diff --git a/results/aggregates/live_metadata.json b/results/aggregates/live_metadata.json index 1fb9a9baacdb2dd1c7c792704260fa334f431955..264f7e280f5a1b9907d2bdf778f0f645fcbed0ec 100644 --- a/results/aggregates/live_metadata.json +++ b/results/aggregates/live_metadata.json @@ -1,5 +1,5 @@ { - "generated_at": "2026-07-03T09:14:50.529128+00:00", + "generated_at": "2026-07-03T09:29:10.236586+00:00", "scope": "All deduplicated metrics-only evaluation releases saved up to generation time, plus one latest all_results snapshot for allowlisted model-datasets without release history", "release_deduplication": "One row per model, dataset, data source timestamp, and prediction length", "dataset_aggregation": "Arithmetic mean over releases, then equal-weight mean over datasets", @@ -12,6 +12,6 @@ "temporal_metrics": "Per-dataset MSE stability and Kendall tau, then equal-weight mean over datasets", "num_models": 12, "num_datasets": 13, - "num_model_releases": 12042, - "num_unique_releases": 1874 + "num_model_releases": 12126, + "num_unique_releases": 1881 } diff --git a/results/aggregates/live_overall_up_to_now.csv b/results/aggregates/live_overall_up_to_now.csv index 9d5d7e7698b34b5faabed15f03fadfcbc5a8f942..fb91334f0ee971063c977203dc26403127321499 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-2.0,138099.37426444638,119.61830697462992,0.19188469493092378,0.1416278732763865,13.173886412254479,5.950320512820513,0.5038333333333334,1179.2574857191769,38577.65015762659,-0.05069727714039165,0.0,13,34,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-03T09:09:10.029356+00:00 -2,Chronos-2,39838.9956917065,41.062197846756675,0.1824722520057139,0.27759107683171774,23.20480268348975,2.815620107015605,0.6973743737456145,1171.5988167785354,66448.29364409573,0.2384095611483268,0.08333333333333333,12,1768,0.8333333333333334,2026-06-16T12:06:40.343188+00:00,2026-07-03T09:04:07.956933Z -3,TiRex,39690.353019309834,41.784904284003154,0.1924651350489324,0.2711673921810913,22.81765769247623,2.983783555533865,0.6850868929191665,1136.3863705506387,61229.767797305714,0.3117061257825056,0.08333333333333333,12,1750,0.8333333333333334,2026-06-16T12:07:33.925127+00:00,2026-07-03T09:04:07.956933Z -4,TimesFM-2.5,38501.2457476601,41.19942447937558,0.14897024635391215,0.32652969371892104,25.859923992930945,2.899110052900206,0.6300160130781444,1097.9227680532301,58471.23405898645,0.2303120806355983,0.08333333333333333,12,1776,0.8333333333333334,2026-06-16T12:06:55.147862+00:00,2026-07-03T09:04:07.956933Z -5,Sundial,118430.19511846577,109.64570577775142,0.38995122210374794,0.16173808606444673,18.346576717532447,4.054952865160565,0.5518160321771175,1076.9949491111115,59875.77243652657,-0.12866424466833837,0.15384615384615385,13,582,0.8461538461538461,2026-07-01T08:20:13.790420Z,2026-07-03T09:04:07.956933Z -6,ARIMA,58065.617162217444,61.317442551844834,0.3240856343156032,0.3645616132992411,-1.357357460635295,5.029623214607227,0.42777047626083664,981.1903462512125,67621.56327959131,0.14165434953281666,0.25,12,1505,0.8333333333333334,2026-06-17T12:10:12.135642+00:00,2026-07-03T09:04:07.956933Z -7,Chronos-Bolt,133916.94674772886,120.27743042654062,0.23843652865826181,0.18904576589994368,1.0502523561824781,5.600961538461538,0.5211666666666667,980.8888256907958,33699.30699386899,-0.084030610473725,0.0,13,34,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-03T09:09:32.174927+00:00 -8,ETS,53699.949909486975,56.000871649922466,0.3916310049139647,0.4977546390003793,-8.175713689164091,5.295068177339275,0.4125190352926441,979.2982527578177,83228.99951468855,0.1450452122769016,0.25,12,1505,0.8333333333333334,2026-06-17T12:10:12.660440+00:00,2026-07-03T09:04:07.956933Z -9,Moving-Average,76002.08406218735,66.6042266000101,0.3848889581526175,0.3620287503584176,3.1926734391113722,4.783929062198896,0.39908973755283333,942.7908587089316,88276.58350194985,0.16804291051965,0.25,12,1505,0.8333333333333334,2026-06-17T12:10:12.847893+00:00,2026-07-03T09:04:07.956933Z -10,Seasonal-Naive,83046.96834803565,84.53507916482093,0.44036293635349055,0.4877589759938051,0.0,4.832773811994269,0.3968482723069761,841.1695011161141,90595.22583055291,0.19532021940549224,0.15384615384615385,13,1512,0.8461538461538461,2026-06-17T12:10:12.963911+00:00,2026-07-03T09:04:07.956933Z -11,Toto-1.0,184088.2710936324,145.78003782971848,0.20115190386545523,0.15206117041581316,-12.331002621563027,7.032051282051283,0.33116666666666666,812.9681121766159,52072.92251209835,0.06666666666666665,0.0,13,34,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-03T09:08:45.746885+00:00 -12,TabPFN-TS,117169.05558213974,110.85091104529948,0.2596504380914326,0.22298470926398986,3.3456591541509115,7.047348484848484,0.43646694214876025,799.53371308582,51859.99225710403,0.1478200354955941,0.0,13,37,0.8461538461538461,2026-07-01T13:07:24.792624Z,2026-07-03T09:04:07.956933Z +1,Moirai-2.0,131403.45989265759,115.67562278444568,0.19037510757830073,0.14093172186560818,17.989746746388168,5.893376068376069,0.5053777777777778,1203.938860834059,40495.17936396795,-0.052164723140677036,0.0,13,41,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-03T09:24:08.058449+00:00 +2,Chronos-2,39933.85448799381,41.150039574527895,0.18236862784549185,0.2771827566970024,23.259895492765775,2.8243775835180736,0.6974600027082885,1162.380743308986,66419.58506702952,0.23771085884809062,0.08333333333333333,12,1775,0.8333333333333334,2026-06-16T12:06:40.343188+00:00,2026-07-03T09:20:36.985472Z +3,TiRex,39740.16795405331,41.84918477787526,0.19230556201626753,0.27074170816941406,22.888089343665424,2.9903320474403388,0.6863321095259731,1130.2134229644575,61180.91734203013,0.3106906617243455,0.08333333333333333,12,1757,0.8333333333333334,2026-06-16T12:07:33.925127+00:00,2026-07-03T09:20:36.985472Z +4,TimesFM-2.5,38583.35286678363,41.28547468218254,0.14897539451290395,0.32610091637489014,25.87017183610281,2.9101546615825726,0.6307014378177542,1084.572735937239,58445.16589389754,0.23032669927404437,0.08333333333333333,12,1783,0.8333333333333334,2026-06-16T12:06:55.147862+00:00,2026-07-03T09:20:36.985472Z +5,Sundial,118609.55250182611,109.73636143936238,0.3894459769459587,0.16193897991231074,18.409169288005728,4.085875524567343,0.5531024166318711,1062.1268699842,59720.4551923933,-0.12106849678729802,0.15384615384615385,13,589,0.8461538461538461,2026-07-01T08:20:13.790420Z,2026-07-03T09:20:36.985472Z +6,Chronos-Bolt,128730.9362307795,117.19798790637104,0.23120258517304515,0.1824917775927333,6.372251034547309,5.468803418803419,0.5320000000000001,1018.7353972084297,34057.34469074697,-0.08852835950431338,0.0,13,41,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-03T09:24:40.047676+00:00 +7,ARIMA,57978.33922982918,61.283645972095094,0.3233796880761489,0.36346370989016286,-1.2347268016498283,5.038999581124675,0.4232345083956329,953.8506319904042,67562.7552235451,0.14040638107614498,0.25,12,1512,0.8333333333333334,2026-06-17T12:10:12.135642+00:00,2026-07-03T09:20:36.985472Z +8,ETS,53591.85043047004,55.960555063754356,0.3908665025699417,0.495852104384953,-8.113013988704319,5.30813733155326,0.40284320753797886,944.2427511140039,83158.57346303154,0.14487243770388894,0.25,12,1512,0.8333333333333334,2026-06-17T12:10:12.660440+00:00,2026-07-03T09:20:36.985472Z +9,Moving-Average,76280.74030698858,66.76493155163973,0.38411765324826647,0.36134156098799497,3.207602517916232,4.800455189527843,0.3901586494585069,921.3787377479256,88353.60401620122,0.16946564792561059,0.25,12,1512,0.8333333333333334,2026-06-17T12:10:12.847893+00:00,2026-07-03T09:20:36.985472Z +10,Toto-1.0,173470.41387368605,140.8613292196414,0.19880410683514482,0.15020176078445133,-8.504995208910467,6.777136752136752,0.3590222222222223,903.5826854540728,58103.30168500829,0.11919191919191921,0.0,13,41,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-03T09:23:39.293921+00:00 +11,Seasonal-Naive,83360.0153353922,84.6966381515198,0.4396669680022001,0.48712950095568375,0.0,4.839849916798008,0.3862414526462165,812.9275049841224,90751.49117225276,0.1959565038959065,0.15384615384615385,13,1519,0.8461538461538461,2026-06-17T12:10:12.963911+00:00,2026-07-03T09:20:36.985472Z +12,TabPFN-TS,114891.7832450715,110.1683197919329,0.2548785059243502,0.22290529197051356,4.0817204612728455,7.171717171717171,0.4271120293847567,802.0496584720998,49166.89282190581,0.034779471439550506,0.0,13,44,0.8461538461538461,2026-07-01T13:07:24.792624Z,2026-07-03T09:20:36.985472Z diff --git a/results/aggregates/live_rank_up_to_now.csv b/results/aggregates/live_rank_up_to_now.csv index ea6bb3aaeec5dd385ceb427c7b96316af86dce3d..b2e109e1db24236895c18005091e45313cf42b96 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-2.0,5.950320512820513,0.5038333333333334,1179.2574857191769,125,34,348 -2,Chronos-2,2.815620107015605,0.6973743737456145,1171.5988167785354,128,1766,9947 -3,TiRex,2.983783555533865,0.6850868929191665,1136.3863705506387,128,1748,9925 -4,TimesFM-2.5,2.899110052900206,0.6300160130781444,1097.9227680532301,128,1771,9968 -5,Sundial,4.054952865160565,0.5518160321771175,1076.9949491111115,128,571,4108 -6,ARIMA,5.029623214607227,0.42777047626083664,981.1903462512125,128,1505,9520 -7,Chronos-Bolt,5.600961538461538,0.5211666666666667,980.8888256907958,125,34,348 -8,ETS,5.295068177339275,0.4125190352926441,979.2982527578177,128,1505,9520 -9,Moving-Average,4.783929062198896,0.39908973755283333,942.7908587089316,128,1505,9520 -10,Seasonal-Naive,4.832773811994269,0.3968482723069761,841.1695011161141,128,1505,9520 -11,Toto-1.0,7.032051282051283,0.33116666666666666,812.9681121766159,125,34,348 -12,TabPFN-TS,7.047348484848484,0.43646694214876025,799.53371308582,121,27,288 +1,Moirai-2.0,5.893376068376069,0.5053777777777778,1203.938860834059,125,41,425 +2,Chronos-2,2.8243775835180736,0.6974600027082885,1162.380743308986,128,1773,10024 +3,TiRex,2.9903320474403388,0.6863321095259731,1130.2134229644575,128,1755,10002 +4,TimesFM-2.5,2.9101546615825726,0.6307014378177542,1084.572735937239,128,1778,10045 +5,Sundial,4.085875524567343,0.5531024166318711,1062.1268699842,128,578,4185 +6,Chronos-Bolt,5.468803418803419,0.5320000000000001,1018.7353972084297,125,41,425 +7,ARIMA,5.038999581124675,0.4232345083956329,953.8506319904042,128,1512,9597 +8,ETS,5.30813733155326,0.40284320753797886,944.2427511140039,128,1512,9597 +9,Moving-Average,4.800455189527843,0.3901586494585069,921.3787377479256,128,1512,9597 +10,Toto-1.0,6.777136752136752,0.3590222222222223,903.5826854540728,125,41,425 +11,Seasonal-Naive,4.839849916798008,0.3862414526462165,812.9275049841224,128,1512,9597 +12,TabPFN-TS,7.171717171717171,0.4271120293847567,802.0496584720998,121,34,365 diff --git a/results/aggregates/live_release_metrics.csv b/results/aggregates/live_release_metrics.csv index c30f55113efd42ca4efb41a8fcd731979614dfcb..77e3f90e767bd4deaf2f0c3034fecd07ab53a275 100644 --- a/results/aggregates/live_release_metrics.csv +++ b/results/aggregates/live_release_metrics.csv @@ -304,6 +304,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:35:30.336541Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:40.426906+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,1223824.7795054642,1106.2661431615197,0.02695574004958144,0.02518811960478354,41.465317933975406,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:56:02.500105Z|h:24,2026-07-03T08:56:02.500105Z,2026-07-03T09:00:09.144787+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,1200492.7911215178,1095.6700192674425,0.026762551051182082,0.02499338058766641,41.83677300678879,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:14:49.461283+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,259660.05490479313,509.56849873671854,0.016955267069391544,0.014719270850430712,82.6018645268302,True +binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.158598+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,262031.97111628135,511.8905851022085,0.016995529472059442,0.01475970445178258,82.47029300446358,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 @@ -515,6 +516,7 @@ 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:2026-07-03T07:44:18.998336Z|h:36,2026-07-03T07:44:18.998336Z,2026-07-03T07:48:00.991292+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:2026-07-03T08:14:44.325135Z|h:36,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:17.667356+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:2026-07-03T08:45:14.545252Z|h:36,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:40.443610+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:2026-07-03T09:20:36.985472Z|h:36,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.175919+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_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 @@ -667,6 +669,7 @@ 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:2026-07-03T08:14:44.325135Z|h:12,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:17.680727+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:2026-07-03T08:35:30.336541Z|h:12,2026-07-03T08:35:30.336541Z,2026-07-03T08:40:22.849966+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:2026-07-03T08:56:02.500105Z|h:12,2026-07-03T08:56:02.500105Z,2026-07-03T09:00:09.247379+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:2026-07-03T09:20:36.985472Z|h:12,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.191474+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 @@ -863,6 +866,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T07:52:13.2188 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:14:44.325135Z|h:60,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:17.753033+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ARIMA,0.36470136630458444,0.6039050971010134,0.3180288875104204,0.3499563354321359,-51.814684111147336,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:35:30.336541Z|h:60,2026-07-03T08:35:30.336541Z,2026-07-03T08:40:22.890003+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ARIMA,0.265345739777374,0.5151172097468439,0.2602078502458073,0.28787840278134436,-27.496376112233516,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:56:02.500105Z|h:60,2026-07-03T08:56:02.500105Z,2026-07-03T09:00:09.304755+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ARIMA,0.1889247642137226,0.4346547643978179,0.21287486338401326,0.23509799374964319,4.7488579464177585,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T09:20:36.985472Z|h:60,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.229723+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ARIMA,0.15870720496531582,0.3983807286570421,0.19722844648507326,0.21441335552999843,25.23839838502822,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 @@ -1060,6 +1064,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:26:17.3153 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:52:13.218889Z|h:72,2026-07-03T07:52:13.218889Z,2026-07-03T07:58:36.168163+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ARIMA,0.18813982595253415,0.4337508800596653,0.2342267423022191,0.19432846644462076,15.007912202695644,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:14:44.325135Z|h:72,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:17.809678+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ARIMA,0.18813982595253415,0.4337508800596653,0.2342267423022191,0.19432846644462076,15.007912202695644,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:45:14.545252Z|h:72,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:40.496778+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ARIMA,0.16193027452568365,0.40240560946100595,0.2158107470841857,0.1773851574082646,26.253281214311624,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T09:20:36.985472Z|h:72,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.283139+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ARIMA,0.10854361183342137,0.32945957541619786,0.170376101156277,0.13631974882847112,43.66479913702225,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0c11189f274572c341ce,2026-06-18T02:22:56.074541+00:00,2026-06-18T02:22:56.074541+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ARIMA,4.458966064957409,2.1116264027894256,0.1628808815438197,1.4675533503276323,16.23663458797337,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:11b0df9371d6d83f31eb,2026-06-19T14:04:12.608448+00:00,2026-06-19T14:04:12.608448+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ARIMA,0.7092197973665822,0.8421518849747842,0.0643046641665643,0.4226255413555435,37.416700407575966,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:19131b95a2232e0a097d,2026-06-22T03:52:30.865299+00:00,2026-06-22T03:52:30.865299+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ARIMA,12.023444989965984,3.4674839566991484,0.1527417786936947,2.649054619127547,-0.6455256636848846,True @@ -1281,6 +1286,7 @@ open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T01:14:28.92 open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T02:35:51.611523Z|h:24,2026-07-03T02:35:51.611523Z,2026-07-03T02:43:59.714999+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,ARIMA,12.213941543306836,3.494844995605218,0.11959355098176128,0.10999051142537113,-46.87772913313671,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T06:45:45.426146Z|h:24,2026-07-03T06:45:45.426146Z,2026-07-03T06:52:15.201995+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,ARIMA,6.533754515942394,2.556120990082902,0.08940469172509236,0.08260393499868805,-38.94207643969997,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T08:06:09.989488Z|h:24,2026-07-03T08:06:09.989488Z,2026-07-03T08:09:47.696270+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,ARIMA,8.545490101653321,2.9232670253764574,0.061494557257681694,0.06415752813289342,-50.4643490337166,True +open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.326611+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,ARIMA,9.868207778508467,3.1413703663383066,0.07077048663998803,0.07325242206759511,-41.48518111148713,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:0b83e3bd05040eedd822,2026-06-20T17:26:01.160139+00:00,2026-06-20T17:26:01.160139+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,ARIMA,0.7366598067142421,0.8582888830191395,0.0887136878048523,0.5994812005515411,-76.3598393330577,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:2b18c346d9a0957ca7b7,2026-06-22T01:05:20.710312+00:00,2026-06-22T01:05:20.710312+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,ARIMA,1.3875739937512743,1.1779533071184418,0.1475135662220605,0.897004466049442,-72.25329698870421,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:2c2426453eef7558bd87,2026-06-22T02:21:13.432959+00:00,2026-06-22T02:21:13.432959+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,ARIMA,2.0139694984125125,1.4191439315349632,0.1840233167200472,1.1416822507947006,-75.11446755658636,True @@ -1468,6 +1474,7 @@ usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T07:15:51.881593Z|h:24,2 usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T07:44:18.998336Z|h:24,2026-07-03T07:44:18.998336Z,2026-07-03T07:48:01.004547+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ARIMA,1249.9999935810536,35.355338968549766,0.010638297868640534,0.010526315732991419,2.567578583010332e-07,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:14:44.325135Z|h:24,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:17.836976+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ARIMA,1362.0311004179484,36.90570552662486,0.00665710545747393,0.006680731251499931,15.846894381577602,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:40.528548+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ARIMA,1362.0311004179484,36.90570552662486,0.00665710545747393,0.006680731251499931,15.846894381577602,True +usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.362137+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ARIMA,332.6508050086049,18.238717197451276,0.009225514534897327,0.009130000394994304,57.96282996149662,True usgs_potomac_iv_usgs_00060/15min/short|window:2c23190383d140fce104,2026-06-22T06:44:06.416199+00:00,2026-06-22T06:44:06.416199+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ARIMA,3.0896330571602615,1.7577352067818013,0.0066521352217522,0.5805651311926284,32.01853061105836,True usgs_potomac_iv_usgs_00060/15min/short|window:31996fadd2676c8cc518,2026-06-22T02:04:31.374070+00:00,2026-06-22T02:04:31.374070+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ARIMA,1.2344676778615638,1.1110660096778966,0.0125498530062765,0.7239550128355194,2.0613465932055077,True usgs_potomac_iv_usgs_00060/15min/short|window:35daa9a88c327e1a04ca,2026-06-18T01:57:02.741289+00:00,2026-06-18T01:57:02.741289+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ARIMA,0.1204235232414534,0.3470209262298939,0.0167734934476935,0.3867356860355187,-6.874084968171308,True @@ -1799,6 +1806,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:35:30.336541Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:46:15.771215+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,2015343.2363033295,1419.6278513410934,0.022673105627972496,0.01811984729886619,18.949501540520345,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:56:02.500105Z|h:24,2026-07-03T08:56:02.500105Z,2026-07-03T08:56:29.457074+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,1976484.5771026611,1405.8750218645544,0.022479020511009307,0.01792369569085758,19.39304075281537,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:04:51.475499+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,1066381.8927733104,1032.6576842174325,0.01633390164116875,0.012892014760718239,43.75088953666496,True +binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:21:12.358731+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,1071823.1750329335,1035.288933116226,0.016374184358187802,0.012914284065921829,43.57886085766137,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 @@ -2124,6 +2132,7 @@ 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:2026-07-03T07:44:18.998336Z|h:36,2026-07-03T07:44:18.998336Z,2026-07-03T07:45:02.882530+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:2026-07-03T08:14:44.325135Z|h:36,2026-07-03T08:14:44.325135Z,2026-07-03T08:15:22.841145+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:2026-07-03T08:45:14.545252Z|h:36,2026-07-03T08:45:14.545252Z,2026-07-03T08:46:19.436508+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:2026-07-03T09:20:36.985472Z|h:36,2026-07-03T09:20:36.985472Z,2026-07-03T09:21:16.680752+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_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 @@ -2273,6 +2282,7 @@ 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:2026-07-03T08:14:44.325135Z|h:12,2026-07-03T08:14:44.325135Z,2026-07-03T08:15:27.556955+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:2026-07-03T08:35:30.336541Z|h:12,2026-07-03T08:35:30.336541Z,2026-07-03T08:36:13.305592+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:2026-07-03T08:56:02.500105Z|h:12,2026-07-03T08:56:02.500105Z,2026-07-03T08:56:32.610764+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:2026-07-03T09:20:36.985472Z|h:12,2026-07-03T09:20:36.985472Z,2026-07-03T09:21:21.240748+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 @@ -2465,6 +2475,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T07:52:13.2188 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:14:44.325135Z|h:60,2026-07-03T08:14:44.325135Z,2026-07-03T08:15:31.208792+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-2,0.021181844395510532,0.14553983782975208,0.08758817404533602,0.07963533327075702,69.06325129944017,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:35:30.336541Z|h:60,2026-07-03T08:35:30.336541Z,2026-07-03T08:36:18.088945+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-2,0.003341807771969485,0.05780837112364856,0.02570456820486036,0.043636167992215064,95.66664498498228,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:56:02.500105Z|h:60,2026-07-03T08:56:02.500105Z,2026-07-03T08:56:36.804631+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-2,0.0014233296490480996,0.03772704135031131,0.01952801538619448,0.041247146422599974,98.63917460858411,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T09:20:36.985472Z|h:60,2026-07-03T09:20:36.985472Z,2026-07-03T09:21:24.677458+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-2,0.012990316178432692,0.11397506823175274,0.05069637225124682,0.05570519653013617,90.68299896249623,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 @@ -2712,6 +2723,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:26:17.3153 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:52:13.218889Z|h:72,2026-07-03T07:52:13.218889Z,2026-07-03T07:53:07.071000+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-2,0.2596783468741355,0.5095864469097814,0.2906150676554837,0.16185646272533788,-0.9907443791601925,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:14:44.325135Z|h:72,2026-07-03T08:14:44.325135Z,2026-07-03T08:15:35.464863+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-2,0.2596783468741355,0.5095864469097814,0.2906150676554837,0.16185646272533788,-0.9907443791601925,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:45:14.545252Z|h:72,2026-07-03T08:45:14.545252Z,2026-07-03T08:46:24.068950+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-2,0.213341586900556,0.4618891500138924,0.26306850819265537,0.14837872036400127,13.021879106200345,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T09:20:36.985472Z|h:72,2026-07-03T09:20:36.985472Z,2026-07-03T09:21:28.355328+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-2,0.1314730454441726,0.36259211994219154,0.20312318786847594,0.12287406930315845,35.59640534794882,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:03e7b00b00d4d48d4a68,2026-06-17T04:11:08.994095+00:00,2026-06-17T04:11:08.994095+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24,Chronos-2,2.218090561011086,1.4893255389642273,0.0908454162060392,0.7197571955117151,,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0ae705ae7c06195d3548,2026-06-20T07:11:34.364536+00:00,2026-06-20T07:11:34.364536+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-2,1.6374012824606374,1.279609816491198,0.0876871968289785,0.66602393955544,,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0c11189f274572c341ce,2026-06-18T02:13:33.187160+00:00,2026-06-18T02:13:33.187160+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-2,5.315866431402307,2.3056162801737647,0.162103952491136,1.041535099609552,7.578104480071176,True @@ -2999,6 +3011,7 @@ open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T01:14:28.92 open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T02:35:51.611523Z|h:24,2026-07-03T02:35:51.611523Z,2026-07-03T02:36:52.635639+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Chronos-2,3.1118933179294195,1.764055928231704,0.0610219077952529,0.0496527519050434,17.340126936345005,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T06:45:45.426146Z|h:24,2026-07-03T06:45:45.426146Z,2026-07-03T06:46:42.914944+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Chronos-2,5.761414763831302,2.40029472436851,0.07651109977250269,0.06898676917658886,-33.47939938732278,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T08:06:09.989488Z|h:24,2026-07-03T08:06:09.989488Z,2026-07-03T08:06:48.180741+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Chronos-2,7.033087386482596,2.6519968677361963,0.08495716844216848,0.07947817295189358,-42.855711051975625,True +open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:21:32.316453+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Chronos-2,8.063821078900824,2.8396867923946867,0.09091554893283586,0.08513324034904785,-32.79166581439153,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:0089e022b874a1dd7c90,2026-06-17T10:04:10.280201+00:00,2026-06-17T10:04:10.280201+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Chronos-2,0.2176383322225644,0.4665172367904153,0.0443516363549326,0.1867242903942366,,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:0892b4831dbbad80c35d,2026-06-17T04:15:54.874252+00:00,2026-06-17T04:15:54.874252+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Chronos-2,0.1046306891092915,0.3234666738773742,0.0414529199939349,0.1735172610276436,,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:0b83e3bd05040eedd822,2026-06-20T17:19:03.029277+00:00,2026-06-20T17:19:03.029277+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Chronos-2,0.0426709071473571,0.2065693761121361,0.0220657438778381,0.1539760346791922,39.65215042135913,True @@ -3218,6 +3231,7 @@ usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T07:15:51.881593Z|h:24,2 usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T07:44:18.998336Z|h:24,2026-07-03T07:44:18.998336Z,2026-07-03T07:45:07.435494+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-2,1250.0,35.35533905932738,0.010638297872340425,0.010526315789473684,0.0,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:14:44.325135Z|h:24,2026-07-03T08:14:44.325135Z,2026-07-03T08:15:40.822055+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-2,2176.9765617897115,46.658081419939585,0.01857789673140145,0.011495641110067295,-7.452574248265935,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:46:27.185382+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-2,2176.9765617897115,46.658081419939585,0.01857789673140145,0.011495641110067295,-7.452574248265935,True +usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:21:35.321667+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-2,16.29858565578858,4.037150685296324,0.0016903318581006205,0.0022696994934803486,97.42579106690734,True usgs_potomac_iv_usgs_00060/15min/short|window:1bc9ff1cbafa0e1b3174,2026-06-16T13:52:17.129265+00:00,2026-06-16T13:52:17.129265+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-2,0.0893557137446477,0.2989242608833344,0.0026333963769113,0.2481742025694223,,True usgs_potomac_iv_usgs_00060/15min/short|window:1e93b42ae0ecdce90238,2026-06-17T04:27:12.477174+00:00,2026-06-17T04:27:12.477174+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-2,0.0060563264179081,0.0778224030591971,0.0014587299243823,0.0713646122556574,,True usgs_potomac_iv_usgs_00060/15min/short|window:22856fd7de8c0e439026,2026-06-17T06:53:22.703103+00:00,2026-06-17T06:53:22.703103+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-2,0.4209225129592517,0.6487854136455687,0.015223178750945,0.4805964428730414,,True @@ -3280,30 +3294,37 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:35:30.336541Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:48:38.271608+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-Bolt,1721915.3978220623,1312.2177402481884,0.020981239440400645,0.017149263580195844,26.408020849878746,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:56:02.500105Z|h:24,2026-07-03T08:56:02.500105Z,2026-07-03T08:58:26.595599+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-Bolt,1686494.9084631603,1298.6511881422048,0.020786703327666585,0.016952918001488165,26.896862761771086,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:09:19.469356+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-Bolt,1106934.1065972645,1052.1093605691685,0.016685135081529377,0.012708652459765069,42.22971929052349,True +binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:24:14.002434+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-Bolt,1112294.4847888947,1054.653727433272,0.016725428446523038,0.012730929302515381,42.06556172257197,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 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 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T08:56:02.500105Z|h:12,2026-07-03T08:56:02.500105Z,2026-07-03T08:58:28.869563+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:2026-07-03T09:20:36.985472Z|h:12,2026-07-03T09:20:36.985472Z,2026-07-03T09:24:21.617565+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 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T07:52:13.218889Z|h:60,2026-07-03T07:52:13.218889Z,2026-07-03T07:57:24.314201+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-Bolt,1.1912237419381524,1.0914319685340688,0.5874746460601218,0.6089654524179471,-87.15358404727569,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:14:44.325135Z|h:60,2026-07-03T08:14:44.325135Z,2026-07-03T08:18:46.801028+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-Bolt,1.2694189719032967,1.1266849479350014,0.6048685620598685,0.62539475204762,-83.28662667524904,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:35:30.336541Z|h:60,2026-07-03T08:35:30.336541Z,2026-07-03T08:38:22.733007+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-Bolt,1.1225550030287146,1.0595069622370183,0.5535026449308827,0.5572817298739484,-76.30142727059602,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:56:02.500105Z|h:60,2026-07-03T08:56:02.500105Z,2026-07-03T08:58:31.158105+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-Bolt,0.7636168875917027,0.8738517537841889,0.43303319641539684,0.4117392254445097,-57.22313745811955,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T09:20:36.985472Z|h:60,2026-07-03T09:20:36.985472Z,2026-07-03T09:24:25.235192+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-Bolt,0.25619492245704384,0.5061570136400797,0.23015143811642355,0.20940369968156355,1.8516462405165024,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 +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T09:20:36.985472Z|h:72,2026-07-03T09:20:36.985472Z,2026-07-03T09:24:33.493254+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-Bolt,0.13499652715393415,0.36741873544218473,0.2020164496480672,0.14024955104623982,34.4362085396988,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:57:35.328419+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Chronos-Bolt,0.11776172695476816,0.3431642856632493,0.020374973698748754,0.021798208184095072,63.66379360821053,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:09:25.368831+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Chronos-Bolt,0.2492891895071049,0.4992886835359929,0.02237083427875951,0.022775195840174497,11.053779615439751,True open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:57:42.287362+00:00,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Chronos-Bolt,129.27532627745904,11.369930794752404,0.29032031989013235,0.20428680394589072,82.65526461974807,True open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:09:28.739219+00:00,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Chronos-Bolt,213.0874997717889,14.597516904315915,0.32845211677166447,0.2328691788245559,73.83891322872401,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T08:06:09.989488Z|h:24,2026-07-03T08:06:09.989488Z,2026-07-03T08:08:11.949669+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Chronos-Bolt,4.761139635385007,2.182003582807555,0.06294517053790372,0.058416879201149324,-25.715398582130284,True +open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:24:36.547451+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Chronos-Bolt,6.063964743842462,2.4625118768936853,0.0734375817085889,0.06792310186565563,-19.543349568298126,True usgs_earthquake_all_week_hourly_earthquake_count/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:57:46.718793+00:00,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,Chronos-Bolt,22.0649217446487,4.6973313428635945,0.6080020226122744,0.3213977867683756,19.000446249595754,True usgs_earthquake_all_week_hourly_earthquake_count/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:09:32.169812+00:00,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,Chronos-Bolt,17.181945945260054,4.145111089616303,0.525884180684192,0.28512386851840543,25.85777663239617,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:14:44.325135Z|h:24,2026-07-03T08:14:44.325135Z,2026-07-03T08:19:00.174375+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-Bolt,2164.840841509402,46.52785017072465,0.018571994141202166,0.01654742895145643,-7.174560901788122,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:48:51.101362+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-Bolt,2164.840841509402,46.52785017072465,0.018571994141202166,0.01654742895145643,-7.174560901788122,True +usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:24:40.043062+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-Bolt,84.96825251728296,9.217822547504534,0.003696665662400266,0.0031078157898382086,87.27037105832854,True binance_btcusdt_1h_close/1h/short|source:2026-06-29T07:34:52.372126Z|h:24,2026-06-29T07:34:52.372126Z,2026-06-29T07:39:37.238012+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,95120.60257091587,308.41628129999214,0.004285434665576495,0.003243532905038789,58.9293825221838,True binance_btcusdt_1h_close/1h/short|source:2026-06-29T07:42:24.900081Z|h:24,2026-06-29T07:42:24.900081Z,2026-06-29T07:44:39.181969+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,94495.89948250465,307.4018534142315,0.0042764933096905815,0.0032345126352262173,59.159458300620635,True binance_btcusdt_1h_close/1h/short|source:2026-06-29T07:47:28.636041Z|h:24,2026-06-29T07:47:28.636041Z,2026-06-29T07:51:15.778292+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,95365.19735952001,308.81256023601117,0.004288880675145873,0.0032470103537214413,58.83984851410278,True @@ -3609,6 +3630,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:35:30.336541Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:40.109793+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,1134384.130572184,1065.0747065685975,0.017761320525983965,0.015673663968806224,44.55731476175489,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:56:02.500105Z|h:24,2026-07-03T08:56:02.500105Z,2026-07-03T09:00:08.805415+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,1104900.3950099843,1051.142423751408,0.017566183901496984,0.015477023492211155,45.19914966790968,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:14:49.176288+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,99112.94630849389,314.8220867545571,0.005136400819462973,0.0035436441587957854,92.98159175384839,True +binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:08.945473+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,100136.45025759115,316.44343927089267,0.005177233905778053,0.0035726777933075765,92.91741445803439,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 @@ -3820,6 +3842,7 @@ 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:2026-07-03T07:44:18.998336Z|h:36,2026-07-03T07:44:18.998336Z,2026-07-03T07:48:01.080895+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:2026-07-03T08:14:44.325135Z|h:36,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:17.329357+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:2026-07-03T08:45:14.545252Z|h:36,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:40.133642+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:2026-07-03T09:20:36.985472Z|h:36,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:08.958805+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_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 @@ -3972,6 +3995,7 @@ 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:2026-07-03T08:14:44.325135Z|h:12,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:17.345960+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:2026-07-03T08:35:30.336541Z|h:12,2026-07-03T08:35:30.336541Z,2026-07-03T08:40:22.601433+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:2026-07-03T08:56:02.500105Z|h:12,2026-07-03T08:56:02.500105Z,2026-07-03T09:00:08.821970+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:2026-07-03T09:20:36.985472Z|h:12,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:08.975952+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 @@ -4168,6 +4192,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T07:52:13.2188 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:14:44.325135Z|h:60,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:17.377482+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ETS,0.6236756072249258,0.7897313512992413,0.4032634472140097,0.44387832846051606,-68.69086147744893,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:35:30.336541Z|h:60,2026-07-03T08:35:30.336541Z,2026-07-03T08:40:22.630507+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ETS,0.3804163381543034,0.616779002685973,0.30678503753797093,0.33689546034814327,-43.19910906922045,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:56:02.500105Z|h:60,2026-07-03T08:56:02.500105Z,2026-07-03T09:00:08.855757+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ETS,0.15630736633033,0.3953572641679042,0.1922048048746748,0.208039343890265,14.133406794123465,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T09:20:36.985472Z|h:60,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.003298+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ETS,0.10032508561515,0.31674135444420576,0.1570845955688056,0.16578581161489395,45.205492147059516,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 @@ -4365,6 +4390,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:26:17.3153 