083462059986664,0.07577247667250289,1.0444386870714915,0.15217435377647368,0.1127607223833385,0.0806709388010378,0.09333005325394805,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,TiRex,0.12973311507835075,0.12973311507835075,0.31729312539100646,0.5117493458277717,0.21299174529631063,0.24503643816528442,2.1829151994063998,0.36018483460350015,0.2578765678060047,0.22716798238977803,0.18148488976841223,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,TiRex,0.09026765828664256,0.09026765828664256,0.2656627380185657,1.0801671312786671,0.17857544511241083,0.15952998240572044,6.379645719001585,0.3004457659655775,0.19177388798115355,0.16957195584968254,0.11234743613854259,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,TiRex,0.007534187902858018,0.007534187902858018,0.02623601754506429,0.03976827922620271,0.001974685835718563,0.001996222984617889,1.1853177723131683,0.08679969990073709,0.006664084315237836,0.0020142815380273325,0.0051527903646243055,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,TiRex,287.80032989866686,287.80032989866686,15.899750550587973,1.0457936485260773,0.3765547015888406,0.3242138515506651,4.912674583096493,16.964678891705166,0.3059455053067167,0.2867403059912232,0.21868255593059674,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 d614d5b85bae0bc4bf504fc950188d23076fb6e8..64b1df18a89948cb08015fff606d61dec58c3980 100644 --- a/results/tirex/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/tirex/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "TiRex", - "evaluated_at": "2026-07-05T11:17:41.664162+00:00", + "evaluated_at": "2026-07-05T11:37:51.710361+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62915.0, 62622.1796875, 62756.12109375, - 62710.0 + 62631.55078125 ], "p50": [ 62495.71484375, diff --git a/results/tirex/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json b/results/tirex/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json index 08aa4e238707be3984d51ca46835bffb0f1dac9f..8d0e2bb90ca50170cb44b70dcbb5118f2f2aa93e 100644 --- a/results/tirex/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json +++ b/results/tirex/forecasts/data_gov_sg_singapore_rainfall_5min_rainfall_5min_total__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short", "model": "TiRex", - "evaluated_at": "2026-07-05T10:50:58.049939+00:00", + "evaluated_at": "2026-07-05T11:37:56.604707+00:00", "freq": "5min", "context_length": 288, "prediction_length": 36, @@ -298,6 +298,7 @@ "actuals": [ 0.0, 0.0, + 0.20000000298023224, 0.0, 0.0, 0.0, @@ -305,7 +306,6 @@ 0.0, 0.0, 0.0, - 0.20000000298023224, 0.0, 0.0, 0.0, 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22:15:00", + "2026-07-04 22:20:00", + "2026-07-04 22:25:00", + "2026-07-04 22:30:00", + "2026-07-04 22:35:00", + "2026-07-04 22:40:00", + "2026-07-04 22:45:00", + "2026-07-04 22:50:00", + "2026-07-04 22:55:00", + "2026-07-04 23:00:00", + "2026-07-04 23:05:00", + "2026-07-04 23:10:00", + "2026-07-04 23:15:00", + "2026-07-04 23:20:00", + "2026-07-04 23:25:00", + "2026-07-04 23:30:00", + "2026-07-04 23:35:00", + "2026-07-04 23:40:00", + "2026-07-04 23:45:00", + "2026-07-04 23:50:00", + "2026-07-04 23:55:00", + "2026-07-05 00:00:00", + "2026-07-05 00:05:00", + "2026-07-05 00:10:00", + "2026-07-05 00:15:00", + "2026-07-05 00:20:00", + "2026-07-05 00:25:00", + "2026-07-05 00:30:00", + "2026-07-05 00:35:00", + "2026-07-05 00:40:00", + "2026-07-05 00:45:00", + "2026-07-05 00:50:00", + "2026-07-05 00:55:00", + "2026-07-05 01:00:00", + "2026-07-05 01:05:00", + "2026-07-05 01:10:00", + "2026-07-05 01:15:00", + "2026-07-05 01:20:00", + "2026-07-05 01:25:00", + "2026-07-05 01:30:00", + "2026-07-05 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04:55:00", + "2026-07-05 05:00:00", + "2026-07-05 05:05:00", + "2026-07-05 05:10:00", + "2026-07-05 05:15:00", + "2026-07-05 05:20:00", + "2026-07-05 05:25:00", + "2026-07-05 05:30:00", + "2026-07-05 05:35:00", + "2026-07-05 05:40:00", + "2026-07-05 05:45:00", + "2026-07-05 05:50:00", + "2026-07-05 05:55:00", + "2026-07-05 06:00:00", + "2026-07-05 06:05:00", + "2026-07-05 06:10:00", + "2026-07-05 06:15:00", + "2026-07-05 06:20:00", + "2026-07-05 06:25:00", + "2026-07-05 06:30:00", + "2026-07-05 06:35:00", + "2026-07-05 06:40:00", + "2026-07-05 06:45:00", + "2026-07-05 06:50:00", + "2026-07-05 06:55:00", + "2026-07-05 07:00:00", + "2026-07-05 07:05:00", + "2026-07-05 