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ziyuzhou02 commited on Jul 28

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c113ca8

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1 Parent(s): eb79760

Update leaderboard results from local eval

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Files changed (45) hide show

results/aggregates/live_metadata.json +8 -8
results/aggregates/live_overall_1d.csv +12 -12
results/aggregates/live_overall_30d.csv +12 -12
results/aggregates/live_overall_7d.csv +12 -12
results/aggregates/live_overall_up_to_now.csv +12 -12
results/aggregates/live_rank_1d.csv +12 -12
results/aggregates/live_rank_30d.csv +12 -12
results/aggregates/live_rank_7d.csv +12 -12
results/aggregates/live_rank_up_to_now.csv +12 -12
results/aggregates/live_release_metrics.csv +24 -0
results/aggregates/live_results_by_dataset.csv +24 -24
results/aggregates/metadata.json +1 -1
results/aggregates/results_by_domain.csv +13 -13
results/aggregates/results_by_frequency.csv +9 -9
results/aggregates/results_by_prediction_length.csv +11 -11
results/aggregates/results_overall.csv +9 -9
results/arima/all_results.csv +1 -1
results/arima/online_meta.json +14 -5
results/chronos_2/all_results.csv +1 -1
results/chronos_2/online_meta.json +14 -5
results/chronos_bolt/all_results.csv +1 -1
results/chronos_bolt/online_meta.json +14 -5
results/ets/all_results.csv +1 -1
results/ets/online_meta.json +14 -5
results/moirai_2_0/all_results.csv +1 -1
results/moirai_2_0/online_meta.json +14 -5
results/moving_average/all_results.csv +1 -1
results/moving_average/online_meta.json +14 -5
results/online_status.json +260 -40
results/prequential/tasks/future-2b13ddc93b383081e266.json +259 -0
results/prequential/tasks/future-32b8342f2fc23d74b0fe.json +19 -3
results/prequential/tasks/future-3c40e2b7bc25e042c001.json +19 -3
results/prequential/tasks/future-c66a79c14473ea4e0b95.json +595 -0
results/seasonal_naive/all_results.csv +1 -1
results/seasonal_naive/online_meta.json +14 -5
results/sundial/all_results.csv +2 -2
results/sundial/online_meta.json +14 -5
results/tabpfn_ts/all_results.csv +1 -1
results/tabpfn_ts/online_meta.json +14 -5
results/timesfm_2_5/all_results.csv +1 -1
results/timesfm_2_5/online_meta.json +14 -5
results/tirex/all_results.csv +1 -1
results/tirex/online_meta.json +14 -5
results/toto_1_0/all_results.csv +2 -2
results/toto_1_0/online_meta.json +14 -5

results/aggregates/live_metadata.json CHANGED Viewed

@@ -1,5 +1,5 @@
 {
-  "generated_at": "2026-07-28T10:00:48.136476+00:00",
   "scope": "Canonical metrics-only release history when available; otherwise legacy release history plus latest allowlisted snapshots",
   "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",
@@ -13,8 +13,8 @@
   "temporal_metrics": "Per-dataset MSE stability and Kendall tau, then equal-weight mean over datasets",
   "num_models": 12,
   "num_datasets": 13,
-  "num_model_releases": 27206,
-  "num_unique_releases": 2689,
   "fixed_windows": {
     "1d": {
       "days": 1,
@@ -25,21 +25,21 @@
     },
     "7d": {
       "days": 7,
-      "num_model_releases": 2598,
-      "num_unique_releases": 217,
       "ranking_scope": "Cumulative release history through reference_time",
       "metrics_scope": "Trailing 168 hours through reference_time"
     },
     "30d": {
       "days": 30,
-      "num_model_releases": 26825,
-      "num_unique_releases": 2631,
       "ranking_scope": "Cumulative release history through reference_time",
       "metrics_scope": "Trailing 720 hours through reference_time"
     }
   },
   "protocol_counts": {
     "historical-snapshot-recompute": 22388,
-    "prequential-v1": 4818
   }
 }

 {
+  "generated_at": "2026-07-28T10:17:40.015961+00:00",
   "scope": "Canonical metrics-only release history when available; otherwise legacy release history plus latest allowlisted snapshots",
   "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",
   "temporal_metrics": "Per-dataset MSE stability and Kendall tau, then equal-weight mean over datasets",
   "num_models": 12,
   "num_datasets": 13,
+  "num_model_releases": 27230,
+  "num_unique_releases": 2691,
   "fixed_windows": {
     "1d": {
       "days": 1,
     },
     "7d": {
       "days": 7,
+      "num_model_releases": 2586,
+      "num_unique_releases": 216,
       "ranking_scope": "Cumulative release history through reference_time",
       "metrics_scope": "Trailing 168 hours through reference_time"
     },
     "30d": {
       "days": 30,
+      "num_model_releases": 26849,
+      "num_unique_releases": 2633,
       "ranking_scope": "Cumulative release history through reference_time",
       "metrics_scope": "Trailing 720 hours through reference_time"
     }
   },
   "protocol_counts": {
     "historical-snapshot-recompute": 22388,
+    "prequential-v1": 4842
   }
 }

results/aggregates/live_overall_1d.csv CHANGED Viewed

@@ -1,13 +1,13 @@
 Rank,Status,model,MSE,RMSE,MAPE,CRPS,RTG,WinRate,eligible_opponents,shared_releases,shared_datasets,covered_span_days,Stability,Improvement,SignificantImprovementRate,n_datasets,n_releases,MAPE_dataset_coverage,first_release,last_release
-1,Official,Chronos-2,8.525309977165183,1.1282350931115148,0.29513674702966425,0.7637226924913189,19.414960995217324,0.6693296111782446,11,2629,13,32.68125,35.84760747782312,0.11111111111111115,0.0,7,17,0.8571428571428571,2026-07-27T09:25:00+00:00,2026-07-28T07:06:00+00:00
-2,Official,TiRex,7.8373348962617095,1.05907070716818,0.24240772056192753,0.7833926706212283,23.299228738295188,0.6674136570387708,11,2620,13,32.68125,33.183393806608024,-0.3333333333333333,0.0,7,17,0.8571428571428571,2026-07-27T09:25:00+00:00,2026-07-28T07:06:00+00:00
-3,Official,TimesFM-2.5,7.832633595447021,1.0922828220839416,0.3425811668852708,0.905170173987069,15.861033411639038,0.6092084684483837,11,2615,13,32.68125,32.71370506016034,0.0,0.0,7,17,0.8571428571428571,2026-07-27T09:25:00+00:00,2026-07-28T07:06:00+00:00
-4,Official,Moirai-2.0,8.233715918512932,1.1814512585332404,0.7237038995503015,0.8632372240687969,10.729872309242994,0.578228382785836,11,1871,13,27.3375,34.42767997680173,-0.2222222222222223,0.0,7,17,0.8571428571428571,2026-07-27T09:25:00+00:00,2026-07-28T07:06:00+00:00
-5,Official,TabPFN-TS,8.413977537731123,1.1193529207351534,0.3075248321401445,0.9318643679454591,13.38515392596277,0.5596472222791085,11,1760,13,29.3375,35.76294713722991,0.0,0.0,7,17,0.8571428571428571,2026-07-27T09:25:00+00:00,2026-07-28T07:06:00+00:00
-6,Official,Chronos-Bolt,7.428116342489638,1.11547919184541,0.5478926146905664,0.7711690548073514,8.151200783255485,0.5234027730385148,11,1858,13,27.3375,31.07708829574951,-0.3333333333333333,0.0,7,17,0.8571428571428571,2026-07-27T09:25:00+00:00,2026-07-28T07:06:00+00:00
-7,Official,Sundial,8.439783091247868,1.1006817312985093,0.38362357882692755,0.8683871108142096,6.909435899458188,0.512058121853597,11,2109,13,29.3375,36.44285319695473,-0.11111111111111115,0.0,7,17,0.8571428571428571,2026-07-27T09:25:00+00:00,2026-07-28T07:06:00+00:00
-8,Official,Seasonal-Naive,8.606631678737758,1.2561233237917264,0.7243202980679336,1.0453643022872092,0.0,0.3862276635278201,11,2460,13,32.68125,35.47361753830906,-0.11111111111111115,0.0,7,17,0.8571428571428571,2026-07-27T09:25:00+00:00,2026-07-28T07:06:00+00:00
-9,Official,Moving-Average,8.28755865074869,1.1721287682862458,0.8243321146776955,0.9929088643911415,-0.8974348455760206,0.38003049398284044,11,2460,13,32.68125,35.64976311665695,-0.11111111111111115,0.0,7,17,0.8571428571428571,2026-07-27T09:25:00+00:00,2026-07-28T07:06:00+00:00
-10,Official,ARIMA,9.099674632521394,1.4805184783565422,0.8267214077447068,1.328025435745873,-14.930511444300468,0.37464552688268093,11,2460,13,32.68125,34.641592342468286,-0.5555555555555557,0.0,7,17,0.8571428571428571,2026-07-27T09:25:00+00:00,2026-07-28T07:06:00+00:00
-11,Official,Toto-1.0,7.9142311862136365,1.3821616863132076,0.3493338823573497,0.8350722098142975,-27.41452095332594,0.37380591565111404,11,1885,13,27.3375,31.36975006364143,-0.2222222222222223,0.0,7,17,0.8571428571428571,2026-07-27T09:25:00+00:00,2026-07-28T07:06:00+00:00
-12,Official,ETS,7.882803875460785,1.3662502274091115,0.9170590927685464,1.1211478305587073,-20.023420015847517,0.36600216333308916,11,2460,13,32.68125,31.178066512003955,-0.2222222222222223,0.0,7,17,0.8571428571428571,2026-07-27T09:25:00+00:00,2026-07-28T07:06:00+00:00