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:52:13.218889Z|h:72,2026-07-03T07:52:13.218889Z,2026-07-03T07:58:35.723616+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ETS,0.015591716968606902,0.12486679690216651,0.06119689449617373,0.050009467851021915,88.45806284075982,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:14:44.325135Z|h:72,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:17.407296+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ETS,0.015591716968606902,0.12486679690216651,0.06119689449617373,0.050009467851021915,88.45806284075982,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:45:14.545252Z|h:72,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:40.168423+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ETS,0.020500226662597383,0.14317900217070023,0.07118340654224917,0.059621201410734015,86.22863175789529,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T09:20:36.985472Z|h:72,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.026672+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ETS,0.12188646713943606,0.3491224242861464,0.18471686228766396,0.16476795377155018,38.85683070320644,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0c11189f274572c341ce,2026-06-18T02:22:56.309920+00:00,2026-06-18T02:22:56.309920+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ETS,1.9986483772642945,1.41373561080716,0.096180360043381,0.8006380139717161,51.17066223003137,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:11b0df9371d6d83f31eb,2026-06-19T14:04:12.855829+00:00,2026-06-19T14:04:12.855829+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ETS,1.0259141108350418,1.0128741831219916,0.0808492027796189,0.565214309551051,20.56958188633371,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:19131b95a2232e0a097d,2026-06-22T03:52:30.982380+00:00,2026-06-22T03:52:30.982380+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ETS,10.065748440268216,3.1726563697110683,0.1304395078586968,2.1908944757730193,8.221867294360015,True @@ -4586,6 +4612,7 @@ open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T01:14:28.92 open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T02:35:51.611523Z|h:24,2026-07-03T02:35:51.611523Z,2026-07-03T02:44:00.039798+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,ETS,184.01195495537922,13.56510062459469,0.465285619540679,0.452295814113991,-95.31124301218524,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T06:45:45.426146Z|h:24,2026-07-03T06:45:45.426146Z,2026-07-03T06:52:15.344545+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,ETS,8.56524736860527,2.926644387110479,0.08482291954465206,0.08168230902288746,-49.78794363650496,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T08:06:09.989488Z|h:24,2026-07-03T08:06:09.989488Z,2026-07-03T08:09:47.152542+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,ETS,106.84184440290716,10.336432866463515,0.3018050659910477,0.3036294255176034,-94.8687628038059,True +open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.053706+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,ETS,72.45733914421032,8.512187682623681,0.23720849618498638,0.24032134851481068,-89.33544499437603,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:0b83e3bd05040eedd822,2026-06-20T17:26:01.372444+00:00,2026-06-20T17:26:01.372444+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,ETS,6.058537552595962,2.461409667770882,0.2935982744842194,2.032756549796876,-96.79255975080945,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:2b18c346d9a0957ca7b7,2026-06-22T01:05:20.922006+00:00,2026-06-22T01:05:20.922006+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,ETS,17.60966712398818,4.196387389646978,0.5117805761707964,3.3764165272108944,-97.49330653640666,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:2c2426453eef7558bd87,2026-06-22T02:21:13.637538+00:00,2026-06-22T02:21:13.637538+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,ETS,13.212313491142265,3.6348746183523666,0.4652104971796595,3.061572438162784,-95.75945500576961,True @@ -4773,6 +4800,7 @@ usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T07:15:51.881593Z|h:24,2 usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T07:44:18.998336Z|h:24,2026-07-03T07:44:18.998336Z,2026-07-03T07:48:01.096504+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ETS,1249.9999935810536,35.355338968549766,0.010638297868640534,0.010526315732991419,2.567578583010332e-07,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:14:44.325135Z|h:24,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:17.433332+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ETS,1012.7154112459662,31.823189834552508,0.013301258389789036,0.013282137466773532,29.860442112679756,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:40.200382+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ETS,1012.7154112459662,31.823189834552508,0.013301258389789036,0.013282137466773532,29.860442112679756,True +usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.074257+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ETS,1697.4760428995796,41.2004374115079,0.015195079229798144,0.015195079229798144,-15.181668532219012,True usgs_potomac_iv_usgs_00060/15min/short|window:2c23190383d140fce104,2026-06-22T06:44:06.485096+00:00,2026-06-22T06:44:06.485096+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ETS,1.1331846168895066,1.0645114451660471,0.0064520371467811,0.6148593882250972,68.22780629548201,True usgs_potomac_iv_usgs_00060/15min/short|window:31996fadd2676c8cc518,2026-06-22T02:04:31.501595+00:00,2026-06-22T02:04:31.501595+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ETS,0.6575586487455249,0.8108999005706715,0.0059389449085232,0.5195396129739592,32.34961343280298,True usgs_potomac_iv_usgs_00060/15min/short|window:35daa9a88c327e1a04ca,2026-06-18T01:57:02.853207+00:00,2026-06-18T01:57:02.853207+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ETS,0.4121638688571386,0.641999897863807,0.0194826426889919,0.397034968715249,-59.4147625261505,True @@ -4817,30 +4845,37 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:35:30.336541Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:48:19.266867+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moirai-2.0,1811612.7583872478,1345.9616481858789,0.021435663989315092,0.018295092208021627,24.030647703391434,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:56:02.500105Z|h:24,2026-07-03T08:56:02.500105Z,2026-07-03T08:58:05.915107+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moirai-2.0,1773654.881046931,1331.7863496247928,0.02124146071390477,0.018098975622625576,24.54418990354747,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:08:53.072283+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moirai-2.0,989487.5382207235,994.7298820386987,0.015775679537409378,0.012455686961773137,46.72649886513089,True +binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:23:45.985116+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moirai-2.0,994757.3978296915,997.3752542697716,0.015815984815766525,0.012477974203276355,46.551488471956404,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 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 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T08:56:02.500105Z|h:12,2026-07-03T08:56:02.500105Z,2026-07-03T08:58:12.083286+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:2026-07-03T09:20:36.985472Z|h:12,2026-07-03T09:20:36.985472Z,2026-07-03T09:23:53.350237+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 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T07:52:13.218889Z|h:60,2026-07-03T07:52:13.218889Z,2026-07-03T07:56:34.212096+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moirai-2.0,0.052426225317635064,0.22896773859571365,0.11434689722798501,0.10607894982512003,21.864474465817896,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:14:44.325135Z|h:60,2026-07-03T08:14:44.325135Z,2026-07-03T08:18:11.026939+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moirai-2.0,0.12270464239134,0.35029222428044277,0.1876918920397606,0.16921440984054872,-2.914554842293158,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:35:30.336541Z|h:60,2026-07-03T08:35:30.336541Z,2026-07-03T08:38:01.560733+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moirai-2.0,0.00879669121308524,0.09379067764487704,0.04020987642760214,0.0744090148588929,88.9828862784818,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:56:02.500105Z|h:60,2026-07-03T08:56:02.500105Z,2026-07-03T08:58:17.487250+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moirai-2.0,0.010542954482467575,0.10267889015015488,0.0448620772629977,0.08403583548778318,90.34111603187034,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T09:20:36.985472Z|h:60,2026-07-03T09:20:36.985472Z,2026-07-03T09:23:57.147078+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moirai-2.0,0.00891973211487264,0.09444433341854153,0.04192116766693462,0.06903303706625256,93.50775885039437,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 +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T09:20:36.985472Z|h:72,2026-07-03T09:20:36.985472Z,2026-07-03T09:24:00.100702+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moirai-2.0,0.2801363348561525,0.5292790708654108,0.3059660297005001,0.1760289118275159,-0.5980491238904632,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:56:42.409676+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Moirai-2.0,0.47892216655732983,0.6920420265831619,0.029195877518132934,0.02497741638603455,5.10180898939469,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:09:01.467480+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Moirai-2.0,0.4939496926474476,0.7028155466745507,0.04254126112341427,0.035586131380455605,-22.689992901011948,True open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:56:45.657409+00:00,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Moirai-2.0,135.7444310082566,11.650941206969359,0.27887463198957174,0.21724877858568012,81.866008862673,True open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:09:05.336327+00:00,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Moirai-2.0,269.9982433049325,16.43162327053942,0.3690873028964649,0.2556505915908567,67.97083424501103,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T08:06:09.989488Z|h:24,2026-07-03T08:06:09.989488Z,2026-07-03T08:07:57.812826+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Moirai-2.0,4.529021505573231,2.1281497845718547,0.06986248442348515,0.06356508980623313,-23.366996412921743,True +open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:24:03.018582+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Moirai-2.0,5.402871392830548,2.3244077509831507,0.07723683599338795,0.07021776650248254,-13.935096086475893,True usgs_earthquake_all_week_hourly_earthquake_count/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:56:53.969929+00:00,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,Moirai-2.0,19.209761052079973,4.382894141099004,0.5654086567890712,0.3004546935666246,25.5816762812566,True usgs_earthquake_all_week_hourly_earthquake_count/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:09:10.021293+00:00,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,Moirai-2.0,17.112877852451447,4.1367714285963935,0.518502781772464,0.2803573626701278,26.045608139543788,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:14:44.325135Z|h:24,2026-07-03T08:14:44.325135Z,2026-07-03T08:18:22.046536+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moirai-2.0,2120.0140411903462,46.04361021021643,0.018352871437162934,0.010976353736860203,-6.132995745800742,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:48:31.203957+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moirai-2.0,2120.0140411903462,46.04361021021643,0.018352871437162934,0.010976353736860203,-6.132995745800742,True +usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:24:08.053209+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moirai-2.0,0.526766282816728,0.7257866648104855,0.0002770346783577127,0.0014096971155622042,99.91575289757571,True binance_btcusdt_1h_close/1h/short|source:2026-06-29T07:34:52.372126Z|h:24,2026-06-29T07:34:52.372126Z,2026-06-29T07:39:37.387036+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,335513.4068994454,579.2351913510137,0.008477788637366328,0.00686172426844075,4.629222804676387,True binance_btcusdt_1h_close/1h/short|source:2026-06-29T07:42:24.900081Z|h:24,2026-06-29T07:42:24.900081Z,2026-06-29T07:44:39.215121+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,335773.58161924017,579.4597325261179,0.008486852653644896,0.006868824959780819,4.614255925975087,True binance_btcusdt_1h_close/1h/short|source:2026-06-29T07:47:28.636041Z|h:24,2026-06-29T07:47:28.636041Z,2026-06-29T07:51:15.829210+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,335416.8664032153,579.1518509020025,0.00847429535433057,0.006858986922721959,4.634948167289124,True @@ -5146,6 +5181,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:35:30.336541Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:39.365551+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,2594251.663235499,1610.6680797841307,0.026700934227855504,0.02461345570131655,6.5465272689508,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:56:02.500105Z|h:24,2026-07-03T08:56:02.500105Z,2026-07-03T09:00:08.242879+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,2550522.300405393,1597.0354724943943,0.026507666248009976,0.024418601837888958,6.881982478863658,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:14:48.578152+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,2291668.9450637475,1513.8259295783473,0.02526358658500455,0.023095545943854427,8.642525189046397,True +binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:08.572867+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,2299570.4121322813,1516.43345127054,0.025303514446422357,0.023135635218348757,8.513308643479897,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 @@ -5357,6 +5393,7 @@ 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:2026-07-03T07:44:18.998336Z|h:36,2026-07-03T07:44:18.998336Z,2026-07-03T07:48:01.144940+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:2026-07-03T08:14:44.325135Z|h:36,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:16.703873+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:2026-07-03T08:45:14.545252Z|h:36,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:39.448082+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:2026-07-03T09:20:36.985472Z|h:36,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:08.600305+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_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 @@ -5509,6 +5546,7 @@ 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:2026-07-03T08:14:44.325135Z|h:12,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:16.717668+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:2026-07-03T08:35:30.336541Z|h:12,2026-07-03T08:35:30.336541Z,2026-07-03T08:40:22.408876+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:2026-07-03T08:56:02.500105Z|h:12,2026-07-03T08:56:02.500105Z,2026-07-03T09:00:08.265190+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:2026-07-03T09:20:36.985472Z|h:12,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:08.626374+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 @@ -5705,6 +5743,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T07:52:13.2188 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:14:44.325135Z|h:60,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:16.738249+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moving-Average,0.1084920233868221,0.3293812735824884,0.16913961947988684,0.17789477681888868,3.2386630766939932,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:35:30.336541Z|h:60,2026-07-03T08:35:30.336541Z,2026-07-03T08:40:22.424205+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moving-Average,0.14660947342468916,0.3828961653303532,0.1846630668792595,0.2000112175698999,1.4403928479718924,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:56:02.500105Z|h:60,2026-07-03T08:56:02.500105Z,2026-07-03T09:00:08.284704+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moving-Average,0.20726404818953473,0.45526261453092626,0.2170876984139639,0.23628546911359993,0.12019691437598228,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T09:20:36.985472Z|h:60,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:08.655326+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moving-Average,0.2670024844831239,0.5167228313933147,0.2560472548492965,0.27370443410867157,-0.2141114176457351,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 @@ -5902,6 +5941,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:26:17.3153 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:52:13.218889Z|h:72,2026-07-03T07:52:13.218889Z,2026-07-03T07:58:35.302734+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moving-Average,0.22873359189941597,0.478261008131978,0.2814648162977459,0.2424003756378791,5.348402933480143,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:14:44.325135Z|h:72,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:16.753719+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moving-Average,0.22873359189941597,0.478261008131978,0.2814648162977459,0.2424003756378791,5.348402933480143,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:45:14.545252Z|h:72,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:39.555024+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moving-Average,0.2641731342101453,0.5139777565324645,0.31072068657513197,0.27175023315986,2.410267761016858,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T09:20:36.985472Z|h:72,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:08.683223+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moving-Average,0.2631655959926726,0.5129966822433383,0.3136371566183227,0.2754005575054305,2.5260521676433383,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0c11189f274572c341ce,2026-06-18T02:22:56.426054+00:00,2026-06-18T02:22:56.426054+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moving-Average,5.584797623855597,2.3632176420836903,0.1708821311527287,1.5880635042147018,5.120569555416256,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:11b0df9371d6d83f31eb,2026-06-19T14:04:12.919052+00:00,2026-06-19T14:04:12.919052+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moving-Average,0.7421825586864905,0.8615001791563891,0.0698299225346295,0.4808216093348111,35.44681933261883,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:19131b95a2232e0a097d,2026-06-22T03:52:31.016609+00:00,2026-06-22T03:52:31.016609+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moving-Average,11.331769105704987,3.3662693156824197,0.138263072630169,2.354754194385493,2.316465223374987,True @@ -6123,6 +6163,7 @@ open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T01:14:28.92 open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T02:35:51.611523Z|h:24,2026-07-03T02:35:51.611523Z,2026-07-03T02:44:00.229539+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Moving-Average,5.3949109834128235,2.3226947675949208,0.06257974350011579,0.056644938433744615,-9.960971009254484,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T06:45:45.426146Z|h:24,2026-07-03T06:45:45.426146Z,2026-07-03T06:52:15.416511+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Moving-Average,7.3886308084155905,2.7182035995148692,0.05767646765185521,0.05786392590750505,-44.02955947968039,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T08:06:09.989488Z|h:24,2026-07-03T08:06:09.989488Z,2026-07-03T08:09:43.883913+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Moving-Average,7.151738115809927,2.6742733809036663,0.05697482084148059,0.05694545748352266,-43.53610871749899,True +open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:08.706338+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Moving-Average,9.069383999772402,3.0115417977794037,0.06910750682384671,0.06971501879534532,-37.930749526638984,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:0b83e3bd05040eedd822,2026-06-20T17:26:01.453411+00:00,2026-06-20T17:26:01.453411+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Moving-Average,0.2279496586703559,0.4774407383857769,0.0553013164115695,0.2847364012527457,-39.54880604353715,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:2b18c346d9a0957ca7b7,2026-06-22T01:05:20.984274+00:00,2026-06-22T01:05:20.984274+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Moving-Average,0.5620379524663556,0.7496919050292297,0.0979487676870712,0.5528695998964354,-43.0942141634332,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:2c2426453eef7558bd87,2026-06-22T02:21:13.744301+00:00,2026-06-22T02:21:13.744301+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Moving-Average,0.5576901319833549,0.7467865370930001,0.0982035940320067,0.5428725587918397,-32.17042203501686,True @@ -6310,6 +6351,7 @@ usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T07:15:51.881593Z|h:24,2 usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T07:44:18.998336Z|h:24,2026-07-03T07:44:18.998336Z,2026-07-03T07:48:01.167559+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moving-Average,1249.9999935810536,35.355338968549766,0.010638297868640534,0.010526315732991419,2.567578583010332e-07,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:14:44.325135Z|h:24,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:16.766897+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moving-Average,1669.5130208333333,40.85967475192789,0.01661541445035461,0.016578249336870025,5.7973261195230625,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:39.570625+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moving-Average,1669.5130208333333,40.85967475192789,0.01661541445035461,0.016578249336870025,5.7973261195230625,True 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usgs_potomac_iv_usgs_00060/15min/short|window:35daa9a88c327e1a04ca,2026-06-18T01:57:02.893937+00:00,2026-06-18T01:57:02.893937+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moving-Average,0.0428495693105365,0.2070013751416559,0.0058873351128576,0.1381861928397068,42.00973387479436,True @@ -6651,6 +6693,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:35:30.336541Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:40.546010+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,2957712.5119247437,1719.8001372033739,0.025923818280748422,0.019943751061764617,0.0,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:56:02.500105Z|h:24,2026-07-03T08:56:02.500105Z,2026-07-03T09:00:09.318705+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,2927520.227350235,1710.9997742110415,0.02572859636761603,0.019767550880263024,0.0,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:14:49.696715+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,2725258.131359736,1650.8355858048783,0.024483608558764598,0.018741490212447347,0.0,True +binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.378455+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,2727544.1944522858,1651.5278364145988,0.024524306541596624,0.01875439935600295,0.0,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 @@ -6863,6 +6906,7 @@ 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:2026-07-03T07:44:18.998336Z|h:36,2026-07-03T07:44:18.998336Z,2026-07-03T07:48:01.209508+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:2026-07-03T08:14:44.325135Z|h:36,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:17.865058+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:2026-07-03T08:45:14.545252Z|h:36,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:40.562738+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:2026-07-03T09:20:36.985472Z|h:36,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.394955+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_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 @@ -7015,6 +7059,7 @@ 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:2026-07-03T08:14:44.325135Z|h:12,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:17.878260+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:2026-07-03T08:35:30.336541Z|h:12,2026-07-03T08:35:30.336541Z,2026-07-03T08:40:22.914942+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:2026-07-03T08:56:02.500105Z|h:12,2026-07-03T08:56:02.500105Z,2026-07-03T09:00:09.335480+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:2026-07-03T09:20:36.985472Z|h:12,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.410354+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 @@ -7212,6 +7257,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T07:52:13.2188 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:14:44.325135Z|h:60,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:17.891095+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Seasonal-Naive,0.11575461651401753,0.3402273012472949,0.18565962510060352,0.19093990381505868,0.0,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:35:30.336541Z|h:60,2026-07-03T08:35:30.336541Z,2026-07-03T08:40:22.930334+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Seasonal-Naive,0.15089470229416121,0.38845167304847744,0.20091757319987877,0.21149045631282423,0.0,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:56:02.500105Z|h:60,2026-07-03T08:56:02.500105Z,2026-07-03T09:00:09.351295+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Seasonal-Naive,0.20776289777240986,0.4558101554072812,0.23154900171504275,0.24666187007385126,0.0,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T09:20:36.985472Z|h:60,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.437944+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Seasonal-Naive,0.2658615617196747,0.515617650706097,0.2620581399464827,0.27841517624548096,0.0,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 @@ -7409,6 +7455,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:26:17.3153 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:52:13.218889Z|h:72,2026-07-03T07:52:13.218889Z,2026-07-03T07:58:36.399018+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Seasonal-Naive,0.2545833282338283,0.5045625117206274,0.2830911687579566,0.258316479592294,0.0,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:14:44.325135Z|h:72,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:17.903520+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Seasonal-Naive,0.2545833282338283,0.5045625117206274,0.2830911687579566,0.258316479592294,0.0,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:45:14.545252Z|h:72,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:40.578670+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Seasonal-Naive,0.2772222116920722,0.5265189566312615,0.3055918622526445,0.2809317792432415,0.0,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T09:20:36.985472Z|h:72,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.453516+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Seasonal-Naive,0.2768055488003657,0.5261231308357063,0.30587208007163447,0.28220360249243703,0.0,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0c11189f274572c341ce,2026-06-18T02:22:56.494131+00:00,2026-06-18T02:22:56.494131+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Seasonal-Naive,6.187612049529851,2.4874911154675208,0.1744592007107374,2.0829138268334573,0.0,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:11b0df9371d6d83f31eb,2026-06-19T14:04:12.963221+00:00,2026-06-19T14:04:12.963221+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Seasonal-Naive,1.5572628009796263,1.2479033620355489,0.0974046476023997,0.9483561822741916,0.0,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:19131b95a2232e0a097d,2026-06-22T03:52:31.042938+00:00,2026-06-22T03:52:31.042938+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Seasonal-Naive,11.869211758915814,3.4451722393685653,0.1381011458569962,2.8617426359464897,0.0,True @@ -7633,6 +7680,7 @@ open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T01:14:28.92 open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T02:35:51.611523Z|h:24,2026-07-03T02:35:51.611523Z,2026-07-03T02:44:00.375895+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Seasonal-Naive,4.417499608994149,2.1017848626808,0.06249002728835611,0.05859678367230936,0.0,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T06:45:45.426146Z|h:24,2026-07-03T06:45:45.426146Z,2026-07-03T06:52:15.482210+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Seasonal-Naive,2.8712503369655074,1.6944764197136257,0.051224545055586546,0.047306510533841724,0.0,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T08:06:09.989488Z|h:24,2026-07-03T08:06:09.989488Z,2026-07-03T08:09:47.746589+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Seasonal-Naive,2.813333641688587,1.6772995086413716,0.050444855881411156,0.04628148574781454,0.0,True +open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.467203+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Seasonal-Naive,4.081249968211371,2.0202103772160394,0.06383602348135452,0.05978268228524724,0.0,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:0b83e3bd05040eedd822,2026-06-20T17:26:01.517194+00:00,2026-06-20T17:26:01.517194+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Seasonal-Naive,0.0987455888679699,0.3142381085545958,0.0328804911469865,0.1864764212022703,0.0,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:2b18c346d9a0957ca7b7,2026-06-22T01:05:21.026375+00:00,2026-06-22T01:05:21.026375+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Seasonal-Naive,0.2235115622392931,0.4727700944849337,0.0599497817504911,0.3469322944521525,0.0,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:2c2426453eef7558bd87,2026-06-22T02:21:13.817989+00:00,2026-06-22T02:21:13.817989+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Seasonal-Naive,0.2862053832108117,0.5349816662380232,0.068630237111994,0.4049555732845646,0.0,True @@ -7821,6 +7869,7 @@ usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T07:15:51.881593Z|h:24,2 usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T07:44:18.998336Z|h:24,2026-07-03T07:44:18.998336Z,2026-07-03T07:48:01.231128+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Seasonal-Naive,1250.0,35.35533905932738,0.010638297872340425,0.009403508771929798,0.0,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:14:44.325135Z|h:24,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:17.914033+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Seasonal-Naive,1875.0,43.30127018922193,0.015957446808510637,0.011942234011199503,0.0,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:40.591377+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Seasonal-Naive,1875.0,43.30127018922193,0.015957446808510637,0.011942234011199503,0.0,True +usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:09.477768+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Seasonal-Naive,1250.0,35.35533905932738,0.010638297872340425,0.009456264775413685,0.0,True usgs_potomac_iv_usgs_00060/15min/short|window:2c23190383d140fce104,2026-06-22T06:44:06.538654+00:00,2026-06-22T06:44:06.538654+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Seasonal-Naive,5.999999999999999,2.449489742783178,0.0196191797718162,1.1907241805196005,0.0,True usgs_potomac_iv_usgs_00060/15min/short|window:31996fadd2676c8cc518,2026-06-22T02:04:31.574246+00:00,2026-06-22T02:04:31.574246+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Seasonal-Naive,1.28643216080402,1.1342099280133375,0.0051551870748299,0.4914909688057796,0.0,True usgs_potomac_iv_usgs_00060/15min/short|window:35daa9a88c327e1a04ca,2026-06-18T01:57:02.929105+00:00,2026-06-18T01:57:02.929105+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Seasonal-Naive,0.10493236780981,0.3239326593750776,0.0064416792357968,0.1397058882428658,0.0,True @@ -8006,6 +8055,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:35:30.336541Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:25.999313+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Sundial,2252871.4619286857,1500.9568487896931,0.023871464669468555,0.023077984213387553,13.527102787958729,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:56:02.500105Z|h:24,2026-07-03T08:56:02.500105Z,2026-07-03T08:59:57.294152+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Sundial,2181935.9374256134,1477.137751675724,0.02366810201143459,0.0228143444340355,14.592243594623936,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:14:24.713802+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Sundial,1813354.0475387573,1346.6083497211641,0.021410510747715536,0.02031523132469866,20.0921349495496,True +binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:28:42.477418+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Sundial,1859131.5573094685,1363.499745988047,0.021497457333079742,0.02046886173488812,18.93337755147086,True data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short|source:2026-07-01T08:20:13.790420Z|h:12,2026-07-01T08:20:13.790420Z,2026-07-01T08:26:17.387560+00:00,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,Sundial,26942.28249014914,164.14104450182208,2.360591014522408,0.7305382024738188,,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-01T08:20:13.790420Z|h:36,2026-07-01T08:20:13.790420Z,2026-07-01T08:26:23.015354+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Sundial,4.654285094258401e-15,6.8222321085246e-08,,,0.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-01T08:51:02.752670Z|h:36,2026-07-01T08:51:02.752670Z,2026-07-01T08:56:00.935480+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Sundial,2.988122630401574e-15,5.466372316629717e-08,,,0.0,False @@ -8059,6 +8109,7 @@ 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:2026-07-03T07:44:18.998336Z|h:36,2026-07-03T07:44:18.998336Z,2026-07-03T07:47:56.819250+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Sundial,8.358952050379497e-15,9.142730473102385e-08,,,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,2026-07-03T08:21:57.933719+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Sundial,2.8536510413663193e-15,5.3419575451011585e-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,2026-07-03T08:51:30.709784+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Sundial,5.96860296622458e-15,7.725673411570399e-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,2026-07-03T09:28:47.898658+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Sundial,4.455251726675482e-15,6.674767206933499e-08,,,0.0,False 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 @@ -8133,6 +8184,7 @@ 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:2026-07-03T08:14:44.325135Z|h:12,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:02.924381+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,2.2376721398159867e-15,4.73040393604604e-08,,,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,2026-07-03T08:40:16.179505+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,4.375926224417545e-16,2.0918714646023415e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T08:56:02.500105Z|h:12,2026-07-03T08:56:02.500105Z,2026-07-03T09:00:01.966680+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,3.9103692865044e-16,1.9774653692301163e-08,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T09:20:36.985472Z|h:12,2026-07-03T09:20:36.985472Z,2026-07-03T09:28:51.240483+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,5.686539685031935e-16,2.384646658318992e-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 @@ -8230,6 +8282,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T07:52:13.2188 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:14:44.325135Z|h:60,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:08.680373+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Sundial,0.15990242700205595,0.39987801515219107,0.1991938680968456,0.20018256296276626,-16.01548428617032,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:35:30.336541Z|h:60,2026-07-03T08:35:30.336541Z,2026-07-03T08:40:22.367446+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Sundial,0.10366195081628977,0.32196576031666746,0.12799530434016373,0.13465714501789208,18.55490748355234,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:56:02.500105Z|h:60,2026-07-03T08:56:02.500105Z,2026-07-03T09:00:08.217042+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Sundial,0.06781547530672043,0.26041404590904926,0.09156053797784383,0.09579990748707835,50.78316592917273,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T09:20:36.985472Z|h:60,2026-07-03T09:20:36.985472Z,2026-07-03T09:28:55.839618+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Sundial,0.07956171326600246,0.2820668595670226,0.10308946470144233,0.10454487735500802,53.933785574060416,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 @@ -8295,6 +8348,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:26:17.3153 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:52:13.218889Z|h:72,2026-07-03T07:52:13.218889Z,2026-07-03T07:58:21.979120+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Sundial,0.32712006045515196,0.5719441060585833,0.3190816673898501,0.2627758604360114,-12.469711133160846,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:14:44.325135Z|h:72,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:12.156281+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Sundial,0.31204940599204434,0.558613825457305,0.31498958849269343,0.25661847527724296,-10.141679837245121,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:45:14.545252Z|h:72,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:34.979232+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Sundial,0.3223572075727012,0.5677650989385498,0.32037437161830346,0.265427910542681,-7.527776042742634,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T09:20:36.985472Z|h:72,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:01.005500+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Sundial,0.2834006050139377,0.5323538344127313,0.30369084523792733,0.24906145589037493,-1.177255224468341,True nws_ksfo_observations_temperature/1h/short|source:2026-07-01T08:20:13.790420Z|h:24,2026-07-01T08:20:13.790420Z,2026-07-01T08:26:51.066227+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Sundial,0.22731593316416365,0.4767766071905832,0.01832482881516077,0.014861121783816489,,True nws_ksfo_observations_temperature/1h/short|source:2026-07-01T09:02:50.230786Z|h:24,2026-07-01T09:02:50.230786Z,2026-07-01T09:07:45.174057+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Sundial,0.17650390044101036,0.42012367279291746,0.016581735284856947,0.015322272531483997,4.765079322362417,True nws_ksfo_observations_temperature/1h/short|source:2026-07-01T10:22:06.187586Z|h:24,2026-07-01T10:22:06.187586Z,2026-07-01T10:27:23.205942+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Sundial,0.8729944161252282,0.9343417020155036,0.058989109389369666,0.04562456675327023,-15.01945253808639,True @@ -8363,6 +8417,7 @@ open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T01:14:28.92 open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T02:35:51.611523Z|h:24,2026-07-03T02:35:51.611523Z,2026-07-03T02:43:49.145009+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Sundial,1.9980392392884216,1.4135201587838857,0.04864438548966865,0.04191794824783464,37.712504388519335,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T06:45:45.426146Z|h:24,2026-07-03T06:45:45.426146Z,2026-07-03T06:52:09.218930+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Sundial,3.6516421977285063,1.910927051911848,0.05980240784498611,0.056666247292563116,-11.963892653638618,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T08:06:09.989488Z|h:24,2026-07-03T08:06:09.989488Z,2026-07-03T08:09:43.837264+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Sundial,4.744770194495989,2.1782493416723416,0.06789871724691608,0.06462403563180723,-25.5545120134578,True +open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:05.446229+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Sundial,5.204076256960889,2.281244453573726,0.07303541474201515,0.06961389148654695,-12.092480775802652,True usgs_earthquake_all_week_hourly_earthquake_count/1h/short|source:2026-07-01T08:20:13.790420Z|h:24,2026-07-01T08:20:13.790420Z,2026-07-01T08:27:07.796574+00:00,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,Sundial,26.440338699337037,5.142016987460956,0.7142789512321904,0.3472695734925379,,True usgs_earthquake_all_week_hourly_earthquake_count/1h/short|source:2026-07-01T08:30:38.202458Z|h:24,2026-07-01T08:30:38.202458Z,2026-07-01T08:38:05.873087+00:00,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,Sundial,26.43153554372168,5.141160914007815,0.6320660509957993,0.34164301249186196,13.123035410866615,True usgs_earthquake_all_week_hourly_earthquake_count/1h/short|source:2026-07-01T09:46:00.713576Z|h:24,2026-07-01T09:46:00.713576Z,2026-07-01T09:52:22.345894+00:00,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,Sundial,24.773072747874608,4.977255543758488,0.547383104629424,0.3256522908851897,16.292678450993304,True @@ -8437,6 +8492,7 @@ usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T07:15:51.881593Z|h:24,2 usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T07:44:18.998336Z|h:24,2026-07-03T07:44:18.998336Z,2026-07-03T07:48:00.173543+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Sundial,1250.0,35.35533905932738,0.010638297872340425,0.010526315789473684,0.0,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:14:44.325135Z|h:24,2026-07-03T08:14:44.325135Z,2026-07-03T08:22:16.653862+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Sundial,1860.5169137343764,43.13370971449565,0.017755601220097103,0.016708385811935112,0.3877130421327662,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:51:39.323829+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Sundial,1878.3741928438346,43.3402144992827,0.017777060650764627,0.016844770790352688,-0.08989758735667376,True +usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:29:08.536944+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Sundial,379.1968775118391,19.472978136685697,0.006532770251551419,0.004603819790743203,53.44983988786419,True wikimedia_time_series_hourly_pageviews/1D/short|source:2026-07-01T08:20:13.790420Z|h:7,2026-07-01T08:20:13.790420Z,2026-07-01T08:27:18.906478+00:00,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,Sundial,438.26195461915006,20.93470693893636,0.07237078015150665,0.05327981883356692,,True wikimedia_time_series_hourly_pageviews/1D/short|source:2026-07-01T10:37:34.665436Z|h:7,2026-07-01T10:37:34.665436Z,2026-07-01T10:52:09.710325+00:00,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,Sundial,434.9937727784272,20.856504327869214,0.07247598817179138,0.05299183075632528,89.18712818968345,True wikimedia_time_series_hourly_pageviews/1D/short|source:2026-07-02T11:01:40.000947Z|h:7,2026-07-02T11:01:40.000947Z,2026-07-02T11:08:30.996177+00:00,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,Sundial,398.2544741302928,19.95631414190238,0.07417013651019135,0.0516314159618603,90.02525278510505,True @@ -8448,34 +8504,41 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:35:30.336541Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:49:39.509162+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TabPFN-TS,1779388.0182863872,1333.9370368523348,0.020936872378971693,0.020949295015571107,24.87438225394467,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:56:02.500105Z|h:24,2026-07-03T08:56:02.500105Z,2026-07-03T08:58:58.733139+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TabPFN-TS,1733183.0295492809,1316.5040940115914,0.020743750903627397,0.02075370887135613,25.625686338921188,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:11:05.818875+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TabPFN-TS,1216715.5340429943,1103.0482918000437,0.016800771424199886,0.01680861760209856,38.26871322243149,True +binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:25:37.269213+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TabPFN-TS,1224769.1411393483,1106.6928847423517,0.01684071032700521,0.016848965315846055,38.02266990777397,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 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,2026-07-03T08:50:01.862770+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:2026-07-03T09:20:36.985472Z|h:36,2026-07-03T09:20:36.985472Z,2026-07-03T09:26:10.341829+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_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 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T08:56:02.500105Z|h:12,2026-07-03T08:56:02.500105Z,2026-07-03T08:59:19.083274+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:2026-07-03T09:20:36.985472Z|h:12,2026-07-03T09:20:36.985472Z,2026-07-03T09:26:34.453930+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 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-01T13:07:24.792624Z|h:60,2026-07-01T13:07:24.792624Z,2026-07-01T13:18:10.358185+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TabPFN-TS,0.9339561473101686,0.9664140661797967,1.6566085287555021,0.61802734245675,,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:14:44.325135Z|h:60,2026-07-03T08:14:44.325135Z,2026-07-03T08:20:43.274684+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TabPFN-TS,0.6585880888807698,0.8115344040031635,0.40564403015750267,0.45492003590304214,-70.10248415654624,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:35:30.336541Z|h:60,2026-07-03T08:35:30.336541Z,2026-07-03T08:39:51.286332+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TabPFN-TS,0.6920394192719458,0.8318890666861453,0.3972795434664709,0.44802537673787807,-64.19774726551336,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:56:02.500105Z|h:60,2026-07-03T08:56:02.500105Z,2026-07-03T08:59:40.016285+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TabPFN-TS,0.591629754595358,0.7691747230606047,0.3459726106493939,0.3920005757391027,-48.01981300252766,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T09:20:36.985472Z|h:60,2026-07-03T09:20:36.985472Z,2026-07-03T09:26:57.671393+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TabPFN-TS,0.5875295989752044,0.7665047938370669,0.3530773120641858,0.3926713700748104,-37.692918800988,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 +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T09:20:36.985472Z|h:72,2026-07-03T09:20:36.985472Z,2026-07-03T09:27:23.060353+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TabPFN-TS,0.32292256151733173,0.5682627574611341,0.3103546667963383,0.2875248354680196,-7.689653348504246,True nws_ksfo_observations_temperature/1h/short|source:2026-07-01T13:07:24.792624Z|h:24,2026-07-01T13:07:24.792624Z,2026-07-01T13:18:44.330989+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,TabPFN-TS,0.01658539478929318,0.1287842955848778,0.00948096037378584,0.009480030805333274,-40.14606798593278,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:12:12.599111+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,TabPFN-TS,0.263606948603865,0.5134266730545513,0.022186409061403956,0.0211497956008338,8.287802090998813,True open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short|source:2026-07-01T13:07:24.792624Z|h:24,2026-07-01T13:07:24.792624Z,2026-07-01T13:19:09.081560+00:00,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,TabPFN-TS,373.5435278170891,19.327274195216695,0.2502573283084637,0.32786515866049304,,True open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:13:00.086148+00:00,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,TabPFN-TS,154.6799664908702,12.437040101682966,0.235140147655347,0.24921503645892493,80.30350100455087,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-01T13:07:24.792624Z|h:24,2026-07-01T13:07:24.792624Z,2026-07-01T13:19:34.209714+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,TabPFN-TS,0.8130965714317426,0.9017186764350301,0.025493872543315862,0.025219697420422356,,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T08:06:09.989488Z|h:24,2026-07-03T08:06:09.989488Z,2026-07-03T08:09:19.071058+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,TabPFN-TS,2.556585524715198,1.5989326204425245,0.04934045227427195,0.05051277156974847,4.781228711592171,True +open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:27:52.126395+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,TabPFN-TS,3.7072389655584934,1.925419166196933,0.05957919286777804,0.06175695780082127,4.802099686258977,True usgs_earthquake_all_week_hourly_earthquake_count/1h/short|source:2026-07-01T13:07:24.792624Z|h:24,2026-07-01T13:07:24.792624Z,2026-07-01T13:19:49.605487+00:00,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,TabPFN-TS,24.539460096471657,4.95373193627508,0.9345384759733598,0.41257727732423877,,True usgs_earthquake_all_week_hourly_earthquake_count/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:13:59.828040+00:00,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,TabPFN-TS,20.36552116469689,4.512817430906871,0.5467376135651626,0.4005341313102029,17.768537767671415,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-01T13:07:24.792624Z|h:24,2026-07-01T13:07:24.792624Z,2026-07-01T13:20:19.041265+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TabPFN-TS,413.2056173359354,20.327459687229375,0.0034925158926689165,0.0034336295795115183,,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:14:44.325135Z|h:24,2026-07-03T08:14:44.325135Z,2026-07-03T08:21:28.472981+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TabPFN-TS,2187.724821269512,46.773120713391705,0.018618066936519975,0.018568684032382845,-7.697415774563647,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:50:51.177314+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TabPFN-TS,2187.724821269512,46.773120713391705,0.018618066936519975,0.018568684032382845,-7.697415774563647,True +usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:28:21.474712+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TabPFN-TS,1242.1390905405085,35.2439936803494,0.014125703852227394,0.014125703852227396,0.3154281993861979,True wikimedia_time_series_hourly_pageviews/1D/short|source:2026-07-01T13:07:24.792624Z|h:7,2026-07-01T13:07:24.792624Z,2026-07-01T13:20:32.966915+00:00,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,TabPFN-TS,459.0989287677221,21.426593960957074,0.06551843551522653,0.060824312418524165,,True binance_btcusdt_1h_close/1h/short|source:2026-06-29T07:34:52.372126Z|h:24,2026-06-29T07:34:52.372126Z,2026-06-29T07:37:42.287816+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,201147.11640230814,448.49427688913505,0.0060669783589728105,0.004336260412579387,29.32679683232991,True binance_btcusdt_1h_close/1h/short|source:2026-06-29T07:42:24.900081Z|h:24,2026-06-29T07:42:24.900081Z,2026-06-29T07:43:50.117023+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,201360.75735282898,448.7323894626161,0.006076026957924576,0.004339316194953157,29.299997342959355,True @@ -8772,6 +8835,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:35:30.336541Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:46:36.208673+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,1788329.1136728923,1337.2842306977573,0.021356509087115814,0.01684245544085255,24.639130679866277,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:56:02.500105Z|h:24,2026-07-03T08:56:02.500105Z,2026-07-03T08:56:46.637165+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,1748707.4415098827,1322.3870241006914,0.021162524057011328,0.016673142645031547,25.20862689578373,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:06:53.600842+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,781933.3357346853,884.2699450590218,0.013887351740383207,0.01204267886512532,55.40971497729559,True +binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:21:44.500741+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,787270.1020997366,887.282425217437,0.013927648212984875,0.01206498308431593,55.20274838576614,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 @@ -9094,6 +9158,7 @@ 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:2026-07-03T07:44:18.998336Z|h:36,2026-07-03T07:44:18.998336Z,2026-07-03T07:46:29.383252+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:2026-07-03T08:14:44.325135Z|h:36,2026-07-03T08:14:44.325135Z,2026-07-03T08:15:58.128381+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:2026-07-03T08:45:14.545252Z|h:36,2026-07-03T08:45:14.545252Z,2026-07-03T08:46:41.730051+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:2026-07-03T09:20:36.985472Z|h:36,2026-07-03T09:20:36.985472Z,2026-07-03T09:21:50.566772+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_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 @@ -9241,6 +9306,7 @@ 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:2026-07-03T08:14:44.325135Z|h:12,2026-07-03T08:14:44.325135Z,2026-07-03T08:16:02.789324+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:2026-07-03T08:35:30.336541Z|h:12,2026-07-03T08:35:30.336541Z,2026-07-03T08:36:33.897855+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:2026-07-03T08:56:02.500105Z|h:12,2026-07-03T08:56:02.500105Z,2026-07-03T08:56:53.842465+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:2026-07-03T09:20:36.985472Z|h:12,2026-07-03T09:20:36.985472Z,2026-07-03T09:21:55.651220+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 @@ -9432,6 +9498,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T07:52:13.2188 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:14:44.325135Z|h:60,2026-07-03T08:14:44.325135Z,2026-07-03T08:16:06.517337+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TiRex,0.11260811330239189,0.33557132371880627,0.18502852384940077,0.15665407105835089,1.3778532136812567,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:35:30.336541Z|h:60,2026-07-03T08:35:30.336541Z,2026-07-03T08:36:38.436888+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TiRex,0.017766957549536024,0.13329275130154686,0.06988190508641036,0.08425575812743315,78.9318360011385,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:56:02.500105Z|h:60,2026-07-03T08:56:02.500105Z,2026-07-03T08:57:00.588984+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TiRex,0.010885895114222185,0.10433549307029792,0.04130468989642731,0.06686876142257617,90.0425746966127,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T09:20:36.985472Z|h:60,2026-07-03T09:20:36.985472Z,2026-07-03T09:22:01.268363+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TiRex,0.006551560114781315,0.0809417081286361,0.033462422537798034,0.05399032717388801,95.18998198716532,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 @@ -9677,6 +9744,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:26:17.3153 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:52:13.218889Z|h:72,2026-07-03T07:52:13.218889Z,2026-07-03T07:53:59.441295+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TiRex,0.38117013106127257,0.6173897723976909,0.35719107480408074,0.20056734955732436,-19.911303820163067,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:14:44.325135Z|h:72,2026-07-03T08:14:44.325135Z,2026-07-03T08:16:12.563475+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TiRex,0.38117013106127257,0.6173897723976909,0.35719107480408074,0.20056734955732436,-19.911303820163067,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:45:14.545252Z|h:72,2026-07-03T08:45:14.545252Z,2026-07-03T08:46:47.692026+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TiRex,0.26212928877913694,0.5119856333718135,0.2945457917697199,0.1663861965572642,2.7983463288317867,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T09:20:36.985472Z|h:72,2026-07-03T09:20:36.985472Z,2026-07-03T09:22:05.995824+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TiRex,0.1675616151734369,0.40934290658741956,0.23228250878354414,0.13915782360054124,24.58415978579578,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:03e7b00b00d4d48d4a68,2026-06-17T04:12:09.650239+00:00,2026-06-17T04:12:09.650239+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24,TiRex,2.843741079720747,1.6863395505415708,0.1033795206482364,0.7930112086967829,,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0ae705ae7c06195d3548,2026-06-20T13:01:55.709341+00:00,2026-06-20T13:01:55.709341+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TiRex,1.5781387951012906,1.256239943283643,0.0858721157463461,0.6651752709050828,,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0c11189f274572c341ce,2026-06-18T02:19:54.842628+00:00,2026-06-18T02:19:54.842628+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TiRex,5.489154929283025,2.3428945621352715,0.1646994151724077,1.0791858270209038,5.981596802558059,True @@ -9958,6 +10026,7 @@ open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T01:14:28.92 open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T02:35:51.611523Z|h:24,2026-07-03T02:35:51.611523Z,2026-07-03T02:40:31.295429+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,TiRex,2.16553170771734,1.4715745675015384,0.050270205278421236,0.038794258605942995,34.20867671645477,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T06:45:45.426146Z|h:24,2026-07-03T06:45:45.426146Z,2026-07-03T06:49:54.519410+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,TiRex,3.8542720402289583,1.9632300018665563,0.060145786086801344,0.05153689061318041,-14.616287748841241,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T08:06:09.989488Z|h:24,2026-07-03T08:06:09.989488Z,2026-07-03T08:07:01.295057+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,TiRex,4.729818190769795,2.174814518704939,0.06775861317319258,0.06184337705569688,-25.40694648137036,True +open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:22:09.080883+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,TiRex,6.165050637286488,2.4829520006005934,0.07791823126180929,0.07047200309892526,-20.337102621769773,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:0089e022b874a1dd7c90,2026-06-17T10:06:26.729262+00:00,2026-06-17T10:06:26.729262+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,TiRex,0.2920390994094428,0.5404064205849546,0.0553793515616502,0.2306220778028652,,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:0892b4831dbbad80c35d,2026-06-17T04:19:35.657767+00:00,2026-06-17T04:19:35.657767+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,TiRex,0.0873953750305985,0.2956270877822236,0.0365434906592148,0.1549357036032309,,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:0b83e3bd05040eedd822,2026-06-20T17:22:47.582462+00:00,2026-06-20T17:22:47.582462+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,TiRex,0.0237870383657235,0.154230471586271,0.0156544734081291,0.1411380074987567,61.17436000069267,True @@ -10173,6 +10242,7 @@ usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T07:15:51.881593Z|h:24,2 usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T07:44:18.998336Z|h:24,2026-07-03T07:44:18.998336Z,2026-07-03T07:46:34.567169+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TiRex,1307.7202879811327,36.16241540579297,0.01104134850468196,0.010899724354288499,-2.2567083762975773,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:14:44.325135Z|h:24,2026-07-03T08:14:44.325135Z,2026-07-03T08:16:16.747869+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TiRex,2190.409147270024,46.80180709406447,0.018630524312914405,0.013707525047739217,-7.7583617255799515,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:46:51.290809+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TiRex,2190.409147270024,46.80180709406447,0.018630524312914405,0.013707525047739217,-7.7583617255799515,True +usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:22:12.152219+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TiRex,27.991499712069828,5.2906993594486,0.0017005000554078014,0.0021993055170779156,95.61945447706401,True usgs_potomac_iv_usgs_00060/15min/short|window:1bc9ff1cbafa0e1b3174,2026-06-16T13:53:40.321622+00:00,2026-06-16T13:53:40.321622+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TiRex,0.0023242654753848,0.0482106365378522,0.0004073868449936,0.1444975678416619,,True usgs_potomac_iv_usgs_00060/15min/short|window:1e93b42ae0ecdce90238,2026-06-17T04:30:32.986575+00:00,2026-06-17T04:30:32.986575+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TiRex,0.0056072958754176,0.0748818794864128,0.0014793189796241,0.0569541122130377,,True usgs_potomac_iv_usgs_00060/15min/short|window:22856fd7de8c0e439026,2026-06-17T06:54:49.786673+00:00,2026-06-17T06:54:49.786673+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TiRex,0.5257096876245062,0.7250584029059357,0.0169494536471833,0.6284580797113027,,True @@ -10521,6 +10591,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:35:30.336541Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:47:32.788885+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,1810239.0156097412,1345.451231226811,0.024167035030216773,0.01971054124912072,24.06638342878378,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:56:02.500105Z|h:24,2026-07-03T08:56:02.500105Z,2026-07-03T08:57:24.926375+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,1772270.5702228546,1331.2665286195904,0.02397343981208827,0.01951470754054892,24.580874061967528,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:07:52.217080+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,971770.7652428945,985.7843401286584,0.01832957320596145,0.013625822400233776,47.429636477231796,True +binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:22:32.672994+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,977216.8054040273,988.5427686266423,0.018369725819177556,0.013666300950404124,47.245352375393274,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 @@ -10849,6 +10920,7 @@ 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:2026-07-03T07:44:18.998336Z|h:36,2026-07-03T07:44:18.998336Z,2026-07-03T07:45:36.321458+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:2026-07-03T08:14:44.325135Z|h:36,2026-07-03T08:14:44.325135Z,2026-07-03T08:16:45.928800+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:2026-07-03T08:45:14.545252Z|h:36,2026-07-03T08:45:14.545252Z,2026-07-03T08:47:38.138385+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:2026-07-03T09:20:36.985472Z|h:36,2026-07-03T09:20:36.985472Z,2026-07-03T09:22:38.474095+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_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 @@ -10998,6 +11070,7 @@ 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:2026-07-03T08:14:44.325135Z|h:12,2026-07-03T08:14:44.325135Z,2026-07-03T08:16:49.972921+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:2026-07-03T08:35:30.336541Z|h:12,2026-07-03T08:35:30.336541Z,2026-07-03T08:37:16.068408+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:2026-07-03T08:56:02.500105Z|h:12,2026-07-03T08:56:02.500105Z,2026-07-03T08:57:29.327880+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:2026-07-03T09:20:36.985472Z|h:12,2026-07-03T09:20:36.985472Z,2026-07-03T09:22:43.373903+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 @@ -11190,6 +11263,7 @@ noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T07:52:13.2188 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:14:44.325135Z|h:60,2026-07-03T08:14:44.325135Z,2026-07-03T08:16:54.667359+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TimesFM-2.5,0.06077454310604864,0.2465249340453185,0.147190212178082,0.12436324151129328,31.145037752572676,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:35:30.336541Z|h:60,2026-07-03T08:35:30.336541Z,2026-07-03T08:37:21.834333+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TimesFM-2.5,0.06497835425011071,0.2549085213367939,0.14105934893579158,0.11984404269451668,39.79947725733457,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:56:02.500105Z|h:60,2026-07-03T08:56:02.500105Z,2026-07-03T08:57:35.723996+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TimesFM-2.5,0.06776279848376726,0.2603128857428446,0.13129839553733252,0.1068247511080405,50.81199365102916,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T09:20:36.985472Z|h:60,2026-07-03T09:20:36.985472Z,2026-07-03T09:22:49.129511+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TimesFM-2.5,0.06983304942774282,0.26425943583483036,0.13190036204735925,0.10346840401450967,58.394893984713846,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 @@ -11436,6 +11510,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:26:17.3153 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T07:52:13.218889Z|h:72,2026-07-03T07:52:13.218889Z,2026-07-03T07:55:06.474462+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TimesFM-2.5,0.3087008806091386,0.5556085677967345,0.26754684394212425,0.2982446453276977,-9.607503907569557,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:14:44.325135Z|h:72,2026-07-03T08:14:44.325135Z,2026-07-03T08:17:01.773119+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TimesFM-2.5,0.3087008806091386,0.5556085677967345,0.26754684394212425,0.2982446453276977,-9.607503907569557,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T08:45:14.545252Z|h:72,2026-07-03T08:45:14.545252Z,2026-07-03T08:47:45.408623+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TimesFM-2.5,0.2619761969517914,0.5118361036032838,0.2415616645415334,0.2798197003946636,2.827533333903185,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T09:20:36.985472Z|h:72,2026-07-03T09:20:36.985472Z,2026-07-03T09:22:53.438062+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TimesFM-2.5,0.17276518597310087,0.4156503169409364,0.17764732692330373,0.22172429780568717,23.142156457245715,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:03e7b00b00d4d48d4a68,2026-06-17T04:11:34.199222+00:00,2026-06-17T04:11:34.199222+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24,TimesFM-2.5,3.2397379005465416,1.7999271931238057,0.135487120059525,1.0129581278529092,,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0ae705ae7c06195d3548,2026-06-20T09:13:05.046087+00:00,2026-06-20T09:13:05.046087+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TimesFM-2.5,1.5822271040128972,1.257866091447296,0.0760802980328969,0.9224730139622712,,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0c11189f274572c341ce,2026-06-18T02:14:46.973066+00:00,2026-06-18T02:14:46.973066+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TimesFM-2.5,3.2562008763475303,1.8044946318422592,0.1530632211114964,1.0110802583269485,31.040546823517015,True @@ -11726,6 +11801,7 @@ open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T01:14:28.92 open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T02:35:51.611523Z|h:24,2026-07-03T02:35:51.611523Z,2026-07-03T02:37:57.583669+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,TimesFM-2.5,3.054400488196279,1.7476843216657518,0.06342754380460552,0.0535679802064821,18.243005166924274,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T06:45:45.426146Z|h:24,2026-07-03T06:45:45.426146Z,2026-07-03T06:47:26.026695+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,TimesFM-2.5,5.171792288579884,2.2741574898365955,0.08298444644130126,0.06968464907609732,-28.602881505410142,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T08:06:09.989488Z|h:24,2026-07-03T08:06:09.989488Z,2026-07-03T08:07:31.560295+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,TimesFM-2.5,6.339783879262541,2.517892745782183,0.09206840235874869,0.07701121857399802,-38.527313011135796,True +open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:23:00.471077+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,TimesFM-2.5,6.421530756134264,2.534073944488255,0.09469270554701144,0.07879037041228298,-22.28248736544675,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:0089e022b874a1dd7c90,2026-06-17T10:05:15.395611+00:00,2026-06-17T10:05:15.395611+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,TimesFM-2.5,0.0323832571134744,0.179953485971999,0.023707518236788,0.1223385364383978,,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:0892b4831dbbad80c35d,2026-06-17T04:16:50.108412+00:00,2026-06-17T04:16:50.108412+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,TimesFM-2.5,0.0411594890566437,0.2028780152126982,0.023733913901183,0.1631906894345248,,True open_meteo_shanghai_hourly_temperature_2m/1h/short|window:0b83e3bd05040eedd822,2026-06-20T17:20:06.636241+00:00,2026-06-20T17:20:06.636241+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,TimesFM-2.5,0.0512987848105945,0.2264923504460902,0.0426740044416959,0.1503914264047194,31.621848186736596,True @@ -11948,6 +12024,7 @@ usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T07:15:51.881593Z|h:24,2 usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T07:44:18.998336Z|h:24,2026-07-03T07:44:18.998336Z,2026-07-03T07:45:41.371055+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TimesFM-2.5,1250.0,35.35533905932738,0.010638297872340425,0.010526315789473684,0.0,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:14:44.325135Z|h:24,2026-07-03T08:14:44.325135Z,2026-07-03T08:17:05.612807+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TimesFM-2.5,2109.4205716202655,45.928428795466814,0.017882276404270325,0.01728052393407997,-5.8834294072761075,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:47:49.751712+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TimesFM-2.5,2109.4205716202655,45.928428795466814,0.017882276404270325,0.01728052393407997,-5.8834294072761075,True +usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:23:09.374951+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TimesFM-2.5,199.11162091294923,14.110691723404251,0.002495658279310727,0.0060293063020217695,72.51949152301908,True usgs_potomac_iv_usgs_00060/15min/short|window:1bc9ff1cbafa0e1b3174,2026-06-16T13:52:50.733603+00:00,2026-06-16T13:52:50.733603+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TimesFM-2.5,0.0643386597633361,0.2536506648194248,0.0003634428366636,0.3283486946799109,,True usgs_potomac_iv_usgs_00060/15min/short|window:1e93b42ae0ecdce90238,2026-06-17T04:27:34.474249+00:00,2026-06-17T04:27:34.474249+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TimesFM-2.5,0.0116260313038637,0.1078240757153231,0.0035697696445224,0.0879595037605901,,True usgs_potomac_iv_usgs_00060/15min/short|window:22856fd7de8c0e439026,2026-06-17T06:53:55.757987+00:00,2026-06-17T06:53:55.757987+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TimesFM-2.5,0.5101936098957,0.7142783840322343,0.0158087829419195,0.6469518623986631,,True @@ -12011,33 +12088,40 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:35:30.336541Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:48:01.404576+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Toto-1.0,2345713.561868032,1531.5722515990005,0.022287266910956793,0.018934415538035695,11.539690410335767,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T08:56:02.500105Z|h:24,2026-07-03T08:56:02.500105Z,2026-07-03T08:57:44.896019+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Toto-1.0,1918609.6017729442,1385.138838446509,0.022067603324269842,0.018638070444054033,20.81889386277204,True binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:08:26.791156+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Toto-1.0,3312790.0701096854,1820.1071589633632,0.018478870399932474,0.014499540793465132,-9.730494344297675,True +binance_btcusdt_1h_close/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:23:17.812595+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Toto-1.0,1108888.201822281,1053.0376070313353,0.018515536975048385,0.014493639396411101,42.19169857396232,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 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 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T08:56:02.500105Z|h:12,2026-07-03T08:56:02.500105Z,2026-07-03T08:57:51.061825+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,2.9808479284075027e-05,0.00545971421267405,,,-100.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-03T09:20:36.985472Z|h:12,2026-07-03T09:20:36.985472Z,2026-07-03T09:23:24.349141+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,0.34804830990619956,0.5899561932094616,,,-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 noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T07:52:13.218889Z|h:60,2026-07-03T07:52:13.218889Z,2026-07-03T07:55:50.016872+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Toto-1.0,0.1547513831548616,0.39338452327825707,0.20870228553522047,0.18839761317642095,-30.85789861481103,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:14:44.325135Z|h:60,2026-07-03T08:14:44.325135Z,2026-07-03T08:17:35.357067+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Toto-1.0,0.1489327920584848,0.3859181157428151,0.20780556146928994,0.19330620015584676,-12.534852233206712,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:35:30.336541Z|h:60,2026-07-03T08:35:30.336541Z,2026-07-03T08:37:44.846191+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Toto-1.0,0.0737487594831201,0.27156722829369545,0.07424586120432129,0.0884943448152252,34.34150373249058,True noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T08:56:02.500105Z|h:60,2026-07-03T08:56:02.500105Z,2026-07-03T08:57:57.316681+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Toto-1.0,0.010260692394869153,0.10129507586684139,0.012016502447030886,0.04671402351965848,90.58753927774823,True +noaa_coops_sf_water_level_water_level/6min/short|source:2026-07-03T09:20:36.985472Z|h:60,2026-07-03T09:20:36.985472Z,2026-07-03T09:23:30.227731+00:00,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Toto-1.0,0.07494952282016669,0.273769104940946,0.028484660000137444,0.04677188822354387,56.01696880172629,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 +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-03T09:20:36.985472Z|h:72,2026-07-03T09:20:36.985472Z,2026-07-03T09:23:34.184756+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Toto-1.0,0.4278100406402338,0.6540718925624567,0.2858767046644541,0.18036222247358896,-21.43076226283213,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:56:03.793991+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Toto-1.0,0.12837600989841272,0.3582959808571856,0.016079676203254258,0.023277207138621022,61.02688860636251,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:08:34.380347+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Toto-1.0,1.1842421984433713,1.0882289274060726,0.0228584638688155,0.0218879835279246,-58.37491344912169,True open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:56:07.796306+00:00,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Toto-1.0,598.7153570644573,24.468660712520766,0.23651721623747587,0.1878156016821909,38.90964577055498,True open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:08:40.126291+00:00,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Toto-1.0,508.800812038732,22.556613487816207,0.31715492801755096,0.22019514452587022,47.13084812695545,True open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T08:06:09.989488Z|h:24,2026-07-03T08:06:09.989488Z,2026-07-03T08:07:44.889687+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Toto-1.0,3.1715875035112426,1.7808951410768807,0.04978137954570037,0.04393984265579681,-5.985941220127708,True +open_meteo_shanghai_hourly_temperature_2m/1h/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:23:36.930460+00:00,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,Toto-1.0,3.6968422257000384,1.922717406614929,0.05765406412092064,0.04969354454016735,4.942185473350936,True usgs_earthquake_all_week_hourly_earthquake_count/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:56:11.930177+00:00,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,Toto-1.0,22.977756469062115,4.793511913937642,0.6350683033489496,0.3291573334132693,17.039459323327726,True usgs_earthquake_all_week_hourly_earthquake_count/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:08:45.743169+00:00,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,Toto-1.0,74.64014642116229,8.639452900569704,0.5756095815142442,0.3066520847937073,-43.80587208280961,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:14:44.325135Z|h:24,2026-07-03T08:14:44.325135Z,2026-07-03T08:17:48.936887+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Toto-1.0,2325.409654021263,48.22250153218167,0.01889070244827451,0.018659761653127764,-10.722993496362035,True usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T08:45:14.545252Z|h:24,2026-07-03T08:45:14.545252Z,2026-07-03T08:48:12.563848+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Toto-1.0,2169.0491791442037,46.57305207031426,0.018896478422990082,0.018659200410311674,-7.271157350426435,True -snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-03T09:09:32.174927+00:00,2026-07-03T09:09:32.174927+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|wikimedia_time_series_hourly_pageviews/1D/short,2026-07-03T09:09:32.174927+00:00,2026-07-03T09:09:32.174927+00:00,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,Chronos-Bolt,1241.3020611748964,35.23211689885943,0.1498591210836874,0.1189677861688091,,True -snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-03T09:09:10.029356+00:00,2026-07-03T09:09:10.029356+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|wikimedia_time_series_hourly_pageviews/1D/short,2026-07-03T09:09:10.029356+00:00,2026-07-03T09:09:10.029356+00:00,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,Moirai-2.0,344.09016912091255,18.54966762831379,0.0697497455438622,0.0579259663790683,,True -snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-03T09:08:45.746885+00:00,2026-07-03T09:08:45.746885+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|wikimedia_time_series_hourly_pageviews/1D/short,2026-07-03T09:08:45.746885+00:00,2026-07-03T09:08:45.746885+00:00,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,Toto-1.0,9916.244892343346,99.5803439055286,0.1839572151436816,0.1360337591180731,,True +usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T09:20:36.985472Z|h:24,2026-07-03T09:20:36.985472Z,2026-07-03T09:23:39.290716+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Toto-1.0,172.5861708049973,13.137205593466112,7.369670462101063e-05,0.0013970889549165186,75.73627884947932,True +snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-03T09:24:40.047676+00:00,2026-07-03T09:24:40.047676+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|wikimedia_time_series_hourly_pageviews/1D/short,2026-07-03T09:24:40.047676+00:00,2026-07-03T09:24:40.047676+00:00,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,Chronos-Bolt,1241.3020611748964,35.23211689885943,0.1498591210836874,0.1189677861688091,,True +snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-03T09:24:08.058449+00:00,2026-07-03T09:24:08.058449+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|wikimedia_time_series_hourly_pageviews/1D/short,2026-07-03T09:24:08.058449+00:00,2026-07-03T09:24:08.058449+00:00,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,Moirai-2.0,344.09016912091255,18.54966762831379,0.0697497455438622,0.0579259663790683,,True +snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-03T09:23:39.293921+00:00,2026-07-03T09:23:39.293921+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|wikimedia_time_series_hourly_pageviews/1D/short,2026-07-03T09:23:39.293921+00:00,2026-07-03T09:23:39.293921+00:00,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,Toto-1.0,9916.244892343346,99.5803439055286,0.1839572151436816,0.1360337591180731,,True diff --git a/results/aggregates/live_results_by_dataset.csv b/results/aggregates/live_results_by_dataset.csv index 381f7ad6b5b5b1c0c2bba945692e3550c37d63a9..a84232b01d4bb04fd5813f55b14efcfd44b14c77 100644 --- a/results/aggregates/live_results_by_dataset.csv +++ b/results/aggregates/live_results_by_dataset.csv @@ -1,151 +1,151 @@ model,dataset,domain,frequency,prediction_lengths,MSE,RMSE,MAPE,CRPS,RTG,Stability,Improvement,Improvement_pvalue,n_releases,MAPE_coverage,first_release,last_release -ARIMA,binance_btcusdt_1h_close/1h/short,Finance,1h,24,693865.0328306908,662.2255744989197,0.0137954598967815,0.1440433943358693,12.571926783337736,805741.3130796388,0.617971482378262,1.0726578964766032e-78,414,1.0,2026-06-17T12:10:12.135642+00:00,2026-07-03T09:04:07.956933Z -ARIMA,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.263417187198334e-05,0.0030575796026810656,,,-42.201104947162904,6.785040694418174e-05,-0.08389360774275918,0.252714045525228,102,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:45:14.545252Z -ARIMA,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128039e-08,,,0.0,0.0,0.0,1.0,152,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:56:02.500105Z +ARIMA,binance_btcusdt_1h_close/1h/short,Finance,1h,24,692824.4712361982,661.8633215124216,0.013803170907806262,0.14373186737229318,12.74035658146093,805046.7380923748,0.6131540655375124,1.094474225208312e-77,415,1.0,2026-06-17T12:10:12.135642+00:00,2026-07-03T09:20:36.985472Z +ARIMA,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.231733525190979e-05,0.003027895008398067,,,-41.79138548165647,6.759351542778308e-05,-0.09290228893782575,0.20349372195453153,103,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z +ARIMA,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128038e-08,,,0.0,0.0,0.0,1.0,153,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z ARIMA,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,16.44264666661381,3.7120220104750388,0.11952645260996918,0.21938215472900033,-57.61040848712908,11.099259886886546,-0.28061097457460366,0.007614067978462338,49,1.0,2026-06-18T05:03:29.867986+00:00,2026-07-03T09:04:07.956933Z -ARIMA,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.8972005235584987,0.7835436828181491,1.5521000573527408,0.55451675826879,-0.4781858214483226,1.10865921658223,-0.3581669226830517,4.132546506601201e-15,217,0.9769585253456221,2026-06-17T12:10:12.335728+00:00,2026-07-03T08:56:02.500105Z -ARIMA,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.8805534734164584,0.9635607120680328,0.15922876259987262,0.5529068774229579,4.470158125984848,3.880465845268837,-0.26853021485442263,9.648170197045272e-08,179,1.0,2026-06-17T12:10:12.398268+00:00,2026-07-03T08:45:14.545252Z +ARIMA,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.8938129395282547,0.7817768802761258,1.5457391577712025,0.5529566509167771,-0.3602198388498067,1.1072320420702324,-0.35898194732169286,3.0927437281961535e-15,218,0.9770642201834863,2026-06-17T12:10:12.335728+00:00,2026-07-03T09:20:36.985472Z +ARIMA,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.8707089741854415,0.9600379279755226,0.1592906922585193,0.5505925044863218,4.687906131601721,3.871864762127673,-0.2735574276680675,5.077869406924822e-08,180,1.0,2026-06-17T12:10:12.398268+00:00,2026-07-03T09:20:36.985472Z