07:10:00", + "2026-07-05 07:15:00", + "2026-07-05 07:20:00", + "2026-07-05 07:25:00", + "2026-07-05 07:30:00", + "2026-07-05 07:35:00", + "2026-07-05 07:40:00", + "2026-07-05 07:45:00", + "2026-07-05 07:50:00", + "2026-07-05 07:55:00", + "2026-07-05 08:00:00", + "2026-07-05 08:05:00", + "2026-07-05 08:10:00", + "2026-07-05 08:15:00", + "2026-07-05 08:20:00", + "2026-07-05 08:25:00", + "2026-07-05 08:30:00", + "2026-07-05 08:35:00", + "2026-07-05 08:40:00", + "2026-07-05 08:45:00", + "2026-07-05 08:50:00", + "2026-07-05 08:55:00", + "2026-07-05 09:00:00", + "2026-07-05 09:05:00", + "2026-07-05 09:10:00", + "2026-07-05 09:15:00", + "2026-07-05 09:20:00", + "2026-07-05 09:25:00", + "2026-07-05 09:30:00", + "2026-07-05 09:35:00", + "2026-07-05 09:40:00", + "2026-07-05 09:45:00", + "2026-07-05 09:50:00", + "2026-07-05 09:55:00", + "2026-07-05 10:00:00", + "2026-07-05 10:05:00", + "2026-07-05 10:10:00", + "2026-07-05 10:15:00", + "2026-07-05 10:20:00", + "2026-07-05 10:25:00", + "2026-07-05 10:30:00", + "2026-07-05 10:35:00" ] } diff --git a/results/tirex/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json b/results/tirex/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index 0ccace34fd7e217a26d5a5a0b197e3d54a0523ff..8a1a784e511c7d1dd3e48f673f1bfe8653d45ef5 100644 --- a/results/tirex/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/tirex/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "TiRex", - "evaluated_at": "2026-07-05T11:02:10.285426+00:00", + "evaluated_at": "2026-07-05T11:38:01.632487+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-03 06:00:00", - "2026-07-03 06:05:00", - "2026-07-03 06:10:00", - "2026-07-03 06:15:00", "2026-07-03 06:20:00", "2026-07-03 06:25:00", "2026-07-03 06:30:00", @@ -457,6 +453,10 @@ "2026-07-03 16:40:00", "2026-07-03 16:45:00", "2026-07-03 16:50:00", - "2026-07-03 16:55:00" + "2026-07-03 16:55:00", + "2026-07-03 17:00:00", + "2026-07-03 17:05:00", + "2026-07-03 17:10:00", + "2026-07-03 17:15:00" ] } diff --git 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 5c159201f23e0c2698e574da3cee97324a5a9700..b4e6991a676c48d32eb03aca296984f3fe4a23ad 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 @@ -1,16 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "TiRex", - "evaluated_at": "2026-07-05T11:02:14.687708+00:00", + "evaluated_at": "2026-07-05T11:38:06.576346+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.1419999599456787, - 1.159000039100647, - 1.1710000038146973, - 1.1820000410079956, - 1.190999984741211, 1.2170000076293945, 1.246999979019165, 1.2589999437332153, @@ -245,14 +240,14 @@ 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05:18:00", "2026-07-04 05:24:00", "2026-07-04 05:30:00", "2026-07-04 05:36:00", @@ -1417,6 +1412,11 @@ "2026-07-05 10:30:00", "2026-07-05 10:36:00", "2026-07-05 10:42:00", - "2026-07-05 10:48:00" + "2026-07-05 10:48:00", + "2026-07-05 10:54:00", + "2026-07-05 11:00:00", + "2026-07-05 11:06:00", + "2026-07-05 11:12:00", + "2026-07-05 11:18:00" ] } diff --git a/results/tirex/online_meta.json b/results/tirex/online_meta.json index b2f40013abc01258a2bff98a40d1d338df7a199f..b81781fe3cfddf54cb056b1b710c253cc21d5287 100644 --- a/results/tirex/online_meta.json +++ b/results/tirex/online_meta.json @@ -1,19 +1,31 @@ { "model": "TiRex", "api_model_id": "NX-AI/TiRex-1.1-gifteval", - "evaluated_at": "2026-07-05T11:17:52.822341+00:00", + "evaluated_at": "2026-07-05T11:38:08.327848+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260704t110000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260704t121000z", - "data_fetched_at": "2026-07-05T11:16:51.247949Z", - "context_length": 73, - "prediction_length": 72 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260705t081500z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 288, + "prediction_length": 36 + }, + { + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260705t081000z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": [] diff --git a/results/toto_1_0/all_results.csv b/results/toto_1_0/all_results.csv index 7d08aa02d4f1244efa80a1937ec34eb608cbb50d..567598d52092290aa31357eea59bc5cb87a88293 100644 --- a/results/toto_1_0/all_results.csv +++ b/results/toto_1_0/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,Toto-1.0,607896.7876841227,176219.46510124207,346.54345703125,0.2823380004750801,0.005496410629172777,0.005514246009553675,3.18295136122291,779.6773612745997,0.01239115719804589,0.005507501776130348,0.005679406198239884,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Toto-1.0,4986437.006103516,175737.69433275858,328.5196940104167,0.2676535702569101,0.005208973620862675,0.005228393015613508,3.0062068497283847,2233.0331403952596,0.03549070701859256,0.005221326991993319,0.005543784318871832,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-1.0,2.3446469802926364,0.0011113364541493432,0.005614062914501814,nan,1.0000989462190581,2.0,nan,1.5312240137526045,275.62031836840606,1.0105313095522366,1.0477944544569655,Climate,1,36 -data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Toto-1.0,0.33937256975749786,7.129675566870226e-09,7.242208084790036e-05,nan,nan,2.0,nan,0.5825569240490562,inf,inf,inf,Transportation,1,12 +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Toto-1.0,12.23972533241539,0.0011109858789110012,0.005625811614133151,nan,0.9999402563489447,1.999993362213115,nan,3.4985318824351723,629.7357294545375,1.0126460754543647,1.0487351518507249,Climate,1,36 +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Toto-1.0,0.00013099646043762697,7.730143975100558e-09,6.217765483521968e-05,nan,nan,2.0,nan,0.011445368514714891,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,Toto-1.0,2.0493363512026312,2.049150387304356,1.058653752009074,0.9146036363441237,0.04051879623967283,0.0420101186394389,13.668047801659577,1.4315503313550073,0.05666326884388549,0.04190336926952395,0.03769320693591967,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Toto-1.0,0.1355435284360013,0.00481459293795338,0.048102272550264995,0.07660512620937211,0.03317201328859917,0.03275322687189359,0.8472551306872156,0.368162366946978,0.2728071677063309,0.03564363420274749,0.05689684086700291,Ocean,1,60 +noaa_coops_sf_water_level_water_level/6min/short,Toto-1.0,0.12017646503341754,0.12764521555758943,0.32201201617717745,0.5193602553609667,0.2182706750075458,0.2503581965257505,3.649274474918989,0.34666477328020734,0.24819679598991623,0.23054650153572911,0.1869114027778549,Ocean,1,60 noaa_ndbc_46013_realtime_wave_height/10min/short,Toto-1.0,0.69543696649972,0.02499108049587622,0.13553352819548714,0.5510703662655343,0.08946928443182199,0.08536336313366265,4.29565686605728,0.8339286339368136,0.5322948583246063,0.0865107603374573,0.09452388726482441,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Toto-1.0,1.1306138305431734,0.007251450005962094,0.02990877628326416,0.04533540826094778,0.002258127422157904,0.0022786468601644918,0.7336115184583162,1.0633032636755957,0.08163556567482516,0.002296259170771229,0.002607354072334469,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Toto-1.0,762.9391427393765,326.88827164501555,16.19138240814209,1.064975505711043,0.42872619420313773,0.3330656127962582,7.810357988980191,27.621353021518996,0.49813078463605626,0.2919996720300674,0.221569054232638,Air Quality,1,24 diff --git a/results/toto_1_0/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/toto_1_0/forecasts/binance_btcusdt_1h_close__1h__short.json index 89b48e956372fcf6279e266ac081ec07c4824dfa..1b147d4d1a8854390779e03fe0bf61e63cb4f523 100644 --- a/results/toto_1_0/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/toto_1_0/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": 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b/results/toto_1_0/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index cdac5e6b4d8b34fc04dc18b64c4f59397dbc9e22..5d66425179ee23c62298b7e1e8727a50333a3756 100644 --- a/results/toto_1_0/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/toto_1_0/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "Toto-1.0", - "evaluated_at": "2026-07-05T11:03:14.544493+00:00", + "evaluated_at": "2026-07-05T11:40:51.019237+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -142,194 +142,190 @@ 0.0 ], "p50": [ - -0.00010834489512490109, - 1.5219720808090642e-05, - 2.327501351828687e-05, - -8.045190770644695e-05, - -0.00010666358139133081, - 8.552404324291274e-05, - -5.696077278116718e-05, - -3.2448162528453395e-05, - 0.00010355189442634583, 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"2026-07-05T11:28:46.215562Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260705t051800z", + "data_fetched_at": "2026-07-05T11:28:46.215562Z", + "context_length": 240, + "prediction_length": 60 } ], "failed_datasets": []