 Rank,Status,model,MSE,RMSE,MAPE,CRPS,RTG,WinRate,eligible_opponents,shared_releases,shared_datasets,covered_span_days,Stability,Improvement,SignificantImprovementRate,n_datasets,n_releases,MAPE_dataset_coverage,first_release,last_release
+1,Official,Chronos-2,11.21906463856712,1.3714063331673418,0.2977382342990458,0.9313558984884072,22.17129988090998,0.6693702927553986,11,2631,13,32.798611111111114,41.2435984724768,-0.02977213249234693,0.0,7,17,0.8571428571428571,2026-07-27T10:50:00+00:00,2026-07-28T09:55:00+00:00
+2,Official,TiRex,10.319289564717996,1.2897574525824456,0.2448935146401012,0.9346854196197134,26.521759329351074,0.6674535708922565,11,2622,13,32.798611111111114,38.19814108546239,-0.4742165769367914,0.0,7,17,0.8571428571428571,2026-07-27T10:50:00+00:00,2026-07-28T09:55:00+00:00
+3,Official,TimesFM-2.5,10.291439435466883,1.3219235627787778,0.34514553180015906,1.1067941252154017,19.136210196493135,0.6092162975012773,11,2617,13,32.798611111111114,37.67364626097859,-0.14088324360345808,0.0,7,17,0.8571428571428571,2026-07-27T10:50:00+00:00,2026-07-28T09:55:00+00:00
+4,Official,Moirai-2.0,10.758929267328785,1.408223294817557,0.7260458610629702,1.0372202119046414,14.31388887500964,0.5781377556506007,11,1873,13,27.45486111111111,39.65510820092541,-0.36310546582568043,0.0,7,17,0.8571428571428571,2026-07-27T10:50:00+00:00,2026-07-28T09:55:00+00:00
+5,Official,TabPFN-TS,11.082370290328683,1.3561858815867527,0.31004985012592745,1.1396128633282188,16.61010298113757,0.5596305633590725,11,1762,13,29.45486111111111,41.18386396576476,-0.14088324360345808,0.0,7,17,0.8571428571428571,2026-07-27T10:50:00+00:00,2026-07-28T09:55:00+00:00
+6,Official,Chronos-Bolt,9.735176045567886,1.3375376029777175,0.5502556415869776,0.9287330426314834,11.52318720063034,0.5235142475465213,11,1860,13,27.45486111111111,35.767614238233996,-0.4742165769367914,0.0,7,17,0.8571428571428571,2026-07-27T10:50:00+00:00,2026-07-28T09:55:00+00:00
+7,Official,Sundial,11.126259242342304,1.3304383848227954,0.3860778895025945,1.06846404172383,10.4943368344964,0.5120410904876613,11,2111,13,29.45486111111111,42.01852736643907,-0.24444444444444446,0.0,7,17,0.8571428571428571,2026-07-27T10:50:00+00:00,2026-07-28T09:55:00+00:00
+8,Official,Seasonal-Naive,11.195629084606967,1.4842601245109341,0.7264649161541805,1.1800646325638529,0.0,0.3861982905317128,11,2462,13,32.798611111111114,40.88157057055366,-0.25199435471456927,0.0,7,17,0.8571428571428571,2026-07-27T10:50:00+00:00,2026-07-28T09:55:00+00:00
+9,Official,Moving-Average,10.87421763110213,1.3935787015212502,0.8264758945743352,1.1915851236722192,2.9038718315229355,0.3800073962024093,11,2462,13,32.798611111111114,41.10983316910336,-0.25199435471456927,0.0,7,17,0.8571428571428571,2026-07-27T10:50:00+00:00,2026-07-28T09:55:00+00:00
+10,Official,ARIMA,11.30584772195405,1.5999122382369728,0.8284570582914834,1.2567096739475332,-11.937588493584373,0.3746582131390546,11,2462,13,32.798611111111114,40.446662428851944,-0.4742165769367914,0.0,7,17,0.8571428571428571,2026-07-27T10:50:00+00:00,2026-07-28T09:55:00+00:00
+11,Official,Toto-1.0,10.305947710716008,1.604350729956174,0.35166200855328006,0.9920578693220369,-23.37174485300426,0.37376903833927505,11,1887,13,27.45486111111111,36.40007386978144,-0.4444444444444445,0.0,7,17,0.8571428571428571,2026-07-27T10:50:00+00:00,2026-07-28T09:55:00+00:00
+12,Official,ETS,10.181023066999368,1.5766953156110577,0.9195832302575342,1.3091488860659397,-16.596008725203042,0.3660032435947603,11,2462,13,32.798611111111114,35.73635502285186,-0.36310546582568043,0.0,7,17,0.8571428571428571,2026-07-27T10:50:00+00:00,2026-07-28T09:55:00+00:00

results/aggregates/live_overall_30d.csv CHANGED Viewed

@@ -1,13 +1,13 @@
 Rank,Status,model,MSE,RMSE,MAPE,CRPS,RTG,WinRate,eligible_opponents,shared_releases,shared_datasets,covered_span_days,Stability,Improvement,SignificantImprovementRate,n_datasets,n_releases,MAPE_dataset_coverage,first_release,last_release
-1,Official,Chronos-2,14.1290249870722,0.8758394933369894,0.15959153129293727,0.639249913377674,23.346810196175344,0.6693296111782446,11,2629,13,32.68125,136.56938809799132,0.03930732127623744,0.23076923076923078,13,2583,0.8461538461538461,2026-06-28T11:10:00+00:00,2026-07-28T07:06:00+00:00
-2,Official,TiRex,14.298575200943548,0.8798723270031061,0.19541374335557052,0.6729192921019567,24.552959177430644,0.6674136570387708,11,2620,13,32.68125,139.30178623276342,0.03252247289054468,0.23076923076923078,13,2570,0.8461538461538461,2026-06-28T11:10:00+00:00,2026-07-28T07:06:00+00:00
-3,Official,TimesFM-2.5,14.177424983327477,0.8751428369971392,0.1373637942764365,0.7173176882070719,23.9481891920804,0.6092084684483837,11,2615,13,32.68125,136.82665710147813,0.041435845370050725,0.23076923076923078,13,2564,0.8461538461538461,2026-06-28T11:10:00+00:00,2026-07-28T07:06:00+00:00
-4,Official,Moirai-2.0,17.688806373068754,0.9244493054251831,0.24054027577502987,0.6706497108310459,22.125314080077604,0.578228382785836,11,1871,13,27.3375,156.29642946721344,0.06882646081003309,0.15384615384615385,13,1871,0.8461538461538461,2026-06-30T23:00:00+00:00,2026-07-28T07:06:00+00:00
-5,Official,TabPFN-TS,19.38431870577667,0.9718111490908469,0.19975214187286416,0.8171672113255917,18.627709114427983,0.5596472222791085,11,1760,13,29.3375,163.72243591010817,0.04676216646427828,0.15384615384615385,13,1763,0.8461538461538461,2026-06-28T23:00:00+00:00,2026-07-28T07:06:00+00:00
-6,Official,Chronos-Bolt,17.95360050293675,0.9707909147168117,0.2732829077762151,0.7185450043432439,11.502603416153262,0.5234027730385148,11,1858,13,27.3375,157.25034580926115,0.027286467429183964,0.15384615384615385,13,1858,0.8461538461538461,2026-06-30T23:00:00+00:00,2026-07-28T07:06:00+00:00
-7,Official,Sundial,17.33944111430646,1.0117208449901212,0.2219925983300484,0.7648003039095548,16.116802457378725,0.512058121853597,11,2109,13,29.3375,151.19166188248252,0.004578082899621028,0.3076923076923077,13,2111,0.8461538461538461,2026-06-28T23:00:00+00:00,2026-07-28T07:06:00+00:00
-8,Official,Seasonal-Naive,15.977571119784953,1.232567182367994,0.36409266030348325,0.9609535227823875,0.0,0.3862276635278201,11,2460,13,32.68125,141.84405676888122,0.0355923716996633,0.3076923076923077,13,2411,0.8461538461538461,2026-06-28T11:00:00+00:00,2026-07-28T07:06:00+00:00
-9,Official,Moving-Average,15.719957159226293,1.139519975249157,0.339546885675302,0.9158860010558032,3.0874353401272043,0.38003049398284044,11,2460,13,32.68125,142.08835379238823,0.0776252316534207,0.15384615384615385,13,2403,0.8461538461538461,2026-06-28T11:10:00+00:00,2026-07-28T07:06:00+00:00
-10,Official,ARIMA,15.647000415055398,1.1433149106903833,0.34672836443469773,0.901922199949226,1.8332015758508953,0.37464552688268093,11,2460,13,32.68125,142.0950732917413,0.05780878037386871,0.15384615384615385,13,2403,0.8461538461538461,2026-06-28T11:10:00+00:00,2026-07-28T07:06:00+00:00
-11,Official,Toto-1.0,28.592814264104994,1.6600209636797476,0.28060341807556705,0.7007565564955912,-19.1545686248704,0.37380591565111404,11,1885,13,27.3375,213.5751755154112,-0.006681198906187848,0.15384615384615385,13,1885,0.8461538461538461,2026-06-30T23:00:00+00:00,2026-07-28T07:06:00+00:00
-12,Official,ETS,17.410181579128906,1.3985538316988633,0.3149798604717151,1.1095709897340866,-3.5474014882697347,0.36600216333308916,11,2460,13,32.68125,146.95274200063085,0.0714990674856434,0.15384615384615385,13,2403,0.8461538461538461,2026-06-28T11:10:00+00:00,2026-07-28T07:06:00+00:00

 Rank,Status,model,MSE,RMSE,MAPE,CRPS,RTG,WinRate,eligible_opponents,shared_releases,shared_datasets,covered_span_days,Stability,Improvement,SignificantImprovementRate,n_datasets,n_releases,MAPE_dataset_coverage,first_release,last_release
+1,Official,Chronos-2,14.127498581496958,0.8760060784820353,0.15959153129293727,0.63928274327056,23.355840486244638,0.6693702927553986,11,2631,13,32.798611111111114,136.55941884381016,0.039884992251108656,0.23076923076923078,13,2585,0.8461538461538461,2026-06-28T11:10:00+00:00,2026-07-28T09:55:00+00:00
+2,Official,TiRex,14.29703817203589,0.8800405052190693,0.19541374335557052,0.6729522293755916,24.561989285707078,0.6674535708922565,11,2622,13,32.798611111111114,139.29176237065275,0.03312982185794171,0.23076923076923078,13,2572,0.8461538461538461,2026-06-28T11:10:00+00:00,2026-07-28T09:55:00+00:00
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+7,Official,Sundial,17.337152464586566,1.0118932019021896,0.2219925983300484,0.7648340665847583,16.12709743268285,0.5120410904876613,11,2111,13,29.45486111111111,151.17843072070224,0.005172828222714647,0.3076923076923077,13,2113,0.8461538461538461,2026-06-28T23:00:00+00:00,2026-07-28T09:55:00+00:00
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+10,Official,ARIMA,15.645340379886344,1.1434735342365066,0.34672836443469773,0.9019530447020023,1.8423123047215078,0.3746582131390546,11,2462,13,32.798611111111114,142.0844953257305,0.05840328778517471,0.15384615384615385,13,2405,0.8461538461538461,2026-06-28T11:10:00+00:00,2026-07-28T09:55:00+00:00
+11,Official,Toto-1.0,28.590251539300958,1.66042571158835,0.28060341807556705,0.7007860591572916,-19.147784541994163,0.37376903833927505,11,1887,13,27.45486111111111,213.55764700064555,-0.005769819243543078,0.15384615384615385,13,1887,0.8461538461538461,2026-06-30T23:00:00+00:00,2026-07-28T09:55:00+00:00
+12,Official,ETS,17.408516249010685,1.3987136898421761,0.3149798604717151,1.1096028195108514,-3.5383000347695788,0.3660032435947603,11,2462,13,32.798611111111114,146.94215643447222,0.07206950118267218,0.15384615384615385,13,2405,0.8461538461538461,2026-06-28T11:10:00+00:00,2026-07-28T09:55:00+00:00