ARIMA,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,4.652003468444726,1.036859344332074,0.04020708048244074,0.4318758438385129,31.1636570957227,29.00654012863513,0.023776223776223775,0.777760019371183,66,1.0,2026-06-17T12:10:12.433031+00:00,2026-07-03T09:04:07.956933Z ARIMA,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,475.13359228782144,13.708674996768812,0.446043340660442,0.48737130001389917,18.48882227766772,1055.6054310531033,0.5515873015873015,1.175152703826652e-10,64,1.0,2026-06-17T12:10:12.456148+00:00,2026-07-03T09:04:07.956933Z -ARIMA,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,6.9812955901221345,2.284454554705062,0.11694034185921233,0.4293755238534635,-46.12592567236799,8.454303750805067,0.26994535519125684,0.0021112458308986306,61,1.0,2026-06-17T12:39:00.859383+00:00,2026-07-03T08:06:09.989488Z +ARIMA,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,7.027858689934816,2.2982757774733398,0.11619566677503129,0.4236316028569173,-46.0510749536441,8.392731977734844,0.27974616604970914,0.0013126975605401452,62,1.0,2026-06-17T12:39:00.859383+00:00,2026-07-03T09:20:36.985472Z ARIMA,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,11.712897211125693,3.0575495661178085,0.5868846904181211,0.35151659866427587,18.841669498808102,8.49977502431089,0.5089285714285714,2.7771468812864514e-09,64,1.0,2026-06-17T12:10:12.513260+00:00,2026-07-03T09:04:07.956933Z -ARIMA,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1224.3579624701233,25.02555498446409,0.01230773473778755,0.1465628656983207,-5.291035819129555,3120.780120269914,0.19503545607749775,0.0010349013612774315,130,1.0,2026-06-17T12:26:17.165483+00:00,2026-07-03T08:45:14.545252Z +ARIMA,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1217.5510376040047,24.973747062425826,0.012284206339292204,0.1455137598563106,-4.808181881872866,3109.7300352668753,0.18992735922708748,0.0013381118338971177,131,1.0,2026-06-17T12:26:17.165483+00:00,2026-07-03T09:20:36.985472Z ARIMA,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,1180.3149315930734,23.008458593998338,0.1938224225386649,0.3280648161673207,49.8821374380932,1479.0116524310665,0.5238095238095238,0.1361111111111111,7,1.0,2026-06-17T12:10:12.582752+00:00,2026-07-02T11:01:40.000947Z -Chronos-2,binance_btcusdt_1h_close/1h/short,Finance,1h,24,476801.28578345326,452.14598779717716,0.010044813935549554,0.13529108042097848,32.500579370582095,793840.9308728812,0.6950625274324697,6.99258591678036e-124,519,1.0,2026-06-16T12:06:40.343188+00:00,2026-07-03T09:04:07.956933Z -Chronos-2,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.532580720977222e-07,0.00024418607286364754,,,-42.26852593856679,1.0127265303785375e-06,-0.08523994136476555,0.24820146706590496,101,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:45:14.545252Z -Chronos-2,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.729686274365332e-18,1.3151753777977037e-09,,,0.0,1.932425510701068e-34,0.0,1.0,149,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:56:02.500105Z +Chronos-2,binance_btcusdt_1h_close/1h/short,Finance,1h,24,477945.5586473946,453.2674165381753,0.010056985801746934,0.13505574042798796,32.52841424869033,793504.9241692626,0.6949607232844227,4.405158904276515e-124,520,1.0,2026-06-16T12:06:40.343188+00:00,2026-07-03T09:20:36.985472Z +Chronos-2,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.4979475766540755e-07,0.00024179210426808072,,,-41.83721444939774,1.0083074257887616e-06,-0.09423328126816999,0.19994013164443236,102,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z +Chronos-2,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.729686274365332e-18,1.3151753777977035e-09,,,0.0,1.9323819890742995e-34,0.0,1.0,150,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z Chronos-2,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.4651778297080815,1.3959851777128593,0.0468339628673561,0.07414336631854028,21.050105949379542,1.9737274314628876,-0.0999696668730821,0.3358037059451552,50,1.0,2026-06-17T05:11:12.972050+00:00,2026-07-03T09:04:07.956933Z -Chronos-2,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.1883900802886172,0.34139188719207136,0.5267164514855344,0.1743917518083897,43.24053036658502,0.292817361825543,0.06789445523922165,0.0982768192378217,267,0.9775280898876404,2026-06-16T12:06:44.487655+00:00,2026-07-03T08:56:02.500105Z -Chronos-2,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,2.099009376642601,1.0601117594267375,0.16075720200679133,0.5301648623209084,0.965104047505402,4.118293394274472,-0.341524616669044,1.8565222151559943e-13,210,1.0,2026-06-16T12:06:47.974062+00:00,2026-07-03T08:45:14.545252Z +Chronos-2,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.18773560355686275,0.3405433169720702,0.5248995809541057,0.17394889152750068,43.467527823981726,0.2924648206828118,0.06378221253284141,0.11969050860989341,268,0.9776119402985075,2026-06-16T12:06:44.487655+00:00,2026-07-03T09:20:36.985472Z +Chronos-2,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,2.0896845599070635,1.05680597914482,0.16095798866964292,0.5282345742023409,1.1664488225079805,4.1107084390567215,-0.3449693344696829,9.265862701514197e-14,211,1.0,2026-06-16T12:06:47.974062+00:00,2026-07-03T09:20:36.985472Z Chronos-2,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,6.202714267707893,1.201770757250109,0.04472988937475542,0.5590233593432391,31.921429655387715,30.707916735900916,0.045621045621045624,0.5544623031308092,78,1.0,2026-06-16T13:12:22.165146+00:00,2026-07-03T09:04:07.956933Z Chronos-2,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,242.84722144477965,9.664029161527662,0.33667859791541765,0.5053760192971251,36.78676831283884,555.3228298227086,0.5635802469135803,9.53634639939105e-14,81,1.0,2026-06-16T13:12:26.984109+00:00,2026-07-03T09:04:07.956933Z -Chronos-2,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.3023411199830517,0.9268316938898954,0.042050285525924366,0.1078248092411015,17.93149272168115,1.611712938959662,0.5949367088607596,8.514086660061134e-15,79,1.0,2026-06-16T13:12:32.541423+00:00,2026-07-03T08:06:09.989488Z +Chronos-2,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.386859619469524,0.9507423826212049,0.042661101318510766,0.10754116462995081,17.086106746079942,1.7709340727352225,0.6050632911392404,1.962148643858997e-15,80,1.0,2026-06-16T13:12:32.541423+00:00,2026-07-03T09:20:36.985472Z Chronos-2,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,9.757931681957835,2.6147792146506683,0.5854312529618022,0.36958260503280776,23.41301165164638,9.481293365267236,0.5425925925925925,7.508618741755808e-13,81,1.0,2026-06-16T13:12:36.348072+00:00,2026-07-03T09:04:07.956933Z -Chronos-2,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,904.4501969804622,16.83819762994099,0.008032704544843781,0.17735674599618553,20.0494051622958,2800.8873600318316,0.16367566774142944,0.0034555059795677947,146,1.0,2026-06-16T12:40:50.960167+00:00,2026-07-03T08:45:14.545252Z +Chronos-2,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,898.408349284376,16.751115677936603,0.007989559152416956,0.1761656776526297,20.668416249532694,2792.239855222918,0.1618167624185848,0.003719510424156841,147,1.0,2026-06-16T12:40:50.960167+00:00,2026-07-03T09:20:36.985472Z Chronos-2,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,97.34953388996685,6.557044894923921,0.06344735943916392,0.1427561685379016,92.8677309025419,134.1969041725242,0.7142857142857143,0.03015873015873016,7,1.0,2026-06-17T09:43:59.015450+00:00,2026-07-02T11:01:40.000947Z -Chronos-Bolt,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1712822.2609532676,1303.0826628043028,0.020806004613052362,0.01704392759295165,26.7012781972891,336930.0072100129,-0.3571428571428571,0.27509920634920637,8,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z -Chronos-Bolt,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,24494.29886562596,156.5065457596773,0.6356253615465683,0.5956771935646294,,,,,1,1.0,2026-07-03T09:09:32.174927+00:00,2026-07-03T09:09:32.174927+00:00 -Chronos-Bolt,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.2825236033380433e-15,5.729331202974779e-08,,,0.0,0.0,0.0,1.0,2,0.0,2026-07-03T08:14:44.325135Z,2026-07-03T08:45:14.545252Z -Chronos-Bolt,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.0941039077622847e-12,1.0459942197556757e-06,,,-100.0,0.0,0.0,1.0,4,0.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:56:02.500105Z +Chronos-Bolt,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1646096.9524905595,1275.4794477630771,0.02035260726121577,0.016564705560680952,28.408420811209417,373365.7752709986,-0.4444444444444444,0.11943893298059964,9,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z +Chronos-Bolt,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,24494.29886562596,156.5065457596773,0.6356253615465683,0.5956771935646294,,,,,1,1.0,2026-07-03T09:24:40.047676+00:00,2026-07-03T09:24:40.047676+00:00 +Chronos-Bolt,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.2825236033380437e-15,5.729331202974779e-08,,,0.0,4.830766739553803e-31,0.0,1.0,3,0.0,2026-07-03T08:14:44.325135Z,2026-07-03T09:20:36.985472Z +Chronos-Bolt,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.0941039077622847e-12,1.0459942197556757e-06,,,-100.0,0.0,0.0,1.0,5,0.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z Chronos-Bolt,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.5429649771078099,0.7368615725547166,0.024579411757571498,0.023231561097247264,48.055880885914135,0.0,0.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z -Chronos-Bolt,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.0867036511154664,1.0378689081225694,0.5447197623665675,0.5508452899460062,-75.99119386281008,0.22359167697274293,-0.6666666666666669,0.3333333333333333,4,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:56:02.500105Z -Chronos-Bolt,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.2258183058384234,0.4745131943177466,0.26799276522644155,0.15464783733638257,7.64178320447537,0.029191515481554686,-0.816496580927726,0.22067136191984693,3,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:45:14.545252Z +Chronos-Bolt,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.920601905383782,0.9315265292260715,0.4818060975165387,0.48255697189311764,-60.42262584214476,0.4188602131787865,-0.7999999999999999,0.08333333333333333,5,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z +Chronos-Bolt,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.2031128611673011,0.44773957959885613,0.25149868633184796,0.1510482657638469,14.340389538281226,0.051285916730880586,-0.9128709291752769,0.07095149242730563,4,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z Chronos-Bolt,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,0.18352545823093652,0.4212264845996211,0.021372903988754133,0.022286702012134785,37.35878661182514,0.093003960683017,1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z Chronos-Bolt,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,171.18141302462396,12.98372384953416,0.3093862183308984,0.21857799138522332,78.24708892423604,59.264156223824074,1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z -Chronos-Bolt,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,4.761139635385007,2.182003582807555,0.06294517053790372,0.058416879201149324,-25.715398582130284,,,,1,1.0,2026-07-03T08:06:09.989488Z,2026-07-03T08:06:09.989488Z +Chronos-Bolt,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,5.412552189613734,2.3222577298506204,0.0681913761232463,0.06316999053340247,-22.629374075214205,0.9212364688903657,1.0,1.0,2,1.0,2026-07-03T08:06:09.989488Z,2026-07-03T09:20:36.985472Z Chronos-Bolt,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,19.623433844954377,4.421221216239949,0.5669431016482331,0.3032608276433905,22.42911144099596,3.4527853001175144,-1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z -Chronos-Bolt,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,2164.840841509402,46.52785017072465,0.018571994141202166,0.01654742895145643,-7.174560901788122,0.0,0.0,1.0,2,1.0,2026-07-03T08:14:44.325135Z,2026-07-03T08:45:14.545252Z -Chronos-Bolt,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,1241.3020611748964,35.23211689885943,0.1498591210836874,0.1189677861688091,,,,,1,1.0,2026-07-03T09:09:32.174927+00:00,2026-07-03T09:09:32.174927+00:00 -ETS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,640361.3062773165,589.7780977128765,0.010933102607832665,0.12326557138747468,32.93157096291721,985649.9724583243,0.6791709068790867,1.1676378174703695e-94,414,1.0,2026-06-17T12:10:12.660440+00:00,2026-07-03T09:04:07.956933Z -ETS,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.47770678139914e-05,0.002866988951254147,,,-42.2035196110618,7.656755853239107e-05,-0.06753552266756938,0.3571755019104581,102,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:45:14.545252Z -ETS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128039e-08,,,0.0,0.0,0.0,1.0,152,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:56:02.500105Z +Chronos-Bolt,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1471.549978512029,34.091174296317945,0.013613551314934866,0.01206755789758369,24.307083084917434,1200.8149991347236,-0.816496580927726,0.22067136191984693,3,1.0,2026-07-03T08:14:44.325135Z,2026-07-03T09:20:36.985472Z +Chronos-Bolt,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,1241.3020611748964,35.23211689885943,0.1498591210836874,0.1189677861688091,,,,,1,1.0,2026-07-03T09:24:40.047676+00:00,2026-07-03T09:24:40.047676+00:00 +ETS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,639059.5596363051,589.119459981691,0.010919233044695184,0.1229771547764044,33.07611516411026,984815.9582210823,0.6738723007973925,1.933161624496645e-93,415,1.0,2026-06-17T12:10:12.660440+00:00,2026-07-03T09:20:36.985472Z +ETS,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.44394263789469e-05,0.002839154751645196,,,-41.79377670221654,7.626832118348872e-05,-0.07680535768622228,0.2931100842224619,103,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z +ETS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128038e-08,,,0.0,0.0,0.0,1.0,153,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z ETS,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,42.665818873603904,5.995901769810045,0.20917540172306492,0.35053862679932785,-77.70464142937782,28.09745651966694,-0.24368847792005055,0.02047251409892571,49,1.0,2026-06-18T05:03:30.268230+00:00,2026-07-03T09:04:07.956933Z -ETS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.222361587678085,0.9194621757842257,1.5167117664757466,0.6200930002334378,-13.485831051552509,1.551926599622078,-0.30431814302782045,2.549281471156015e-11,217,0.9769585253456221,2026-06-17T12:10:12.697348+00:00,2026-07-03T08:56:02.500105Z -ETS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,2.4616102422076556,1.1470597505431723,0.21187432014118002,0.6044559379812962,-10.35660147324702,4.807162519558646,-0.4212940704160497,5.898190420212423e-17,179,1.0,2026-06-17T12:10:12.728630+00:00,2026-07-03T08:45:14.545252Z +ETS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.2172146312466037,0.916697401374409,1.5103285403212539,0.618009022303995,-13.216604798347866,1.5502103970355177,-0.30774108992516813,1.3675375554217255e-11,218,0.9770642201834863,2026-06-17T12:10:12.697348+00:00,2026-07-03T09:20:36.985472Z +ETS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,2.44861177679061,1.1426267653972997,0.21172344537532714,0.6020132269579086,-10.08319351671117,4.796886990799079,-0.42474697783702225,2.6767606726050434e-17,180,1.0,2026-06-17T12:10:12.728630+00:00,2026-07-03T09:20:36.985472Z ETS,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,4.718027492886423,1.0385600712677026,0.04492953270947704,0.372071707309121,17.08136209534745,29.396610445133074,0.0909090909090909,0.28052073287801227,66,1.0,2026-06-17T12:10:12.747284+00:00,2026-07-03T09:04:07.956933Z ETS,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,1435.4684092717787,17.825626009622212,0.7932925834241666,0.9595442908841135,2.1735801023958468,8119.964765163975,0.5525793650793651,1.0886742404987146e-10,64,1.0,2026-06-17T12:10:12.763932+00:00,2026-07-03T09:04:07.956933Z -ETS,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,68.90255498914959,6.4296294265710925,0.3077550600076225,1.0625265040909069,-78.24478454461645,107.91470176891852,0.21092896174863388,0.016303699035023867,61,1.0,2026-06-17T12:39:01.037191+00:00,2026-07-03T08:06:09.989488Z +ETS,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,68.95989021745703,6.463219075862264,0.3066172122040316,1.0492651306138732,-78.42366616477386,107.02745198239727,0.2215758857747224,0.010926513726306271,62,1.0,2026-06-17T12:39:01.037191+00:00,2026-07-03T09:20:36.985472Z ETS,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,11.41164160287379,3.024358043099353,0.6040137330682825,0.3652307494671901,20.14859284846777,8.084689062792952,0.5357142857142857,3.921718877456115e-10,64,1.0,2026-06-17T12:10:12.797899+00:00,2026-07-03T09:04:07.956933Z -ETS,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1106.1809054243647,21.750259357687174,0.009850954293276395,0.13949667107599326,6.517602995420271,2772.06184131462,0.18426662721432305,0.0019370974430690617,130,1.0,2026-06-17T12:26:17.324923+00:00,2026-07-03T08:45:14.545252Z +ETS,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1110.6946087638703,21.898733999319393,0.009891749140120074,0.1385478039626635,6.351959701316154,2761.862700489445,0.19299070373075017,0.0011164229395945265,131,1.0,2026-06-17T12:26:17.324923+00:00,2026-07-03T09:20:36.985472Z ETS,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,1365.0612722655562,24.098638394988747,0.207773594688997,0.38032333077493174,45.03410483533793,2026.1424879764963,0.5238095238095238,0.1361111111111111,7,1.0,2026-06-17T12:10:12.836543+00:00,2026-07-02T11:01:40.000947Z -Moirai-2.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1771824.7211250465,1323.3671999565222,0.021070081116587248,0.017909276545973293,25.33794098780453,385680.0101268026,-0.3571428571428571,0.27509920634920637,8,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z -Moirai-2.0,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,20775.499102946527,144.13708441253598,0.5779948164087865,0.5370367497191665,,,,,1,1.0,2026-07-03T09:09:10.029356+00:00,2026-07-03T09:09:10.029356+00:00 -Moirai-2.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,7.853649481634599e-14,2.8024363474724275e-07,,,0.0,0.0,0.0,1.0,2,0.0,2026-07-03T08:14:44.325135Z,2026-07-03T08:45:14.545252Z -Moirai-2.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.2167879962794955e-13,3.488248839001449e-07,,,0.0,0.0,0.0,1.0,4,0.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:56:02.500105Z +Moirai-2.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1685483.9074255626,1287.1458726579942,0.020486292638718276,0.017305798507895855,27.695001819376962,444126.1773725853,-0.4444444444444444,0.11943893298059964,9,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z +Moirai-2.0,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,20775.499102946527,144.13708441253598,0.5779948164087865,0.5370367497191665,,,,,1,1.0,2026-07-03T09:24:08.058449+00:00,2026-07-03T09:24:08.058449+00:00 +Moirai-2.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,7.853649481634599e-14,2.8024363474724275e-07,,,0.0,0.0,0.0,1.0,3,0.0,2026-07-03T08:14:44.325135Z,2026-07-03T09:20:36.985472Z +Moirai-2.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.2167879962794955e-13,3.488248839001449e-07,,,0.0,0.0,0.0,1.0,5,0.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z Moirai-2.0,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,1.1386881610856108,1.0670933235128082,0.03830361121841618,0.03164686962922058,15.222455042363844,0.0,0.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z -Moirai-2.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.048617628351131974,0.19393238266779708,0.09677768573958637,0.1084345525030862,49.568480483469216,0.05335034796826435,-0.3333333333333334,0.75,4,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:56:02.500105Z -Moirai-2.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.30557966557764676,0.5527085325484115,0.31681509230771593,0.1732742606307536,-7.654105628549445,0.012971644739374157,-0.816496580927726,0.22067136191984693,3,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:45:14.545252Z +Moirai-2.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.04067804910388011,0.17403477281794597,0.08580638212505601,0.10055424941571947,58.35633615685424,0.04949625555906354,-0.39999999999999997,0.48333333333333334,5,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z +Moirai-2.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.2992188328972732,0.5468511671276612,0.31410282665591194,0.17396292342994418,-5.890091502384699,0.016553443177997392,-0.9128709291752769,0.07095149242730563,4,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z Moirai-2.0,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,0.4864359296023887,0.6974287866288563,0.035868569320773605,0.03028177388324508,-8.794091955808629,0.010626065602780033,1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z Moirai-2.0,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,202.87133715659456,14.041282238754388,0.3239809674430183,0.2364496850882684,74.91842155384202,94.93178107512541,1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z -Moirai-2.0,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,4.529021505573231,2.1281497845718547,0.06986248442348515,0.06356508980623313,-23.366996412921743,,,,1,1.0,2026-07-03T08:06:09.989488Z,2026-07-03T08:06:09.989488Z +Moirai-2.0,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,4.965946449201889,2.2262787677775027,0.07354966020843655,0.06689142815435783,-18.65104624969882,0.617905181018749,1.0,1.0,2,1.0,2026-07-03T08:06:09.989488Z,2026-07-03T09:20:36.985472Z Moirai-2.0,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,18.161319452265708,4.259832784847699,0.5419557192807676,0.2904060281183762,25.813642210400193,1.4827203298134752,-1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z -Moirai-2.0,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,2120.0140411903462,46.04361021021643,0.018352871437162934,0.010976353736860203,-6.132995745800742,0.0,0.0,1.0,2,1.0,2026-07-03T08:14:44.325135Z,2026-07-03T08:45:14.545252Z -Moirai-2.0,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,344.09016912091255,18.54966762831379,0.0697497455438622,0.0579259663790683,,,,,1,1.0,2026-07-03T09:09:10.029356+00:00,2026-07-03T09:09:10.029356+00:00 -Moving-Average,binance_btcusdt_1h_close/1h/short,Finance,1h,24,909042.6832686099,729.1589805890878,0.01365252290869675,0.1308581670024072,17.819601831176097,1053258.9213355875,0.6734860979518312,4.1045550760442005e-93,414,1.0,2026-06-17T12:10:12.847893+00:00,2026-07-03T09:04:07.956933Z -Moving-Average,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,4.952768913212954e-05,0.0031185558946059504,,,-42.427012119130474,0.00018732605739140616,-0.06753552266756938,0.3571755019104581,102,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:45:14.545252Z -Moving-Average,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128039e-08,,,0.0,0.0,0.0,1.0,152,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:56:02.500105Z +Moirai-2.0,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1413.5182828878362,30.937669028414447,0.012327592517561194,0.007787468196427536,29.216587135324744,1223.6865487118484,-0.816496580927726,0.22067136191984693,3,1.0,2026-07-03T08:14:44.325135Z,2026-07-03T09:20:36.985472Z +Moirai-2.0,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,344.09016912091255,18.54966762831379,0.0697497455438622,0.0579259663790683,,,,,1,1.0,2026-07-03T09:24:08.058449+00:00,2026-07-03T09:24:08.058449+00:00 +Moving-Average,binance_btcusdt_1h_close/1h/short,Finance,1h,24,912393.3524947874,731.0560275063924,0.013680597587100907,0.1305985946366625,17.797177028314177,1054198.2517297445,0.6734299516908212,2.5490607509382064e-93,415,1.0,2026-06-17T12:10:12.847893+00:00,2026-07-03T09:20:36.985472Z +Moving-Average,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,4.904683778137496e-05,0.0030882792974887296,,,-42.01509938010979,0.0001864694004780273,-0.07680535768622228,0.2931100842224619,103,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z +Moving-Average,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128038e-08,,,0.0,0.0,0.0,1.0,153,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z Moving-Average,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,7.48124277508238,2.5073027268295216,0.09009237838414962,0.13275352328314466,-33.61715309108131,4.901502299306895,-0.278764849741876,0.008021498167778977,49,1.0,2026-06-18T05:03:30.400278+00:00,2026-07-03T09:04:07.956933Z -Moving-Average,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.9864530444681523,0.7866954895349483,2.1000186868980073,0.6437676493479627,5.089764299149294,1.4647319078704708,-0.35304659498207885,1.0051229825579413e-14,217,0.9769585253456221,2026-06-17T12:10:12.867076+00:00,2026-07-03T08:56:02.500105Z -Moving-Average,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.9318056928892497,0.9560619392012056,0.15493858252006126,0.5364002368258196,10.179309002440773,3.928943467236095,-0.20697241121528015,3.945630136076508e-05,179,1.0,2026-06-17T12:10:12.884991+00:00,2026-07-03T08:45:14.545252Z +Moving-Average,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.9831528125416156,0.7854570828462252,2.091361544024539,0.6420701116633789,5.065434594026381,1.4621652086490557,-0.35103369551431113,1.2339891976703666e-14,218,0.9770642201834863,2026-06-17T12:10:12.867076+00:00,2026-07-03T09:20:36.985472Z +Moving-Average,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.9225354701287134,0.9536004655514397,0.15582024126505162,0.5349502386073729,10.13679090891412,3.9199269716880587,-0.20436056699090424,4.6944959005788704e-05,180,1.0,2026-06-17T12:10:12.884991+00:00,2026-07-03T09:20:36.985472Z Moving-Average,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,5.989119929649066,1.4162163153718477,0.07110537852598564,0.5401120505265271,13.766544430787137,29.300135431866064,0.03123543123543123,0.710797694238582,66,1.0,2026-06-17T12:10:12.895547+00:00,2026-07-03T09:04:07.956933Z Moving-Average,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,431.0077476296759,14.819414914087954,0.48007156723566713,0.5179995005071125,11.177518523017483,638.3207605214434,0.5882936507936508,6.364803466031011e-12,64,1.0,2026-06-17T12:10:12.904026+00:00,2026-07-03T09:04:07.956933Z -Moving-Average,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.487604966803466,1.4257693082201266,0.06683555457327359,0.21105267062666452,-16.916074975424422,2.1322589240215706,0.4240437158469945,1.372329334706475e-06,61,1.0,2026-06-17T12:39:01.095906+00:00,2026-07-03T08:06:09.989488Z +Moving-Average,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.593762693141675,1.4513462838581792,0.06687219896441185,0.20877303108099804,-17.255021339153693,2.2739176697093724,0.4426229508196722,3.695553735921569e-07,62,1.0,2026-06-17T12:39:01.095906+00:00,2026-07-03T09:20:36.985472Z Moving-Average,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,12.520142461777915,3.138430921841067,0.6545422570541188,0.36518551180733966,17.853095866491483,9.428617693068453,0.5367063492063492,3.6407665162838193e-10,64,1.0,2026-06-17T12:10:12.921461+00:00,2026-07-03T09:04:07.956933Z -Moving-Average,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1536.1659822448169,23.923358887101035,0.011161464017426705,0.16611637359976575,7.102025300917463,4143.449797350494,0.1452595359988235,0.014544030737747368,130,1.0,2026-06-17T12:26:17.359102+00:00,2026-07-03T08:45:14.545252Z +Moving-Average,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1529.2781068913619,23.932924570649796,0.011159180032851494,0.16493122770998184,7.297480472795869,4128.235499515672,0.14845438748519243,0.01216773117128802,131,1.0,2026-06-17T12:26:17.359102+00:00,2026-07-03T09:20:36.985472Z Moving-Average,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,983.7553293653343,21.11536945508266,0.206471189408788,0.37604182005743236,48.28446220099294,1227.1537528895785,0.5238095238095238,0.1361111111111111,7,1.0,2026-06-17T12:10:12.956394+00:00,2026-07-02T11:01:40.000947Z -Seasonal-Naive,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1036886.4521661372,809.1150121757333,0.01498283396750816,0.12304014305977343,0.0,1077629.2583107925,0.7271993543179983,3.0896590059889555e-108,414,1.0,2026-06-17T12:10:12.963911+00:00,2026-07-03T09:04:07.956933Z +Seasonal-Naive,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1040960.3262439352,811.1449225955862,0.015005825467686687,0.12278885211108964,0.0,1079521.7965956216,0.7271404458413363,1.771278896899768e-108,415,1.0,2026-06-17T12:10:12.963911+00:00,2026-07-03T09:20:36.985472Z Seasonal-Naive,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,36436.1429036395,190.88253692687422,0.8264244641534466,0.9402466648974208,0.0,,,,1,1.0,2026-06-29T09:42:32.652885Z,2026-06-29T09:42:32.652885Z -Seasonal-Naive,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,0.00010893246512007873,0.0010334240873496694,,,0.0,0.0011001639694281902,-0.09288986696027392,0.2552147268734355,102,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:45:14.545252Z -Seasonal-Naive,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,152,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:56:02.500105Z +Seasonal-Naive,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,0.00010787486837134009,0.0010233908437831678,,,0.0,0.001094810341699327,-0.09289773523888237,0.2528129010164081,103,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z +Seasonal-Naive,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,153,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z Seasonal-Naive,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,3.0596755547960197,1.5956238478866664,0.05667831867844033,0.08641222142811211,0.0,2.1780483269007305,0.14189048119867445,0.17282063628661037,50,1.0,2026-06-18T05:03:30.473716+00:00,2026-07-03T09:04:07.956933Z -Seasonal-Naive,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.0310627874548517,0.8126479500615031,2.10328799575039,0.6699604965561413,0.0,1.504245955193233,-0.36243386243386244,1.951789344620913e-15,217,0.9769585253456221,2026-06-17T12:10:12.978229+00:00,2026-07-03T08:56:02.500105Z -Seasonal-Naive,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,2.1327599388120837,1.0302310520394617,0.16445175711547239,0.6824753558695354,0.0,4.137091897058976,-0.23448498059685607,3.20752973865703e-06,179,1.0,2026-06-17T12:10:12.994311+00:00,2026-07-03T08:45:14.545252Z +Seasonal-Naive,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.027552690089094,0.8112854257525335,2.094643724126897,0.6681644171051749,0.0,1.5016705291131982,-0.3605885088572275,2.3296285756226016e-15,218,0.9770642201834863,2026-06-17T12:10:12.978229+00:00,2026-07-03T09:20:36.985472Z +Seasonal-Naive,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,2.1224490810897967,1.0274304524772189,0.1652374255763399,0.6802516239063294,0.0,4.127838219199135,-0.23256108292217187,3.62115161125491e-06,180,1.0,2026-06-17T12:10:12.994311+00:00,2026-07-03T09:20:36.985472Z Seasonal-Naive,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,5.912158701522923,1.4481056045762708,0.06870953883453576,0.5148655846393203,0.0,28.865687192118877,0.03166704446537766,0.704827375659998,67,1.0,2026-06-17T12:10:13.002812+00:00,2026-07-03T09:04:07.956933Z Seasonal-Naive,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,525.5241646942627,16.763944002426094,0.5270445181591968,0.6232531152129545,0.0,701.2458092439067,0.5211538461538462,8.412533317805197e-10,65,1.0,2026-06-17T12:10:13.010113+00:00,2026-07-03T09:04:07.956933Z -Seasonal-Naive,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.022709745927151,1.2514480888389097,0.05216204798132637,0.1626239203524194,0.0,1.8501031420463039,0.5613757399534979,1.1572353419513651e-10,62,1.0,2026-06-17T12:39:01.134217+00:00,2026-07-03T08:06:09.989488Z +Seasonal-Naive,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.0553849875507093,1.2636506648448955,0.05234734917973951,0.16099151974817857,0.0,1.8533583482528673,0.560963188365446,8.315948033967135e-11,63,1.0,2026-06-17T12:39:01.134217+00:00,2026-07-03T09:20:36.985472Z Seasonal-Naive,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,18.135539574638788,3.7807878031211244,0.6625433244954034,0.5893185118311326,0.0,13.338612124366513,0.542918986600235,1.6393749969539333e-10,65,1.0,2026-06-17T12:10:13.024713+00:00,2026-07-03T09:04:07.956933Z -Seasonal-Naive,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1810.954496299419,27.19050358660013,0.011338021293379718,0.14317090601844254,0.0,4569.633428953949,0.10737975806795069,0.07434555072325524,130,1.0,2026-06-17T12:26:17.384303+00:00,2026-07-03T08:45:14.545252Z +Seasonal-Naive,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1806.6724009078205,27.252830574941562,0.011332679893219113,0.14215018356620568,0.0,4552.2878237743835,0.11172524904492526,0.06234821693436143,131,1.0,2026-06-17T12:26:17.384303+00:00,2026-07-03T09:20:36.985472Z Seasonal-Naive,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,3919.2207784573843,45.08415468042706,0.3563694794592962,0.8299818160666028,0.0,4190.697528842885,0.4000661320993193,0.17023995462900499,8,1.0,2026-06-17T12:10:13.040774+00:00,2026-07-02T11:01:40.000947Z -Sundial,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1510882.8446432792,1190.7143659421347,0.018345105884690207,0.016761204651889072,23.41156144510435,716809.4616443726,0.5688545688545689,1.0758680626878959e-24,148,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:04:07.956933Z +Sundial,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1513220.0843256027,1191.8739993652616,0.01836626260582034,0.016786088256472955,23.381303445823043,714953.1569312809,0.5633956103754761,2.069786199683507e-24,149,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:20:36.985472Z Sundial,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,26942.28249014914,164.14104450182208,2.360591014522408,0.7305382024738188,,,,,1,1.0,2026-07-01T08:20:13.790420Z,2026-07-01T08:20:13.790420Z -Sundial,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,5.921566922563773e-07,0.0004483246245764553,,,-49.01960784313726,1.5949399219237481e-06,-0.05429864253393665,0.5699280303369774,52,0.0,2026-07-01T08:20:13.790420Z,2026-07-03T08:45:14.545252Z -Sundial,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,5.595644451154274e-16,2.2559791190478275e-08,,,0.0,5.469112379380191e-16,0.0,1.0,74,0.0,2026-07-01T08:20:13.790420Z,2026-07-03T08:56:02.500105Z +Sundial,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,5.809839245620165e-07,0.0004398669287858065,,,-48.07692307692308,1.5816224301187643e-06,-0.07402031930333818,0.4339726683274382,53,0.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:20:36.985472Z +Sundial,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,5.596856387605976e-16,2.25769468623811e-08,,,0.0,5.432043363626319e-16,0.0,1.0,75,0.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:20:36.985472Z Sundial,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.138323001289715,1.4435164416577182,0.042359597686710236,0.03573243467958509,23.556238478308213,0.5931327189620319,-0.6811594202898551,3.7790736665228414e-07,24,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:04:07.956933Z -Sundial,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.11889422634352936,0.2951128007405593,0.7219965932371748,0.14176171270442942,45.46340113067042,0.12000332858501844,-0.15525114155251143,0.05201212415109938,73,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T08:56:02.500105Z -Sundial,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.22598213749155557,0.4638461934322416,0.205199898060777,0.16336266904901325,5.554286020497785,0.10356795931325133,0.6365384615384616,6.595855787970495e-14,65,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T08:45:14.545252Z +Sundial,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.11836270589653576,0.29493650423821427,0.7136329833920972,0.14125878249700483,45.57943379427851,0.11926623029591683,-0.15290633098852277,0.05393452814560117,74,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:20:36.985472Z +Sundial,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.22685211427219773,0.46488418799255204,0.20669218513921864,0.16466113551630662,5.450723847498306,0.10301094402224503,0.6279720279720279,9.025156809487226e-14,66,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:20:36.985472Z Sundial,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,1.7434769965986607,1.0329330910659984,0.0536990000758746,0.0452394127199031,9.618637246934567,2.5051657488950525,0.17786561264822134,0.24828475995311994,23,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:04:07.956933Z Sundial,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,646.3334679139397,20.443802119708028,0.2627519859522032,0.26610489444233326,41.86414652249518,815.44447863045,-0.2318840579710145,0.11887659001932085,24,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:04:07.956933Z -Sundial,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.4789098334644772,1.4923747695804184,0.044753623934601215,0.038776021141497766,18.172590120675473,1.4898086166676046,-0.24761904761904766,0.12453202701123642,21,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T08:06:09.989488Z +Sundial,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.602781034532496,1.528232482489205,0.04603915988039276,0.04017774252081818,16.731396268462227,1.5656971166636213,-0.14285714285714285,0.3711989339777388,22,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:20:36.985472Z Sundial,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,19.723418014457874,4.402384748097509,0.5005818201564386,0.2829764650910447,21.85200913113895,5.18760805120363,-0.2246376811594203,0.13127236323377936,24,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:04:07.956933Z -Sundial,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,670.8102000684042,20.381837685775416,0.006179168685853454,0.00523157457148224,-9.920532129692578,852.1487589396473,-0.33237958793552663,0.0006805894469988405,50,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T08:45:14.545252Z +Sundial,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,665.0922917829813,20.36401691030307,0.006186102049886748,0.005219265654212848,-8.653124689341444,844.5719480590859,-0.31459025987400774,0.001154371248191753,51,1.0,2026-07-01T08:20:13.790420Z,2026-07-03T09:20:36.985472Z Sundial,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,423.83673384262335,20.58250846956932,0.07300563494449645,0.05263435518391749,89.60619048739426,22.215068357487805,-1.0,0.3333333333333333,3,1.0,2026-07-01T08:20:13.790420Z,2026-07-02T11:01:40.000947Z -TabPFN-TS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1490419.2109949589,1182.447546281454,0.018474684761253503,0.018482835648012383,33.51584559712545,569275.3869415009,0.14285714285714285,0.7195436507936508,8,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:04:07.956933Z +TabPFN-TS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1460902.5365665578,1174.030361665998,0.018293132046337025,0.018301294499993903,34.01660385386417,539820.5854995076,0.0,1.0,9,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:20:36.985472Z TabPFN-TS,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,30432.245376910596,174.44840319392608,0.7106828034516671,0.8392463572886636,,,,,1,1.0,2026-07-01T13:07:24.792624Z,2026-07-01T13:07:24.792624Z -TabPFN-TS,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,0.0,0.0,,,0.0,0.0,0.0,1.0,3,0.0,2026-07-01T13:07:24.792624Z,2026-07-03T08:45:14.545252Z -TabPFN-TS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,4,0.0,2026-07-01T13:07:24.792624Z,2026-07-03T08:56:02.500105Z +TabPFN-TS,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,0.0,0.0,,,0.0,0.0,0.0,1.0,4,0.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:20:36.985472Z +TabPFN-TS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,5,0.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:20:36.985472Z TabPFN-TS,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,1.5419002215729354,1.231894898297413,0.038885631011425906,0.03994255098979146,-10.899610941946875,0.5435455463778794,1.0,1.0,2,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:04:07.956933Z -TabPFN-TS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.7190533525145606,0.8447530649824275,0.7013761782572174,0.4782433327091932,-60.773348141529084,0.14922665670401977,-0.6666666666666669,0.3333333333333333,4,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T08:56:02.500105Z -TabPFN-TS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.2987186428863298,0.5178888531396603,0.27105323954284316,0.2542917973931791,-4.267354579773282,0.19714199817665473,0.33333333333333337,1.0,3,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T08:45:14.545252Z +TabPFN-TS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.6927486018066894,0.8291034107533554,0.6317164050186111,0.4611289401823167,-55.00324080639381,0.14198994982853813,-0.7999999999999999,0.08333333333333333,5,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:20:36.985472Z +TabPFN-TS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.3047696225440803,0.5304823292200287,0.2808785963562169,0.2626000569118892,-5.122929271956023,0.16142005983147448,0.0,1.0,4,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:20:36.985472Z TabPFN-TS,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,0.1400961716965791,0.32110548431971453,0.015833684717594897,0.015314913203083536,-15.929132947466984,0.17467061580152143,1.0,1.0,2,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:04:07.956933Z TabPFN-TS,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,264.11174715397965,15.882157148449831,0.24269873798190533,0.288540097559709,80.30350100455087,154.7599083684072,-1.0,1.0,2,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:04:07.956933Z -TabPFN-TS,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.6848410480734703,1.2503256484387772,0.037417162408793905,0.037866234495085416,4.781228711592171,1.232832861790567,1.0,1.0,2,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T08:06:09.989488Z +TabPFN-TS,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.3589736872351446,1.4753568210248291,0.04480450589512195,0.0458298089303307,4.791664198925574,1.4571557494326446,1.0,0.3333333333333333,3,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:20:36.985472Z TabPFN-TS,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,22.452490630584272,4.733274683590976,0.7406380447692612,0.4065557043172208,17.768537767671415,2.951420522916472,-1.0,1.0,2,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:04:07.956933Z -TabPFN-TS,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1596.21841995832,37.957900371337594,0.01357621658856962,0.013523665881425737,-7.697415774563647,1024.519140073211,0.816496580927726,0.22067136191984693,3,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T08:45:14.545252Z +TabPFN-TS,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1507.6985876038673,37.27942369859055,0.013713588404484065,0.013674175374126152,-5.026467783247033,855.0454306435864,0.18257418583505539,0.7179816667337766,4,1.0,2026-07-01T13:07:24.792624Z,2026-07-03T09:20:36.985472Z TabPFN-TS,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,459.0989287677221,21.426593960957074,0.06551843551522653,0.060824312418524165,,,,,1,1.0,2026-07-01T13:07:24.792624Z,2026-07-01T13:07:24.792624Z -TiRex,binance_btcusdt_1h_close/1h/short,Finance,1h,24,475195.57148984476,462.794182593205,0.010385630477891213,0.14332653053939753,26.40961665736982,731840.6175422331,0.719850658989699,3.182233081599346e-132,517,1.0,2026-06-16T12:07:33.925127+00:00,2026-07-03T09:04:07.956933Z -TiRex,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,7.861633752982731e-08,0.00011995672536301495,,,-42.268117886872695,2.0540103575277745e-07,-0.10700457850986027,0.14980729068108972,100,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:45:14.545252Z -TiRex,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,2.0440368407041843e-18,1.4296981641955703e-09,,,0.0,0.0,0.0,1.0,147,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:56:02.500105Z +TiRex,binance_btcusdt_1h_close/1h/short,Finance,1h,24,475798.03197364765,463.61365796506647,0.010392468349966683,0.14307312986863482,26.481779894784346,731261.0636953511,0.719229591570017,2.979854610032446e-132,518,1.0,2026-06-16T12:07:33.925127+00:00,2026-07-03T09:20:36.985472Z +TiRex,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,7.783795795090886e-08,0.00011876911110452798,,,-41.83681056149644,2.045211064538016e-07,-0.11564904502413835,0.1180671120018177,101,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z +TiRex,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,2.0440368407041847e-18,1.4296981641955703e-09,,,0.0,3.864939246917114e-34,0.0,1.0,148,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z TiRex,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.5561039166262405,1.438015881043001,0.04652158985755962,0.06996474585615041,16.576423040978685,1.8259400685454623,0.5080056710010721,1.2782947469224694e-06,49,1.0,2026-06-17T05:15:19.765080+00:00,2026-07-03T09:04:07.956933Z -TiRex,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.20418183645491947,0.35400293699695656,0.6447412916476603,0.17535312779359352,43.05540943066069,0.3342139939651724,0.04491417222301036,0.2750059251789081,266,0.9774436090225563,2026-06-16T12:07:37.946365+00:00,2026-07-03T08:56:02.500105Z -TiRex,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,2.015249198204068,1.0670214183185485,0.1662495936009594,0.5091360595068524,-3.419317142648461,3.811531075824053,-0.33861602231244964,3.853814110381373e-13,208,1.0,2026-06-16T12:07:42.045490+00:00,2026-07-03T08:45:14.545252Z +TiRex,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.20344164815402008,0.35298023576524,0.6423992270150555,0.17489858546917517,43.30605641410542,0.3338043683827726,0.0384387936132466,0.3492707202742835,267,0.9775280898876404,2026-06-16T12:07:37.946365+00:00,2026-07-03T09:20:36.985472Z +TiRex,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,2.0064085877589455,1.063874631181079,0.1665655405635555,0.5073658287130423,-3.257447333813524,3.8045050642845166,-0.3414499862312286,2.1476088453662348e-13,209,1.0,2026-06-16T12:07:42.045490+00:00,2026-07-03T09:20:36.985472Z TiRex,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,6.0807693879340174,1.1131276203521303,0.039825486289381,0.5222711412857042,40.24810468899809,31.263616827690846,0.03228070175438597,0.6798944087486178,76,1.0,2026-06-16T13:14:27.889152+00:00,2026-07-03T09:04:07.956933Z TiRex,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,215.54401035547733,8.838079752746012,0.31839174412790794,0.4948092708974755,38.88215561045906,516.5618258047214,0.4677052904901006,1.0592177235799541e-09,79,1.0,2026-06-16T13:14:34.959433+00:00,2026-07-03T09:04:07.956933Z -TiRex,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.0959680338405984,0.871709091242959,0.04199398106685217,0.11661926848001664,20.168302512872234,1.3178884572142424,0.6473000683526999,8.057422213694856e-17,77,1.0,2026-06-16T13:14:39.480658+00:00,2026-07-03T08:06:09.989488Z +TiRex,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.160956272346315,0.8923660516193391,0.042454548377043926,0.11602763687256676,19.493212427294868,1.4295819323552168,0.6556776556776558,1.9750058536524482e-17,78,1.0,2026-06-16T13:14:39.480658+00:00,2026-07-03T09:20:36.985472Z TiRex,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,9.666182998649461,2.624241347687462,0.5931182986873662,0.36862158184822935,21.284932187350552,8.933714639275731,0.5517815517815517,8.732996793545288e-13,78,1.0,2026-06-16T13:14:44.379149+00:00,2026-07-03T09:04:07.956933Z -TiRex,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,724.2826247690176,14.786271638451977,0.007142122374779506,0.17669340940580103,20.084136379910213,2189.587012293365,0.2142559956198573,0.0001293915101469485,146,1.0,2026-06-16T12:42:39.570887+00:00,2026-07-03T08:45:14.545252Z +TiRex,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,719.5459504489022,14.721675908662839,0.007105104535872216,0.1755063746854696,20.68841892468744,2182.8311380311015,0.21226771605948308,0.00014152141198868853,147,1.0,2026-06-16T12:42:39.570887+00:00,2026-07-03T09:20:36.985472Z TiRex,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,127.21965129840893,7.532079169838731,0.05628161235896661,0.1348787861976928,92.79024683063659,162.960282069556,1.0,0.0003968253968253968,7,1.0,2026-06-17T09:45:42.165364+00:00,2026-07-02T11:01:40.000947Z -TimesFM-2.5,binance_btcusdt_1h_close/1h/short,Finance,1h,24,460883.70333164785,456.4243798253377,0.010151215435229875,0.16511115993964443,30.748140264779845,698344.4324389296,0.6795068654953491,6.1380861860758e-119,521,1.0,2026-06-16T12:06:55.147862+00:00,2026-07-03T09:04:07.956933Z -TimesFM-2.5,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.936415922109507e-08,4.451121711355174e-05,,,-36.08247422680412,3.3446002929735864e-07,0.011240851207597487,0.8809796611088069,101,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:45:14.545252Z -TimesFM-2.5,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,149,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T08:56:02.500105Z +TimesFM-2.5,binance_btcusdt_1h_close/1h/short,Finance,1h,24,461872.84720534977,457.4437637119303,0.010166959707996056,0.16482103568870718,30.789486661047047,698039.8401839271,0.6794110941969833,3.936060760221663e-119,522,1.0,2026-06-16T12:06:55.147862+00:00,2026-07-03T09:20:36.985472Z +TimesFM-2.5,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.897823609147649e-08,4.407483263204633e-05,,,-35.714285714285715,3.328229908229053e-07,0.0017599987398126187,0.9812185782727224,102,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z +TimesFM-2.5,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,150,0.0,2026-06-29T07:34:52.372126Z,2026-07-03T09:20:36.985472Z TimesFM-2.5,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.4958239417839088,1.4197578168142013,0.05235428207305647,0.08814482265896151,12.765331006238407,2.255306292176815,-0.073429047349255,0.4795904562021609,50,1.0,2026-06-17T05:12:05.733003+00:00,2026-07-03T09:04:07.956933Z -TimesFM-2.5,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.09263516341262365,0.24348559590059202,0.3106314639468263,0.15457111371980767,60.585321097185286,0.14876837079898125,-0.020002837281883956,0.6268575003776791,266,0.9774436090225563,2026-06-16T12:07:01.390017+00:00,2026-07-03T08:56:02.500105Z -TimesFM-2.5,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,1.8174412362414982,0.985545716329544,0.1423730031320008,0.592824211871039,6.128272829510726,3.6687295009961263,-0.25067741532153553,6.150735720541898e-08,211,1.0,2026-06-16T12:07:07.769114+00:00,2026-07-03T08:45:14.545252Z +TimesFM-2.5,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.09254976223665033,0.24356340054454048,0.3099466704529586,0.15437971780330845,60.574790197606085,0.14849502471189266,-0.017938103686181744,0.6622547769558649,267,0.9775280898876404,2026-06-16T12:07:01.390017+00:00,2026-07-03T09:20:36.985472Z +TimesFM-2.5,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,1.8096833303440056,0.9828575304833713,0.14253939145177105,0.5910737405782779,6.227190757578953,3.6617681429980746,-0.252382047999511,4.646838809757333e-08,212,1.0,2026-06-16T12:07:07.769114+00:00,2026-07-03T09:20:36.985472Z TimesFM-2.5,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,6.118413482352774,1.1793440029896767,0.04224713184536814,0.6293273159180921,34.90698278387932,30.67752071497921,0.04381694255111977,0.5676615298179176,79,1.0,2026-06-16T13:13:08.030961+00:00,2026-07-03T09:04:07.956933Z TimesFM-2.5,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,223.7196468411353,8.938717778773269,0.3083461261703904,0.5812253065842385,38.34066976420716,549.1045225545818,0.4628124059018368,7.514953554989903e-10,82,1.0,2026-06-16T13:13:12.832013+00:00,2026-07-03T09:04:07.956933Z -TimesFM-2.5,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.0646183682212704,0.8275161494108115,0.04648090145277239,0.12953707859752253,24.21366514395864,1.4215030249822869,0.6419753086419753,2.1929921444234132e-17,81,1.0,2026-06-16T13:13:17.753731+00:00,2026-07-03T08:06:09.989488Z +TimesFM-2.5,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.1299465680738678,0.8483278298385852,0.04706885028318993,0.12891821630258055,23.451433135607733,1.531561862740159,0.6501053899427883,5.3514264051556124e-18,82,1.0,2026-06-16T13:13:17.753731+00:00,2026-07-03T09:20:36.985472Z TimesFM-2.5,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,9.31691988916382,2.563659652996412,0.5089107025956392,0.5150915325816944,22.59467775609676,8.82552747135694,0.5453176753989762,4.104533165251258e-13,82,1.0,2026-06-16T13:13:22.668298+00:00,2026-07-03T09:04:07.956933Z -TimesFM-2.5,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,778.6691294965783,14.848074454419901,0.007498996476262504,0.2186934197071642,23.721683691543852,2574.231554832957,0.19937469457347573,0.00035109835999228326,147,1.0,2026-06-16T12:41:30.056174+00:00,2026-07-03T08:45:14.545252Z +TimesFM-2.5,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,774.7532003845266,14.8430921386698,0.007465190137093911,0.2172565000219943,24.108967880682542,2565.903004636388,0.20063655978243936,0.0003066769727688853,148,1.0,2026-06-16T12:41:30.056174+00:00,2026-07-03T09:20:36.985472Z TimesFM-2.5,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,107.95101181513382,6.9625682483176545,0.0607086404115757,0.1907709756110462,92.39681780457543,140.04283581049745,0.5238095238095238,0.1361111111111111,7,1.0,2026-06-17T09:44:33.543452+00:00,2026-07-02T11:01:40.000947Z -Toto-1.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,2344949.4963850975,1523.6825667465855,0.022543135650899868,0.019023707849588116,11.796412326459897,520513.6178649314,0.0,1.0,8,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z -Toto-1.0,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,35424.06122722315,188.2128083506092,0.5823168903941691,0.5740491643996976,,,,,1,1.0,2026-07-03T09:08:45.746885+00:00,2026-07-03T09:08:45.746885+00:00 -Toto-1.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,1.966286827960797,1.2588711609769465,,,-100.0,2.1993318020403168,1.0,1.0,2,0.0,2026-07-03T08:14:44.325135Z,2026-07-03T08:45:14.545252Z -Toto-1.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.8335034228942871,0.4797573653304172,,,-100.0,1.6623689432958946,-0.6666666666666669,0.3333333333333333,4,0.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:56:02.500105Z +Toto-1.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,2207609.3525447845,1471.38868233378,0.02209562468691637,0.018520366910346225,15.173666353960167,637831.0584125592,-0.2222222222222222,0.47670855379188715,9,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z +Toto-1.0,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,35424.06122722315,188.2128083506092,0.5823168903941691,0.5740491643996976,,,,,1,1.0,2026-07-03T09:23:39.293921+00:00,2026-07-03T09:23:39.293921+00:00 +Toto-1.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,1.3314532812400437,0.9221035326277797,,,-100.0,1.9046183564848644,-0.33333333333333337,1.0,3,0.0,2026-07-03T08:14:44.325135Z,2026-07-03T09:20:36.985472Z +Toto-1.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.7364124002966697,0.501797130906226,,,-100.0,1.4559313895480401,-0.19999999999999998,0.8166666666666667,5,0.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z Toto-1.0,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.8585260275614626,0.9231133873641708,0.02756650057060624,0.02455735881987304,29.124170908163627,0.20867592815594735,1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z -Toto-1.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.09692340677283391,0.28804123579540225,0.12569255266396565,0.12922804541678784,20.38407304055527,0.06854813722387836,-1.0,0.08333333333333333,4,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:56:02.500105Z -Toto-1.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.3421236845238174,0.5839357302712488,0.30027559352020744,0.18268883774161673,-12.925696616484808,0.04815822187433378,0.33333333333333337,1.0,3,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T08:45:14.545252Z +Toto-1.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.09252862998230046,0.28518680962451104,0.10625097413120002,0.11273681397813903,27.510652192789472,0.06017229971374536,-0.6,0.23333333333333334,5,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z +Toto-1.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.36354527355292154,0.6014697708440508,0.2966758713062691,0.18210718392460978,-15.05196302807164,0.0581522208993406,0.6666666666666669,0.3333333333333333,4,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:20:36.985472Z Toto-1.0,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,0.656309104170892,0.723262454131629,0.01946907003603488,0.02258259533327281,1.3259875786204098,0.746610141945734,1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z Toto-1.0,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,553.7580845515946,23.512637100168487,0.27683607212751343,0.20400537310403055,43.020246948755215,63.57918451499353,-1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z -Toto-1.0,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,3.1715875035112426,1.7808951410768807,0.04978137954570037,0.04393984265579681,-5.985941220127708,,,,1,1.0,2026-07-03T08:06:09.989488Z,2026-07-03T08:06:09.989488Z +Toto-1.0,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,3.4342148646056403,1.851806273845905,0.0537177218333105,0.04681669359798208,-0.521877873388386,0.37141117590995365,1.0,1.0,2,1.0,2026-07-03T08:06:09.989488Z,2026-07-03T09:20:36.985472Z Toto-1.0,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,48.8089514451122,6.7164824072536735,0.6053389424315969,0.31790470910348834,-13.38320637974094,36.53082626743379,1.0,1.0,2,1.0,2026-07-03T07:52:13.218889Z,2026-07-03T09:04:07.956933Z -Toto-1.0,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,2247.2294165827334,47.397776801247964,0.018893590435632296,0.01865948103171972,-8.997075423394236,110.56355209511754,-1.0,1.0,2,1.0,2026-07-03T08:14:44.325135Z,2026-07-03T08:45:14.545252Z -Toto-1.0,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,9916.244892343346,99.5803439055286,0.1839572151436816,0.1360337591180731,,,,,1,1.0,2026-07-03T09:08:45.746885+00:00,2026-07-03T09:08:45.746885+00:00 +Toto-1.0,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1555.6816679901547,35.97758639865401,0.012620292525295201,0.012905350339451985,19.24737600089695,1200.3445402368181,-1.0,0.3333333333333333,3,1.0,2026-07-03T08:14:44.325135Z,2026-07-03T09:20:36.985472Z +Toto-1.0,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,9916.244892343346,99.5803439055286,0.1839572151436816,0.1360337591180731,,,,,1,1.0,2026-07-03T09:23:39.293921+00:00,2026-07-03T09:23:39.293921+00:00 diff --git a/results/aggregates/metadata.json b/results/aggregates/metadata.json index b445fb42c325ea4bd1dbc373af6c7c050d62e023..67b1bfb6b532009d3df15b9d1ee22114dbcc8d2c 100644 --- a/results/aggregates/metadata.json +++ b/results/aggregates/metadata.json @@ -1,5 +1,5 @@ { - "generated_at": "2026-07-03T09:14:50.003852+00:00", + "generated_at": "2026-07-03T09:29:09.676291+00:00", "baseline_model": "Seasonal-Naive", "normalization": "Per-config metric / Seasonal-Naive metric", "metric_aggregation": "Geometric mean over dataset configurations", diff --git a/results/aggregates/results_by_domain.csv b/results/aggregates/results_by_domain.csv index cfa2281d6d3cbf588bcfd8b1ac630f4df801b2c4..f06f7fb5cfb6923f583097aaf09a2276a68d2faa 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,Chronos-2,0.5853353583574307,0.6957300920050025,1,5,5,1.0 -Climate,TiRex,0.518398679478999,0.6760579221587865,2,5,5,1.0 -Climate,TabPFN-TS,0.6367139863820821,0.7757943611122516,3,5,5,1.0 -Climate,Chronos-Bolt,0.5901204540986771,0.6804254887828216,4,5,5,1.0 -Climate,Toto-1.0,323.2330955837463,0.6251059006621827,5,5,5,1.0 -Climate,Moving-Average,0.8645523095540943,0.8403397631948872,6,5,5,1.0 -Climate,Sundial,0.5952220905154962,0.6540908997862315,7,5,5,1.0 -Climate,ARIMA,0.729380714509101,0.7436538926661597,8,5,5,1.0 -Climate,TimesFM-2.5,0.6220109697145587,0.7816056513310307,9,5,5,1.0 +Climate,Chronos-2,0.5584307723384123,0.6639136292036518,1,5,5,1.0 +Climate,TiRex,0.5074204143396814,0.65519825939237,2,5,5,1.0 +Climate,Sundial,0.562846984247964,0.6250597587850735,3,5,5,1.0 +Climate,Chronos-Bolt,0.5749570804495531,0.6627631258083376,4,5,5,1.0 +Climate,TabPFN-TS,0.6366607109191135,0.7652014185456354,5,5,5,1.0 +Climate,Toto-1.0,137.83079684117496,0.6046749004622454,6,5,5,1.0 +Climate,Moving-Average,0.8416085165952321,0.8291435058077681,7,5,5,1.0 +Climate,ARIMA,0.696851351676337,0.7210616881854411,8,5,5,1.0 +Climate,TimesFM-2.5,0.5788905706249671,0.7373529998258288,9,5,5,1.0 Climate,Seasonal-Naive,1.0,1.0,10,5,5,1.0 -Climate,ETS,1.2932077542919143,1.1927875268735966,11,5,5,1.0 -Climate,Moirai-2.0,0.8144837165172406,0.8592155042635444,12,5,5,1.0 -Finance,ETS,0.03636827835425726,0.18908017017996587,1,1,2,0.5 -Finance,TiRex,0.2869208339338295,0.6425678389825729,2,1,2,0.5 -Finance,Moirai-2.0,0.45499945560097005,0.6161165633483637,3,2,2,1.0 -Finance,Chronos-Bolt,0.5225446075710207,0.6554389966093485,4,2,2,1.0 -Finance,Toto-1.0,1.087116562442467,0.6872720899223375,5,2,2,1.0 -Finance,Chronos-2,0.3912957383751577,0.6878863214492876,6,1,2,0.5 -Finance,TimesFM-2.5,0.35657934713070305,0.727040499222629,7,1,2,0.5 -Finance,TabPFN-TS,0.6106487950712022,0.8947212866462728,8,2,2,1.0 -Finance,Sundial,0.7011897772073357,0.9155220757333798,9,2,2,1.0 -Finance,ARIMA,0.09527906803281008,0.7853842295131253,10,1,2,0.5 +Climate,ETS,1.1107648033209023,1.0553176131115416,11,5,5,1.0 +Climate,Moirai-2.0,0.7832349604959293,0.8262608313217024,12,5,5,1.0 +Finance,ETS,0.03671304408605538,0.19049811862750798,1,1,2,0.5 +Finance,TiRex,0.2886369737660024,0.6433148220475611,2,1,2,0.5 +Finance,Moirai-2.0,0.45601825175888666,0.616455261892593,3,2,2,1.0 +Finance,Chronos-Bolt,0.52358874414137,0.6557873862378534,4,2,2,1.0 +Finance,Toto-1.0,0.6286963801800862,0.686895687582983,5,2,2,1.0 +Finance,Chronos-2,0.39296271613599465,0.6886002489750866,6,1,2,0.5 +Finance,TimesFM-2.5,0.35827716646778685,0.7286984078234314,7,1,2,0.5 +Finance,TabPFN-TS,0.6124096420312108,0.8954861432214276,8,2,2,1.0 +Finance,Sundial,0.7096876670443382,0.9186609615497472,9,2,2,1.0 +Finance,ARIMA,0.09606882691369173,0.7869995818905403,10,1,2,0.5 Finance,Seasonal-Naive,1.0,1.0,11,2,2,1.0 -Finance,Moving-Average,0.8408997733804929,1.232321746139233,12,1,2,0.5 +Finance,Moving-Average,0.8430918981292821,1.2336110999440488,12,1,2,0.5 Hazards,Chronos-2,0.600224822221327,0.5491349141295229,1,1,1,1.0 Hazards,TiRex,0.5967694227512506,0.5493764542617058,2,1,1,1.0 Hazards,Moirai-2.0,0.5867272406554782,0.5509643263526809,3,1,1,1.0 @@ -35,30 +35,30 @@ Hazards,Moving-Average,0.7734089952400705,0.6707948245164427,9,1,1,1.0 Hazards,TimesFM-2.5,0.6078575473008758,0.7370814838654772,10,1,1,1.0 Hazards,TabPFN-TS,0.6982464399324648,0.7871382999783645,11,1,1,1.0 Hazards,Seasonal-Naive,1.0,1.0,12,1,1,1.0 -Hydrology,ARIMA,0.7264165868895724,0.5594205611139985,1,1,1,1.0 -Hydrology,Moirai-2.0,1.130674155301518,0.9191206374424173,2,1,1,1.0 -Hydrology,Chronos-2,1.1610541662878462,0.9626039063785317,3,1,1,1.0 -Hydrology,Seasonal-Naive,1.0,1.0,4,1,1,1.0 -Hydrology,ETS,0.5401148859978486,1.112198727165908,5,1,1,1.0 -Hydrology,TiRex,1.168218211877346,1.1478191630547685,6,1,1,1.0 -Hydrology,Chronos-Bolt,1.1545817821383477,1.3856225674306935,7,1,1,1.0 -Hydrology,Moving-Average,0.8904069444444445,1.3882033563672274,8,1,1,1.0 -Hydrology,Sundial,1.0017995695167117,1.4105209104557384,9,1,1,1.0 -Hydrology,TimesFM-2.5,1.1250243048641415,1.447009321528461,10,1,1,1.0 -Hydrology,TabPFN-TS,1.1667865713437398,1.5548752448636474,11,1,1,1.0 -Hydrology,Toto-1.0,1.1568262288769087,1.5624547628871526,12,1,1,1.0 -Ocean,Chronos-2,0.07260934175623072,0.29718803476822653,1,2,2,1.0 -Ocean,TiRex,0.2225829214673852,0.40069953817572124,2,2,2,1.0 -Ocean,ETS,0.23586909745741877,0.423079180558563,3,2,2,1.0 -Ocean,Moirai-2.0,0.23063856828416182,0.45301608285468997,4,2,2,1.0 -Ocean,Toto-1.0,0.26320159629484596,0.3627410161326126,5,2,2,1.0 -Ocean,Sundial,0.6160771318218059,0.6057653030233585,6,2,2,1.0 -Ocean,ARIMA,0.72880351994591,0.7757676326709891,7,2,2,1.0 -Ocean,Chronos-Bolt,1.595936828439419,0.9410806556742574,8,2,2,1.0 -Ocean,TimesFM-2.5,0.5551733037106911,0.6567856322794183,9,2,2,1.0 -Ocean,Moving-Average,0.9750082793727188,0.962613670981402,10,2,2,1.0 +Hydrology,Toto-1.0,0.13806893664399783,0.1477421569824216,1,1,1,1.0 +Hydrology,Moirai-2.0,0.0004214130262533824,0.1490754699707044,2,1,1,1.0 +Hydrology,TiRex,0.022393199769655862,0.23257655843099065,3,1,1,1.0 +Hydrology,Chronos-2,0.013038868524630867,0.24002072143554457,4,1,1,1.0 +Hydrology,Chronos-Bolt,0.06797460201382637,0.32865151977539353,5,1,1,1.0 +Hydrology,Sundial,0.30335750200947126,0.4868539428710992,6,1,1,1.0 +Hydrology,TimesFM-2.5,0.1592892967303594,0.6375991414388023,7,1,1,1.0 +Hydrology,ARIMA,0.2661206440068839,0.9654975417706586,8,1,1,1.0 +Hydrology,Seasonal-Naive,1.0,1.0,9,1,1,1.0 +Hydrology,Moving-Average,0.5070834487537949,1.1486842105263284,10,1,1,1.0 +Hydrology,TabPFN-TS,0.9937112724324068,1.4937931823730546,11,1,1,1.0 +Hydrology,ETS,1.3579808343196638,1.606879628551168,12,1,1,1.0 +Ocean,Chronos-2,0.15233968413639032,0.2951550695131021,1,2,2,1.0 +Ocean,TiRex,0.1221362165340114,0.3092317402099163,2,2,2,1.0 +Ocean,Toto-1.0,0.6600772291917,0.3276706265329933,3,2,2,1.0 +Ocean,Moirai-2.0,0.18426610474723357,0.39327176129208197,4,2,2,1.0 +Ocean,ARIMA,0.48382163461562905,0.6099266029956408,5,2,2,1.0 +Ocean,ETS,0.4076311297253426,0.5896337375287837,6,2,2,1.0 +Ocean,Chronos-Bolt,0.6855377671038833,0.611385572418416,7,2,2,1.0 +Ocean,TimesFM-2.5,0.40489596411496415,0.540359498682794,8,2,2,1.0 +Ocean,Sundial,0.5535250479230154,0.5756743918731476,9,2,2,1.0 +Ocean,Moving-Average,0.9771405494006571,0.9794800506959513,10,2,2,1.0 Ocean,Seasonal-Naive,1.0,1.0,11,2,2,1.0 -Ocean,TabPFN-TS,1.9691456899326976,1.362039254367792,12,2,2,1.0 +Ocean,TabPFN-TS,1.6056426592800028,1.1987388249887467,12,2,2,1.0 Transportation,Seasonal-Naive,1.0,,1,1,1,1.0 Transportation,TabPFN-TS,1.0,,2,1,1,1.0 Transportation,TimesFM-2.5,1.0,,3,1,1,1.0 @@ -70,7 +70,7 @@ Transportation,ETS,1.0,,8,1,1,1.0 Transportation,Moving-Average,1.0,,9,1,1,1.0 Transportation,Moirai-2.0,1.0,,10,1,1,1.0 Transportation,Chronos-Bolt,1.094103907762285,,11,1,1,1.0 -Transportation,Toto-1.0,29808479.28407506,,12,1,1,1.0 +Transportation,Toto-1.0,348048309906.19934,,12,1,1,1.0 Web,Chronos-2,0.026740535667734662,0.16069042245587056,1,1,1,1.0 Web,TimesFM-2.5,0.02285545480655339,0.16320929285094987,2,1,1,1.0 Web,Moirai-2.0,0.045352599066945117,0.1824799458018707,3,1,1,1.0 diff --git a/results/aggregates/results_by_frequency.csv b/results/aggregates/results_by_frequency.csv index 88290a1a8700c472426a1e261cfd2c1784049c82..c79bcc94e94df819e4c1652fbf7b71baafb38398 100644 --- a/results/aggregates/results_by_frequency.csv +++ b/results/aggregates/results_by_frequency.csv @@ -1,28 +1,28 @@ frequency,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage -10min,ETS,0.0739487162210803,0.2122266180470515,1,1,1,1.0 -10min,Chronos-2,0.7695688797747839,0.5281663781993465,2,1,1,1.0 -10min,Chronos-Bolt,0.6929850462673434,0.5305587353994715,3,1,1,1.0 -10min,TiRex,0.9455565886268164,0.5922654852557662,4,1,1,1.0 -10min,Moirai-2.0,1.0482612437138183,0.6023719475439714,5,1,1,1.0 -10min,ARIMA,0.5841172449253437,0.6314171998842386,6,1,1,1.0 -10min,Toto-1.0,1.402711519946906,0.6947812268678019,7,1,1,1.0 -10min,Sundial,1.1628116145713578,0.9448126917420168,8,1,1,1.0 -10min,Moving-Average,0.9529291776359491,0.9673175241757476,9,1,1,1.0 -10min,TimesFM-2.5,0.9450043535572992,0.9960414629787575,10,1,1,1.0 +10min,Chronos-2,0.4749653538881621,0.4354092868337902,1,1,1,1.0 +10min,ARIMA,0.3921294652648159,0.4830546017998634,2,1,1,1.0 +10min,TiRex,0.6053405211695508,0.4931114357559294,3,1,1,1.0 +10min,Chronos-Bolt,0.4876944401547913,0.4969800165821712,4,1,1,1.0 +10min,ETS,0.44033245600629733,0.5838619787852136,5,1,1,1.0 +10min,Moirai-2.0,1.0120329454023664,0.6237656439280694,6,1,1,1.0 +10min,Toto-1.0,1.5455255232212624,0.6391209073187597,7,1,1,1.0 +10min,TimesFM-2.5,0.6241391717826452,0.7856891118589787,8,1,1,1.0 +10min,Sundial,1.0238255925220936,0.8825594488895645,9,1,1,1.0 +10min,Moving-Average,0.9507237016497443,0.9758931320262335,10,1,1,1.0 10min,Seasonal-Naive,1.0,1.0,11,1,1,1.0 -10min,TabPFN-TS,1.361675691997924,1.1673324635008344,12,1,1,1.0 -15min,ARIMA,0.7264165868895724,0.5594205611139985,1,1,1,1.0 -15min,Moirai-2.0,1.130674155301518,0.9191206374424173,2,1,1,1.0 -15min,Chronos-2,1.1610541662878462,0.9626039063785317,3,1,1,1.0 -15min,Seasonal-Naive,1.0,1.0,4,1,1,1.0 -15min,ETS,0.5401148859978486,1.112198727165908,5,1,1,1.0 -15min,TiRex,1.168218211877346,1.1478191630547685,6,1,1,1.0 -15min,Chronos-Bolt,1.1545817821383477,1.3856225674306935,7,1,1,1.0 -15min,Moving-Average,0.8904069444444445,1.3882033563672274,8,1,1,1.0 -15min,Sundial,1.0017995695167117,1.4105209104557384,9,1,1,1.0 -15min,TimesFM-2.5,1.1250243048641415,1.447009321528461,10,1,1,1.0 -15min,TabPFN-TS,1.1667865713437398,1.5548752448636474,11,1,1,1.0 -15min,Toto-1.0,1.1568262288769087,1.5624547628871526,12,1,1,1.0 +10min,TabPFN-TS,1.1666043651105633,1.0188560065448677,12,1,1,1.0 +15min,Toto-1.0,0.13806893664399783,0.1477421569824216,1,1,1,1.0 +15min,Moirai-2.0,0.0004214130262533824,0.1490754699707044,2,1,1,1.0 +15min,TiRex,0.022393199769655862,0.23257655843099065,3,1,1,1.0 +15min,Chronos-2,0.013038868524630867,0.24002072143554457,4,1,1,1.0 +15min,Chronos-Bolt,0.06797460201382637,0.32865151977539353,5,1,1,1.0 +15min,Sundial,0.30335750200947126,0.4868539428710992,6,1,1,1.0 +15min,TimesFM-2.5,0.1592892967303594,0.6375991414388023,7,1,1,1.0 +15min,ARIMA,0.2661206440068839,0.9654975417706586,8,1,1,1.0 +15min,Seasonal-Naive,1.0,1.0,9,1,1,1.0 +15min,Moving-Average,0.5070834487537949,1.1486842105263284,10,1,1,1.0 +15min,TabPFN-TS,0.9937112724324068,1.4937931823730546,11,1,1,1.0 +15min,ETS,1.3579808343196638,1.606879628551168,12,1,1,1.0 1D,Chronos-2,0.026740535667734662,0.16069042245587056,1,1,1,1.0 1D,TimesFM-2.5,0.02285545480655339,0.16320929285094987,2,1,1,1.0 1D,Moirai-2.0,0.045352599066945117,0.1824799458018707,3,1,1,1.0 @@ -35,17 +35,17 @@ frequency,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage 1D,ARIMA,0.3436852081455649,0.4144754563715893,10,1,1,1.0 1D,Toto-1.0,1.3070047307688606,0.42853722678782497,11,1,1,1.0 1D,Seasonal-Naive,1.0,1.0,12,1,1,1.0 -1h,TiRex,0.4310040456048316,0.6475710751659323,1,6,6,1.0 -1h,Chronos-2,0.5026979849666818,0.6675643672179353,2,6,6,1.0 -1h,Toto-1.0,1.20861581106811,0.6437792771221031,3,6,6,1.0 -1h,Chronos-Bolt,0.5076922132484933,0.6583807555353376,4,6,6,1.0 -1h,ARIMA,0.4779373371042549,0.7169007098878024,5,6,6,1.0 -1h,Sundial,0.562391748216142,0.7035136638776271,6,6,6,1.0 -1h,Moirai-2.0,0.6513411170296245,0.7644502802398878,7,6,6,1.0 -1h,Moving-Average,0.8244892011750663,0.8626916183088642,8,6,6,1.0 -1h,ETS,0.6666352580660901,0.7889734273965643,9,6,6,1.0 -1h,TabPFN-TS,0.5652648945822376,0.7966989275859437,10,6,6,1.0 -1h,TimesFM-2.5,0.5217847352862995,0.764722986628709,11,6,6,1.0 +1h,TiRex,0.4238052840088917,0.6343039608179207,1,6,6,1.0 +1h,Chronos-2,0.48371029954930383,0.6471656057517529,2,6,6,1.0 +1h,Chronos-Bolt,0.4971282521393151,0.6470520701734651,3,6,6,1.0 +1h,Toto-1.0,0.970897980170529,0.6295592111752972,4,6,6,1.0 +1h,Sundial,0.5389422768402665,0.6833192241916962,5,6,6,1.0 +1h,ARIMA,0.46074081164049846,0.7025470937866146,6,6,6,1.0 +1h,Moirai-2.0,0.6309190769565065,0.7449129272247027,7,6,6,1.0 +1h,ETS,0.5882104421330865,0.728031033997396,8,6,6,1.0 +1h,Moving-Average,0.8065645384529131,0.8551608250637952,9,6,6,1.0 +1h,TabPFN-TS,0.5657682472478308,0.7896549543218765,10,6,6,1.0 +1h,TimesFM-2.5,0.49185137177404703,0.7358582918494043,11,6,6,1.0 1h,Seasonal-Naive,1.0,1.0,12,6,6,1.0 1mo,Moirai-2.0,0.5701893078499076,0.5711658118752873,1,1,1,1.0 1mo,Toto-1.0,0.9722231390108185,0.6105303914716095,2,1,1,1.0 @@ -64,16 +64,16 @@ frequency,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage 5min,Sundial,1.0,,9,2,2,1.0 5min,Chronos-Bolt,1.0459942197556757,,10,2,2,1.0 5min,Moirai-2.0,1.0,,11,2,2,1.0 -5min,Toto-1.0,10245440317.265778,,12,2,2,1.0 -6min,Chronos-2,0.006850740263582391,0.16722141290119305,1,1,1,1.0 -6min,Toto-1.0,0.04938654834372302,0.1893848591420802,2,1,1,1.0 -6min,TiRex,0.052395760893491475,0.27109484494930414,3,1,1,1.0 -6min,Moirai-2.0,0.050745126273780576,0.3406924445299249,4,1,1,1.0 -6min,Sundial,0.3264080162234147,0.3883855557342347,5,1,1,1.0 -6min,TimesFM-2.5,0.3261544732495827,0.4330817368572487,6,1,1,1.0 -6min,ETS,0.7523353207248492,0.8434191463316867,7,1,1,1.0 -6min,ARIMA,0.9093286926555909,0.9531185086663543,8,1,1,1.0 -6min,Moving-Average,0.9975989477032537,0.9579326915945923,9,1,1,1.0 -6min,Seasonal-Naive,1.0,1.0,10,1,1,1.0 -6min,TabPFN-TS,2.8476198635015595,1.5892224267242305,11,1,1,1.0 -6min,Chronos-Bolt,3.675424706620107,1.6692455356850813,12,1,1,1.0 +5min,Toto-1.0,146644393819.97446,,12,2,2,1.0 +6min,Toto-1.0,0.2819118428981231,0.1679933143526079,1,1,1,1.0 +6min,TiRex,0.024642750431479402,0.193920201843754,2,1,1,1.0 +6min,Chronos-2,0.04886120466007657,0.2000795979635118,3,1,1,1.0 +6min,Moirai-2.0,0.03355028856814433,0.2479499788667609,4,1,1,1.0 +6min,TimesFM-2.5,0.2626669646264058,0.3716334914274956,5,1,1,1.0 +6min,Sundial,0.2992599334457101,0.37549992340514493,6,1,1,1.0 +6min,ETS,0.3773583701465393,0.5954625529059494,7,1,1,1.0 +6min,Chronos-Bolt,0.96364032769497,0.7521274612448948,8,1,1,1.0 +6min,ARIMA,0.5969543093734521,0.7701209338565238,9,1,1,1.0 +6min,Moving-Average,1.0042914167661898,0.9830801531714783,10,1,1,1.0 +6min,Seasonal-Naive,1.0,1.0,11,1,1,1.0 +6min,TabPFN-TS,2.2099080257216634,1.4103806242537185,12,1,1,1.0 diff --git a/results/aggregates/results_by_prediction_length.csv b/results/aggregates/results_by_prediction_length.csv index e9e1dd673978378fe75cde91de32ace1a331b6fa..6d5d5f330938276ae3242c53bb481cc6c9a7295f 100644 --- a/results/aggregates/results_by_prediction_length.csv +++ b/results/aggregates/results_by_prediction_length.csv @@ -19,21 +19,21 @@ prediction_length,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage 12,TiRex,1.0,,6,1,2,0.5 12,Moirai-2.0,0.7551088053055054,0.5711658118752873,7,2,2,1.0 12,Chronos-Bolt,0.8576213668056174,0.6335328970612374,8,2,2,1.0 -12,Toto-1.0,5383.353350719454,0.6105303914716095,9,2,2,1.0 +12,Toto-1.0,581704.9255287555,0.6105303914716095,9,2,2,1.0 12,ARIMA,1.0,,10,1,2,0.5 12,ETS,1.0,,11,1,2,0.5 12,Moving-Average,1.0,,12,1,2,0.5 -24,Chronos-2,0.5665551511199406,0.7033976757914899,1,7,7,1.0 -24,TiRex,0.49698648520471533,0.702748183832014,2,7,7,1.0 -24,ARIMA,0.5073930349743098,0.6919430559713327,3,7,7,1.0 -24,Chronos-Bolt,0.570920171914655,0.7322239996891617,4,7,7,1.0 -24,Toto-1.0,1.2010777116914932,0.7307133779523469,5,7,7,1.0 -24,Moirai-2.0,0.7047367495224712,0.7848400204280114,6,7,7,1.0 -24,Sundial,0.6107440031539884,0.7770172825677204,7,7,7,1.0 -24,ETS,0.6468905875448089,0.8286387452312963,8,7,7,1.0 -24,Moving-Average,0.833598472027627,0.9233567083937292,9,7,7,1.0 -24,TabPFN-TS,0.6269238431144993,0.8765569448460083,10,7,7,1.0 -24,TimesFM-2.5,0.5823158202033465,0.8376659943860519,11,7,7,1.0 +24,TiRex,0.27843935722170404,0.5496042324166072,1,7,7,1.0 +24,Chronos-2,0.288664335942502,0.5616649581739098,2,7,7,1.0 +24,Toto-1.0,0.7347887685601815,0.5118036969638787,3,7,7,1.0 +24,Chronos-Bolt,0.37412995156681894,0.5873678173729229,4,7,7,1.0 +24,Sundial,0.49646300736934723,0.6510157622987972,5,7,7,1.0 +24,Moirai-2.0,0.22200577563636817,0.5919585830516445,6,7,7,1.0 +24,ARIMA,0.42599319963356097,0.7351916163294835,7,7,7,1.0 +24,Moving-Average,0.7548225788051288,0.8919804753416264,8,7,7,1.0 +24,TimesFM-2.5,0.4186819843173883,0.7209445048692413,9,7,7,1.0 +24,TabPFN-TS,0.6131751123156561,0.864943637899735,10,7,7,1.0 +24,ETS,0.6628899450237605,0.8152089839676522,11,7,7,1.0 24,Seasonal-Naive,1.0,1.0,12,7,7,1.0 36,Seasonal-Naive,1.0,,1,1,1,1.0 36,TabPFN-TS,1.0,,2,1,1,1.0 @@ -46,28 +46,28 @@ prediction_length,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage 36,Moving-Average,1.0,,9,1,1,1.0 36,Sundial,1.0,,10,1,1,1.0 36,Moirai-2.0,1.0,,11,1,1,1.0 -36,Toto-1.0,3521449259262.735,,12,1,1,1.0 -60,Chronos-2,0.006850740263582391,0.16722141290119305,1,1,1,1.0 -60,Toto-1.0,0.04938654834372302,0.1893848591420802,2,1,1,1.0 -60,TiRex,0.052395760893491475,0.27109484494930414,3,1,1,1.0 -60,Moirai-2.0,0.050745126273780576,0.3406924445299249,4,1,1,1.0 -60,Sundial,0.3264080162234147,0.3883855557342347,5,1,1,1.0 -60,TimesFM-2.5,0.3261544732495827,0.4330817368572487,6,1,1,1.0 -60,ETS,0.7523353207248492,0.8434191463316867,7,1,1,1.0 -60,ARIMA,0.9093286926555909,0.9531185086663543,8,1,1,1.0 -60,Moving-Average,0.9975989477032537,0.9579326915945923,9,1,1,1.0 -60,Seasonal-Naive,1.0,1.0,10,1,1,1.0 -60,TabPFN-TS,2.8476198635015595,1.5892224267242305,11,1,1,1.0 -60,Chronos-Bolt,3.675424706620107,1.6692455356850813,12,1,1,1.0 -72,ETS,0.0739487162210803,0.2122266180470515,1,1,1,1.0 -72,Chronos-2,0.7695688797747839,0.5281663781993465,2,1,1,1.0 -72,Chronos-Bolt,0.6929850462673434,0.5305587353994715,3,1,1,1.0 -72,TiRex,0.9455565886268164,0.5922654852557662,4,1,1,1.0 -72,Moirai-2.0,1.0482612437138183,0.6023719475439714,5,1,1,1.0 -72,ARIMA,0.5841172449253437,0.6314171998842386,6,1,1,1.0 -72,Toto-1.0,1.402711519946906,0.6947812268678019,7,1,1,1.0 -72,Sundial,1.1628116145713578,0.9448126917420168,8,1,1,1.0 -72,Moving-Average,0.9529291776359491,0.9673175241757476,9,1,1,1.0 -72,TimesFM-2.5,0.9450043535572992,0.9960414629787575,10,1,1,1.0 +36,Toto-1.0,61786187798.537,,12,1,1,1.0 +60,Toto-1.0,0.2819118428981231,0.1679933143526079,1,1,1,1.0 +60,TiRex,0.024642750431479402,0.193920201843754,2,1,1,1.0 +60,Chronos-2,0.04886120466007657,0.2000795979635118,3,1,1,1.0 +60,Moirai-2.0,0.03355028856814433,0.2479499788667609,4,1,1,1.0 +60,TimesFM-2.5,0.2626669646264058,0.3716334914274956,5,1,1,1.0 +60,Sundial,0.2992599334457101,0.37549992340514493,6,1,1,1.0 +60,ETS,0.3773583701465393,0.5954625529059494,7,1,1,1.0 +60,Chronos-Bolt,0.96364032769497,0.7521274612448948,8,1,1,1.0 +60,ARIMA,0.5969543093734521,0.7701209338565238,9,1,1,1.0 +60,Moving-Average,1.0042914167661898,0.9830801531714783,10,1,1,1.0 +60,Seasonal-Naive,1.0,1.0,11,1,1,1.0 +60,TabPFN-TS,2.2099080257216634,1.4103806242537185,12,1,1,1.0 +72,Chronos-2,0.4749653538881621,0.4354092868337902,1,1,1,1.0 +72,ARIMA,0.3921294652648159,0.4830546017998634,2,1,1,1.0 +72,TiRex,0.6053405211695508,0.4931114357559294,3,1,1,1.0 +72,Chronos-Bolt,0.4876944401547913,0.4969800165821712,4,1,1,1.0 +72,ETS,0.44033245600629733,0.5838619787852136,5,1,1,1.0 +72,Moirai-2.0,1.0120329454023664,0.6237656439280694,6,1,1,1.0 +72,Toto-1.0,1.5455255232212624,0.6391209073187597,7,1,1,1.0 +72,TimesFM-2.5,0.6241391717826452,0.7856891118589787,8,1,1,1.0 +72,Sundial,1.0238255925220936,0.8825594488895645,9,1,1,1.0 +72,Moving-Average,0.9507237016497443,0.9758931320262335,10,1,1,1.0 72,Seasonal-Naive,1.0,1.0,11,1,1,1.0 -72,TabPFN-TS,1.361675691997924,1.1673324635008344,12,1,1,1.0 +72,TabPFN-TS,1.1666043651105633,1.0188560065448677,12,1,1,1.0 diff --git a/results/aggregates/results_overall.csv b/results/aggregates/results_overall.csv index 604dedb4f0ed9003b662c9e13c68208b14ab615e..ba3c9d407c92c5e7b0fd2429cfa6fd9871ffa299 100644 --- a/results/aggregates/results_overall.csv +++ b/results/aggregates/results_overall.csv @@ -1,13 +1,13 @@ overall,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage -Overall,Chronos-2,0.3428895140813285,0.5107941485802193,1,12,13,0.9230769230769231 -Overall,TiRex,0.4017642026797024,0.5536147447690464,2,12,13,0.9230769230769231 -Overall,Moirai-2.0,0.4989440081490231,0.6042865959696829,3,13,13,1.0 -Overall,Chronos-Bolt,0.67518039297295,0.711705242691244,4,13,13,1.0 -Overall,ARIMA,0.5842061252239678,0.6725823428118235,5,12,13,0.9230769230769231 -Overall,Sundial,0.5874071673439295,0.6732540989303941,6,13,13,1.0 -Overall,TimesFM-2.5,0.4826842133026957,0.6774992780677319,7,12,13,0.9230769230769231 -Overall,Toto-1.0,31.750060037635,0.6029530654579505,8,13,13,1.0 -Overall,ETS,0.5435648664515708,0.6727677139249746,9,12,13,0.9230769230769231 -Overall,TabPFN-TS,0.6860587505276625,0.8284461146171535,10,13,13,1.0 -Overall,Moving-Average,0.8101480139125969,0.8585540552713671,11,12,13,0.9230769230769231 -Overall,Seasonal-Naive,1.0,1.0,12,13,13,1.0 +Overall,Chronos-2,0.26179560012922165,0.4357558028891452,1,12,13,0.9230769230769231 +Overall,TiRex,0.25927175126528473,0.44256384191361353,2,12,13,0.9230769230769231 +Overall,Chronos-Bolt,0.47219840396542934,0.5719024837652309,3,13,13,1.0 +Overall,Toto-1.0,42.27360802234892,0.471894571540869,4,13,13,1.0 +Overall,Moirai-2.0,0.2587782977175657,0.4921839712776902,5,13,13,1.0 +Overall,TimesFM-2.5,0.37777993715532954,0.5866003685171306,6,12,13,0.9230769230769231 +Overall,Sundial,0.5168197474297301,0.5960163461123783,7,13,13,1.0 +Overall,ARIMA,0.4927339719992239,0.6687838533911655,8,12,13,0.9230769230769231 +Overall,TabPFN-TS,0.6569624630413291,0.8025898896263663,9,13,13,1.0 +Overall,ETS,0.6040046434416083,0.7107712952984345,10,12,13,0.9230769230769231 +Overall,Seasonal-Naive,1.0,1.0,11,13,13,1.0 +Overall,Moving-Average,0.7648456678608467,0.8409427784205713,12,12,13,0.9230769230769231 diff --git a/results/arima/all_results.csv b/results/arima/all_results.csv index c32461745f69f9e7b0badc0a7e3307efec77917c..89f906f2ea878322f7feded6caab15109f9cb9d3 100644 --- a/results/arima/all_results.csv +++ b/results/arima/all_results.csv @@ -1,14 +1,14 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,ARIMA,259660.05490479313,1113942.3215390565,1044.373637360762,1.0455426120867755,0.016955267069391544,0.017103272872364714,13.035780945549897,509.56849873671854,0.008275711682648174,0.016961282208737584,0.014719270850430712,Finance,1,24 +binance_btcusdt_1h_close/1h/short,ARIMA,262031.97111628135,1119537.9536828366,1046.9006555899286,1.0480724588251429,0.016995529472059442,0.017144268354526152,13.136974815084585,511.8905851022085,0.00831308207688978,0.017001623646840634,0.01475970445178258,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,ARIMA,1541135.6552051408,2418867.790696383,1404.9959218011925,2.0820340358355196,0.023509867939965828,0.023851626705894427,64.03653538702292,1241.4248487947793,0.020879994345237157,0.023631158125093858,0.02228618857464181,Finance,1,24 