results/aggregates/live_overall_7d.csv CHANGED Viewed

@@ -1,13 +1,13 @@
 Rank,Status,model,MSE,RMSE,MAPE,CRPS,RTG,WinRate,eligible_opponents,shared_releases,shared_datasets,covered_span_days,Stability,Improvement,SignificantImprovementRate,n_datasets,n_releases,MAPE_dataset_coverage,first_release,last_release
-1,Official,Chronos-2,116.73224767917078,1.7477244167745873,0.15515585031263177,1.5318006602211278,17.054469253763504,0.6693296111782446,11,2629,13,32.68125,449.1627589595706,-0.13937533941902955,0.08333333333333333,12,217,0.8333333333333334,2026-07-21T07:18:00+00:00,2026-07-28T07:06:00+00:00
-2,Official,TiRex,117.54328202433281,1.7366352398792995,0.15202765560996173,1.8137361718192035,18.683683750293127,0.6674136570387708,11,2620,13,32.68125,458.0609267758813,-0.1973739609737735,0.0,12,217,0.8333333333333334,2026-07-21T07:18:00+00:00,2026-07-28T07:06:00+00:00
-3,Official,TimesFM-2.5,116.65202878725444,1.7331252570363282,0.13699693217787934,1.605493100764712,17.233772874079772,0.6092084684483837,11,2615,13,32.68125,449.20803633339744,-0.18185759339646318,0.0,12,217,0.8333333333333334,2026-07-21T07:18:00+00:00,2026-07-28T07:06:00+00:00
-4,Official,Moirai-2.0,116.74788483774921,1.7725984775826564,0.2115183779267805,1.5335694551837182,14.566494691215452,0.578228382785836,11,1871,13,27.3375,449.2925400025975,-0.1159784360572021,0.0,12,217,0.8333333333333334,2026-07-21T07:18:00+00:00,2026-07-28T07:06:00+00:00
-5,Official,TabPFN-TS,116.89483944068793,1.8333444930656781,0.17976668479480368,1.704127989163324,9.021916123947182,0.5596472222791085,11,1760,13,29.3375,449.3008400038059,-0.13074121815748482,0.08333333333333333,12,216,0.8333333333333334,2026-07-21T07:18:00+00:00,2026-07-28T07:06:00+00:00
-6,Official,Chronos-Bolt,116.74246706178924,1.7898921849220082,0.20258586048038948,1.5783127805994492,5.985420407564533,0.5234027730385148,11,1858,13,27.3375,449.41510019959065,-0.11616871782137249,0.0,12,217,0.8333333333333334,2026-07-21T07:18:00+00:00,2026-07-28T07:06:00+00:00
-7,Official,Sundial,116.89560604718518,1.7945185104964025,0.18877327531977123,1.5981283246962947,14.197651957693978,0.512058121853597,11,2109,13,29.3375,449.3697279444619,-0.20553333189824324,0.0,12,216,0.8333333333333334,2026-07-21T07:18:00+00:00,2026-07-28T07:06:00+00:00
-8,Official,Seasonal-Naive,117.29010775548151,1.9770518127612984,0.2641369561467918,1.618207042736044,0.0,0.3862276635278201,11,2460,13,32.68125,449.59046299568615,-0.15999172700189895,0.08333333333333333,12,216,0.8333333333333334,2026-07-21T07:18:00+00:00,2026-07-28T07:06:00+00:00
-9,Official,Moving-Average,117.11970543608705,1.9432230308444371,0.2719616249979394,1.74954613096057,-3.211516497424515,0.38003049398284044,11,2460,13,32.68125,449.5071759553357,-0.0842441663699395,0.08333333333333333,12,216,0.8333333333333334,2026-07-21T07:18:00+00:00,2026-07-28T07:06:00+00:00
-10,Official,ARIMA,117.17321077297258,2.0158524219086735,0.26271545611770397,1.7476163984651494,-7.468946521465434,0.37464552688268093,11,2460,13,32.68125,449.43396075469974,0.006458418139889988,0.08333333333333333,12,216,0.8333333333333334,2026-07-21T07:18:00+00:00,2026-07-28T07:06:00+00:00
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-12,Official,ETS,118.3379852249271,2.283402671448926,0.37681180601961495,2.013991007837975,-12.863464609814377,0.36600216333308916,11,2460,13,32.68125,450.70057953688433,0.017304502478203664,0.0,12,216,0.8333333333333334,2026-07-21T07:18:00+00:00,2026-07-28T07:06:00+00:00

 Rank,Status,model,MSE,RMSE,MAPE,CRPS,RTG,WinRate,eligible_opponents,shared_releases,shared_datasets,covered_span_days,Stability,Improvement,SignificantImprovementRate,n_datasets,n_releases,MAPE_dataset_coverage,first_release,last_release
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+9,Official,Moving-Average,122.09658480547365,1.97960575192217,0.2725609026163274,1.7841799089734869,-3.185576096785766,0.3800073962024093,11,2462,13,32.798611111111114,458.7620237999869,-0.07804508802412097,0.08333333333333333,12,215,0.8333333333333334,2026-07-21T10:10:00+00:00,2026-07-28T09:55:00+00:00
+10,Official,ARIMA,122.16807603210445,2.0557992544089934,0.2637548406215401,1.786282675006025,-7.603560498895761,0.3746582131390546,11,2462,13,32.798611111111114,458.6987496683057,0.013512497999868199,0.08333333333333333,12,215,0.8333333333333334,2026-07-21T10:10:00+00:00,2026-07-28T09:55:00+00:00
+11,Official,Toto-1.0,164.70009798182983,2.422607965862913,0.173091111618395,1.5120920615430398,-25.98217476927574,0.37376903833927505,11,1887,13,27.45486111111111,588.3355115916324,-0.12378939328768991,0.0,12,216,0.8333333333333334,2026-07-21T10:10:00+00:00,2026-07-28T09:55:00+00:00
+12,Official,ETS,123.35663261087704,2.3282250745913435,0.3799688143910239,2.0562398441493657,-13.205784714545269,0.3660032435947603,11,2462,13,32.798611111111114,459.9676596050482,0.01723815559643521,0.0,12,215,0.8333333333333334,2026-07-21T10:10:00+00:00,2026-07-28T09:55:00+00:00

results/aggregates/live_overall_up_to_now.csv CHANGED Viewed

@@ -1,13 +1,13 @@
 Rank,Status,model,MSE,RMSE,MAPE,CRPS,RTG,WinRate,eligible_opponents,shared_releases,shared_datasets,covered_span_days,Stability,Improvement,SignificantImprovementRate,n_datasets,n_releases,MAPE_dataset_coverage,first_release,last_release
-1,Official,Chronos-2,14.129016197360517,0.8756165863923114,0.15954391791829628,0.6393846948270117,23.498756709560624,0.6693296111782446,11,2629,13,32.68125,136.56937957399836,0.03565943168670332,0.23076923076923078,13,2634,0.8461538461538461,2026-06-25T14:45:00+00:00,2026-07-28T07:06:00+00:00
-2,Official,TiRex,14.296945922450167,0.8786101576520264,0.19518655562622628,0.6725301291075867,24.712141870022794,0.6674136570387708,11,2620,13,32.68125,139.30015950850492,0.03509294495703799,0.23076923076923078,13,2620,0.8461538461538461,2026-06-25T14:45:00+00:00,2026-07-28T07:06:00+00:00
-3,Official,TimesFM-2.5,14.178087681444616,0.8754229624178392,0.13734683164392567,0.7175611262847628,23.926739823875202,0.6092084684483837,11,2615,13,32.68125,136.82776894331153,0.03688219094902232,0.23076923076923078,13,2615,0.8461538461538461,2026-06-25T14:45:00+00:00,2026-07-28T07:06:00+00:00
-4,Official,Moirai-2.0,17.688806373068754,0.9244493054251831,0.24054027577502987,0.6706497108310459,22.125314080077604,0.578228382785836,11,1871,13,27.3375,156.29642946721344,0.06882646081003309,0.15384615384615385,13,1871,0.8461538461538461,2026-06-30T23:00:00+00:00,2026-07-28T07:06:00+00:00
-5,Official,TabPFN-TS,19.38431870577667,0.9718111490908469,0.19975214187286416,0.8171672113255917,18.627709114427983,0.5596472222791085,11,1760,13,29.3375,163.72243591010817,0.04676216646427828,0.15384615384615385,13,1763,0.8461538461538461,2026-06-28T23:00:00+00:00,2026-07-28T07:06:00+00:00
-6,Official,Chronos-Bolt,17.95360050293675,0.9707909147168117,0.2732829077762151,0.7185450043432439,11.502603416153262,0.5234027730385148,11,1858,13,27.3375,157.25034580926115,0.027286467429183964,0.15384615384615385,13,1858,0.8461538461538461,2026-06-30T23:00:00+00:00,2026-07-28T07:06:00+00:00
-7,Official,Sundial,17.33944111430646,1.0117208449901212,0.2219925983300484,0.7648003039095548,16.116802457378725,0.512058121853597,11,2109,13,29.3375,151.19166188248252,0.004578082899621028,0.3076923076923077,13,2111,0.8461538461538461,2026-06-28T23:00:00+00:00,2026-07-28T07:06:00+00:00
-8,Official,Seasonal-Naive,15.975602564914807,1.23244888414614,0.3642153027092619,0.9613098192748684,0.0,0.3862276635278201,11,2460,13,32.68125,141.84164607141298,0.03885338026571166,0.3076923076923077,13,2469,0.8461538461538461,2026-06-25T14:25:00+00:00,2026-07-28T07:06:00+00:00
-9,Official,Moving-Average,15.72329761150769,1.1412651860957868,0.33992373508650053,0.9176074517705538,2.9947859601991067,0.38003049398284044,11,2460,13,32.68125,142.08951699557662,0.06550727789090457,0.15384615384615385,13,2460,0.8461538461538461,2026-06-25T14:45:00+00:00,2026-07-28T07:06:00+00:00
-10,Official,ARIMA,15.658948595460133,1.1470503842994864,0.3472536477741651,0.904916331768444,1.7043538588947298,0.37464552688268093,11,2460,13,32.68125,142.10562253031688,0.04149019376350491,0.15384615384615385,13,2460,0.8461538461538461,2026-06-25T14:45:00+00:00,2026-07-28T07:06:00+00:00
-11,Official,Toto-1.0,28.592814264104994,1.6600209636797476,0.28060341807556705,0.7007565564955912,-19.1545686248704,0.37380591565111404,11,1885,13,27.3375,213.5751755154112,-0.006681198906187848,0.15384615384615385,13,1885,0.8461538461538461,2026-06-30T23:00:00+00:00,2026-07-28T07:06:00+00:00
-12,Official,ETS,17.449651695189377,1.4072132451071409,0.31584401609792606,1.1165159717472475,-3.8066637362551727,0.36600216333308916,11,2460,13,32.68125,146.98126794280935,0.04885043210491253,0.15384615384615385,13,2460,0.8461538461538461,2026-06-25T14:45:00+00:00,2026-07-28T07:06:00+00:00

 Rank,Status,model,MSE,RMSE,MAPE,CRPS,RTG,WinRate,eligible_opponents,shared_releases,shared_datasets,covered_span_days,Stability,Improvement,SignificantImprovementRate,n_datasets,n_releases,MAPE_dataset_coverage,first_release,last_release
+1,Official,Chronos-2,14.127489791785273,0.8757831715373572,0.15954391791829628,0.6394175247198978,23.507786999629918,0.6693702927553986,11,2631,13,32.798611111111114,136.55941031981723,0.036237102661574545,0.23076923076923078,13,2636,0.8461538461538461,2026-06-25T14:45:00+00:00,2026-07-28T09:55:00+00:00
+2,Official,TiRex,14.295408893542508,0.8787783358679895,0.19518655562622628,0.6725630663812218,24.72117197829922,0.6674535708922565,11,2622,13,32.798611111111114,139.29013564639425,0.03570029392443503,0.23076923076923078,13,2622,0.8461538461538461,2026-06-25T14:45:00+00:00,2026-07-28T09:55:00+00:00
+3,Official,TimesFM-2.5,14.176550669491926,0.8755909111786303,0.13734683164392567,0.7175968594994073,23.935100226305334,0.6092162975012773,11,2617,13,32.798611111111114,136.81774524644896,0.03743435119274588,0.23076923076923078,13,2617,0.8461538461538461,2026-06-25T14:45:00+00:00,2026-07-28T09:55:00+00:00
+4,Official,Moirai-2.0,17.685521708993313,0.9246346489415779,0.24054027577502987,0.6706805695503881,22.135340871297085,0.5781377556506007,11,1873,13,27.45486111111111,156.27935485559257,0.06964543052422639,0.15384615384615385,13,1873,0.8461538461538461,2026-06-30T23:00:00+00:00,2026-07-28T09:55:00+00:00
+5,Official,TabPFN-TS,19.380808541247127,0.9719955591628704,0.19975214187286416,0.8171966208254949,18.6379754703428,0.5596305633590725,11,1762,13,29.45486111111111,163.70453886731696,0.047608656616781826,0.15384615384615385,13,1765,0.8461538461538461,2026-06-28T23:00:00+00:00,2026-07-28T09:55:00+00:00
+6,Official,Chronos-Bolt,17.950280144797407,0.9709762772753858,0.2732829077762151,0.7185750777524593,11.512633339383452,0.5235142475465213,11,1860,13,27.45486111111111,157.2331400198349,0.028096196114142654,0.15384615384615385,13,1860,0.8461538461538461,2026-06-30T23:00:00+00:00,2026-07-28T09:55:00+00:00
+7,Official,Sundial,17.337152464586566,1.0118932019021896,0.2219925983300484,0.7648340665847583,16.12709743268285,0.5120410904876613,11,2111,13,29.45486111111111,151.17843072070224,0.005172828222714647,0.3076923076923077,13,2113,0.8461538461538461,2026-06-28T23:00:00+00:00,2026-07-28T09:55:00+00:00
+8,Official,Seasonal-Naive,15.973853706250662,1.232590567892866,0.3642153027092619,0.9613360506893266,0.0,0.3861982905317128,11,2462,13,32.798611111111114,141.83112104491295,0.03966359327984558,0.3076923076923077,13,2471,0.8461538461538461,2026-06-25T14:25:00+00:00,2026-07-28T09:55:00+00:00
+9,Official,Moving-Average,15.721622494235618,1.1414191845683483,0.33992373508650053,0.9176337987484059,3.0041105817728275,0.3800073962024093,11,2462,13,32.798611111111114,142.07893091567763,0.06605929291885865,0.15384615384615385,13,2462,0.8461538461538461,2026-06-25T14:45:00+00:00,2026-07-28T09:55:00+00:00
+10,Official,ARIMA,15.65728856029108,1.1472090078456099,0.3472536477741651,0.9049471765212205,1.7134645877653425,0.3746582131390546,11,2462,13,32.798611111111114,142.09504456430608,0.0420847011748109,0.15384615384615385,13,2462,0.8461538461538461,2026-06-25T14:45:00+00:00,2026-07-28T09:55:00+00:00
+11,Official,Toto-1.0,28.590251539300958,1.66042571158835,0.28060341807556705,0.7007860591572916,-19.147784541994163,0.37376903833927505,11,1887,13,27.45486111111111,213.55764700064555,-0.005769819243543078,0.15384615384615385,13,1887,0.8461538461538461,2026-06-30T23:00:00+00:00,2026-07-28T09:55:00+00:00
+12,Official,ETS,17.447986365071152,1.4073731032504537,0.31584401609792606,1.1165478015240125,-3.797562282755019,0.3660032435947603,11,2462,13,32.798611111111114,146.97068237665073,0.0494208658019413,0.15384615384615385,13,2462,0.8461538461538461,2026-06-25T14:45:00+00:00,2026-07-28T09:55:00+00:00

results/aggregates/live_rank_1d.csv CHANGED Viewed

@@ -1,13 +1,13 @@
 Rank,Status,model,WinRate,eligible_opponents,shared_releases,shared_datasets,covered_span_days
-1,Official,Chronos-2,0.6693296111782446,11,2629,13,32.68125
-2,Official,TiRex,0.6674136570387708,11,2620,13,32.68125
-3,Official,TimesFM-2.5,0.6092084684483837,11,2615,13,32.68125
-4,Official,Moirai-2.0,0.578228382785836,11,1871,13,27.3375
-5,Official,TabPFN-TS,0.5596472222791085,11,1760,13,29.3375
-6,Official,Chronos-Bolt,0.5234027730385148,11,1858,13,27.3375
-7,Official,Sundial,0.512058121853597,11,2109,13,29.3375
-8,Official,Seasonal-Naive,0.3862276635278201,11,2460,13,32.68125
-9,Official,Moving-Average,0.38003049398284044,11,2460,13,32.68125
-10,Official,ARIMA,0.37464552688268093,11,2460,13,32.68125
-11,Official,Toto-1.0,0.37380591565111404,11,1885,13,27.3375
-12,Official,ETS,0.36600216333308916,11,2460,13,32.68125

 Rank,Status,model,WinRate,eligible_opponents,shared_releases,shared_datasets,covered_span_days
+1,Official,Chronos-2,0.6693702927553986,11,2631,13,32.798611111111114
+2,Official,TiRex,0.6674535708922565,11,2622,13,32.798611111111114
+3,Official,TimesFM-2.5,0.6092162975012773,11,2617,13,32.798611111111114
+4,Official,Moirai-2.0,0.5781377556506007,11,1873,13,27.45486111111111
+5,Official,TabPFN-TS,0.5596305633590725,11,1762,13,29.45486111111111
+6,Official,Chronos-Bolt,0.5235142475465213,11,1860,13,27.45486111111111
+7,Official,Sundial,0.5120410904876613,11,2111,13,29.45486111111111
+8,Official,Seasonal-Naive,0.3861982905317128,11,2462,13,32.798611111111114
+9,Official,Moving-Average,0.3800073962024093,11,2462,13,32.798611111111114
+10,Official,ARIMA,0.3746582131390546,11,2462,13,32.798611111111114
+11,Official,Toto-1.0,0.37376903833927505,11,1887,13,27.45486111111111
+12,Official,ETS,0.3660032435947603,11,2462,13,32.798611111111114

results/aggregates/live_rank_30d.csv CHANGED Viewed

@@ -1,13 +1,13 @@
 Rank,Status,model,WinRate,eligible_opponents,shared_releases,shared_datasets,covered_span_days
-1,Official,Chronos-2,0.6693296111782446,11,2629,13,32.68125
-2,Official,TiRex,0.6674136570387708,11,2620,13,32.68125
-3,Official,TimesFM-2.5,0.6092084684483837,11,2615,13,32.68125
-4,Official,Moirai-2.0,0.578228382785836,11,1871,13,27.3375
-5,Official,TabPFN-TS,0.5596472222791085,11,1760,13,29.3375
-6,Official,Chronos-Bolt,0.5234027730385148,11,1858,13,27.3375
-7,Official,Sundial,0.512058121853597,11,2109,13,29.3375
-8,Official,Seasonal-Naive,0.3862276635278201,11,2460,13,32.68125
-9,Official,Moving-Average,0.38003049398284044,11,2460,13,32.68125
-10,Official,ARIMA,0.37464552688268093,11,2460,13,32.68125
-11,Official,Toto-1.0,0.37380591565111404,11,1885,13,27.3375
-12,Official,ETS,0.36600216333308916,11,2460,13,32.68125

 Rank,Status,model,WinRate,eligible_opponents,shared_releases,shared_datasets,covered_span_days
+1,Official,Chronos-2,0.6693702927553986,11,2631,13,32.798611111111114
+2,Official,TiRex,0.6674535708922565,11,2622,13,32.798611111111114
+3,Official,TimesFM-2.5,0.6092162975012773,11,2617,13,32.798611111111114
+4,Official,Moirai-2.0,0.5781377556506007,11,1873,13,27.45486111111111
+5,Official,TabPFN-TS,0.5596305633590725,11,1762,13,29.45486111111111
+6,Official,Chronos-Bolt,0.5235142475465213,11,1860,13,27.45486111111111
+7,Official,Sundial,0.5120410904876613,11,2111,13,29.45486111111111
+8,Official,Seasonal-Naive,0.3861982905317128,11,2462,13,32.798611111111114
+9,Official,Moving-Average,0.3800073962024093,11,2462,13,32.798611111111114
+10,Official,ARIMA,0.3746582131390546,11,2462,13,32.798611111111114
+11,Official,Toto-1.0,0.37376903833927505,11,1887,13,27.45486111111111
+12,Official,ETS,0.3660032435947603,11,2462,13,32.798611111111114

results/aggregates/live_rank_7d.csv CHANGED Viewed

@@ -1,13 +1,13 @@
 Rank,Status,model,WinRate,eligible_opponents,shared_releases,shared_datasets,covered_span_days
-1,Official,Chronos-2,0.6693296111782446,11,2629,13,32.68125
-2,Official,TiRex,0.6674136570387708,11,2620,13,32.68125
-3,Official,TimesFM-2.5,0.6092084684483837,11,2615,13,32.68125
-4,Official,Moirai-2.0,0.578228382785836,11,1871,13,27.3375
-5,Official,TabPFN-TS,0.5596472222791085,11,1760,13,29.3375
-6,Official,Chronos-Bolt,0.5234027730385148,11,1858,13,27.3375
-7,Official,Sundial,0.512058121853597,11,2109,13,29.3375
-8,Official,Seasonal-Naive,0.3862276635278201,11,2460,13,32.68125
-9,Official,Moving-Average,0.38003049398284044,11,2460,13,32.68125
-10,Official,ARIMA,0.37464552688268093,11,2460,13,32.68125
-11,Official,Toto-1.0,0.37380591565111404,11,1885,13,27.3375
-12,Official,ETS,0.36600216333308916,11,2460,13,32.68125