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,ARIMA,4.407835548068247e-15,1.12132504091072e-14,8.609260281087649e-08,nan,nan,2.0,nan,6.639153220154094e-08,inf,inf,inf,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,ARIMA,9.578202015526527e-15,9.143141084502762e-15,9.078851462715541e-08,nan,nan,2.0,nan,9.786828912128038e-08,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,ARIMA,1.1729451505694346,1.329106627399848,0.9217451808657309,0.7067694783580403,0.035944580357451544,0.03697623403998699,16.826378546966335,1.0830259233136734,0.04313412414969692,0.036710728903145654,0.034653751829193766,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,ARIMA,0.1889247642137226,0.1939722520066539,0.3612714671225684,0.43851607562893113,0.21287486338401326,0.2500021839356616,16.837111586859123,0.4346547643978179,0.28494790697420275,0.2368398021558467,0.23509799374964319,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,ARIMA,0.16193027452568365,0.1467913722787625,0.3353249438874097,0.9285921523035958,0.2158107470841857,0.18807352128464302,12.332088216554082,0.40240560946100595,0.241041635747031,0.2008602044331963,0.1773851574082646,Ocean,1,72 +noaa_coops_sf_water_level_water_level/6min/short,ARIMA,0.15870720496531582,0.1634374746400775,0.3406589316660466,0.41517610315263204,0.19722844648507326,0.2270711439439089,15.98508832942298,0.3983807286570421,0.2527475793494031,0.21612672041791803,0.21441335552999843,Ocean,1,60 +noaa_ndbc_46013_realtime_wave_height/10min/short,ARIMA,0.10854361183342137,0.09589784774782158,0.26161817759520756,0.7783681684969677,0.170376101156277,0.15157057431691273,9.533727626577708,0.32945957541619786,0.1986690881643323,0.15775970306643836,0.13631974882847112,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,ARIMA,0.27109392669339977,0.20271258337108752,0.3446120924633438,0.1608040999371447,0.025838279010969106,0.025362503868668656,1.0894079871311437,0.5206668096714057,0.03795869674590139,0.025123602407155683,0.021094979644664565,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,ARIMA,145.77321351960956,147.0054344908607,9.859906729566475,0.7613073803334807,0.24930793024922507,0.25072397331567076,11.358958095721741,12.073657835122278,0.304314012709533,0.24851688053372056,0.21896515553503973,Air Quality,1,24 -open_meteo_shanghai_hourly_temperature_2m/1h/short,ARIMA,8.545490101653321,8.982394918653423,1.8163995888714422,1.6275607462958217,0.061494557257681694,0.06681072503441969,41.437746337657735,2.9232670253764574,0.10965679374888783,0.068136284969311,0.06415752813289342,Weather,1,24 +open_meteo_shanghai_hourly_temperature_2m/1h/short,ARIMA,9.868207778508467,10.141970378330145,2.102605242005872,1.8829301004544352,0.07077048663998803,0.0766979176241399,51.682884011897876,3.1413703663383066,0.11629321334523252,0.07783823346955834,0.07325242206759511,Weather,1,24 usgs_earthquake_all_week_hourly_earthquake_count/1h/short,ARIMA,17.67435911690482,16.094479669227834,3.431433807169943,0.7649016536106376,0.49842279875022255,0.3557617075242594,3.990430164610767,4.204088381195716,0.4586278234031691,0.37433823350944834,0.28759209830525717,Hazards,1,24 -usgs_potomac_iv_usgs_00060/15min/short,ARIMA,1362.0311004179484,314.6506479626366,15.741510938323719,5.03728350026359,0.00665710545747393,0.0066597254860846595,201.4363058214966,36.90570552662486,0.015662898897241317,0.006680747347829695,0.006680731251499931,Hydrology,1,24 +usgs_potomac_iv_usgs_00060/15min/short,ARIMA,332.6508050086049,470.0207429786019,21.67995915700872,1.7343967325606975,0.009225514534897327,0.009268266810394547,59.34266158059226,18.238717197451276,0.007761156254234586,0.009225514534897327,0.009130000394994304,Hydrology,1,24 wikimedia_time_series_hourly_pageviews/1D/short,ARIMA,2607.539674200401,2140.4872520658764,37.671463101240555,0.742673303831391,0.18495280601689537,0.16170851448420895,4.355034953471501,51.064074202911,0.21468379544767388,0.15837852354875911,0.1315700267513097,Web,1,7 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 0afb175b4cea639850a8dcf9ca17c19f46bb05a9..961565cff6a16e6a71771a077771124a624cb1a0 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": "2026-07-03T09:14:49.444287+00:00", + "evaluated_at": "2026-07-03T09:29:09.146483+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 61710.01171875, 61750.46875, 61584.0, - 61606.0 + 61666.6484375 ], "p50": [ 60521.737889128766, 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 0f2473e96fb680b41695cad455f786ced6edb3c1..c6a2774b7c37e182e39174ec66fd5f635d651dfa 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": "2026-07-03T08:51:40.437933+00:00", + "evaluated_at": "2026-07-03T09:29:09.169723+00:00", "freq": "5min", "context_length": 288, "prediction_length": 36, @@ -830,13 +830,6 @@ ] }, "timestamps": [ - "2026-07-02 05:35:00", - "2026-07-02 05:40:00", - "2026-07-02 05:45:00", - "2026-07-02 05:50:00", - "2026-07-02 05:55:00", - "2026-07-02 06:00:00", - "2026-07-02 06:05:00", "2026-07-02 06:10:00", "2026-07-02 06:15:00", "2026-07-02 06:20:00", @@ -1153,6 +1146,13 @@ "2026-07-03 08:15:00", "2026-07-03 08:20:00", "2026-07-03 08:25:00", - "2026-07-03 08:30:00" + "2026-07-03 08:30:00", + "2026-07-03 08:35:00", + "2026-07-03 08:40:00", + "2026-07-03 08:45:00", + "2026-07-03 08:50:00", + "2026-07-03 08:55:00", + "2026-07-03 09:00:00", + "2026-07-03 09:05:00" ] } 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 eb6252f1c8e1a74a119bfc885452606f7c556737..5afba035abc378edb61c4f1590c079bac034417a 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": "2026-07-03T09:00:09.244117+00:00", + "evaluated_at": "2026-07-03T09:29:09.189104+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,11 +326,6 @@ ] }, "timestamps": [ - "2026-07-01 11:55:00", - "2026-07-01 12:00:00", - "2026-07-01 12:05:00", - "2026-07-01 12:10:00", - "2026-07-01 12:15:00", "2026-07-01 12:20:00", "2026-07-01 12:25:00", "2026-07-01 12:30:00", @@ -457,6 +452,11 @@ "2026-07-01 22:35:00", "2026-07-01 22:40:00", "2026-07-01 22:45:00", - "2026-07-01 22:50:00" + "2026-07-01 22:50:00", + "2026-07-01 22:55:00", + "2026-07-01 23:00:00", + "2026-07-01 23:05:00", + "2026-07-01 23:10:00", + "2026-07-01 23:15:00" ] } 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 ce2d7500a73d27b2a9507e5c3d11a95e04d1691b..e9cdd3fa66fd3aa2eccb4965f8a9eef153e94d7b 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 @@ -1,15 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "ARIMA", - "evaluated_at": "2026-07-03T09:00:09.274845+00:00", + "evaluated_at": "2026-07-03T09:29:09.215211+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.180999994277954, - 1.1970000267028809, - 1.2020000219345093, - 1.2230000495910645, 1.2339999675750732, 1.24399995803833, 1.2660000324249268, @@ -245,13 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09:00:00", "2026-06-18 10:00:00", "2026-06-18 11:00:00", "2026-06-18 12:00:00", @@ -1069,6 +1068,7 @@ "2026-07-03 05:00:00", "2026-07-03 06:00:00", "2026-07-03 07:00:00", - "2026-07-03 08:00:00" + "2026-07-03 08:00:00", + "2026-07-03 09:00:00" ] } diff --git a/results/arima/forecasts/usgs_potomac_iv_usgs_00060__15min__short.json b/results/arima/forecasts/usgs_potomac_iv_usgs_00060__15min__short.json index 533df014dcfa226cbfd0ab9964b15f3885d7379b..25c2dcb94e2ff04bae390854e4c180e0505e42cd 100644 --- a/results/arima/forecasts/usgs_potomac_iv_usgs_00060__15min__short.json +++ b/results/arima/forecasts/usgs_potomac_iv_usgs_00060__15min__short.json @@ -1,7 +1,7 @@ { "dataset": "usgs_potomac_iv_usgs_00060/15min/short", "model": "ARIMA", - "evaluated_at": "2026-07-03T08:51:40.515474+00:00", + "evaluated_at": "2026-07-03T09:29:09.349651+00:00", "freq": "15min", "context_length": 96, "prediction_length": 24, @@ -84,30 +84,30 @@ 2400.0, 2400.0, 2400.0, + 2350.0, + 2350.0, 2400.0, + 2350.0, 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2328.345987049649, + 2339.273585318722 ] }, "timestamps": [ - "2026-07-02 21:35:00", - "2026-07-02 21:50:00", - "2026-07-02 22:05:00", - "2026-07-02 22:20:00", "2026-07-02 22:35:00", "2026-07-02 22:50:00", "2026-07-02 23:05:00", @@ -589,6 +585,10 @@ "2026-07-04 02:35:00", "2026-07-04 02:50:00", "2026-07-04 03:05:00", - "2026-07-04 03:20:00" + "2026-07-04 03:20:00", + "2026-07-04 03:35:00", + "2026-07-04 03:50:00", + "2026-07-04 04:05:00", + "2026-07-04 04:20:00" ] } diff --git a/results/arima/online_meta.json b/results/arima/online_meta.json index b2e5b6f42c0217ab5dae296bb8c47ffe8dfdb7f8..88dc1147cf63872b7fc10b151f5053363374f161 100644 --- a/results/arima/online_meta.json +++ b/results/arima/online_meta.json @@ -1,36 +1,48 @@ { "model": "ARIMA", "api_model_id": "baseline/arima", - "evaluated_at": "2026-07-03T09:14:49.683660+00:00", + "evaluated_at": "2026-07-03T09:29:09.368989+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 336, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 288, + "prediction_length": 36 }, { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 96, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260703t071000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 120, + "prediction_length": 12 }, { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 240, + "prediction_length": 60 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260702t115000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 72, + "prediction_length": 72 + }, + { + "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260702t090000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 336, "prediction_length": 24 }, { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 168, + "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 96, "prediction_length": 24 } ], diff --git a/results/baseline_rank_history_daily.csv b/results/baseline_rank_history_daily.csv index 79d169929fe78b5207707338a27f733d06e24825..3825395c6191a519d5317d4a89cdd5dfe782ea98 100644 --- a/results/baseline_rank_history_daily.csv +++ b/results/baseline_rank_history_daily.csv @@ -24,4 +24,4 @@ date,model,MSE_Rank,CRPS_Rank,MASE_Rank,MAE_Rank,RMSE_Rank,sMAPE_Rank,MSIS_Rank, 2026-06-30,Seasonal-Naive,8.357,10.167,9.692,8.571,8.357,10.083,9.846,10.000,9.667,9.583 2026-07-01,Seasonal-Naive,9.071,10.667,10.250,9.214,9.071,10.500,10.583,10.333,10.000,9.917 2026-07-02,Seasonal-Naive,11.500,13.167,13.667,11.500,11.500,12.667,12.333,12.833,12.917,12.583 -2026-07-03,Seasonal-Naive,9.786,11.333,10.750,9.643,9.786,10.833,10.417,10.833,11.000,10.583 +2026-07-03,Seasonal-Naive,10.571,11.917,12.000,10.500,10.571,11.833,10.833,12.083,12.083,11.417 diff --git a/results/baseline_rank_history_weekly.csv b/results/baseline_rank_history_weekly.csv index ad8120f133196e87dc646c9e16de910a86c97e6a..4da9a0e777b7f16e65053552ceb5576f6a47a7a9 100644 --- a/results/baseline_rank_history_weekly.csv +++ b/results/baseline_rank_history_weekly.csv @@ -2,4 +2,4 @@ week,model,MSE_Rank,CRPS_Rank,MASE_Rank,MAE_Rank,RMSE_Rank,sMAPE_Rank,MSIS_Rank, 2026-W24,Chronos-Bolt-Mini,,2.751,3.064,3.077,2.902,3.077,2.505,3.077,2.918,3.103 2026-W25,Chronos-Bolt-Mini,4.967,4.229,4.414,4.414,4.414,4.529,3.857,4.486,4.429,4.529 2026-W26,Chronos-Bolt-Mini,4.424,4.054,4.456,4.526,4.424,4.421,4.076,4.476,4.46,4.52 -2026-W27,Chronos-Bolt-Mini,9.171,11.017,10.422,9.057,9.171,10.383,10.552,10.3,10.233,10.183 +2026-W27,Chronos-Bolt-Mini,9.328,11.134,10.672,9.228,9.328,10.583,10.636,10.55,10.45,10.35 diff --git a/results/chronos_2/all_results.csv b/results/chronos_2/all_results.csv index 3af5600071e7b3fae4fe7a6b0f53ee391a74577a..e13dc3a94169d6dd988009eb261603b8c224343f 100644 --- a/results/chronos_2/all_results.csv +++ b/results/chronos_2/all_results.csv @@ -1,14 +1,14 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,Chronos-2,1066381.8927733104,1066381.8927733104,1006.15673828125,1.0072829365644924,0.01633390164116875,0.016475601123926195,2.865038884621,1032.6576842174325,0.016771007789219933,0.01634061582341161,0.012892014760718239,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Chronos-2,1071823.1750329335,1071823.1750329335,1008.6837565104166,1.0098127833028594,0.016374184358187802,0.01651659679088893,2.865038884621,1035.288933116226,0.016813049750802514,0.016380982775493564,0.012914284065921829,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,Chronos-2,1047487.098203659,1047487.098203659,819.30322265625,1.2141082894057063,0.01366893271924998,0.013814714127786376,10.44496425626024,1023.4681715635612,0.017214098505861357,0.013780170964601867,0.011439704022350464,Finance,1,24 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Chronos-2,1.6284716271939715e-18,1.6284716271939715e-18,9.786685842996647e-10,nan,nan,2.0,nan,1.2761158361191085e-09,inf,inf,inf,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Chronos-2,1.7296862743653321e-18,1.7296862743653321e-18,1.0190191815362404e-09,nan,nan,2.0,nan,1.3151753777977035e-09,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,Chronos-2,0.54560986632805,0.54560986632805,0.6001551946004232,0.46018290372097703,0.023867330828463356,0.024227874292963563,2.6256552532497768,0.7386540911198218,0.02941868387836925,0.02390263069029286,0.023545228485815556,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Chronos-2,0.0014233296490480996,0.0014233296490480996,0.03184098203976949,0.038649004305435074,0.01952801538619448,0.019432694568556935,0.6218784293380789,0.03772704135031131,0.024732827866258578,0.020874086588710233,0.041247146422599974,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,Chronos-2,0.213341586900556,0.213341586900556,0.4104788353045781,1.1367106208434472,0.26306850819265537,0.2240992312452717,4.376139384049636,0.4618891500138924,0.276672376417116,0.24587751158309687,0.14837872036400127,Ocean,1,72 +noaa_coops_sf_water_level_water_level/6min/short,Chronos-2,0.012990316178432692,0.012990316178432692,0.08868963718414306,0.10808998248203959,0.05069637225124682,0.04881776925744771,0.7268342374038519,0.11397506823175274,0.07231003040450247,0.05626801072239247,0.05570519653013617,Ocean,1,60 +noaa_ndbc_46013_realtime_wave_height/10min/short,Chronos-2,0.1314730454441726,0.1314730454441726,0.313402995467186,0.932438708294579,0.20312318786847594,0.17792177255640063,3.0543860488790426,0.36259211994219154,0.2186485117437742,0.18898672851982015,0.12287406930315845,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Chronos-2,0.25173447256546905,0.25173447256546905,0.29094843069712323,0.13576337438406108,0.022212074746335214,0.021499322085992794,4.524256618537364,0.5017314745613126,0.03657823494216235,0.0212113064331831,0.021258852445784796,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Chronos-2,136.48775536057883,136.48775536057883,9.18029777208964,0.7088331197488061,0.24914098713898233,0.2389575962321552,4.416387068373543,11.682797411603902,0.29446245773634044,0.2313874793408613,0.19776121999304083,Air Quality,1,24 -open_meteo_shanghai_hourly_temperature_2m/1h/short,Chronos-2,7.033087386482596,7.033087386482596,2.3153624534606934,2.0746497994095963,0.08495716844216848,0.08971188344934282,48.34314705983917,2.6519968677361963,0.09948098173159335,0.08685324358296061,0.07947817295189358,Weather,1,24 +open_meteo_shanghai_hourly_temperature_2m/1h/short,Chronos-2,8.063821078900824,8.063821078900824,2.5251784324645996,2.261353859733535,0.09091554893283586,0.09616113347375081,53.98401974125577,2.8396867923946867,0.10512491794036039,0.09348185025495336,0.08513324034904785,Weather,1,24 usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Chronos-2,17.506557314788704,17.506557314788704,3.5388614336649575,0.7888483691141702,0.5249753041805639,0.3634003695554939,5.850523517596834,4.1840838082893015,0.4564455063588329,0.38605761094526814,0.2794264690322105,Hazards,1,24 -usgs_potomac_iv_usgs_00060/15min/short,Chronos-2,2176.9765617897115,2176.9765617897115,43.658345540364586,13.970670572916667,0.01857789673140145,0.01838286619395273,30.129026692708333,46.658081419939585,0.019801838268409373,0.018528740812886826,0.011495641110067295,Hydrology,1,24 +usgs_potomac_iv_usgs_00060/15min/short,Chronos-2,16.29858565578858,16.29858565578858,3.9722798665364585,0.3177823893229167,0.0016903318581006205,0.001688857525715003,6.623228352864583,4.037150685296324,0.001717936461828223,0.0016903318581006205,0.0022696994934803486,Hydrology,1,24 wikimedia_time_series_hourly_pageviews/1D/short,Chronos-2,202.88044411110292,202.88044411110292,11.206120082310267,0.22092282963086185,0.04851325893573051,0.047004889976123405,1.5753882042213447,14.243610641656241,0.05988304774269891,0.04711281716286599,0.05100915592513086,Web,1,7 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 9a07ba4966797a3a942106e18b79b4e373b9e322..3ead5739330f86d11f8148c5d06c7f59cb2e852c 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": "2026-07-03T09:04:46.581831+00:00", + "evaluated_at": "2026-07-03T09:21:09.022783+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 61710.01171875, 61750.46875, 61584.0, - 61606.0 + 61666.6484375 ], "p50": [ 61017.125, 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 6f0741fac153b975a5e2cf031f10d103e9a5e177..50e786d983afae72383c855712c4263ced944834 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": "2026-07-03T08:46:17.249182+00:00", + "evaluated_at": "2026-07-03T09:21:14.190312+00:00", "freq": "5min", "context_length": 288, "prediction_length": 36, @@ -830,13 +830,6 @@ ] }, "timestamps": [ - "2026-07-02 05:35:00", - "2026-07-02 05:40:00", - "2026-07-02 05:45:00", - "2026-07-02 05:50:00", - "2026-07-02 05:55:00", - "2026-07-02 06:00:00", - "2026-07-02 06:05:00", "2026-07-02 06:10:00", "2026-07-02 06:15:00", "2026-07-02 06:20:00", @@ -1153,6 +1146,13 @@ "2026-07-03 08:15:00", "2026-07-03 08:20:00", "2026-07-03 08:25:00", - "2026-07-03 08:30:00" + "2026-07-03 08:30:00", + "2026-07-03 08:35:00", + "2026-07-03 08:40:00", + "2026-07-03 08:45:00", + "2026-07-03 08:50:00", + "2026-07-03 08:55:00", + "2026-07-03 09:00:00", + "2026-07-03 09:05:00" ] } 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 163ea185cae68cabc74c6e3b8642bba212fd4537..6be94dae6ca64140a66f233164d2195c6a82c297 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": "2026-07-03T08:56:31.140966+00:00", + "evaluated_at": "2026-07-03T09:21:19.630269+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,11 +326,6 @@ ] }, "timestamps": [ - "2026-07-01 11:55:00", - "2026-07-01 12:00:00", - "2026-07-01 12:05:00", - "2026-07-01 12:10:00", - "2026-07-01 12:15:00", "2026-07-01 12:20:00", "2026-07-01 12:25:00", "2026-07-01 12:30:00", @@ -457,6 +452,11 @@ "2026-07-01 22:35:00", "2026-07-01 22:40:00", "2026-07-01 22:45:00", - "2026-07-01 22:50:00" + "2026-07-01 22:50:00", + "2026-07-01 22:55:00", + "2026-07-01 23:00:00", + "2026-07-01 23:05:00", + "2026-07-01 23:10:00", + "2026-07-01 23:15:00" ] } 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 a4e1cc616c53a976a05d0b0a791f44f18d220bc0..a493e122cf58644ac51928df18f91b5fd64e03d1 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 @@ -1,15 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "Chronos-2", - "evaluated_at": "2026-07-03T08:56:34.913721+00:00", + "evaluated_at": "2026-07-03T09:21:22.965797+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.180999994277954, - 1.1970000267028809, - 1.2020000219345093, - 1.2230000495910645, 1.2339999675750732, 1.24399995803833, 1.2660000324249268, @@ -245,13 +241,13 @@ 1.090000033378601, 1.0859999656677246, 1.0820000171661377, - 1.093000054359436 - ], - 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03:20:00" + "2026-07-04 03:20:00", + "2026-07-04 03:35:00", + "2026-07-04 03:50:00", + "2026-07-04 04:05:00", + "2026-07-04 04:20:00" ] } diff --git a/results/chronos_2/online_meta.json b/results/chronos_2/online_meta.json index 6eec0702fdfe0de547637d3e7cf022f4b6c89894..cc7fdf5ce40492cb49207bd145c35eb8d028f1c7 100644 --- a/results/chronos_2/online_meta.json +++ b/results/chronos_2/online_meta.json @@ -1,36 +1,48 @@ { "model": "Chronos-2", "api_model_id": "amazon/chronos-2", - "evaluated_at": "2026-07-03T09:06:45.585623+00:00", + "evaluated_at": "2026-07-03T09:21:35.328224+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 336, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 288, + "prediction_length": 36 }, { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 96, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260703t071000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 120, + "prediction_length": 12 }, { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 240, + "prediction_length": 60 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260702t115000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 72, + "prediction_length": 72 + }, + { + "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260702t090000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 336, "prediction_length": 24 }, { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 168, + "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 96, "prediction_length": 24 } ], diff --git a/results/chronos_bolt/all_results.csv b/results/chronos_bolt/all_results.csv index dc6f66f85aab620aa5e604e71dbda988b8bfdec1..2ba642a765f1ad12d646d190da4080096ebeaccd 100644 --- a/results/chronos_bolt/all_results.csv +++ b/results/chronos_bolt/all_results.csv @@ -1,15 +1,15 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,Chronos-Bolt,1106934.1065972645,1106934.1065972645,1027.78076171875,1.0289311639228582,0.016685135081529377,0.016832243205078135,2.8481581946655634,1052.1093605691685,0.017086915200353534,0.01669180351227233,0.012708652459765069,Finance,1,24 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-noaa_ndbc_46013_realtime_wave_height/10min/short,Chronos-Bolt,0.19211084719576593,0.19211084719576593,0.38786375357045066,1.0740842406566324,0.24881551476543015,0.21341731073214593,3.3953686631642856,0.43830451423156247,0.2625451399825015,0.2323310396513354,0.14905080952881777,Ocean,1,72 +noaa_coops_sf_water_level_water_level/6min/short,Chronos-Bolt,0.25619492245704384,0.25619492245704384,0.40500227014223733,0.4935941748636175,0.23015143811642355,0.2780576236243461,1.270587560086263,0.5061570136400797,0.32112487067210843,0.25694853200990564,0.20940369968156355,Ocean,1,60 +noaa_ndbc_46013_realtime_wave_height/10min/short,Chronos-Bolt,0.13499652715393415,0.13499652715393415,0.3102615525325139,0.9230922660634823,0.2020164496480672,0.17616410601219604,3.81386078395658,0.36741873544218473,0.22155903361612267,0.18709239109598552,0.14024955104623982,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Chronos-Bolt,0.2492891895071049,0.2492891895071049,0.2932896614074707,0.1368558476470609,0.02237083427875951,0.02166801101466744,3.9601093886159737,0.4992886835359929,0.03640014568811092,0.02138199153331913,0.022775195840174497,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Chronos-Bolt,213.0874997717889,213.0874997717889,11.77229086558024,0.9089672108686079,0.32845211677166447,0.29250630452645143,5.475042177289303,14.597516904315915,0.3679273510489232,0.29671812146830007,0.2328691788245559,Air Quality,1,24 -open_meteo_shanghai_hourly_temperature_2m/1h/short,Chronos-Bolt,4.761139635385007,4.761139635385007,1.7494079271952312,1.567533756892529,0.06294517053790372,0.06592294072389837,26.835478948919256,2.182003582807555,0.0818507220730029,0.0656233120648335,0.058416879201149324,Weather,1,24 +open_meteo_shanghai_hourly_temperature_2m/1h/short,Chronos-Bolt,6.063964743842462,6.063964743842462,2.068436543146769,1.8523312651191868,0.0734375817085889,0.07719385654499579,35.446677046059555,2.4625118768936853,0.09116194070378698,0.0765733116925116,0.06792310186565563,Weather,1,24 usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Chronos-Bolt,17.181945945260054,17.181945945260054,3.6055833101272583,0.803721357056231,0.525884180684192,0.3693647371482309,5.811816507817792,4.145111089616303,0.45219393704905125,0.3933363611047918,0.28512386851840543,Hazards,1,24 -usgs_potomac_iv_usgs_00060/15min/short,Chronos-Bolt,2164.840841509402,2164.840841509402,43.646820068359375,13.966982421874997,0.018571994141202166,0.018378068442264323,445.52099283854164,46.52785017072465,0.01974656771171338,0.018523849365881962,0.01654742895145643,Hydrology,1,24 +usgs_potomac_iv_usgs_00060/15min/short,Chronos-Bolt,84.96825251728296,84.96825251728296,8.687164306640625,0.69497314453125,0.003696665662400266,0.0036889896998737043,4.334658203125,9.217822547504534,0.003922477679789163,0.003696665662400266,0.0031078157898382086,Hydrology,1,24 wikimedia_time_series_hourly_pageviews/1D/short,Chronos-Bolt,1241.3020611748964,1241.3020611748964,30.671598161969865,0.6189814521204775,0.1498591210836874,0.13544669686484584,3.452328823115008,35.23211689885943,0.1468879203645122,0.12787444141381124,0.11896778616880911,Web,1,7 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 f08184b8d847faac8fc33caf45f9cad8bae89f44..8261b8b1f00455c75262f787cef0fd9daf6eb4cf 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": "2026-07-03T09:09:16.180011+00:00", + "evaluated_at": "2026-07-03T09:24:12.858525+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 61710.01171875, 61750.46875, 61584.0, - 61606.0 + 61666.6484375 ], "p50": [ 60981.40234375, 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 d66114d8f78d2c7f7a15cb1b77beb422152ab107..c1b4d7bd443cbe20d301805e098dfbeb08370edf 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": "2026-07-03T08:48:40.395084+00:00", + "evaluated_at": "2026-07-03T09:24:16.512074+00:00", "freq": "5min", "context_length": 288, "prediction_length": 36, @@ -830,13 +830,6 @@ ] }, "timestamps": [ - "2026-07-02 05:35:00", - "2026-07-02 05:40:00", - "2026-07-02 05:45:00", - "2026-07-02 05:50:00", - "2026-07-02 05:55:00", - "2026-07-02 06:00:00", - "2026-07-02 06:05:00", "2026-07-02 06:10:00", "2026-07-02 06:15:00", "2026-07-02 06:20:00", @@ -1153,6 +1146,13 @@ "2026-07-03 08:15:00", "2026-07-03 08:20:00", "2026-07-03 08:25:00", - "2026-07-03 08:30:00" + "2026-07-03 08:30:00", + "2026-07-03 08:35:00", + "2026-07-03 08:40:00", + "2026-07-03 08:45:00", + "2026-07-03 08:50:00", + "2026-07-03 08:55:00", + "2026-07-03 09:00:00", + "2026-07-03 09:05:00" ] } diff --git 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 index 7c785c2a5ad127b395258d2a2f6f4c82c264a488..c319fd27823a5c23bd41a66c5b532d52b3e7327a 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": "2026-07-03T08:58:27.740603+00:00", + "evaluated_at": "2026-07-03T09:24:19.411234+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,11 +326,6 @@ ] }, "timestamps": [ - "2026-07-01 11:55:00", - "2026-07-01 12:00:00", - "2026-07-01 12:05:00", - "2026-07-01 12:10:00", - "2026-07-01 12:15:00", "2026-07-01 12:20:00", "2026-07-01 12:25:00", "2026-07-01 12:30:00", @@ -457,6 +452,11 @@ "2026-07-01 22:35:00", "2026-07-01 22:40:00", "2026-07-01 22:45:00", - "2026-07-01 22:50:00" + "2026-07-01 22:50:00", + "2026-07-01 22:55:00", + "2026-07-01 23:00:00", + "2026-07-01 23:05:00", + "2026-07-01 23:10:00", + "2026-07-01 23:15:00" ] } 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 7fb5dc910345a13aa346469a545ad73be03c69db..1c30b1dea4bdd3e97e83276d253d5d2c5d1cd24c 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 @@ -1,15 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "Chronos-Bolt", - "evaluated_at": "2026-07-03T08:58:30.009640+00:00", + "evaluated_at": "2026-07-03T09:24:22.775099+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, 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a/results/chronos_bolt/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json b/results/chronos_bolt/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json index f5666983a09e185f91185f03f5fd4187a307d824..058117a41d6a16a67401ae20dabb0dde20cddb64 100644 --- a/results/chronos_bolt/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json +++ b/results/chronos_bolt/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json @@ -1,13 +1,11 @@ { "dataset": "noaa_ndbc_46013_realtime_wave_height/10min/short", "model": "Chronos-Bolt", - "evaluated_at": "2026-07-03T08:48:45.017806+00:00", + "evaluated_at": "2026-07-03T09:24:28.210620+00:00", "freq": "10min", "context_length": 72, "prediction_length": 72, "context": [ - 2.799999952316284, - 3.0, 3.0, 3.0, 3.0, @@ -77,11 +75,11 @@ 2.0999999046325684, 2.0999999046325684, 2.0999999046325684, - 2.0 + 2.0, + 2.0, + 1.899999976158142 ], "actuals": [ - 2.0, - 1.899999976158142, 1.899999976158142, 1.899999976158142, 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"2026-07-02 22:05:00", - "2026-07-02 22:20:00", "2026-07-02 22:35:00", "2026-07-02 22:50:00", "2026-07-02 23:05:00", @@ -589,6 +585,10 @@ "2026-07-04 02:35:00", "2026-07-04 02:50:00", "2026-07-04 03:05:00", - "2026-07-04 03:20:00" + "2026-07-04 03:20:00", + "2026-07-04 03:35:00", + "2026-07-04 03:50:00", + "2026-07-04 04:05:00", + "2026-07-04 04:20:00" ] } diff --git a/results/chronos_bolt/online_meta.json b/results/chronos_bolt/online_meta.json index 1fe589c2c42dbf3a7f130522d564891cd5a8785f..bc539b64a9ccdb3cfc29625f6ab14c419309eede 100644 --- a/results/chronos_bolt/online_meta.json +++ b/results/chronos_bolt/online_meta.json @@ -1,36 +1,48 @@ { "model": "Chronos-Bolt", "api_model_id": "amazon/chronos-bolt-base", - "evaluated_at": "2026-07-03T09:09:32.174927+00:00", + "evaluated_at": "2026-07-03T09:24:40.047676+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 336, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 288, + "prediction_length": 36 }, { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 96, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260703t071000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 120, + "prediction_length": 12 }, { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 240, + "prediction_length": 60 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260702t115000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 72, + "prediction_length": 72 + }, + { + "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260702t090000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 336, "prediction_length": 24 }, { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 168, + "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 96, "prediction_length": 24 } ], diff --git a/results/ets/all_results.csv b/results/ets/all_results.csv index 85639ed6ee1ce904522801a7ef4fcb5d82a6a6a8..8c9d5ea760ea7f8ef92afdb5e44c5de2ab4b76fa 100644 --- a/results/ets/all_results.csv +++ b/results/ets/all_results.csv @@ -1,14 +1,14 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,ETS,99112.94630849389,127561.3687899027,316.62745239113184,0.31698185571592535,0.005136400819462973,0.005153219073518436,1.4143658909939798,314.8220867545571,0.005112907936360679,0.005142228205425766,0.0035436441587957854,Finance,1,24 +binance_btcusdt_1h_close/1h/short,ETS,100136.45025759115,128820.90601405683,319.1544706202985,0.31951170245429256,0.005177233905778053,0.005194217754811521,1.4143658909939798,316.44343927089267,0.005139028456299826,0.005183055494062461,0.0035726777933075765,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,ETS,1556117.9881807761,1569433.9940070417,1003.0477607431425,1.4863954727772741,0.016733873296267597,0.016954216616983653,43.48353332776867,1247.444583210323,0.02098124253652188,0.01687063988823202,0.015785365847337016,Finance,1,24 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,ETS,4.407835548068247e-15,1.12132504091072e-14,8.609260281087649e-08,nan,nan,2.0,nan,6.639153220154094e-08,inf,inf,inf,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,ETS,9.578202015526527e-15,9.143141084502762e-15,9.078851462715541e-08,nan,nan,2.0,nan,9.786828912128038e-08,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,ETS,1.8217861601844823,2.0796002615550564,1.2131657928516801,0.9302229861080233,0.047459318364697266,0.04909058741855834,3.7230358149689544,1.3497355889893703,0.05375648099594917,0.04831725889157136,0.039139093197466474,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,ETS,0.15630736633033,0.15479572714364592,0.3251954122096254,0.3947264839664642,0.1922048048746748,0.22141439632524754,13.983023094492475,0.3953572641679042,0.2591855287443315,0.2131893163419585,0.208039343890265,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,ETS,0.020500226662597383,0.018703494050631313,0.11709057719235044,0.32425082914804737,0.07118340654224917,0.07381067565531743,3.292162268608767,0.14317900217070023,0.085764462712336,0.07013745234518927,0.059621201410734015,Ocean,1,72 +noaa_coops_sf_water_level_water_level/6min/short,ETS,0.10032508561515,0.0991898378019891,0.26951936276209854,0.32847516490612416,0.1570845955688056,0.1748499675710297,11.342843148928301,0.31674135444420576,0.20095251817399673,0.1709931269907323,0.16578581161489395,Ocean,1,60 +noaa_ndbc_46013_realtime_wave_height/10min/short,ETS,0.12188646713943606,0.11337034036512866,0.2933151362327653,0.8726731738617476,0.18471686228766396,0.21219836455444657,17.281796913694084,0.3491224242861464,0.2105260823062415,0.1768734467242181,0.16476795377155018,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,ETS,0.24459513642903152,0.24348595220695382,0.40710395608027244,0.18996427191626322,0.03029389729570296,0.029936254324622723,3.0398310268602065,0.49456560376661,0.036055814247461085,0.029679509670801445,0.026580811028750165,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,ETS,145.7792540083514,150.16743244366208,9.897979094537803,0.7642470402343706,0.24725680005457584,0.251692399809218,8.414509875221746,12.073907984093278,0.3043203176618664,0.24947648650533116,0.21517811217564276,Air Quality,1,24 -open_meteo_shanghai_hourly_temperature_2m/1h/short,ETS,106.84184440290716,108.35221310709596,8.406677432657075,7.532691749101677,0.3018050659910477,0.3900462710767077,245.889688735542,10.336432866463515,0.3877374448169162,0.31534898637170894,0.3036294255176034,Weather,1,24 +open_meteo_shanghai_hourly_temperature_2m/1h/short,ETS,72.45733914421032,73.59272962655326,6.7831402874626505,6.074454095189071,0.23720849618498638,0.29062052869554644,187.40371611054073,8.512187682623681,0.315120327363338,0.2511111676144154,0.24032134851481068,Weather,1,24 usgs_earthquake_all_week_hourly_earthquake_count/1h/short,ETS,19.46042108047662,21.15059596073165,4.0083716630728725,0.8935069961029315,0.5820503764478479,0.3989621701945276,5.690711631803715,4.4113967267155445,0.48124327927805943,0.4372769086988589,0.3206744833976598,Hazards,1,24 -usgs_potomac_iv_usgs_00060/15min/short,ETS,1012.7154112459662,1020.0158692012002,31.296036406085136,10.014731649947244,0.013301258389789036,0.013214295692795896,400.58926599788975,31.823189834552508,0.013505863059757033,0.013282137466773532,0.013282137466773532,Hydrology,1,24 +usgs_potomac_iv_usgs_00060/15min/short,ETS,1697.4760428995796,1664.2419383017075,35.708436190025644,2.856674895202051,0.015195079229798144,0.015347457925877767,114.26699580808206,41.2004374115079,0.017532101026173575,0.015195079229798146,0.015195079229798144,Hydrology,1,24 wikimedia_time_series_hourly_pageviews/1D/short,ETS,1913.9417099508987,2465.8022152638114,44.205675203589685,0.8714918972835489,0.19186102346116632,0.19079093555054333,5.010857182203694,43.748619520516286,0.18392813011628467,0.1858496855406173,0.12557685393757048,Web,1,7 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 011edb135f31ef39024cb458c33d5759d74ecb6b..5453fa485a5bc761b4a85c192abab2ee6b5a5c5b 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": "2026-07-03T09:14:49.166680+00:00", + "evaluated_at": "2026-07-03T09:29:08.938781+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 61710.01171875, 61750.46875, 61584.0, - 61606.0 + 61666.6484375 ], "p50": [ 61118.60113750148, 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 8274bb1dc4353ed49f8f5dc2f08f6d4eeefc288e..64a9170d07b0f9ce9fb8c9e9bc31edaddf434481 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": "2026-07-03T08:51:40.125403+00:00", + "evaluated_at": "2026-07-03T09:29:08.953629+00:00", "freq": "5min", "context_length": 288, "prediction_length": 36, @@ -830,13 +830,6 @@ ] }, "timestamps": [ - "2026-07-02 05:35:00", - "2026-07-02 05:40:00", - "2026-07-02 05:45:00", - "2026-07-02 05:50:00", - "2026-07-02 05:55:00", - "2026-07-02 06:00:00", - "2026-07-02 06:05:00", "2026-07-02 06:10:00", "2026-07-02 06:15:00", "2026-07-02 06:20:00", @@ -1153,6 +1146,13 @@ "2026-07-03 08:15:00", "2026-07-03 08:20:00", "2026-07-03 08:25:00", - "2026-07-03 08:30:00" + "2026-07-03 08:30:00", + "2026-07-03 08:35:00", + "2026-07-03 08:40:00", + "2026-07-03 08:45:00", + "2026-07-03 08:50:00", + "2026-07-03 08:55:00", + "2026-07-03 09:00:00", + "2026-07-03 09:05:00" ] } diff --git 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 index 0c7bf2897761a20c7e783547ab0ceb6b18126bc7..61dad605c8e306b5342ae50a68bcb2c4d955a543 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": "2026-07-03T09:00:08.818979+00:00", + "evaluated_at": "2026-07-03T09:29:08.973744+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,11 +326,6 @@ ] }, "timestamps": [ - "2026-07-01 11:55:00", - "2026-07-01 12:00:00", - "2026-07-01 12:05:00", - "2026-07-01 12:10:00", - "2026-07-01 12:15:00", "2026-07-01 12:20:00", "2026-07-01 12:25:00", "2026-07-01 12:30:00", @@ -457,6 +452,11 @@ "2026-07-01 22:35:00", "2026-07-01 22:40:00", "2026-07-01 22:45:00", - "2026-07-01 22:50:00" + "2026-07-01 22:50:00", + "2026-07-01 22:55:00", + "2026-07-01 23:00:00", + "2026-07-01 23:05:00", + "2026-07-01 23:10:00", + "2026-07-01 23:15:00" ] } 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 bbdf71bd2ed1e54ef51efd1dc944cc2efb050019..decd456b7e53c012bee832310c2e3e46d250e5d3 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 @@ -1,15 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "ETS", - "evaluated_at": "2026-07-03T09:00:08.843313+00:00", + "evaluated_at": "2026-07-03T09:29:08.993447+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.180999994277954, - 1.1970000267028809, - 1.2020000219345093, - 1.2230000495910645, 1.2339999675750732, 1.24399995803833, 1.2660000324249268, @@ -245,13 +241,13 @@ 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"2026-07-03 08:30:00", "2026-07-03 08:36:00", "2026-07-03 08:42:00", - "2026-07-03 08:48:00" + "2026-07-03 08:48:00", + "2026-07-03 08:54:00", + "2026-07-03 09:00:00", + "2026-07-03 09:06:00", + "2026-07-03 09:12:00" ] } diff --git a/results/ets/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json b/results/ets/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json index d3b07f57236ad5e82d56568730f4f2be70cb4828..7fc624f196c0be7866aea2ec941c263fb8175073 100644 --- a/results/ets/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json +++ b/results/ets/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json @@ -1,13 +1,11 @@ { "dataset": "noaa_ndbc_46013_realtime_wave_height/10min/short", "model": "ETS", - "evaluated_at": "2026-07-03T08:51:40.158673+00:00", + "evaluated_at": "2026-07-03T09:29:09.020558+00:00", "freq": "10min", "context_length": 72, "prediction_length": 72, "context": [ - 2.799999952316284, - 3.0, 3.0, 3.0, 3.0, @@ -77,11 +75,11 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b/results/ets/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json index 83714b5dfc4012726afcd05975d4fd0ab845a0f1..ee86d1c436d480eab5334e59ff6259bcd62cea32 100644 --- a/results/ets/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json +++ b/results/ets/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json @@ -1,12 +1,11 @@ { "dataset": "open_meteo_shanghai_hourly_temperature_2m/1h/short", "model": "ETS", - "evaluated_at": "2026-07-03T08:09:47.141982+00:00", + "evaluated_at": "2026-07-03T09:29:09.043629+00:00", "freq": "1h", "context_length": 336, "prediction_length": 24, "context": [ - 27.200000762939453, 25.700000762939453, 24.600000381469727, 24.399999618530273, @@ -341,10 +340,10 @@ 27.799999237060547, 27.899999618530273, 26.799999237060547, - 26.200000762939453 + 26.200000762939453, + 25.899999618530273 ], "actuals": [ - 25.899999618530273, 25.399999618530273, 25.0, 25.5, @@ -359,358 +358,358 @@ 24.700000762939453, 25.0, 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"dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 240, + "prediction_length": 60 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260702t115000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 72, + "prediction_length": 72 + }, + { + "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260702t090000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 336, "prediction_length": 24 }, { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 168, + "dataset": 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"usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-03T09:20:36.985472Z|h:24", "release_time": "2026-07-03T09:20:36.985472Z", "evaluated_at": "2026-07-03T09:29:09.477768+00:00", "dataset": "usgs_potomac_iv_usgs_00060/15min/short", "domain": "Hydrology", "frequency": "15min", "prediction_length": 24, "model": "Seasonal-Naive", "MSE": 1250.0, "RMSE": 35.35533905932738, "MAPE": 0.010638297872340425, "CRPS": 0.009456264775413685, "MAPE_eligible": true} diff --git a/results/moirai_2_0/all_results.csv b/results/moirai_2_0/all_results.csv index cfb7691ad946e4228e745d3b67082342fc6477bf..389a04b61de0ae04ae1c1d8aeaa9fe9f637d95e9 100644 --- a/results/moirai_2_0/all_results.csv +++ b/results/moirai_2_0/all_results.csv @@ -1,14 +1,14 