 Rank,Status,model,WinRate,eligible_opponents,shared_releases,shared_datasets,covered_span_days
+1,Official,Chronos-2,0.6693702927553986,11,2631,13,32.798611111111114
+2,Official,TiRex,0.6674535708922565,11,2622,13,32.798611111111114
+3,Official,TimesFM-2.5,0.6092162975012773,11,2617,13,32.798611111111114
+4,Official,Moirai-2.0,0.5781377556506007,11,1873,13,27.45486111111111
+5,Official,TabPFN-TS,0.5596305633590725,11,1762,13,29.45486111111111
+6,Official,Chronos-Bolt,0.5235142475465213,11,1860,13,27.45486111111111
+7,Official,Sundial,0.5120410904876613,11,2111,13,29.45486111111111
+8,Official,Seasonal-Naive,0.3861982905317128,11,2462,13,32.798611111111114
+9,Official,Moving-Average,0.3800073962024093,11,2462,13,32.798611111111114
+10,Official,ARIMA,0.3746582131390546,11,2462,13,32.798611111111114
+11,Official,Toto-1.0,0.37376903833927505,11,1887,13,27.45486111111111
+12,Official,ETS,0.3660032435947603,11,2462,13,32.798611111111114

results/aggregates/live_rank_up_to_now.csv CHANGED Viewed

@@ -1,13 +1,13 @@
 Rank,Status,model,WinRate,eligible_opponents,shared_releases,shared_datasets,covered_span_days
-1,Official,Chronos-2,0.6693296111782446,11,2629,13,32.68125
-2,Official,TiRex,0.6674136570387708,11,2620,13,32.68125
-3,Official,TimesFM-2.5,0.6092084684483837,11,2615,13,32.68125
-4,Official,Moirai-2.0,0.578228382785836,11,1871,13,27.3375
-5,Official,TabPFN-TS,0.5596472222791085,11,1760,13,29.3375
-6,Official,Chronos-Bolt,0.5234027730385148,11,1858,13,27.3375
-7,Official,Sundial,0.512058121853597,11,2109,13,29.3375
-8,Official,Seasonal-Naive,0.3862276635278201,11,2460,13,32.68125
-9,Official,Moving-Average,0.38003049398284044,11,2460,13,32.68125
-10,Official,ARIMA,0.37464552688268093,11,2460,13,32.68125
-11,Official,Toto-1.0,0.37380591565111404,11,1885,13,27.3375
-12,Official,ETS,0.36600216333308916,11,2460,13,32.68125

 Rank,Status,model,WinRate,eligible_opponents,shared_releases,shared_datasets,covered_span_days
+1,Official,Chronos-2,0.6693702927553986,11,2631,13,32.798611111111114
+2,Official,TiRex,0.6674535708922565,11,2622,13,32.798611111111114
+3,Official,TimesFM-2.5,0.6092162975012773,11,2617,13,32.798611111111114
+4,Official,Moirai-2.0,0.5781377556506007,11,1873,13,27.45486111111111
+5,Official,TabPFN-TS,0.5596305633590725,11,1762,13,29.45486111111111
+6,Official,Chronos-Bolt,0.5235142475465213,11,1860,13,27.45486111111111
+7,Official,Sundial,0.5120410904876613,11,2111,13,29.45486111111111
+8,Official,Seasonal-Naive,0.3861982905317128,11,2462,13,32.798611111111114
+9,Official,Moving-Average,0.3800073962024093,11,2462,13,32.798611111111114
+10,Official,ARIMA,0.3746582131390546,11,2462,13,32.798611111111114
+11,Official,Toto-1.0,0.37376903833927505,11,1887,13,27.45486111111111
+12,Official,ETS,0.3660032435947603,11,2462,13,32.798611111111114

results/aggregates/live_release_metrics.csv CHANGED Viewed

@@ -858,6 +858,7 @@ future-30a223edbc03b1eaa2fb,2026-07-19T00:40:00+00:00,2026-07-20T04:03:03.274896
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:58.854479+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ARIMA,livehouse-canonical-v1,10.437879821190663,3.2307707781875616,0.013663076478076427,0.9764541094448407,35.02424327387838,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:50.662904+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,ARIMA,livehouse-canonical-v1,0.18230749922286849,0.42697482270371456,0.7388780687520423,0.3354118428799675,-86.84089454239236,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.640539+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,ARIMA,livehouse-canonical-v1,1.4507791614197096,1.204482943598501,0.9184921969296266,1.002908807543446,-37.97335417954915,True
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.786296+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ARIMA,livehouse-canonical-v1,0.14858342627966512,0.38546520761239284,0.18021927003075916,0.3361788866480514,91.71664135316189,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:08.831911+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,ARIMA,livehouse-canonical-v1,0.02489073605459,0.15776798171552428,,0.10503100193026954,99.35458849084908,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.569765+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,ARIMA,livehouse-canonical-v1,0.5241688010332384,0.7239950283208016,0.012558283918273188,0.8438230059176188,6.7578103022611895,True
@@ -873,6 +874,7 @@ future-3b7e45ee82a384a3c143,2026-07-20T16:10:00+00:00,2026-07-20T16:25:49.392775
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.179221+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ARIMA,livehouse-canonical-v1,6.090531940343458,2.4679003100497106,0.009004709920694633,1.0485045564449398,-20.230837760934413,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.249756+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ARIMA,livehouse-canonical-v1,60.834739558179514,7.799662784901634,0.15289210607199402,8.712509624374604,5.125911850145564,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:20.962833+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,ARIMA,livehouse-canonical-v1,2.024348192198286,1.4227959067267117,0.0743433150324841,1.0047133470392071,-52.83458337111242,True
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.260987+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:53.869942+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.883609+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
@@ -3374,6 +3376,7 @@ future-30a223edbc03b1eaa2fb,2026-07-19T00:40:00+00:00,2026-07-20T04:03:03.281376
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.007654+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-2,livehouse-canonical-v1,8.03920447249201,2.8353490918213247,0.035408120005898325,1.8260352573567726,45.918317867841274,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:50.737465+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Chronos-2,livehouse-canonical-v1,0.03526190188175566,0.1877815269981466,0.2142754133607554,0.1128105078936095,-46.613883662967154,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.646483+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Chronos-2,livehouse-canonical-v1,0.21408328314912484,0.4626913476056418,0.3325571491814963,0.3294574254305277,50.57460869617333,True
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.795694+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-2,livehouse-canonical-v1,0.1454137258174282,0.3813315169474301,0.1400424619765231,0.24952832221207924,91.88617972996137,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:08.882465+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-2,livehouse-canonical-v1,0.005484251123858817,0.0740557298516382,,0.16956024165522066,99.8574358352554,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.576534+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Chronos-2,livehouse-canonical-v1,0.17762044325104698,0.4214504042601537,0.004664080365425085,0.3185988947589601,54.32562342443281,True
@@ -3389,6 +3392,7 @@ future-3b7e45ee82a384a3c143,2026-07-20T16:10:00+00:00,2026-07-20T16:25:49.403040
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.209669+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-2,livehouse-canonical-v1,4.060381519954898,2.0150388383241893,0.015260635641220802,1.9706063921534738,-0.24090285815759174,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.253647+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-2,livehouse-canonical-v1,60.175798287324255,7.757306123089655,0.13256159490179056,7.711912410542496,5.668861683597045,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.038189+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Chronos-2,livehouse-canonical-v1,0.20582148126489697,0.4536755242074416,0.023050348454753608,0.27329804294949883,50.43695486000967,True
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.268255+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,livehouse-canonical-v1,1.7296862743653321e-18,1.3151753777977035e-09,,2.356162747109682e-09,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:53.874216+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,livehouse-canonical-v1,1.7296862743653321e-18,1.3151753777977035e-09,,2.356162747109682e-09,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.887842+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,livehouse-canonical-v1,1.7296862743653321e-18,1.3151753777977035e-09,,2.356162747109682e-09,0.0,False
@@ -5708,6 +5712,7 @@ future-30a223edbc03b1eaa2fb,2026-07-19T00:40:00+00:00,2026-07-20T04:03:03.289240
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.102765+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-Bolt,livehouse-canonical-v1,5.904779855533025,2.429975278790512,0.03025128689699816,1.6576412763525283,57.20466409439391,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:50.807437+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Chronos-Bolt,livehouse-canonical-v1,0.0315256687512563,0.17755469228172005,0.22687084756933662,0.11324269104945375,-42.117979786112286,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.651961+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Chronos-Bolt,livehouse-canonical-v1,0.4616210977631947,0.6794270363793266,0.4540551229213694,0.3886228774099273,17.110770299582136,True
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.803405+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-Bolt,livehouse-canonical-v1,0.1971658533721801,0.4440336173896973,0.19770260908368156,0.32858160045472934,89.15508840522392,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:08.910594+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-Bolt,livehouse-canonical-v1,0.005449093373442657,0.07381797459591165,,0.02376280917680227,99.85834912045542,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.582712+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Chronos-Bolt,livehouse-canonical-v1,0.18795058669803436,0.4335326823874232,0.00508352495645856,0.351826829113965,52.30277265482057,True
@@ -5723,6 +5728,7 @@ future-3b7e45ee82a384a3c143,2026-07-20T16:10:00+00:00,2026-07-20T16:25:49.411828
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.227421+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-Bolt,livehouse-canonical-v1,3.9931186017576423,1.998278909901629,0.015163897955327557,1.9437843329000164,0.594310157186387,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.259015+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-Bolt,livehouse-canonical-v1,61.01286547177853,7.811073259916241,0.13324193586868183,7.67447450805075,4.980097575096037,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.079243+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Chronos-Bolt,livehouse-canonical-v1,0.18765178066117041,0.43318792764938685,0.020138284516408176,0.26094586716500423,53.8016526242918,True
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.278671+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,livehouse-canonical-v1,1.0941039077622847e-12,1.0459942197556757e-06,,3.2148618499168906e-06,-100.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:53.880196+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,livehouse-canonical-v1,1.0941039077622847e-12,1.0459942197556757e-06,,3.2148618499168906e-06,-100.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.892970+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,livehouse-canonical-v1,1.0941039077622847e-12,1.0459942197556757e-06,,3.2148618499168906e-06,-100.0,False
@@ -7810,6 +7816,7 @@ future-30a223edbc03b1eaa2fb,2026-07-19T00:40:00+00:00,2026-07-20T04:03:03.297980
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.194671+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ETS,livehouse-canonical-v1,3.34217244216928,1.828160945368126,0.022467017538751313,1.7208902123839729,73.29768488312338,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:50.865606+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,ETS,livehouse-canonical-v1,2.5428888835315244,1.5946438108654624,2.5997353215947006,1.342557334959072,-98.99521253572215,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.657859+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,ETS,livehouse-canonical-v1,1.9115841962853726,1.382600519414546,1.0592569890736143,1.180539776979414,-49.12176934118986,True
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.812636+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ETS,livehouse-canonical-v1,0.2637419251946626,0.5135581030367086,0.1510931550641286,0.294936342803406,85.75397894059697,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:08.947599+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,ETS,livehouse-canonical-v1,0.008629280240993254,0.0928939192896567,,0.023306613617481445,99.775771856903,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.587808+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,ETS,livehouse-canonical-v1,0.20189135977344852,0.449323224164352,0.004893635590306707,0.3035647278249065,49.65549808761307,True
@@ -7825,6 +7832,7 @@ future-3b7e45ee82a384a3c143,2026-07-20T16:10:00+00:00,2026-07-20T16:25:49.440156
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.259484+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ETS,livehouse-canonical-v1,1.3463148639226041,1.160308090087544,0.009119441174706667,1.01831878111191,50.01782744180589,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.264591+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ETS,livehouse-canonical-v1,46.882002318842176,6.847043326782895,0.11835424161250296,6.811000608795607,17.95983843747719,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.131404+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,ETS,livehouse-canonical-v1,2.9924116520357535,1.7298588532119474,0.0968704530300047,1.2525088271538922,-65.4575916969926,True
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.287610+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.002885+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.898352+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
@@ -10029,6 +10037,7 @@ future-30a223edbc03b1eaa2fb,2026-07-19T00:40:00+00:00,2026-07-20T04:03:03.304997
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.269411+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moirai-2.0,livehouse-canonical-v1,9.2001295007601,3.0331715251136226,0.03761294691877374,1.8044751945913413,40.43447466193071,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:50.884306+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Moirai-2.0,livehouse-canonical-v1,0.10564495280678117,0.3250306951762882,0.5133721685666653,0.18316449274985008,-78.32663146833713,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.663453+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Moirai-2.0,livehouse-canonical-v1,0.19744531162805268,0.4443481873801813,0.32085087400973106,0.30342688130295276,53.52318044199066,True
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.819541+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moirai-2.0,livehouse-canonical-v1,0.6159356555268352,0.7848156825184084,0.2975807514151451,0.47962641949220836,69.61994545246534,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:08.990338+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moirai-2.0,livehouse-canonical-v1,0.005481898937745397,0.07403984695922458,,0.02023141882401979,99.85749693721954,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.592103+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Moirai-2.0,livehouse-canonical-v1,0.1749262269762065,0.4182418283436109,0.004461362324953393,0.2754891381222435,54.86207089377115,True
@@ -10044,6 +10053,7 @@ future-3b7e45ee82a384a3c143,2026-07-20T16:10:00+00:00,2026-07-20T16:25:49.453048
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.285303+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moirai-2.0,livehouse-canonical-v1,5.459988952526582,2.336661925167306,0.017836595038575407,1.7264945623232328,-14.936799550366498,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.269452+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moirai-2.0,livehouse-canonical-v1,66.90619243108165,8.179620555446423,0.13943983036764118,8.0185125486161,0.37388037685473124,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.171829+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Moirai-2.0,livehouse-canonical-v1,0.4312006415639771,0.6566586948818823,0.03399273844750047,0.420232610496053,18.327279048025158,True
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.296034+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,livehouse-canonical-v1,1.2167879962794955e-13,3.488248839001449e-07,,4.100515180343539e-07,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.007826+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,livehouse-canonical-v1,1.2167879962794955e-13,3.488248839001449e-07,,4.100515180343539e-07,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.903205+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,livehouse-canonical-v1,1.2167879962794955e-13,3.488248839001449e-07,,4.100515180343539e-07,0.0,False
@@ -12141,6 +12151,7 @@ future-30a223edbc03b1eaa2fb,2026-07-19T00:40:00+00:00,2026-07-20T04:03:03.311676
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.379152+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moving-Average,livehouse-canonical-v1,21.358807692813556,4.621559011071216,0.058903133903133904,4.6272919732135085,0.7708548260916448,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:50.914538+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Moving-Average,livehouse-canonical-v1,0.041860988151372104,0.20459958003713521,0.2848457047844908,0.13257482543254462,-53.05436587749663,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.668768+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Moving-Average,livehouse-canonical-v1,0.9166425656783407,0.9574145213429451,0.7185274656241919,0.7355085062840568,-16.855500576494993,True
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.828980+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moving-Average,livehouse-canonical-v1,3.264448247499777,1.8067784168236505,0.9882503455010191,1.7122364157386436,2.6029365095594708,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:09.019492+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moving-Average,livehouse-canonical-v1,1.500763704520457,1.2250566127818163,,1.2178039360151418,67.33568131155955,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.598208+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Moving-Average,livehouse-canonical-v1,0.24251481877048497,0.4924579360417344,0.005811850875198144,0.36101613012134753,42.44084013302674,True
@@ -12156,6 +12167,7 @@ future-3b7e45ee82a384a3c143,2026-07-20T16:10:00+00:00,2026-07-20T16:25:49.461059
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.313251+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moving-Average,livehouse-canonical-v1,4.006782609317772,2.0016949341290173,0.015651244890375324,1.7230672420709796,0.4235122525650626,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.273862+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moving-Average,livehouse-canonical-v1,67.66052798938237,8.225601983404156,0.14172888218640656,8.170250833873327,-0.18668974120869122,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.198274+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Moving-Average,livehouse-canonical-v1,1.537581157919444,1.2399924023635969,0.06851777696484677,0.8554558204834951,-42.21694033120388,True
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.307417+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.011493+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.908009+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