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,Moirai-2.0,989487.5382207235,989487.5382207235,971.7945963541666,0.972882332851313,0.015775679537409378,0.01590708966061238,5.461052863357643,994.7298820386987,0.0161550365186923,0.015782553109386373,0.012455686961773137,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Moirai-2.0,994757.3978296915,994757.3978296915,974.3216145833334,0.9754121795896801,0.015815984815766525,0.015948085526601877,5.461052863357643,997.3752542697716,0.016197333163585965,0.015822943001973323,0.012477974203276355,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-2.0,7.853649481634599e-14,7.853649481634599e-14,2.2195765801856658e-07,nan,nan,2.0,nan,2.8024363474724275e-07,inf,inf,inf,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-2.0,1.1386881610856108,1.1386881610856108,0.9615161418914795,0.7372647843943197,0.03830361121841618,0.03877556052354146,5.338782734865542,1.0670933235128082,0.04249956986706696,0.03829470351862727,0.03164686962922058,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Moirai-2.0,0.010542954482467575,0.010542954482467575,0.07673871318499247,0.09314646302604407,0.0448620772629977,0.04634922043942292,1.0767876932005147,0.10267889015015488,0.0673135031184018,0.05030782473131689,0.08403583548778318,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,Moirai-2.0,0.290601300413427,0.290601300413427,0.4917927500274446,1.361887615460616,0.3128510157982524,0.26157199715402657,5.893286494108347,0.5390744850328449,0.32290652169548534,0.29458468303641533,0.1692254229897444,Ocean,1,72 +noaa_coops_sf_water_level_water_level/6min/short,Moirai-2.0,0.00891973211487264,0.00891973211487264,0.07285431623458863,0.08879077664042588,0.04192116766693462,0.04314306619147665,0.8636245199956423,0.09444433341854153,0.05991900445403825,0.046221493031356496,0.06903303706625256,Ocean,1,60 +noaa_ndbc_46013_realtime_wave_height/10min/short,Moirai-2.0,0.2801363348561525,0.2801363348561525,0.47743044131331974,1.420454272733055,0.3059660297005001,0.2559769488622085,9.341685327026369,0.5292790708654108,0.3191632547345486,0.28789774987656547,0.1760289118275159,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Moirai-2.0,0.4939496926474476,0.4939496926474476,0.5728392601013184,0.2673002591719867,0.04254126112341427,0.04120375109388749,5.50267049225866,0.7028155466745507,0.05123806954655073,0.04176227743814768,0.035586131380455605,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Moirai-2.0,269.9982433049325,269.9982433049325,13.222349087397257,1.0209297330770788,0.3690873028964649,0.3241470159117612,5.167575771188887,16.43162327053942,0.41415561721842925,0.33326653473042867,0.2556505915908567,Air Quality,1,24 -open_meteo_shanghai_hourly_temperature_2m/1h/short,Moirai-2.0,4.529021505573231,4.529021505573231,1.885892391204834,1.6898288495925176,0.06986248442348515,0.07300387858314406,34.937181759822984,2.1281497845718547,0.07983057311142594,0.0707430799785776,0.06356508980623313,Weather,1,24 +open_meteo_shanghai_hourly_temperature_2m/1h/short,Moirai-2.0,5.402871392830548,5.402871392830548,2.124752918879191,1.9027638412854662,0.07723683599338795,0.08082730573902074,42.68785252555299,2.3244077509831507,0.08604933992596421,0.0786581382281088,0.07021776650248254,Weather,1,24 usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Moirai-2.0,17.112877852451447,17.112877852451447,3.510263999303182,0.7824737088230004,0.518502781772464,0.3613552263630473,5.818824078645501,4.1367714285963935,0.4512841558468793,0.3829378908330744,0.2803573626701278,Hazards,1,24 -usgs_potomac_iv_usgs_00060/15min/short,Moirai-2.0,2120.0140411903462,2120.0140411903462,43.130533854166664,13.801770833333334,0.018352871437162934,0.018162923412350488,135.440458984375,46.04361021021643,0.019541054731126335,0.01830473585322723,0.010976353736860203,Hydrology,1,24 +usgs_potomac_iv_usgs_00060/15min/short,Moirai-2.0,0.526766282816728,0.526766282816728,0.651031494140625,0.05208251953125,0.0002770346783577127,0.0002769869949856925,3.568238118489583,0.7257866648104855,0.00030884538928105767,0.0002770346783577128,0.0014096971155622042,Hydrology,1,24 wikimedia_time_series_hourly_pageviews/1D/short,Moirai-2.0,344.09016912091255,344.09016912091255,16.391954694475448,0.33080493120374943,0.06974974554386228,0.06788930786115865,1.4843143334575033,18.54966762831379,0.07733631530565607,0.06834049009012991,0.05792596637906833,Web,1,7 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 e8757bc9d5d6ec9bd7c918a84330aa3b37ee9712..ba2c21440528542a45a12089ba00ba62420094d3 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": "2026-07-03T09:08:51.433108+00:00", + "evaluated_at": "2026-07-03T09:23:44.540638+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 61710.01171875, 61750.46875, 61584.0, - 61606.0 + 61666.6484375 ], "p50": [ 60907.28515625, 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 ddb48de80cd4ce760a466bb8d705cf46bff4ccfe..da685038d640d0d1e8572d17aa3f8a4a8ac35db6 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": "2026-07-03T08:48:20.328245+00:00", + "evaluated_at": "2026-07-03T09:23:47.485465+00:00", "freq": "5min", "context_length": 288, "prediction_length": 36, @@ -830,13 +830,6 @@ ] }, "timestamps": [ - "2026-07-02 05:35:00", - "2026-07-02 05:40:00", - "2026-07-02 05:45:00", - "2026-07-02 05:50:00", - "2026-07-02 05:55:00", - "2026-07-02 06:00:00", - "2026-07-02 06:05:00", "2026-07-02 06:10:00", "2026-07-02 06:15:00", "2026-07-02 06:20:00", @@ -1153,6 +1146,13 @@ "2026-07-03 08:15:00", "2026-07-03 08:20:00", "2026-07-03 08:25:00", - "2026-07-03 08:30:00" + "2026-07-03 08:30:00", + "2026-07-03 08:35:00", + "2026-07-03 08:40:00", + "2026-07-03 08:45:00", + "2026-07-03 08:50:00", + "2026-07-03 08:55:00", + "2026-07-03 09:00:00", + "2026-07-03 09:05:00" ] } diff --git 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 index 9b7cdae827a18d1a20e411ff1d415c19c95130c8..ba7fda0ed8639ce3886f2e4c7e046765776255e5 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": "2026-07-03T08:58:09.195245+00:00", + "evaluated_at": "2026-07-03T09:23:51.907352+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,11 +326,6 @@ ] }, "timestamps": [ - "2026-07-01 11:55:00", - "2026-07-01 12:00:00", - "2026-07-01 12:05:00", - "2026-07-01 12:10:00", - "2026-07-01 12:15:00", "2026-07-01 12:20:00", "2026-07-01 12:25:00", "2026-07-01 12:30:00", @@ -457,6 +452,11 @@ "2026-07-01 22:35:00", "2026-07-01 22:40:00", "2026-07-01 22:45:00", - "2026-07-01 22:50:00" + "2026-07-01 22:50:00", + "2026-07-01 22:55:00", + "2026-07-01 23:00:00", + "2026-07-01 23:05:00", + "2026-07-01 23:10:00", + "2026-07-01 23:15:00" ] } diff --git 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08:48:00", + "2026-07-03 08:54:00", + "2026-07-03 09:00:00", + "2026-07-03 09:06:00", + "2026-07-03 09:12:00" ] } diff --git a/results/moirai_2_0/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json b/results/moirai_2_0/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json index f8c138aa27a2fe811e1c9dc5c839b8949698dd47..884d2dc3f1c3e023f48fabd3444c3dae60326c7d 100644 --- a/results/moirai_2_0/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json +++ b/results/moirai_2_0/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json @@ -1,13 +1,11 @@ { "dataset": "noaa_ndbc_46013_realtime_wave_height/10min/short", "model": "Moirai-2.0", - "evaluated_at": "2026-07-03T08:48:24.694603+00:00", + "evaluated_at": "2026-07-03T09:23:58.637795+00:00", "freq": "10min", "context_length": 72, "prediction_length": 72, "context": [ - 2.799999952316284, - 3.0, 3.0, 3.0, 3.0, @@ -77,11 +75,11 @@ 2.0999999046325684, 2.0999999046325684, 2.0999999046325684, - 2.0 + 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a/results/moirai_2_0/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json +++ b/results/moirai_2_0/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json @@ -1,12 +1,11 @@ { "dataset": "open_meteo_shanghai_hourly_temperature_2m/1h/short", "model": "Moirai-2.0", - "evaluated_at": "2026-07-03T08:07:55.048949+00:00", + "evaluated_at": "2026-07-03T09:24:01.597940+00:00", "freq": "1h", "context_length": 336, "prediction_length": 24, "context": [ - 27.200000762939453, 25.700000762939453, 24.600000381469727, 24.399999618530273, @@ -341,10 +340,10 @@ 27.799999237060547, 27.899999618530273, 26.799999237060547, - 26.200000762939453 + 26.200000762939453, + 25.899999618530273 ], "actuals": [ - 25.899999618530273, 25.399999618530273, 25.0, 25.5, @@ -359,358 +358,358 @@ 24.700000762939453, 25.0, 25.799999237060547, + 27.899999618530273, + 29.0, + 30.299999237060547, + 31.5, + 32.099998474121094, + 31.5, 27.0, 29.399999618530273, - 30.399999618530273, - 30.899999618530273, 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09:00:00" ] } diff --git a/results/moirai_2_0/forecasts/usgs_potomac_iv_usgs_00060__15min__short.json b/results/moirai_2_0/forecasts/usgs_potomac_iv_usgs_00060__15min__short.json index 320f30a307dc2c940441d76c8b73b62a10b30fa6..90d56d30c89078041ebe94e91093e273f2a879d5 100644 --- a/results/moirai_2_0/forecasts/usgs_potomac_iv_usgs_00060__15min__short.json +++ b/results/moirai_2_0/forecasts/usgs_potomac_iv_usgs_00060__15min__short.json @@ -1,7 +1,7 @@ { "dataset": "usgs_potomac_iv_usgs_00060/15min/short", "model": "Moirai-2.0", - "evaluated_at": "2026-07-03T08:48:28.811507+00:00", + "evaluated_at": "2026-07-03T09:24:04.533642+00:00", "freq": "15min", "context_length": 96, "prediction_length": 24, @@ -84,30 +84,30 @@ 2400.0, 2400.0, 2400.0, + 2350.0, + 2350.0, 2400.0, + 2350.0, 2400.0, 2400.0, - 2400.0, - 2400.0, - 2400.0, - 2400.0, - 2400.0, - 2400.0, + 2350.0, 2400.0, 2400.0, 2400.0, 2350.0, 2350.0, - 2400.0, 2350.0, - 2400.0, - 2400.0 + 2350.0, + 2350.0, + 2350.0, + 2350.0, + 2350.0 ], 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"task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 240, + "prediction_length": 60 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260702t115000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 72, + "prediction_length": 72 + }, + { + "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260702t090000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 336, "prediction_length": 24 }, { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 168, + "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 96, "prediction_length": 24 } ], diff --git a/results/moving_average/all_results.csv b/results/moving_average/all_results.csv index 49fee757104bfff7c7ff6a898500f53d128bafa9..08f75c8ede4553ee091c44081787f3540bb4ce42 100644 --- a/results/moving_average/all_results.csv +++ b/results/moving_average/all_results.csv @@ -1,14 +1,14 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,Moving-Average,2291668.9450637475,2443748.7260764535,1555.9436574835515,1.5576852361155975,0.02526358658500455,0.025589757335818943,36.815290908795454,1513.8259295783473,0.024585481563255268,0.02526949985272136,0.023095545943854427,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Moving-Average,2299570.4121322813,2451886.2264200463,1558.470675712718,1.5602150828539643,0.025303514446422357,0.025630749004772847,36.91648477833014,1516.43345127054,0.024626816963309,0.025309499761631396,0.023135635218348757,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,Moving-Average,763747.8792799147,770725.1833900927,703.1501790364564,1.0419835263158121,0.011737086968445143,0.011838641769502792,25.952716117386256,873.9267013199188,0.014698903924331055,0.01182654896620388,0.010766495151387482,Finance,1,24 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Moving-Average,4.407835548068247e-15,1.12132504091072e-14,8.609260281087649e-08,nan,nan,2.0,nan,6.639153220154094e-08,inf,inf,inf,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Moving-Average,9.578202015526527e-15,9.143141084502762e-15,9.078851462715541e-08,nan,nan,2.0,nan,9.786828912128038e-08,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,Moving-Average,0.5872221560713285,0.656440582477526,0.7216202465455925,0.5533190471846062,0.028449752961188804,0.02879359331200553,2.4617560563691665,0.7663042190092186,0.03051991702843745,0.028740269861866855,0.020950356677483174,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Moving-Average,0.20726404818953473,0.20562270431084043,0.3689823160662829,0.44787560586113156,0.2170876984139639,0.25615175866167017,16.00952256378603,0.45526261453092626,0.2984578561192506,0.24189482615989674,0.23628546911359993,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,Moving-Average,0.2641731342101453,0.2762341407736405,0.49182314594773285,1.361971788778337,0.31072068657513197,0.26205290566178907,30.01853322446903,0.5139777565324645,0.30787353918380134,0.2946028902437058,0.27175023315986,Ocean,1,72 +noaa_coops_sf_water_level_water_level/6min/short,Moving-Average,0.2670024844831239,0.26519298592374785,0.4398502217652471,0.5360649144004745,0.2560472548492965,0.3071237113345994,19.590925146691607,0.5167228313933147,0.32782821917488214,0.27905737107873324,0.27370443410867157,Ocean,1,60 +noaa_ndbc_46013_realtime_wave_height/10min/short,Moving-Average,0.2631655959926726,0.2771186898293226,0.49465961647052364,1.4717146309967535,0.3136371566183227,0.26459447067143854,32.66246556160296,0.5129966822433383,0.30934472905777016,0.29828720209989573,0.2754005575054305,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Moving-Average,0.27572456962070363,0.3278777833352718,0.3705701556122089,0.17291674215735006,0.028090076997886477,0.02716329875882023,1.4373945188916688,0.5250948196475601,0.03828151641627514,0.02701604922511317,0.02254870714383135,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Moving-Average,800.4011211334538,786.8087157092017,25.884950104301442,1.9986399561849657,0.7923058051555261,0.5217177616598782,55.75614743032954,28.291361245678047,0.7130778247369527,0.6524247367778946,0.6224666447452611,Air Quality,1,24 -open_meteo_shanghai_hourly_temperature_2m/1h/short,Moving-Average,7.151738115809927,7.413129808371187,1.6758914532748423,1.5016602960681695,0.05697482084148059,0.06121697311229931,31.999482596251607,2.6742733809036663,0.1003166122055269,0.06286558218663484,0.05694545748352266,Weather,1,24 +open_meteo_shanghai_hourly_temperature_2m/1h/short,Moving-Average,9.069383999772402,9.32259530011905,2.045982403423062,1.8322230799397172,0.06910750682384671,0.07447656658878908,41.59761922342261,3.0115417977794037,0.1114869728638449,0.07574206171022552,0.06971501879534532,Weather,1,24 usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Moving-Average,22.557762361168724,24.41362459711316,4.299817032601464,0.9584731465860848,0.6249894725178532,0.41914390929603423,5.690711631803715,4.7495012749939045,0.5181274118175169,0.46907094901106877,0.34133293009939714,Hazards,1,24 -usgs_potomac_iv_usgs_00060/15min/short,Moving-Average,1669.5130208333333,1679.6875,39.0625,12.5,0.01661541445035461,0.016465602685204746,500.0,40.85967475192789,0.01734097602203836,0.016578249336870028,0.016578249336870025,Hydrology,1,24 +usgs_potomac_iv_usgs_00060/15min/short,Moving-Average,633.8543109422436,651.5927977839372,25.526315789473756,2.0421052631579006,0.010862262038073939,0.010803586345157908,81.68421052631602,25.176463431988292,0.010713388694463102,0.010862262038073939,0.01086226203807394,Hydrology,1,24 wikimedia_time_series_hourly_pageviews/1D/short,Moving-Average,2281.011986946305,2605.9631199512114,38.2190065681445,0.7534678385290217,0.18939728719270935,0.16313437682022117,5.172296421792201,47.759941236838905,0.20079254574046387,0.1606805080943012,0.13026986756871817,Web,1,7 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 3d3df79bf565b18ef50d2038a8139c5ecfcd7f38..d3311c6afa27e33c7b37a013aa8f3e1b86e973d5 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": "2026-07-03T09:14:48.572541+00:00", + "evaluated_at": "2026-07-03T09:29:08.566347+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 61710.01171875, 61750.46875, 61584.0, - 61606.0 + 61666.6484375 ], "p50": [ 60000.853868558115, 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 a0de0f9d6c6fa2c59ce2a56b9e83b17a1cad246c..f4a1e5f784c001067e4504d88369524f28bf9ae8 100644 --- 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 @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short", "model": "Moving-Average", - "evaluated_at": "2026-07-03T08:51:39.433541+00:00", + "evaluated_at": "2026-07-03T09:29:08.589933+00:00", "freq": "5min", "context_length": 288, "prediction_length": 36, @@ -830,13 +830,6 @@ ] }, "timestamps": [ - "2026-07-02 05:35:00", - "2026-07-02 05:40:00", - "2026-07-02 05:45:00", - "2026-07-02 05:50:00", - "2026-07-02 05:55:00", - "2026-07-02 06:00:00", - "2026-07-02 06:05:00", "2026-07-02 06:10:00", "2026-07-02 06:15:00", "2026-07-02 06:20:00", @@ -1153,6 +1146,13 @@ "2026-07-03 08:15:00", "2026-07-03 08:20:00", "2026-07-03 08:25:00", - "2026-07-03 08:30:00" + "2026-07-03 08:30:00", + "2026-07-03 08:35:00", + "2026-07-03 08:40:00", + "2026-07-03 08:45:00", + "2026-07-03 08:50:00", + "2026-07-03 08:55:00", + "2026-07-03 09:00:00", + "2026-07-03 09:05:00" ] } diff --git a/results/moving_average/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json b/results/moving_average/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index b79c9210e6fa6759a59900f9b8636af988136023..9ab532f3929e3c47c80987fd4b65897b431d9efb 100644 --- a/results/moving_average/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ 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": "2026-07-03T09:00:08.262585+00:00", + "evaluated_at": "2026-07-03T09:29:08.622157+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,11 +326,6 @@ ] }, "timestamps": [ - "2026-07-01 11:55:00", - "2026-07-01 12:00:00", - "2026-07-01 12:05:00", - "2026-07-01 12:10:00", - "2026-07-01 12:15:00", "2026-07-01 12:20:00", "2026-07-01 12:25:00", "2026-07-01 12:30:00", @@ -457,6 +452,11 @@ "2026-07-01 22:35:00", "2026-07-01 22:40:00", "2026-07-01 22:45:00", - "2026-07-01 22:50:00" + "2026-07-01 22:50:00", + "2026-07-01 22:55:00", + "2026-07-01 23:00:00", + "2026-07-01 23:05:00", + "2026-07-01 23:10:00", + "2026-07-01 23:15:00" ] } diff --git a/results/moving_average/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json b/results/moving_average/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json index d5d657ed2a4883635d8a1a802ef01babdab95df4..b77ac21943333013fd933b9cd11786df0b15af49 100644 --- a/results/moving_average/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json +++ b/results/moving_average/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json @@ -1,15 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "Moving-Average", - "evaluated_at": "2026-07-03T09:00:08.278881+00:00", + "evaluated_at": "2026-07-03T09:29:08.647143+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.180999994277954, - 1.1970000267028809, - 1.2020000219345093, - 1.2230000495910645, 1.2339999675750732, 1.24399995803833, 1.2660000324249268, @@ -245,13 +241,13 @@ 1.090000033378601, 1.0859999656677246, 1.0820000171661377, - 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a/results/moving_average/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json +++ b/results/moving_average/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json @@ -1,12 +1,11 @@ { "dataset": "open_meteo_shanghai_hourly_temperature_2m/1h/short", "model": "Moving-Average", - "evaluated_at": "2026-07-03T08:09:43.878834+00:00", + "evaluated_at": "2026-07-03T09:29:08.699361+00:00", "freq": "1h", "context_length": 336, "prediction_length": 24, "context": [ - 27.200000762939453, 25.700000762939453, 24.600000381469727, 24.399999618530273, @@ -341,10 +340,10 @@ 27.799999237060547, 27.899999618530273, 26.799999237060547, - 26.200000762939453 + 26.200000762939453, + 25.899999618530273 ], "actuals": [ - 25.899999618530273, 25.399999618530273, 25.0, 25.5, @@ -359,358 +358,358 @@ 24.700000762939453, 25.0, 25.799999237060547, + 27.899999618530273, + 29.0, + 30.299999237060547, + 31.5, + 32.099998474121094, + 31.5, 27.0, 29.399999618530273, - 30.399999618530273, - 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"data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 168, + "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 96, "prediction_length": 24 } ], @@ -200,36 +260,48 @@ "Chronos-Bolt": { "model": "Chronos-Bolt", "api_model_id": "amazon/chronos-bolt-base", - "evaluated_at": "2026-07-03T09:09:32.174927+00:00", + "evaluated_at": "2026-07-03T09:24:40.047676+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 336, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 288, + "prediction_length": 36 }, { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 96, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260703t071000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 240, + "prediction_length": 60 }, { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260702t115000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 72, + "prediction_length": 72 + }, + { + "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260702t090000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 336, "prediction_length": 24 }, { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 168, + "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 96, "prediction_length": 24 } ], @@ -238,36 +310,48 @@ "TabPFN-TS": { "model": "TabPFN-TS", "api_model_id": "priorlabs/tabpfn-ts", - "evaluated_at": "2026-07-03T09:13:59.833169+00:00", + "evaluated_at": "2026-07-03T09:28:21.482530+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 336, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 288, + "prediction_length": 36 }, { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 96, - "prediction_length": 24 + "dataset": 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"prediction_length": 24 }, { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 168, + "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 96, "prediction_length": 24 } ], @@ -276,36 +360,48 @@ "Sundial": { "model": "Sundial", "api_model_id": "thuml/sundial-base-128m", - "evaluated_at": "2026-07-03T09:14:48.554342+00:00", + "evaluated_at": "2026-07-03T09:29:08.544247+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 336, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 288, + "prediction_length": 36 }, { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 96, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260703t071000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 120, + "prediction_length": 12 }, { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z", + "data_fetched_at": 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"evaluated_at": "2026-07-03T09:14:48.692789+00:00", + "evaluated_at": "2026-07-03T09:29:08.738983+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 336, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 288, + "prediction_length": 36 }, { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 96, - "prediction_length": 24 + "dataset": 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"prediction_length": 24 }, { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 168, + "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 96, "prediction_length": 24 } ], @@ -352,36 +460,48 @@ "ETS": { "model": "ETS", "api_model_id": "baseline/ets", - "evaluated_at": "2026-07-03T09:14:49.290618+00:00", + "evaluated_at": "2026-07-03T09:29:09.081584+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 336, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 288, + "prediction_length": 36 }, { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 96, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260703t071000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 240, + "prediction_length": 60 + }, + { + "dataset": 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"api_model_id": "baseline/arima", - "evaluated_at": "2026-07-03T09:14:49.683660+00:00", + "evaluated_at": "2026-07-03T09:29:09.368989+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 336, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 288, + "prediction_length": 36 }, { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 96, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260703t071000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 120, + "prediction_length": 12 }, { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 240, + "prediction_length": 60 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260702t115000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 72, + "prediction_length": 72 + }, + { + "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260702t090000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 336, "prediction_length": 24 }, { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 168, + "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 96, "prediction_length": 24 } ], @@ -428,36 +560,48 @@ "Seasonal-Naive": { "model": "Seasonal-Naive", "api_model_id": "baseline/seasonal-naive", - "evaluated_at": "2026-07-03T09:14:49.760665+00:00", + "evaluated_at": "2026-07-03T09:29:09.483876+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 336, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 288, + "prediction_length": 36 }, { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 96, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260703t071000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 240, + "prediction_length": 60 }, { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260702t115000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 72, + "prediction_length": 72 + }, + { + "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260702t090000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 336, "prediction_length": 24 }, { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 168, + "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 96, "prediction_length": 24 } ], @@ -480,7 +624,5 @@ "live_overall": "aggregates/live_overall_up_to_now.csv", "live_metadata": "aggregates/live_metadata.json" }, - "push_status": "ok", - "pushed_at": "2026-07-03T09:15:03.078239+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 776007a50e95a0bbbbe02aaf4ca444825305c1da..587444267866e973f957bc122a455120bfbf1c72 100644 --- a/results/seasonal_naive/all_results.csv +++ b/results/seasonal_naive/all_results.csv @@ -1,15 +1,15 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,Seasonal-Naive,2725258.131359736,2725258.131359736,1507.6095377604167,1.5092970156737742,0.024483608558764598,0.02484922424095935,10.43901212159553,1650.8355858048783,0.026810604221897766,0.02448452346533692,0.018741490212447347,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Seasonal-Naive,2727544.1944522858,2727544.1944522858,1510.1365559895833,1.5118268624121416,0.024524306541596624,0.024890222534433525,10.43901212159553,1651.5278364145988,0.026820744229240807,0.02452455564258219,0.01875439935600295,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,Seasonal-Naive,1384823.3416538239,1384823.3416538239,1027.81396484375,1.5230959920284686,0.01719350624208572,0.017345573573671336,6.8090144931664085,1176.7851722612006,0.019792795162935146,0.01728719204769275,0.01291801157818565,Finance,1,24 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Seasonal-Naive,36436.1429036395,36436.1429036395,152.79166432221731,1.6109556133900285,0.8264244641534466,1.5187046461435552,64.32233589831223,190.88253692687422,1.1751439790441005,0.9406423828344558,0.9402466648974208,Finance,1,12 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Seasonal-Naive,0.0,0.0,0.0,nan,nan,nan,nan,0.0,nan,nan,nan,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Seasonal-Naive,0.0,0.0,0.0,nan,nan,nan,nan,0.0,nan,nan,nan,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,Seasonal-Naive,1.547608455912723,1.547608455912723,1.150833527247111,0.882428276940313,0.04599324108913879,0.0461916690519131,15.177204189875914,1.244029121810548,0.04954646553780892,0.045834725809728714,0.03951977365084829,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Seasonal-Naive,0.20776289777240986,0.20776289777240986,0.3839333295822144,0.46602334342230767,0.23154900171504275,0.2700437653995563,17.054396123381363,0.4558101554072812,0.29881680910787434,0.2516963062251388,0.24666187007385126,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,Seasonal-Naive,0.2772222116920722,0.2772222116920722,0.4833333194255829,1.338461499947768,0.3055918622526445,0.25722760482276313,46.75107592533479,0.5265189566312615,0.31538573910092943,0.289517469901657,0.2809317792432415,Ocean,1,72 +noaa_coops_sf_water_level_water_level/6min/short,Seasonal-Naive,0.2658615617196747,0.2658615617196747,0.44626666108767193,0.5438849127224652,0.2620581399464827,0.3133291343627949,20.21467711770894,0.515617650706097,0.32712705136393,0.28312819928433486,0.27841517624548096,Ocean,1,60 +noaa_ndbc_46013_realtime_wave_height/10min/short,Seasonal-Naive,0.2768055488003657,0.2768055488003657,0.4819444368282954,1.433884342668912,0.30587208007163447,0.2574047559229967,50.19975408236204,0.5261231308357063,0.3172601753439719,0.2906197571874934,0.28220360249243703,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Seasonal-Naive,0.3112499507268467,0.3112499507268467,0.30416667461395264,0.14193131759406752,0.023303182643824836,0.022424130598780716,3.61823718836003,0.5578977959508773,0.04067298483087685,0.022174969380450545,0.022894894908570555,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Seasonal-Naive,1415.9541500250537,1415.9541500250537,32.24999984105428,2.4901009277425206,0.8692619421933082,0.5632669542622438,93.85398907973097,37.62916621485326,0.9484352399357201,0.8128544800204399,0.8018777939060006,Air Quality,1,24 -open_meteo_shanghai_hourly_temperature_2m/1h/short,Seasonal-Naive,2.813333641688587,2.813333641688587,1.3750001589457195,1.2320506448919695,0.050444855881411156,0.05229980386105685,28.573570850548876,1.6772995086413716,0.06291840077473308,0.05157863018510311,0.04628148574781454,Weather,1,24 +open_meteo_shanghai_hourly_temperature_2m/1h/short,Seasonal-Naive,4.081249968211371,4.081249968211371,1.770833412806193,1.585820994473638,0.06383602348135452,0.06642260388658336,39.60298764979277,2.0202103772160394,0.07478798390579083,0.06555607389726002,0.05978268228524724,Weather,1,24 usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Seasonal-Naive,29.166666666666668,29.166666666666668,4.75,1.0588235294117647,0.6102062867687869,0.441625584272528,39.091764927995136,5.400617248673217,0.5891582453098055,0.5181818181818182,0.5088484848484848,Hazards,1,24 -usgs_potomac_iv_usgs_00060/15min/short,Seasonal-Naive,1875.0,1875.0,37.5,12.0,0.015957446808510637,0.015789473684210523,45.95999718889161,43.30127018922193,0.018377196897282518,0.015915119363395226,0.011942234011199503,Hydrology,1,24 +usgs_potomac_iv_usgs_00060/15min/short,Seasonal-Naive,1250.0,1250.0,25.0,2.0,0.010638297872340425,0.010526315789473684,11.399999302727702,35.35533905932738,0.015044825131628671,0.010638297872340425,0.009456264775413685,Hydrology,1,24 wikimedia_time_series_hourly_pageviews/1D/short,Seasonal-Naive,7587.0,7587.0,77.28571428571429,1.5236476643682626,0.36050100844702965,0.31379993434537373,54.94200291085081,87.10338684574785,0.36620042517731827,0.3249249249249249,0.3174374374374374,Web,1,7 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 30016101704bb83a167f3446a0890b9545cbc14a..7171e567adbd7ab655595d928e65134f0b7341d6 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": "2026-07-03T09:14:49.694974+00:00", + "evaluated_at": "2026-07-03T09:29:09.376772+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 61710.01171875, 61750.46875, 61584.0, - 61606.0 + 61666.6484375 ], "p50": [ 58659.98046875, 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 8ce0ad07c12a2de42883ddeb2b7611a15b8bf27d..0b07d7edabc2285f12a16040f8b103271fc40a4c 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": "2026-07-03T08:51:40.556283+00:00", + "evaluated_at": "2026-07-03T09:29:09.390537+00:00", "freq": "5min", "context_length": 288, "prediction_length": 36, @@ -830,13 +830,6 @@ ] }, "timestamps": [ - "2026-07-02 05:35:00", - "2026-07-02 05:40:00", - "2026-07-02 05:45:00", - "2026-07-02 05:50:00", - "2026-07-02 05:55:00", - "2026-07-02 06:00:00", - "2026-07-02 06:05:00", "2026-07-02 06:10:00", "2026-07-02 06:15:00", "2026-07-02 06:20:00", @@ -1153,6 +1146,13 @@ "2026-07-03 08:15:00", "2026-07-03 08:20:00", "2026-07-03 08:25:00", - "2026-07-03 08:30:00" + "2026-07-03 08:30:00", + "2026-07-03 08:35:00", + "2026-07-03 08:40:00", + "2026-07-03 08:45:00", + "2026-07-03 08:50:00", + "2026-07-03 08:55:00", + "2026-07-03 09:00:00", + "2026-07-03 09:05:00" ] } 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 0b786bd054ea36d10317da25475fac491f466ed3..3dade2a8aa36f484a079f32dbcd799a4257d7fd1 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": "2026-07-03T09:00:09.333679+00:00", + "evaluated_at": "2026-07-03T09:29:09.408632+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,11 +326,6 @@ ] }, "timestamps": [ - "2026-07-01 11:55:00", - "2026-07-01 12:00:00", - "2026-07-01 12:05:00", - "2026-07-01 12:10:00", - "2026-07-01 12:15:00", "2026-07-01 12:20:00", "2026-07-01 12:25:00", "2026-07-01 12:30:00", @@ -457,6 +452,11 @@ "2026-07-01 22:35:00", "2026-07-01 22:40:00", "2026-07-01 22:45:00", - "2026-07-01 22:50:00" + "2026-07-01 22:50:00", + "2026-07-01 22:55:00", + "2026-07-01 23:00:00", + "2026-07-01 23:05:00", + "2026-07-01 23:10:00", + "2026-07-01 23:15:00" ] } 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 22bf83f963b42d82e0c25829849c2a04127cd74d..d74bf99786387ea8690944da6e816f1e8729215b 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 @@ -1,15 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "Seasonal-Naive", - "evaluated_at": "2026-07-03T09:00:09.347596+00:00", + "evaluated_at": "2026-07-03T09:29:09.434383+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.180999994277954, - 1.1970000267028809, - 1.2020000219345093, - 1.2230000495910645, 1.2339999675750732, 1.24399995803833, 1.2660000324249268, @@ -245,13 +241,13 @@ 1.090000033378601, 1.0859999656677246, 1.0820000171661377, - 1.093000054359436 - ], - "actuals": [ + 1.093000054359436, 1.093000054359436, 1.097000002861023, 1.1019999980926514, - 1.1109999418258667, + 1.1109999418258667 + ], + "actuals": [ 1.1260000467300415, 1.1360000371932983, 1.152999997138977, @@ -307,13 +303,13 @@ 1.8940000534057617, 1.8899999856948853, 1.8880000114440918, - 1.8860000371932983 + 1.8860000371932983, + 1.8830000162124634, + 1.8769999742507935, + 1.8559999465942383, + 1.8359999656677246 ], "p50": [ - 1.3270000219345093, - 1.3009999990463257, - 1.284999966621399, - 1.2730000019073486, 1.253999948501587, 1.2419999837875366, 1.225000023841858, @@ -334,10 +330,10 @@ 1.0859999656677246, 1.0820000171661377, 1.093000054359436, - 1.3270000219345093, - 1.3009999990463257, - 1.284999966621399, - 1.2730000019073486, + 1.093000054359436, + 1.097000002861023, + 1.1019999980926514, + 1.1109999418258667, 1.253999948501587, 1.2419999837875366, 1.225000023841858, @@ -358,10 +354,10 @@ 1.0859999656677246, 1.0820000171661377, 1.093000054359436, - 1.3270000219345093, - 1.3009999990463257, - 1.284999966621399, - 1.2730000019073486, + 1.093000054359436, + 1.097000002861023, + 1.1019999980926514, + 1.1109999418258667, 1.253999948501587, 1.2419999837875366, 1.225000023841858, @@ -369,13 +365,13 @@ 1.1920000314712524, 1.1770000457763672, 1.1670000553131104, - 1.1540000438690186 + 1.1540000438690186, + 1.1419999599456787, + 1.128000020980835, + 1.1180000305175781, + 1.1069999933242798 ], "p10": [ - 1.300460021495819, - 1.2749799990653992, - 1.2592999672889709, - 1.2475400018692016, 1.2289199495315553, 1.217159984111786, 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"2026-07-03T09:29:09.483876+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 336, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 288, + "prediction_length": 36 }, { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 96, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260703t071000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 120, + "prediction_length": 12 }, { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 240, + "prediction_length": 60 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260702t115000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 72, + "prediction_length": 72 + }, + { + "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260702t090000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 336, "prediction_length": 24 }, { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 168, + "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 96, "prediction_length": 24 } ], diff --git a/results/sundial/all_results.csv b/results/sundial/all_results.csv index 6af4820999618a7ec93e789a15b509acef0ca2f2..f4e2cf13c6c2c45124b5b672768e6735363ef47e 100644 --- a/results/sundial/all_results.csv +++ b/results/sundial/all_results.csv @@ -1,14 +1,14 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,Sundial,1813354.0475387573,1817085.0229263306,1318.7916666666667,1.3202677994146235,0.021410510747715536,0.021652646818648345,42.194055506503794,1346.6083497211641,0.021869763298490157,0.021418002937523325,0.02031523132469866,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Sundial,1859131.5573094685,1831724.2970561981,1324.2150065104167,1.3256972096406399,0.021497457333079742,0.021741525074319683,42.601181920411015,1363.499745988047,0.022143179871053457,0.021505197315500955,0.02046886173488812,Finance,1,24 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Sundial,26923.31834730516,26688.523545410255,140.2076366742452,1.4782761896237924,2.405274419794112,0.8379730501154338,35.50928560424841,164.08326650607967,1.0101576906973768,0.863170422535101,0.7270458365137702,Finance,1,12 -data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Sundial,5.96860296622458e-15,3.800317330210378e-15,5.1602780684303596e-08,nan,nan,2.0,nan,7.725673411570399e-08,inf,inf,inf,Climate,1,36 -data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Sundial,3.9103692865044e-16,4.984708760461198e-16,1.9383492570283305e-08,nan,nan,2.0,nan,1.9774653692301163e-08,inf,inf,inf,Transportation,1,12 +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Sundial,4.455251726675482e-15,3.867086652256814e-15,5.2607376640108803e-08,nan,nan,2.0,nan,6.674767206933499e-08,inf,inf,inf,Climate,1,36 +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Sundial,5.686539685031935e-16,5.937284209150713e-16,2.1617821995463988e-08,nan,nan,2.0,nan,2.384646658318992e-08,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,Sundial,0.8560532526820074,0.8423192892241786,0.7840140660603842,0.6011609542394571,0.031074329846094834,0.03145032904335609,8.205091581235822,0.9252314589777022,0.03684957835232785,0.031225254476907622,0.02509685887711108,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Sundial,0.06781547530672043,0.060292509630460955,0.162241127093633,0.19693042167256777,0.09156053797784383,0.10120884714733908,2.9016922975523305,0.26041404590904926,0.17072040480511538,0.10636089461601778,0.09579990748707835,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,Sundial,0.3223572075727012,0.29819117358357417,0.5061231371429231,1.4015717643957872,0.32037437161830346,0.26821697417103757,40.95179166702124,0.5677650989385498,0.3400922475994572,0.30316860898076237,0.265427910542681,Ocean,1,72 +noaa_coops_sf_water_level_water_level/6min/short,Sundial,0.07956171326600246,0.07385527960410698,0.18577805956204732,0.2264159358541075,0.10308946470144233,0.11512125422368326,3.4739962097012524,0.2820668595670226,0.17895372652833963,0.11786452374045246,0.10454487735500802,Ocean,1,60 +noaa_ndbc_46013_realtime_wave_height/10min/short,Sundial,0.2834006050139377,0.2695195583353114,0.47593021558390725,1.4159907910129828,0.30369084523792733,0.2556146566094063,40.63235287366125,0.5323538344127313,0.3210173834831072,0.2869930911568226,0.24906145589037493,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Sundial,0.2960327113552239,0.2602495541910154,0.30514490604400635,0.14238778336552546,0.023244671620848565,0.02250552800408792,4.547670227232362,0.5440888818522429,0.03966625966053025,0.022246286371491616,0.02235303589634629,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Sundial,119.22857467442843,112.2812143178124,8.073691924413046,0.6233893907092495,0.20539975882525519,0.20681116709636607,6.955690657181175,10.919183791585725,0.2752157366481052,0.20349571111345002,0.1695395595352975,Air Quality,1,24 -open_meteo_shanghai_hourly_temperature_2m/1h/short,Sundial,4.744770194495989,4.561435718120113,1.846514145533244,1.654544495144445,0.06789871724691608,0.0709606869713889,46.178879359644476,2.1782493416723416,0.08170989400554482,0.06926593398872519,0.06462403563180723,Weather,1,24 +open_meteo_shanghai_hourly_temperature_2m/1h/short,Sundial,5.204076256960889,5.083365239325,2.0235485235850015,1.8121330379417415,0.07303541474201515,0.07629735224382385,52.14473794365127,2.281244453573726,0.08445143902000737,0.07491156174685765,0.06961389148654695,Weather,1,24 usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Sundial,18.56309003275332,18.28102228861898,3.7717074950536094,0.8407521351203092,0.5417637887680667,0.3835909023200314,14.625357867025372,4.30849045870515,0.4700171409496528,0.4114589994603937,0.3109235571851634,Hazards,1,24 -usgs_potomac_iv_usgs_00060/15min/short,Sundial,1878.3741928438346,1956.5242901792128,41.784952799479164,13.371184895833332,0.017777060650764627,0.017601939384691002,478.76200195312504,43.3402144992827,0.018393724986432977,0.017733666970601237,0.016844770790352688,Hydrology,1,24 +usgs_potomac_iv_usgs_00060/15min/short,Sundial,379.1968775118391,294.58516247570515,15.352010091145834,1.2281608072916665,0.006532770251551419,0.006506221830003375,15.358902180989583,19.472978136685697,0.008286373675185404,0.006532770251551419,0.004603819790743203,Hydrology,1,24 wikimedia_time_series_hourly_pageviews/1D/short,Sundial,846.0565170756474,820.6868710975561,23.616123744419642,0.4765953991566943,0.10996498095854133,0.1013720056602938,12.244544385998584,29.087050676815746,0.12126822795575355,0.09845912222211882,0.08427207431284536,Web,1,7 diff --git a/results/sundial/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/sundial/forecasts/binance_btcusdt_1h_close__1h__short.json index bd7bdb7532f3a7ea2c221188b82961ed3fe9dee9..51823707bffb4ecb9d388dfdaef095dc6f90f9a6 100644 --- a/results/sundial/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/sundial/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "Sundial", - "evaluated_at": "2026-07-03T09:14:18.055413+00:00", + "evaluated_at": "2026-07-03T09:28:39.487135+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,346 +127,346 @@ 61710.01171875, 61750.46875, 61584.0, - 61606.0 + 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b/results/sundial/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index a02e550ff39baf280a48d8d27d71e0cafd4d73be..11ac7ef3c8277f959ca77d8746f310f90652d676 100644 --- a/results/sundial/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/sundial/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": "Sundial", - "evaluated_at": "2026-07-03T08:59:59.066994+00:00", + "evaluated_at": "2026-07-03T09:28:49.455210+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -142,195 +142,190 @@ 0.0 ], "p50": [ - -1.2728003540019017e-08, - -1.2611158339836948e-08, - 9.101047027115783e-09, - -1.9532915729314482e-08, - -2.2080172357163974e-08, - -2.81902927667943e-08, - -2.768213391846075e-08, - -4.132925113253805e-08, - -2.428203771387416e-08, - 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9603ab80103ee0055ed10b8cec6afca92a7ebf7c..c5b488c4a9c6b23173916246bc81054ec9022798 100644 --- a/results/sundial/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json +++ b/results/sundial/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json @@ -1,13 +1,11 @@ { "dataset": "noaa_ndbc_46013_realtime_wave_height/10min/short", "model": "Sundial", - "evaluated_at": "2026-07-03T08:51:33.360034+00:00", + "evaluated_at": "2026-07-03T09:28:58.326739+00:00", "freq": "10min", "context_length": 72, "prediction_length": 72, "context": [ - 2.799999952316284, - 3.0, 3.0, 3.0, 3.0, @@ -77,11 +75,11 @@ 2.0999999046325684, 2.0999999046325684, 2.0999999046325684, - 2.0 + 2.0, + 2.0, + 1.899999976158142 ], "actuals": [ - 2.0, - 1.899999976158142, 1.899999976158142, 1.899999976158142, 1.7999999523162842, @@ -151,978 +149,975 @@ 1.5, 1.399999976158142, 1.399999976158142, - 1.5 + 1.5, + 1.5, + 1.600000023841858 ], "p50": [ - 2.0272343158721924, - 2.049107074737549, - 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"2026-07-02 10:50:00", "2026-07-02 11:00:00", - "2026-07-02 11:10:00" + "2026-07-02 11:10:00", + "2026-07-02 11:20:00", + "2026-07-02 11:30:00", + "2026-07-02 11:40:00", + "2026-07-02 11:50:00", + "2026-07-02 12:00:00" ] } diff --git a/results/sundial/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json b/results/sundial/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json index 5280b288672d50388dfebe6f93f1d15b84e0ae50..e6dc44d591b2ea874d4fd9f1920f5a3d7bf3751c 100644 --- a/results/sundial/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json +++ b/results/sundial/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json @@ -1,12 +1,11 @@ { "dataset": "open_meteo_shanghai_hourly_temperature_2m/1h/short", "model": "Sundial", - "evaluated_at": "2026-07-03T08:09:42.213965+00:00", + "evaluated_at": "2026-07-03T09:29:03.874899+00:00", "freq": "1h", "context_length": 336, "prediction_length": 24, "context": [ - 27.200000762939453, 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b/results/sundial/online_meta.json @@ -1,36 +1,48 @@ { "model": "Sundial", "api_model_id": "thuml/sundial-base-128m", - "evaluated_at": "2026-07-03T09:14:48.554342+00:00", + "evaluated_at": "2026-07-03T09:29:08.544247+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 336, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 288, + "prediction_length": 36 }, { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 96, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260703t071000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 120, + "prediction_length": 12 }, { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 240, + "prediction_length": 60 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260702t115000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 72, + "prediction_length": 72 + }, + { + "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260702t090000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 336, "prediction_length": 24 }, { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 168, + "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 96, "prediction_length": 24 } ], diff --git a/results/tabpfn_ts/all_results.csv b/results/tabpfn_ts/all_results.csv index 205de0686b81e85be1f2962adf51e3633bcc3e09..a5214e5ce9f5103a17cf5c5ca875351fc98c1a8e 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,1216715.5340429943,1216715.5340429943,1034.9734700520833,1.0361319231049995,0.016800771424199886,0.016962673720947386,41.44527692419997,1103.0482918000437,0.017914195358632652,0.01680861760209856,0.01680861760209856,Finance,1,24 +binance_btcusdt_1h_close/1h/short,TabPFN-TS,1224769.1411393483,1224769.1411393483,1037.50048828125,1.0386617698433664,0.01684071032700521,0.017003665539113286,41.54647079373466,1106.6928847423517,0.017972646992396108,0.016848965315846055,0.016848965315846055,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 @@ -81,11 +81,11 @@ 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,1.926244963300481,1.926244963300481,1.1470736662546794,0.8795453163916895,0.045103438810338035,0.04470555549006421,35.181812655667585,1.3878922736655324,0.05527616315547374,0.04568498026131475,0.04568498026131475,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,TabPFN-TS,0.591629754595358,0.591629754595358,0.5979511121908824,0.7258009530183577,0.3459726106493939,0.4771386096207132,29.032038120734306,0.7691747230606047,0.5042501437600293,0.3920005757391026,0.3920005757391027,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,TabPFN-TS,0.37748674694299744,0.37748674694299744,0.5474789092938105,1.5160954411213214,0.3504248467986712,0.28503562026887774,60.64381764485287,0.6143995010927316,0.3680263327937097,0.3279407859396856,0.3279407859396857,Ocean,1,72 +noaa_coops_sf_water_level_water_level/6min/short,TabPFN-TS,0.5875295989752044,0.5875295989752044,0.6189286043246587,0.7543156576476189,0.3530773120641858,0.47810887132065955,30.17262630590475,0.7665047938370669,0.4862992039175974,0.3926713700748104,0.3926713700748104,Ocean,1,60 +noaa_ndbc_46013_realtime_wave_height/10min/short,TabPFN-TS,0.32292256151733173,0.32292256151733173,0.4768120249112447,1.418614356077889,0.3103546667963383,0.25300956777130224,56.74457424311556,0.5682627574611341,0.3426710051451189,0.2875248354680196,0.2875248354680196,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,TabPFN-TS,0.263606948603865,0.263606948603865,0.2901047070821126,0.13536967311972742,0.022186409061403956,0.02143857655031933,5.414786924789095,0.5134266730545513,0.03743086177518083,0.021149795600833802,0.0211497956008338,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,TabPFN-TS,154.6799664908702,154.6799664908702,9.887606064478556,0.763446113353709,0.235140147655347,0.2513341533059352,30.53784453414836,12.437040101682966,0.3134729865014591,0.24921503645892493,0.24921503645892493,Air Quality,1,24 -open_meteo_shanghai_hourly_temperature_2m/1h/short,TabPFN-TS,2.556585524715198,2.556585524715198,1.3465861479441326,1.2065906474143586,0.04934045227427195,0.05092146963505121,48.26362589657435,1.5989326204425245,0.05997872348170288,0.05051277156974846,0.05051277156974847,Weather,1,24 +open_meteo_shanghai_hourly_temperature_2m/1h/short,TabPFN-TS,3.7072389655584934,3.7072389655584934,1.6682097911834717,1.4939192421567238,0.05957919286777804,0.06181500244895725,59.756769686268946,1.925419166196933,0.07127882285798119,0.06175695780082128,0.06175695780082127,Weather,1,24 restaurant/D/short,TabPFN-TS,147.50485234907654,147.50485234907654,7.279157133165657,0.6978371816511807,0.6452601482590519,0.3987383605096257,4.8369283043616305,12.145157567898266,0.5589482913220262,0.3350036769059037,0.26285464069074244,Sales,1 saugeen/D/short,TabPFN-TS,996.2383333333332,996.2383333333332,14.171375325520833,3.1471346641095788,0.48842748006184894,0.41242085774739584,27.22096017470464,31.56324339058541,1.0223409738504536,0.4590142233422909,0.3731311321710199,Nature,1 saugeen/M/short,TabPFN-TS,376.1626441592262,376.1626441592262,11.992789132254464,0.7027332947267324,0.3269654228573754,0.3455390476045154,4.861786421786346,19.39491284226939,0.5822934677185015,0.360059507780706,0.2762319185074306,Nature,1 @@ -107,5 +107,5 @@ us_births/D/short,TabPFN-TS,112759.78666666668,112759.78666666668,215.285703125, us_births/M/short,TabPFN-TS,59338602.666666664,59338602.666666664,6332.360677083333,0.7153333155562595,0.019422224412361785,0.019690368324518204,4.7156280861706295,7703.155370798817,0.0239259480622513,0.01966826908953116,0.015286944232309424,Healthcare,1 us_births/W/short,TabPFN-TS,1737954.0,1737954.0,983.3291015625,0.8942316441355983,0.013318025640078954,0.013351580926350184,6.532085345899004,1318.3148334142345,0.0178959945969944,0.01334859613394065,0.010610700543554966,Healthcare,1 usgs_earthquake_all_week_hourly_earthquake_count/1h/short,TabPFN-TS,20.36552116469689,20.36552116469689,3.6715628703435264,0.8184288751230152,0.5467376135651626,0.36842030553940086,32.73715500492061,4.512817430906871,0.49230735609893145,0.4005341313102029,0.4005341313102029,Hazards,1,24 -usgs_potomac_iv_usgs_00060/15min/short,TabPFN-TS,2187.724821269512,2187.724821269512,43.752461751302086,14.000787760416666,0.018618066936519975,0.018422078256756173,560.0315104166667,46.773120713391705,0.01985066131072327,0.01856868403238285,0.018568684032382845,Hydrology,1,24 +usgs_potomac_iv_usgs_00060/15min/short,TabPFN-TS,1242.1390905405085,1242.1390905405085,33.195404052734375,2.65563232421875,0.014125703852227394,0.01401420503091748,106.22529296875,35.2439936803494,0.014997444119297616,0.014125703852227394,0.014125703852227396,Hydrology,1,24 wikimedia_time_series_hourly_pageviews/1D/short,TabPFN-TS,459.0989287677221,459.0989287677221,14.788997105189733,0.2888086976771059,0.06551843551522653,0.06121043320170579,11.552347907084235,21.426593960957074,0.08812347692520536,0.060824312418524165,0.060824312418524165,Web,1,7 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 d61d90973c8fb00424e8746dbf3bcfdf32c9e0e4..a54bc8f1cb622587b5ed37ffa9aaeef54e9f8d6a 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": "2026-07-03T09:10:06.489506+00:00", + "evaluated_at": "2026-07-03T09:25:16.988937+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 61710.01171875, 61750.46875, 61584.0, - 61606.0 + 61666.6484375 ], "p50": [ 61157.4609375, 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 7c4fda8efc749490f5a70522219537f5600b5de0..d06b4ed47f05f8f9afead5771afefc93aeacc700 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": "2026-07-03T08:49:52.952267+00:00", + "evaluated_at": "2026-07-03T09:25:56.966594+00:00", "freq": "5min", "context_length": 288, "prediction_length": 36, @@ -830,13 +830,6 @@ ] }, "timestamps": [ - "2026-07-02 05:35:00", - "2026-07-02 05:40:00", - "2026-07-02 05:45:00", - "2026-07-02 05:50:00", - "2026-07-02 05:55:00", - "2026-07-02 06:00:00", - "2026-07-02 06:05:00", "2026-07-02 06:10:00", "2026-07-02 06:15:00", "2026-07-02 06:20:00", @@ -1153,6 +1146,13 @@ "2026-07-03 08:15:00", "2026-07-03 08:20:00", "2026-07-03 08:25:00", - "2026-07-03 08:30:00" + "2026-07-03 08:30:00", + "2026-07-03 08:35:00", + "2026-07-03 08:40:00", + "2026-07-03 08:45:00", + "2026-07-03 08:50:00", + "2026-07-03 08:55:00", + "2026-07-03 09:00:00", + "2026-07-03 09:05:00" ] } diff --git a/results/tabpfn_ts/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json b/results/tabpfn_ts/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index c937c731d54876c3befa05663c0326894601b0b3..d36864a08c3d9732524068ce15a51250ef2f9b1a 100644 --- a/results/tabpfn_ts/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/tabpfn_ts/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": "TabPFN-TS", - "evaluated_at": "2026-07-03T08:59:10.981657+00:00", + "evaluated_at": "2026-07-03T09:26:25.111099+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,11 +326,6 @@ ] }, "timestamps": [ - "2026-07-01 11:55:00", - "2026-07-01 12:00:00", - "2026-07-01 12:05:00", - "2026-07-01 12:10:00", - "2026-07-01 12:15:00", "2026-07-01 12:20:00", "2026-07-01 12:25:00", "2026-07-01 12:30:00", @@ -457,6 +452,11 @@ "2026-07-01 22:35:00", "2026-07-01 22:40:00", "2026-07-01 22:45:00", - "2026-07-01 22:50:00" + "2026-07-01 22:50:00", + "2026-07-01 22:55:00", + "2026-07-01 23:00:00", + "2026-07-01 23:05:00", + "2026-07-01 23:10:00", + "2026-07-01 23:15:00" ] } 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 a703bfc6e582820e2bc213d01a9129741105cdd3..decd48a5c5390337ff403ff8ae6ba8f177ac2b72 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 @@ -1,15 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "TabPFN-TS", - "evaluated_at": "2026-07-03T08:59:31.636429+00:00", + "evaluated_at": "2026-07-03T09:26:48.649036+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 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b/results/tabpfn_ts/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json @@ -1,13 +1,11 @@ { "dataset": "noaa_ndbc_46013_realtime_wave_height/10min/short", "model": "TabPFN-TS", - "evaluated_at": "2026-07-03T08:50:15.067133+00:00", + "evaluated_at": "2026-07-03T09:27:12.673548+00:00", "freq": "10min", "context_length": 72, "prediction_length": 72, "context": [ - 2.799999952316284, - 3.0, 3.0, 3.0, 3.0, @@ -77,11 +75,11 @@ 2.0999999046325684, 2.0999999046325684, 2.0999999046325684, - 2.0 + 2.0, + 2.0, + 1.899999976158142 ], "actuals": [ - 2.0, - 1.899999976158142, 1.899999976158142, 1.899999976158142, 1.7999999523162842, @@ -151,978 +149,975 @@ 1.5, 1.399999976158142, 1.399999976158142, - 1.5 + 1.5, + 1.5, + 1.600000023841858 ], "p50": [ - 2.0027763843536377, - 2.0046963691711426, - 2.0157997608184814, - 2.0355172157287598, - 2.0738964080810547, - 2.0819215774536133, - 2.1083202362060547, - 2.142695426940918, - 2.1682722568511963, - 2.175414562225342, - 2.1965510845184326, 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a/results/tabpfn_ts/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json b/results/tabpfn_ts/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json index 4ab258fa3b5fb966f04afb78486b38751702f3cc..3c8d999c722164b79667d3c4f2933b7c3ad8b0db 100644 --- a/results/tabpfn_ts/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json +++ b/results/tabpfn_ts/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json @@ -1,12 +1,11 @@ { "dataset": "open_meteo_shanghai_hourly_temperature_2m/1h/short", "model": "TabPFN-TS", - "evaluated_at": "2026-07-03T08:09:08.105678+00:00", + "evaluated_at": "2026-07-03T09:27:43.637140+00:00", "freq": "1h", "context_length": 336, "prediction_length": 24, "context": [ - 27.200000762939453, 25.700000762939453, 24.600000381469727, 24.399999618530273, @@ -341,10 +340,10 @@ 27.799999237060547, 27.899999618530273, 26.799999237060547, - 26.200000762939453 + 26.200000762939453, + 25.899999618530273 ], "actuals": [ - 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- "2026-07-02 21:35:00", - "2026-07-02 21:50:00", - "2026-07-02 22:05:00", - "2026-07-02 22:20:00", "2026-07-02 22:35:00", "2026-07-02 22:50:00", "2026-07-02 23:05:00", @@ -589,6 +585,10 @@ "2026-07-04 02:35:00", "2026-07-04 02:50:00", "2026-07-04 03:05:00", - "2026-07-04 03:20:00" + "2026-07-04 03:20:00", + "2026-07-04 03:35:00", + "2026-07-04 03:50:00", + "2026-07-04 04:05:00", + "2026-07-04 04:20:00" ] } diff --git a/results/tabpfn_ts/online_meta.json b/results/tabpfn_ts/online_meta.json index 0211838d5d179012dab66624a1c79811030f352c..0d0abb485be879338ca4f0662ef02bc455153c7e 100644 --- a/results/tabpfn_ts/online_meta.json +++ b/results/tabpfn_ts/online_meta.json @@ -1,36 +1,48 @@ { "model": "TabPFN-TS", "api_model_id": "priorlabs/tabpfn-ts", - "evaluated_at": "2026-07-03T09:13:59.833169+00:00", + "evaluated_at": "2026-07-03T09:28:21.482530+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 336, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 288, + "prediction_length": 36 }, { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 96, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260703t071000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 120, + "prediction_length": 12 }, { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 240, + "prediction_length": 60 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260702t115000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 72, + "prediction_length": 72 + }, + { + "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260702t090000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 336, "prediction_length": 24 }, { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 168, + "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 96, "prediction_length": 24 } ], diff --git a/results/timesfm_2_5/all_results.csv b/results/timesfm_2_5/all_results.csv index 5a6078881180eec5c70e1b99177db2ac0ebbcc57..84534a01af7649476b82aaa51f3db01616e5c40e 100644 --- a/results/timesfm_2_5/all_results.csv +++ b/results/timesfm_2_5/all_results.csv @@ -1,14 +1,14 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length 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open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,TimesFM-2.5,137.61727548366116,181.93184516370243,10.331850051879883,0.7977472721327509,0.23032995279396315,0.2681090516905141,14.301224131504236,11.731038977160598,0.29567837627523114,0.2604121129600424,0.2174094090233551,Air Quality,1,24 -open_meteo_shanghai_hourly_temperature_2m/1h/short,TimesFM-2.5,6.339783879262541,7.826263792757497,2.488638003667196,2.229911056644374,0.09206840235874869,0.09756442598230634,51.38306731207282,2.517892745782183,0.09445050455850884,0.09335310866739385,0.07701121857399802,Weather,1,24 +open_meteo_shanghai_hourly_temperature_2m/1h/short,TimesFM-2.5,6.421530756134264,8.030650911393726,2.6000951131184897,2.3284434256735347,0.09469270554701144,0.10013506945240096,52.30228316423844,2.534073944488255,0.09381116121066466,0.09625525819810997,0.07879037041228298,Weather,1,24 usgs_earthquake_all_week_hourly_earthquake_count/1h/short,TimesFM-2.5,17.729178462942212,12.47867787257212,2.907915790875753,0.6482041391425827,0.4286762176438464,0.3130968930156924,30.300155586502502,4.210603099669003,0.45933851996389125,0.3172271771864458,0.375062796274821,Hazards,1,24 -usgs_potomac_iv_usgs_00060/15min/short,TimesFM-2.5,2109.4205716202655,1991.8636097113292,42.029378255208336,13.449401041666667,0.017882276404270325,0.017703866856533575,502.0478352864584,45.928428795466814,0.019492171372081406,0.017837401912024757,0.01728052393407997,Hydrology,1,24 +usgs_potomac_iv_usgs_00060/15min/short,TimesFM-2.5,199.11162091294923,45.3887685512503,5.864796956380208,0.46918375651041666,0.002495658279310727,0.002491825202512177,57.87281901041667,14.110691723404251,0.006004549669533724,0.002495658279310727,0.0060293063020217695,Hydrology,1,24 wikimedia_time_series_hourly_pageviews/1D/short,TimesFM-2.5,173.4043356173206,163.03690450681773,11.149778093610491,0.21981207662454397,0.0513373407728838,0.05198670583526128,7.2872665433428905,13.168308001308317,0.055362255861356284,0.046875943937101164,0.05180873968858181,Web,1,7 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 43ac2f760518d3305240a4b0033b377eb250556f..e38f6927dc621fa89b24ef6ebefaf5e08aad52fb 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": "2026-07-03T09:07:50.371443+00:00", + "evaluated_at": "2026-07-03T09:22:30.582528+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 61710.01171875, 61750.46875, 61584.0, - 61606.0 + 61666.6484375 ], "p50": [ 60774.80078125, 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 17c763499e988e85bc49d8eb075e599acb4c6149..3fbc86cdbef2c0dbc0d280137c9f23928f8c7c3a 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": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short", "model": "TimesFM-2.5", - "evaluated_at": "2026-07-03T08:47:35.262640+00:00", + "evaluated_at": "2026-07-03T09:22:36.292713+00:00", "freq": "5min", "context_length": 288, "prediction_length": 36, @@ -830,13 +830,6 @@ ] }, "timestamps": [ - "2026-07-02 05:35:00", - "2026-07-02 05:40:00", - "2026-07-02 05:45:00", - "2026-07-02 05:50:00", - "2026-07-02 05:55:00", - "2026-07-02 06:00:00", - "2026-07-02 06:05:00", "2026-07-02 06:10:00", "2026-07-02 06:15:00", "2026-07-02 06:20:00", @@ -1153,6 +1146,13 @@ "2026-07-03 08:15:00", "2026-07-03 08:20:00", "2026-07-03 08:25:00", - "2026-07-03 08:30:00" + "2026-07-03 08:30:00", + "2026-07-03 08:35:00", + "2026-07-03 08:40:00", + "2026-07-03 08:45:00", + "2026-07-03 08:50:00", + "2026-07-03 08:55:00", + "2026-07-03 09:00:00", + "2026-07-03 09:05:00" ] } 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 4635d69b5f776de93eb40d8aebd9e24011b04db3..82d0d66625fe0e4658cbeb8a5b448f9f326eb0d1 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": "2026-07-03T08:57:27.009592+00:00", + "evaluated_at": "2026-07-03T09:22:40.606599+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,11 +326,6 @@ ] }, "timestamps": [ - "2026-07-01 11:55:00", - "2026-07-01 12:00:00", - "2026-07-01 12:05:00", - "2026-07-01 12:10:00", - "2026-07-01 12:15:00", "2026-07-01 12:20:00", "2026-07-01 12:25:00", "2026-07-01 12:30:00", @@ -457,6 +452,11 @@ "2026-07-01 22:35:00", "2026-07-01 22:40:00", "2026-07-01 22:45:00", - "2026-07-01 22:50:00" + "2026-07-01 22:50:00", + "2026-07-01 22:55:00", + "2026-07-01 23:00:00", + "2026-07-01 23:05:00", + "2026-07-01 23:10:00", + "2026-07-01 23:15:00" ] } 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 952613dc148ec766ebe96740db5c75ba6a53a48e..a016918ecdafae3e2e53a954861fe787353abcbd 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 @@ -1,15 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "TimesFM-2.5", - "evaluated_at": "2026-07-03T08:57:32.837776+00:00", + "evaluated_at": "2026-07-03T09:22:46.303513+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.180999994277954, - 1.1970000267028809, - 1.2020000219345093, - 1.2230000495910645, 1.2339999675750732, 1.24399995803833, 1.2660000324249268, @@ -245,13 +241,13 @@ 1.090000033378601, 1.0859999656677246, 1.0820000171661377, - 1.093000054359436 - ], - 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"2026-07-03T09:20:36.985472Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 336, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 288, + "prediction_length": 36 }, { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 96, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260703t071000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 120, + "prediction_length": 12 }, { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 240, + "prediction_length": 60 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260702t115000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 72, + "prediction_length": 72 + }, + { + "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260702t090000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 336, "prediction_length": 24 }, { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 168, + "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 96, "prediction_length": 24 } ], diff --git a/results/tirex/all_results.csv b/results/tirex/all_results.csv index 8287896bbaf252efdaa8cdbf973088bc12d7ec98..bdd9ad43af67ec261d8cdd85eac5c3fffee21f9f 100644 --- a/results/tirex/all_results.csv +++ b/results/tirex/all_results.csv @@ -1,14 +1,14 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,TiRex,781933.3357346853,781933.3357346853,855.52978515625,0.8564873856360237,0.013887351740383207,0.013991100089375671,2.9004692855379974,884.2699450590218,0.014361097934981682,0.013894339731407105,0.01204267886512532,Finance,1,24 +binance_btcusdt_1h_close/1h/short,TiRex,787270.1020997366,787270.1020997366,858.0568033854166,0.8590172323743909,0.013927648212984875,0.014032095878462108,2.9004692855379974,887.282425217437,0.014409430141680777,0.01393480724352918,0.01206498308431593,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,TiRex,1077557.2074457805,1077557.2074457805,832.3111979166666,1.2333845355564952,0.013885876614701522,0.014036580509867108,10.6337029240902,1038.0545300926058,0.0174594319901232,0.013998957023334434,0.011665160587687773,Finance,1,24 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,TiRex,5.906315718058047e-17,5.906315718058047e-17,4.2397065989136564e-09,nan,nan,2.0,nan,7.685255830522526e-09,inf,inf,inf,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,TiRex,2.0440368407041843e-18,2.0440368407041843e-18,1.2956792120692266e-09,nan,nan,2.0,nan,1.4296981641955705e-09,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,TiRex,0.5268891548701807,0.5268891548701807,0.5418417453765869,0.4154697151470165,0.02143140948442569,0.021772423473810126,2.397782663352858,0.7258713073749236,0.028909578630598114,0.021580156680878492,0.02218128445719662,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,TiRex,0.010885895114222185,0.010885895114222185,0.07262616356213887,0.08815459600757522,0.04130468989642731,0.04290915507629921,0.7602532095903393,0.10433549307029792,0.06839952718496436,0.04761174843503331,0.06686876142257617,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,TiRex,0.26212928877913694,0.26212928877913694,0.46128487752543557,1.277404276224283,0.2945457917697199,0.24763414883257479,5.295682100149302,0.5119856333718135,0.3066802540655943,0.27631041618189545,0.1663861965572642,Ocean,1,72 +noaa_coops_sf_water_level_water_level/6min/short,TiRex,0.006551560114781315,0.006551560114781315,0.0590389092763265,0.07195332929581331,0.033462422537798034,0.034392014455489936,0.6398151706211219,0.0809417081286361,0.051352435814058676,0.03745648404560889,0.05399032717388801,Ocean,1,60 +noaa_ndbc_46013_realtime_wave_height/10min/short,TiRex,0.1675616151734369,0.1675616151734369,0.3598476830455992,1.0706212563847908,0.23228250878354414,0.20083171444501258,3.60944857602625,0.40934290658741956,0.2468399405163011,0.21699357494285781,0.13915782360054124,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,TiRex,0.22226127424066058,0.22226127424066058,0.3768598238627116,0.1758516491558121,0.028153040166966143,0.02770957136545561,2.82750525998091,0.4714459398920099,0.03437029811011219,0.027474591243383608,0.025169704065819243,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,TiRex,129.6978395667878,129.6978395667878,8.651971499125162,0.6680397631924179,0.21196090705044046,0.22064938257062341,4.915051073762121,11.388495930841254,0.2870446506574692,0.2180711264723883,0.20316374501027706,Air Quality,1,24 -open_meteo_shanghai_hourly_temperature_2m/1h/short,TiRex,4.729818190769795,4.729818190769795,1.8538904984792073,1.6611539783106093,0.06775861317319258,0.07085498404879678,27.944701204918434,2.174814518704939,0.08158104786510306,0.06954263372453204,0.06184337705569688,Weather,1,24 +open_meteo_shanghai_hourly_temperature_2m/1h/short,TiRex,6.165050637286488,6.165050637286488,2.1726024945576987,1.9456142083154095,0.07791823126180929,0.08184165953157137,34.699305814868836,2.4829520006005934,0.09191863201676362,0.08042952468176845,0.07047200309892526,Weather,1,24 usgs_earthquake_all_week_hourly_earthquake_count/1h/short,TiRex,17.40577483024481,17.40577483024481,3.5255699157714844,0.7858855539800214,0.5205479018274121,0.36203558170950917,5.8523429776123805,4.172022870292636,0.4551297676682876,0.384607627175071,0.27954937636250193,Hazards,1,24 -usgs_potomac_iv_usgs_00060/15min/short,TiRex,2190.409147270024,2190.409147270024,43.78178914388021,14.010172526041666,0.018630524312914405,0.018434296430615584,50.643955078124996,46.80180709406447,0.019862835901990228,0.018581130671142795,0.013707525047739217,Hydrology,1,24 +usgs_potomac_iv_usgs_00060/15min/short,TiRex,27.991499712069828,27.991499712069828,3.9961751302083335,0.3196940104166667,0.0017005000554078014,0.001697972045012758,4.295760904947916,5.2906993594486,0.0022513614295525957,0.0017005000554078014,0.0021993055170779156,Hydrology,1,24 wikimedia_time_series_hourly_pageviews/1D/short,TiRex,361.68393184753535,361.68393184753535,14.370468139648438,0.28330630594820166,0.06109932177241436,0.0579686716048828,2.0758642778473475,19.017989689962906,0.07995551221005426,0.06041638256909253,0.06316824657502555,Web,1,7 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 150853f992ce3484805d558925e4c1ee1082e7cf..7ee6914cd6a90c73600937ea6efe94ade8d4371e 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": "2026-07-03T09:06:52.117396+00:00", + "evaluated_at": "2026-07-03T09:21:41.769625+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 61710.01171875, 61750.46875, 61584.0, - 61606.0 + 61666.6484375 ], "p50": [ 61078.640625, 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 2e3cda9e3eb8425cfd32a81c06bd7a4e9ce31a6e..79cac54b0c555ae06a21151cba166a7c9020a2ed 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": "2026-07-03T08:46:38.662894+00:00", + "evaluated_at": "2026-07-03T09:21:48.667930+00:00", "freq": "5min", "context_length": 288, "prediction_length": 36, @@ -830,13 +830,6 @@ ] }, "timestamps": [ - "2026-07-02 05:35:00", - "2026-07-02 05:40:00", - "2026-07-02 05:45:00", - "2026-07-02 05:50:00", - "2026-07-02 05:55:00", - "2026-07-02 06:00:00", - "2026-07-02 06:05:00", "2026-07-02 06:10:00", "2026-07-02 06:15:00", "2026-07-02 06:20:00", @@ -1153,6 +1146,13 @@ "2026-07-03 08:15:00", "2026-07-03 08:20:00", "2026-07-03 08:25:00", - "2026-07-03 08:30:00" + "2026-07-03 08:30:00", + "2026-07-03 08:35:00", + "2026-07-03 08:40:00", + "2026-07-03 08:45:00", + "2026-07-03 08:50:00", + "2026-07-03 08:55:00", + "2026-07-03 09:00:00", + "2026-07-03 09:05:00" ] } 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 7f21fcd738d966bb511281ee5344d076a253efdd..67f732d986c4e1b96b0dd858a425247ba2bd1114 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": "2026-07-03T08:56:49.407855+00:00", + "evaluated_at": "2026-07-03T09:21:52.125826+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,11 +326,6 @@ ] }, "timestamps": [ - "2026-07-01 11:55:00", - "2026-07-01 12:00:00", - "2026-07-01 12:05:00", - "2026-07-01 12:10:00", - "2026-07-01 12:15:00", "2026-07-01 12:20:00", "2026-07-01 12:25:00", "2026-07-01 12:30:00", @@ -457,6 +452,11 @@ "2026-07-01 22:35:00", "2026-07-01 22:40:00", "2026-07-01 22:45:00", - "2026-07-01 22:50:00" + "2026-07-01 22:50:00", + "2026-07-01 22:55:00", + "2026-07-01 23:00:00", + "2026-07-01 23:05:00", + "2026-07-01 23:10:00", + "2026-07-01 23:15:00" ] } 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 c491b9c17ed9d68559fa5e125caa73298955aed1..7d22721d545508408a36484311f7d731b1eb2c83 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 @@ -1,15 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "TiRex", - "evaluated_at": "2026-07-03T08:56:57.614003+00:00", + "evaluated_at": "2026-07-03T09:21:59.277684+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.180999994277954, - 1.1970000267028809, - 1.2020000219345093, - 1.2230000495910645, 1.2339999675750732, 1.24399995803833, 1.2660000324249268, @@ -245,13 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"2026-07-04 03:35:00", + "2026-07-04 03:50:00", + "2026-07-04 04:05:00", + "2026-07-04 04:20:00" ] } diff --git a/results/tirex/online_meta.json b/results/tirex/online_meta.json index f5ca44f44451ffb4e885f8c8f919f07cdca9027d..55306631a1a80cc0b079a87dacf2b7b2523e9427 100644 --- a/results/tirex/online_meta.json +++ b/results/tirex/online_meta.json @@ -1,36 +1,48 @@ { "model": "TiRex", "api_model_id": "NX-AI/TiRex-1.1-gifteval", - "evaluated_at": "2026-07-03T09:07:13.989226+00:00", + "evaluated_at": "2026-07-03T09:22:12.157611+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_nasa_power_shanghai_hourly_point_shanghai_31.2304_121.4737_t2m_20260629t230000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 336, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_rainfall_5min_data_gov_sg_rainfall_station_s213_rainfall_5min_total_20260703t061000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 288, + "prediction_length": 36 }, { - "dataset": "task_nws_ksfo_observations_nws_station_ksfo_temperature_20260703t065600z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 96, - "prediction_length": 24 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260703t071000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 120, + "prediction_length": 12 }, { - "dataset": "task_open_meteo_shanghai_air_quality_hourly_grid_shanghai_31.2304_121.4737_pm2_5_20260702t090000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", + "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260703t031200z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 240, + "prediction_length": 60 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260702t115000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 72, + "prediction_length": 72 + }, + { + "dataset": "task_open_meteo_shanghai_hourly_grid_shanghai_31.2304_121.4737_temperature_2m_20260702t090000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", "context_length": 336, "prediction_length": 24 }, { - "dataset": "task_usgs_earthquake_all_week_hourly_earth_global_earthquake_count_20260702t080000z", - "data_fetched_at": "2026-07-03T09:04:07.956933Z", - "context_length": 168, + "dataset": "task_usgs_potomac_iv_usgs_site_01646500_usgs_00060_20260703t065000z", + "data_fetched_at": "2026-07-03T09:20:36.985472Z", + "context_length": 96, "prediction_length": 24 } ], diff --git a/results/toto_1_0/all_results.csv b/results/toto_1_0/all_results.csv index 893ed351f2f67c53f8b3588d33c2beabceb27866..c30d1ae56589bcd4599a17baa2d03507cb0c38be 100644 --- a/results/toto_1_0/all_results.csv +++ b/results/toto_1_0/all_results.csv @@ -1,14 +1,14 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,Toto-1.0,3312790.0701096854,1425925.3279972076,1138.2400716145833,1.1395141116978011,0.018478870399932474,0.01866875458753345,4.168940240911714,1820.1071589633632,0.029559680624777387,0.018485731911748435,0.014499540793465132,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Toto-1.0,1108888.201822281,1434556.2155653636,1140.5763346354167,1.1418529897141945,0.018515536975048385,0.01870655095675225,4.140457875211173,1053.0376070313353,0.017101287486182618,0.018522912826945476,0.014493639396411101,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-1.0,3.5214492592627344,7.675116857851856e-09,7.5377833809398e-05,nan,nan,2.0,nan,1.8765524930741304,inf,inf,inf,Climate,1,36 -data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Toto-1.0,2.9808479284075027e-05,2.5067219993159258e-09,4.224604981573066e-05,nan,nan,2.0,nan,0.00545971421267405,inf,inf,inf,Transportation,1,12 +data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Toto-1.0,0.06178618779853719,5.426441858743553e-09,5.8295038406362844e-05,nan,nan,2.0,nan,0.24856827592944597,inf,inf,inf,Climate,1,36 +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Toto-1.0,0.34804830990619956,1.0505196595422963e-08,9.402717963287917e-05,nan,nan,2.0,nan,0.5899561932094616,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,Toto-1.0,1.0060821914309297,0.6754568055462187,0.6876862049102783,0.5272993343582859,0.02708975702840474,0.027170861878803482,2.7128892153772295,1.0030364855930864,0.03994835152594694,0.02738876466398555,0.024210902962583176,Weather,1,24 -noaa_coops_sf_water_level_water_level/6min/short,Toto-1.0,0.010260692394869153,0.0008834744075867225,0.01971738934516907,0.023933227459554063,0.012016502447030886,0.01200068222218485,0.7286659792877627,0.10129507586684139,0.06640631190374324,0.012926187137705231,0.04671402351965848,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,Toto-1.0,0.3888627899256295,0.2650603006579192,0.47722770935959286,1.3215536566881034,0.30228385563463867,0.2553116047844853,18.597810791088985,0.623588638387222,0.37353064146260434,0.2858601992201895,0.19518612624877388,Ocean,1,72 +noaa_coops_sf_water_level_water_level/6min/short,Toto-1.0,0.07494952282016669,0.006694469249546368,0.049671733379364015,0.06053713783585002,0.028484660000137444,0.0275516524961758,0.6682071528262278,0.273769104940946,0.17368932178957114,0.03151359860213278,0.04677188822354387,Ocean,1,60 +noaa_ndbc_46013_realtime_wave_height/10min/short,Toto-1.0,0.4278100406402338,0.23550258185007283,0.44895005060566795,1.335719221992456,0.2858767046644541,0.24344648191861318,16.849532357698187,0.6540718925624567,0.39441520655500034,0.27072364514670516,0.18036222247358896,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Toto-1.0,1.1842421984433713,0.25341565590948295,0.2999587456385295,0.13996779905745574,0.0228584638688155,0.022144912633794107,3.591801735309138,1.0882289274060726,0.07933624935992001,0.02186819449689846,0.0218879835279246,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Toto-1.0,508.800812038732,182.49560267329662,11.118227879206339,0.8584654168469413,0.31715492801755096,0.27751444245203244,6.672360321757288,22.556613487816207,0.5685347106364975,0.28023260111760623,0.22019514452587022,Air Quality,1,24 -open_meteo_shanghai_hourly_temperature_2m/1h/short,Toto-1.0,3.1715875035112426,2.555000828956357,1.3602132002512615,1.2188009867904992,0.04978137954570037,0.05137520355582484,12.655143507766732,1.7808951410768807,0.06680445182674168,0.051023945831721915,0.04393984265579681,Weather,1,24 +open_meteo_shanghai_hourly_temperature_2m/1h/short,Toto-1.0,3.6968422257000384,3.4062161321179096,1.6136798063913982,1.445086419099379,0.05765406412092064,0.0596719311056525,18.080880780766496,1.922717406614929,0.071178803991424,0.05973826327721796,0.04969354454016735,Weather,1,24 usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Toto-1.0,74.64014642116229,21.05509656056688,3.8539563020070395,0.8590862345031173,0.5756095815142442,0.3853611937872501,7.478835068989096,8.639452900569704,0.9424857709712405,0.4204315965825861,0.3066520847937073,Hazards,1,24 -usgs_potomac_iv_usgs_00060/15min/short,Toto-1.0,2169.0491791442037,2246.3732710927725,44.40826416015625,14.210644531249999,0.018896478422990082,0.018695263996216963,557.0974381510417,46.57305207031426,0.019765751541777937,0.01884700866213528,0.018659200410311674,Hydrology,1,24 +usgs_potomac_iv_usgs_00060/15min/short,Toto-1.0,172.5861708049973,0.03829550991455714,0.173187255859375,0.01385498046875,7.369670462101063e-05,7.369323758305601e-05,3.8166992187500006,13.137205593466112,0.005590300252538771,7.369670462101063e-05,0.0013970889549165186,Hydrology,1,24 wikimedia_time_series_hourly_pageviews/1D/short,Toto-1.0,9916.244892343346,2075.621020518709,35.96146501813616,0.7257358980695537,0.18395721514368166,0.15785952013906837,3.6434007510594713,99.5803439055286,0.41516522176217996,0.1499286808379709,0.1360337591180731,Web,1,7 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 3f30e60a1bc1baf865ef522a9551171c876f98bd..fecb90cb78b698504025fc3e9fc05be492206f24 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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+ "2026-07-01 23:00:00", + "2026-07-01 23:05:00", + "2026-07-01 23:10:00", + "2026-07-01 23:15:00" ] } diff --git a/results/toto_1_0/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json b/results/toto_1_0/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json index daec903d11b2f6d598e87e7c0e47622f9aa5f04c..f393087562ee9daccf9efed356ef347b51d99fb1 100644 --- a/results/toto_1_0/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json +++ b/results/toto_1_0/forecasts/noaa_coops_sf_water_level_water_level__6min__short.json @@ -1,15 +1,11 @@ { "dataset": "noaa_coops_sf_water_level_water_level/6min/short", "model": "Toto-1.0", - "evaluated_at": "2026-07-03T08:57:54.064778+00:00", + "evaluated_at": "2026-07-03T09:23:28.882305+00:00", "freq": "6min", "context_length": 240, "prediction_length": 60, "context": [ - 1.180999994277954, - 1.1970000267028809, - 1.2020000219345093, - 1.2230000495910645, 1.2339999675750732, 1.24399995803833, 1.2660000324249268, @@ 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11:20:00", - "2026-07-01 11:30:00", - "2026-07-01 11:40:00", - "2026-07-01 11:50:00", - "2026-07-01 12:00:00", "2026-07-01 12:10:00", "2026-07-01 12:20:00", "2026-07-01 12:30:00", @@ -1261,6 +1256,11 @@ "2026-07-02 10:40:00", "2026-07-02 10:50:00", "2026-07-02 11:00:00", - "2026-07-02 11:10:00" + "2026-07-02 11:10:00", + "2026-07-02 11:20:00", + "2026-07-02 11:30:00", + "2026-07-02 11:40:00", + "2026-07-02 11:50:00", + "2026-07-02 12:00:00" ] } diff --git a/results/toto_1_0/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json b/results/toto_1_0/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json index e0787318b43339c722953fed2024bb53c728bc60..36a71f192974a11b48a750c59461147fee336207 100644 --- a/results/toto_1_0/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json +++ b/results/toto_1_0/forecasts/open_meteo_shanghai_hourly_temperature_2m__1h__short.json @@ -1,12 +1,11 @@ { "dataset": "open_meteo_shanghai_hourly_temperature_2m/1h/short", 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