@@ -14603,6 +14615,7 @@ future-30a223edbc03b1eaa2fb,2026-07-19T00:40:00+00:00,2026-07-20T04:03:03.318888
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.463101+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Seasonal-Naive,livehouse-canonical-v1,21.69065656565657,4.657322896864311,0.05769230769230769,4.044258872716416,0.0,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:50.974412+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Seasonal-Naive,livehouse-canonical-v1,0.012839820821143285,0.11331293315920864,0.12573229372802033,0.08558102887643954,0.0,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.674178+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Seasonal-Naive,livehouse-canonical-v1,0.6522053895418685,0.8075923411857423,0.5457842542494676,0.7520544843391391,0.0,True
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.842445+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Seasonal-Naive,livehouse-canonical-v1,3.4389330055093157,1.8544360343536566,1.0494790210777145,1.7795102416631374,0.0,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:09.047280+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Seasonal-Naive,livehouse-canonical-v1,7.688245984217127,2.7727686496022574,,0.8271125513229126,0.0,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.602997+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Seasonal-Naive,livehouse-canonical-v1,0.6001479974727277,0.7746921953090322,0.007459248755015156,0.5123403317431938,0.0,True
@@ -14618,6 +14631,7 @@ future-3b7e45ee82a384a3c143,2026-07-20T16:10:00+00:00,2026-07-20T16:25:49.469324
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.335573+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Seasonal-Naive,livehouse-canonical-v1,4.040865384615385,2.0101903851663865,0.015217391304347827,1.287897999226791,0.0,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.279665+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Seasonal-Naive,livehouse-canonical-v1,67.40836821660199,8.21025993599484,0.14072018830698982,7.831298928484072,0.0,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.242109+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Seasonal-Naive,livehouse-canonical-v1,0.6247226496841044,0.7903939838359756,0.04697940790615257,0.559313931508285,0.0,True
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.326805+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.017935+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.912524+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
@@ -16930,6 +16944,7 @@ future-30a223edbc03b1eaa2fb,2026-07-19T00:40:00+00:00,2026-07-20T04:03:03.327202
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.544641+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Sundial,livehouse-canonical-v1,17.192386606773614,4.146370293012144,0.05138484596187234,3.7321680228677283,11.568718885852103,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:50.995321+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Sundial,livehouse-canonical-v1,0.0998453487697832,0.3159831463381919,0.40525379318442406,0.16637762231625383,-77.21116120647494,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.679884+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Sundial,livehouse-canonical-v1,0.29674480845095064,0.5447428828823289,0.38241171768086785,0.3473901322494577,37.458296741259296,True
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.851959+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Sundial,livehouse-canonical-v1,0.17611699411002624,0.4196629529873065,0.15121111965163384,0.2666806359913536,90.25645597551508,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:09.078359+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Sundial,livehouse-canonical-v1,0.02449259282449306,0.1565010952820876,,0.04881699750028444,99.36487947621096,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.613933+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Sundial,livehouse-canonical-v1,0.1960491369726671,0.4427743634998159,0.0051522961070783425,0.34108805678075693,50.75361904957656,True
@@ -16945,6 +16960,7 @@ future-3b7e45ee82a384a3c143,2026-07-20T16:10:00+00:00,2026-07-20T16:25:49.477326
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.370370+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Sundial,livehouse-canonical-v1,5.573524221143057,2.360831256388956,0.017217241729278923,2.055721954093347,-15.941301521728443,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.284111+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Sundial,livehouse-canonical-v1,63.38202207058998,7.961282690031172,0.13460552748726562,7.801627490767329,3.0784724605308362,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.272364+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Sundial,livehouse-canonical-v1,0.18047277151631688,0.42482086991615287,0.020316136006080985,0.2448932967163867,55.17292653073957,True
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.335311+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,livehouse-canonical-v1,4.0756512213355624e-16,2.01882421754237e-08,,1.9458818911743946e-08,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.023795+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,livehouse-canonical-v1,4.243848997606858e-16,2.0600604354258295e-08,,2.0393293712987293e-08,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.916868+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,livehouse-canonical-v1,4.396464537490914e-16,2.096774794175787e-08,,2.0083251503797174e-08,0.0,False
@@ -18914,6 +18930,7 @@ future-30a223edbc03b1eaa2fb,2026-07-19T00:40:00+00:00,2026-07-20T04:03:03.338590
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.626232+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TabPFN-TS,livehouse-canonical-v1,7.6754533355854635,2.7704608525632453,0.03468796312525967,2.7702263307270183,47.72577395236929,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:51.045415+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,TabPFN-TS,livehouse-canonical-v1,0.012350164398494783,0.1111312935157995,0.17232824948220712,0.09032065198372391,1.9438535528268888,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.685920+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,TabPFN-TS,livehouse-canonical-v1,0.3504140015592366,0.5919577700809717,0.35177036161217706,0.4738363903305406,30.100294355088828,True
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.859147+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TabPFN-TS,livehouse-canonical-v1,0.0410207190878833,0.20253572299197814,0.08806212966607353,0.16319238401221292,97.64245605923213,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:09.117988+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TabPFN-TS,livehouse-canonical-v1,0.15269576929672052,0.39076306030217406,,0.1613678836288943,96.1051676164208,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.618799+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,TabPFN-TS,livehouse-canonical-v1,0.14935378157207563,0.3864631697485229,0.004218434406202475,0.31168997515459906,60.14585001721587,True
@@ -18929,6 +18946,7 @@ future-3b7e45ee82a384a3c143,2026-07-20T16:10:00+00:00,2026-07-20T16:25:49.485461
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.401743+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TabPFN-TS,livehouse-canonical-v1,4.047553584018238,2.011853270996232,0.015231277073309242,1.8820795329677154,-0.0826885875816935,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.289100+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TabPFN-TS,livehouse-canonical-v1,60.12480204346315,7.754018444875093,0.1324833444157045,7.690231942628614,5.71111512266669,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.345420+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TabPFN-TS,livehouse-canonical-v1,1.0532479522714941,1.0262786913268218,0.054024257367018595,0.7447355438020667,-25.538308125777828,True
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.344054+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.029595+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.921855+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
@@ -20996,6 +21014,7 @@ future-30a223edbc03b1eaa2fb,2026-07-19T00:40:00+00:00,2026-07-20T04:03:03.353177
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.784536+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TiRex,livehouse-canonical-v1,7.419400159261702,2.723857587918594,0.03396219541544249,1.8425579694351515,49.025175530416064,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:51.101644+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,TiRex,livehouse-canonical-v1,0.054159833785722145,0.23272265421682123,0.3703851807315448,0.16469205232297768,-61.67197906770226,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.700412+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,TiRex,livehouse-canonical-v1,0.2516570086330419,0.5016542720171352,0.3406254936042239,0.325046821486779,44.3151946267063,True
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.875777+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TiRex,livehouse-canonical-v1,0.05050587908911628,0.2247351309633549,0.09030434750253002,0.256023174697002,97.10521486351072,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:09.200449+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TiRex,livehouse-canonical-v1,0.005544201227979122,0.0744593931480718,,0.17900429556690714,99.85587854375163,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.629274+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,TiRex,livehouse-canonical-v1,0.17426193635609985,0.417446926394362,0.004721151881874836,0.3262394925577314,54.99491193391173,True
@@ -21011,6 +21030,7 @@ future-3b7e45ee82a384a3c143,2026-07-20T16:10:00+00:00,2026-07-20T16:25:49.512742
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.443573+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TiRex,livehouse-canonical-v1,4.070990225283928,2.017669503482651,0.01528231276120698,1.9993240969368544,-0.37136805827485037,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.297883+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TiRex,livehouse-canonical-v1,58.07212754163417,7.620507039668303,0.13032216105296993,6.9160508032625705,7.440391925894202,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.399327+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TiRex,livehouse-canonical-v1,0.17462906000212816,0.41788641997811815,0.019805891627641545,0.25651065096094794,56.3073280794821,True
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.364227+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,livehouse-canonical-v1,2.0440368407041843e-18,1.4296981641955705e-09,,1.39774869271451e-09,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.041833+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,livehouse-canonical-v1,2.0440368407041843e-18,1.4296981641955705e-09,,1.39774869271451e-09,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.931045+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,livehouse-canonical-v1,2.0440368407041843e-18,1.4296981641955705e-09,,1.39774869271451e-09,0.0,False
@@ -23616,6 +23636,7 @@ future-30a223edbc03b1eaa2fb,2026-07-19T00:40:00+00:00,2026-07-20T04:03:03.346203
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.700459+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TimesFM-2.5,livehouse-canonical-v1,12.772530415376197,3.573867710950728,0.04044052370366661,3.625220635041382,25.877253183777146,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:51.069331+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,TimesFM-2.5,livehouse-canonical-v1,0.03785281024197016,0.19455798683675302,0.21483569476265685,0.19205918049403484,-49.34245647988787,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.694630+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,TimesFM-2.5,livehouse-canonical-v1,0.19232410082609433,0.4385477178439016,0.24466607070604063,0.4150503832766597,54.45414209460029,True
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.869175+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TimesFM-2.5,livehouse-canonical-v1,0.06146279119925425,0.24791690381911083,0.1258553864560352,0.17096002260450016,96.48823762975331,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:09.157396+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TimesFM-2.5,livehouse-canonical-v1,0.005466863767051256,0.07393824292645353,,0.040797979938766785,99.85788750178054,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.624102+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,TimesFM-2.5,livehouse-canonical-v1,0.17903866325652326,0.4231296057433505,0.004841132381009209,0.3097723356180626,54.044730927770594,True
@@ -23631,6 +23652,7 @@ future-3b7e45ee82a384a3c143,2026-07-20T16:10:00+00:00,2026-07-20T16:25:49.505127
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.423353+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TimesFM-2.5,livehouse-canonical-v1,4.13559291893326,2.0336157254833718,0.015397231484223388,1.9519300601358505,-1.1585399301402,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.293554+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TimesFM-2.5,livehouse-canonical-v1,60.18487058775204,7.757890859489584,0.13334046627133364,7.704802406546916,5.6613482787486475,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.360300+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TimesFM-2.5,livehouse-canonical-v1,0.3475624198213955,0.5895442475517809,0.033460677239413567,0.34293875922686523,28.506066641923386,True
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.353282+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.035325+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.926487+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
@@ -25942,6 +25964,7 @@ future-30a223edbc03b1eaa2fb,2026-07-19T00:40:00+00:00,2026-07-20T04:03:03.360422
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.892355+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Toto-1.0,livehouse-canonical-v1,14.563342258944322,3.8161947354589127,0.04722563045316952,2.9757538925908515,19.65938803384046,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:51.147476+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Toto-1.0,livehouse-canonical-v1,0.3828962962540734,0.618786147432272,0.17991828117972739,0.10713310781079002,-93.51091787323378,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.706037+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Toto-1.0,livehouse-canonical-v1,2.5456504991629743,1.5955094794964317,0.4602039894153636,0.40361590485271076,-59.209832322618084,True
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.905728+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Toto-1.0,livehouse-canonical-v1,0.38764660143159385,0.6226127218677706,0.21296255451340249,0.3879016724331038,79.7392637159068,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:09.226985+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Toto-1.0,livehouse-canonical-v1,2.855906786989719,1.6899428354206893,,0.025343888193541476,45.8295635702774,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.634444+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Toto-1.0,livehouse-canonical-v1,0.8340972334252457,0.9132892386452638,0.006341593944600822,0.48024389180014826,-16.311662114159066,True
@@ -25957,6 +25980,7 @@ future-3b7e45ee82a384a3c143,2026-07-20T16:10:00+00:00,2026-07-20T16:25:49.521824
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.483815+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Toto-1.0,livehouse-canonical-v1,5.351924050095057,2.3134225835534368,0.018130054685725826,1.4181796390100925,-13.958139640975451,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.302817+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Toto-1.0,livehouse-canonical-v1,64.15676261331528,8.009791671030856,0.13921766259340704,7.851669151407086,2.471479777943797,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.420203+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Toto-1.0,livehouse-canonical-v1,0.2957503629771886,0.5438293509706777,0.025254099109546624,0.30247291501196355,35.73948200347379,True
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.385575+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,livehouse-canonical-v1,0.00025820250949651395,0.016068681012967864,,0.00028516890952232646,-100.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.048271+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,livehouse-canonical-v1,2.2335369096269207e-06,0.0014945022280434782,,0.00027525447004311186,-100.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.935762+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,livehouse-canonical-v1,2.318372512774725e-07,0.00048149480919057946,,0.000273693709227195,-100.0,False

 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:58.854479+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ARIMA,livehouse-canonical-v1,10.437879821190663,3.2307707781875616,0.013663076478076427,0.9764541094448407,35.02424327387838,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:50.662904+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,ARIMA,livehouse-canonical-v1,0.18230749922286849,0.42697482270371456,0.7388780687520423,0.3354118428799675,-86.84089454239236,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.640539+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,ARIMA,livehouse-canonical-v1,1.4507791614197096,1.204482943598501,0.9184921969296266,1.002908807543446,-37.97335417954915,True
+future-32b8342f2fc23d74b0fe,2026-07-27T03:00:00+00:00,2026-07-28T10:13:29.139528+00:00,2026-07-28T09:34:44.912700+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.786296+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ARIMA,livehouse-canonical-v1,0.14858342627966512,0.38546520761239284,0.18021927003075916,0.3361788866480514,91.71664135316189,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:08.831911+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,ARIMA,livehouse-canonical-v1,0.02489073605459,0.15776798171552428,,0.10503100193026954,99.35458849084908,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.569765+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,ARIMA,livehouse-canonical-v1,0.5241688010332384,0.7239950283208016,0.012558283918273188,0.8438230059176188,6.7578103022611895,True
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.179221+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ARIMA,livehouse-canonical-v1,6.090531940343458,2.4679003100497106,0.009004709920694633,1.0485045564449398,-20.230837760934413,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.249756+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ARIMA,livehouse-canonical-v1,60.834739558179514,7.799662784901634,0.15289210607199402,8.712509624374604,5.125911850145564,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:20.962833+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,ARIMA,livehouse-canonical-v1,2.024348192198286,1.4227959067267117,0.0743433150324841,1.0047133470392071,-52.83458337111242,True
+future-3c40e2b7bc25e042c001,2026-07-28T09:55:00+00:00,2026-07-28T10:13:29.405057+00:00,2026-07-28T07:37:10.465093+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,ARIMA,livehouse-canonical-v1,0.8588888675442157,0.9267625734481382,,0.2611112342195717,-1.1067426693410603e-07,False
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.260987+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:53.869942+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.883609+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.007654+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-2,livehouse-canonical-v1,8.03920447249201,2.8353490918213247,0.035408120005898325,1.8260352573567726,45.918317867841274,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:50.737465+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Chronos-2,livehouse-canonical-v1,0.03526190188175566,0.1877815269981466,0.2142754133607554,0.1128105078936095,-46.613883662967154,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.646483+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Chronos-2,livehouse-canonical-v1,0.21408328314912484,0.4626913476056418,0.3325571491814963,0.3294574254305277,50.57460869617333,True
+future-32b8342f2fc23d74b0fe,2026-07-27T03:00:00+00:00,2026-07-28T10:13:29.159741+00:00,2026-07-28T09:34:44.912700+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,livehouse-canonical-v1,1.7296862743653321e-18,1.3151753777977035e-09,,2.356162747109682e-09,0.0,False
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.795694+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-2,livehouse-canonical-v1,0.1454137258174282,0.3813315169474301,0.1400424619765231,0.24952832221207924,91.88617972996137,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:08.882465+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-2,livehouse-canonical-v1,0.005484251123858817,0.0740557298516382,,0.16956024165522066,99.8574358352554,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.576534+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Chronos-2,livehouse-canonical-v1,0.17762044325104698,0.4214504042601537,0.004664080365425085,0.3185988947589601,54.32562342443281,True
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.209669+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-2,livehouse-canonical-v1,4.060381519954898,2.0150388383241893,0.015260635641220802,1.9706063921534738,-0.24090285815759174,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.253647+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-2,livehouse-canonical-v1,60.175798287324255,7.757306123089655,0.13256159490179056,7.711912410542496,5.668861683597045,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.038189+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Chronos-2,livehouse-canonical-v1,0.20582148126489697,0.4536755242074416,0.023050348454753608,0.27329804294949883,50.43695486000967,True
+future-3c40e2b7bc25e042c001,2026-07-28T09:55:00+00:00,2026-07-28T10:13:29.444116+00:00,2026-07-28T07:37:10.465093+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-2,livehouse-canonical-v1,0.8588888648448951,0.926762571991821,,0.2611111102200756,4.646600179606729e-08,False
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.268255+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,livehouse-canonical-v1,1.7296862743653321e-18,1.3151753777977035e-09,,2.356162747109682e-09,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:53.874216+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,livehouse-canonical-v1,1.7296862743653321e-18,1.3151753777977035e-09,,2.356162747109682e-09,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.887842+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,livehouse-canonical-v1,1.7296862743653321e-18,1.3151753777977035e-09,,2.356162747109682e-09,0.0,False
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.102765+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-Bolt,livehouse-canonical-v1,5.904779855533025,2.429975278790512,0.03025128689699816,1.6576412763525283,57.20466409439391,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:50.807437+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Chronos-Bolt,livehouse-canonical-v1,0.0315256687512563,0.17755469228172005,0.22687084756933662,0.11324269104945375,-42.117979786112286,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.651961+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Chronos-Bolt,livehouse-canonical-v1,0.4616210977631947,0.6794270363793266,0.4540551229213694,0.3886228774099273,17.110770299582136,True
+future-32b8342f2fc23d74b0fe,2026-07-27T03:00:00+00:00,2026-07-28T10:13:29.177103+00:00,2026-07-28T09:34:44.912700+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,livehouse-canonical-v1,1.0941039077622847e-12,1.0459942197556757e-06,,3.2148618499168906e-06,-100.0,False
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.803405+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Chronos-Bolt,livehouse-canonical-v1,0.1971658533721801,0.4440336173896973,0.19770260908368156,0.32858160045472934,89.15508840522392,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:08.910594+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-Bolt,livehouse-canonical-v1,0.005449093373442657,0.07381797459591165,,0.02376280917680227,99.85834912045542,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.582712+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Chronos-Bolt,livehouse-canonical-v1,0.18795058669803436,0.4335326823874232,0.00508352495645856,0.351826829113965,52.30277265482057,True
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.227421+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-Bolt,livehouse-canonical-v1,3.9931186017576423,1.998278909901629,0.015163897955327557,1.9437843329000164,0.594310157186387,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.259015+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Chronos-Bolt,livehouse-canonical-v1,61.01286547177853,7.811073259916241,0.13324193586868183,7.67447450805075,4.980097575096037,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.079243+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Chronos-Bolt,livehouse-canonical-v1,0.18765178066117041,0.43318792764938685,0.020138284516408176,0.26094586716500423,53.8016526242918,True
+future-3c40e2b7bc25e042c001,2026-07-28T09:55:00+00:00,2026-07-28T10:13:29.466202+00:00,2026-07-28T07:37:10.465093+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-Bolt,livehouse-canonical-v1,0.858888829433389,0.9267625528868703,,0.2611111386503463,2.107938000749334e-06,False
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.278671+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,livehouse-canonical-v1,1.0941039077622847e-12,1.0459942197556757e-06,,3.2148618499168906e-06,-100.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:53.880196+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,livehouse-canonical-v1,1.0941039077622847e-12,1.0459942197556757e-06,,3.2148618499168906e-06,-100.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.892970+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,livehouse-canonical-v1,1.0941039077622847e-12,1.0459942197556757e-06,,3.2148618499168906e-06,-100.0,False
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.194671+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ETS,livehouse-canonical-v1,3.34217244216928,1.828160945368126,0.022467017538751313,1.7208902123839729,73.29768488312338,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:50.865606+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,ETS,livehouse-canonical-v1,2.5428888835315244,1.5946438108654624,2.5997353215947006,1.342557334959072,-98.99521253572215,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.657859+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,ETS,livehouse-canonical-v1,1.9115841962853726,1.382600519414546,1.0592569890736143,1.180539776979414,-49.12176934118986,True
+future-32b8342f2fc23d74b0fe,2026-07-27T03:00:00+00:00,2026-07-28T10:13:29.189756+00:00,2026-07-28T09:34:44.912700+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.812636+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,ETS,livehouse-canonical-v1,0.2637419251946626,0.5135581030367086,0.1510931550641286,0.294936342803406,85.75397894059697,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:08.947599+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,ETS,livehouse-canonical-v1,0.008629280240993254,0.0928939192896567,,0.023306613617481445,99.775771856903,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.587808+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,ETS,livehouse-canonical-v1,0.20189135977344852,0.449323224164352,0.004893635590306707,0.3035647278249065,49.65549808761307,True
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.259484+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ETS,livehouse-canonical-v1,1.3463148639226041,1.160308090087544,0.009119441174706667,1.01831878111191,50.01782744180589,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.264591+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,ETS,livehouse-canonical-v1,46.882002318842176,6.847043326782895,0.11835424161250296,6.811000608795607,17.95983843747719,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.131404+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,ETS,livehouse-canonical-v1,2.9924116520357535,1.7298588532119474,0.0968704530300047,1.2525088271538922,-65.4575916969926,True
+future-3c40e2b7bc25e042c001,2026-07-28T09:55:00+00:00,2026-07-28T10:13:29.482080+00:00,2026-07-28T07:37:10.465093+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,ETS,livehouse-canonical-v1,0.8588888675442157,0.9267625734481382,,0.2611112342195717,-1.1067426693410603e-07,False
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.287610+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.002885+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.898352+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.269411+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moirai-2.0,livehouse-canonical-v1,9.2001295007601,3.0331715251136226,0.03761294691877374,1.8044751945913413,40.43447466193071,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:50.884306+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Moirai-2.0,livehouse-canonical-v1,0.10564495280678117,0.3250306951762882,0.5133721685666653,0.18316449274985008,-78.32663146833713,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.663453+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Moirai-2.0,livehouse-canonical-v1,0.19744531162805268,0.4443481873801813,0.32085087400973106,0.30342688130295276,53.52318044199066,True
+future-32b8342f2fc23d74b0fe,2026-07-27T03:00:00+00:00,2026-07-28T10:13:29.210048+00:00,2026-07-28T09:34:44.912700+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,livehouse-canonical-v1,1.2167879962794955e-13,3.488248839001449e-07,,4.100515180343539e-07,0.0,False
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.819541+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moirai-2.0,livehouse-canonical-v1,0.6159356555268352,0.7848156825184084,0.2975807514151451,0.47962641949220836,69.61994545246534,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:08.990338+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moirai-2.0,livehouse-canonical-v1,0.005481898937745397,0.07403984695922458,,0.02023141882401979,99.85749693721954,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.592103+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Moirai-2.0,livehouse-canonical-v1,0.1749262269762065,0.4182418283436109,0.004461362324953393,0.2754891381222435,54.86207089377115,True
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.285303+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moirai-2.0,livehouse-canonical-v1,5.459988952526582,2.336661925167306,0.017836595038575407,1.7264945623232328,-14.936799550366498,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.269452+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moirai-2.0,livehouse-canonical-v1,66.90619243108165,8.179620555446423,0.13943983036764118,8.0185125486161,0.37388037685473124,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.171829+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Moirai-2.0,livehouse-canonical-v1,0.4312006415639771,0.6566586948818823,0.03399273844750047,0.420232610496053,18.327279048025158,True
+future-3c40e2b7bc25e042c001,2026-07-28T09:55:00+00:00,2026-07-28T10:13:29.499619+00:00,2026-07-28T07:37:10.465093+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moirai-2.0,livehouse-canonical-v1,0.8588889455004718,0.9267626155065124,,0.2611113447012531,-4.648877958067362e-06,False
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.296034+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,livehouse-canonical-v1,1.2167879962794955e-13,3.488248839001449e-07,,4.100515180343539e-07,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.007826+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,livehouse-canonical-v1,1.2167879962794955e-13,3.488248839001449e-07,,4.100515180343539e-07,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.903205+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,livehouse-canonical-v1,1.2167879962794955e-13,3.488248839001449e-07,,4.100515180343539e-07,0.0,False
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.379152+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moving-Average,livehouse-canonical-v1,21.358807692813556,4.621559011071216,0.058903133903133904,4.6272919732135085,0.7708548260916448,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:50.914538+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Moving-Average,livehouse-canonical-v1,0.041860988151372104,0.20459958003713521,0.2848457047844908,0.13257482543254462,-53.05436587749663,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.668768+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Moving-Average,livehouse-canonical-v1,0.9166425656783407,0.9574145213429451,0.7185274656241919,0.7355085062840568,-16.855500576494993,True
+future-32b8342f2fc23d74b0fe,2026-07-27T03:00:00+00:00,2026-07-28T10:13:29.226940+00:00,2026-07-28T09:34:44.912700+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.828980+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Moving-Average,livehouse-canonical-v1,3.264448247499777,1.8067784168236505,0.9882503455010191,1.7122364157386436,2.6029365095594708,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:09.019492+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moving-Average,livehouse-canonical-v1,1.500763704520457,1.2250566127818163,,1.2178039360151418,67.33568131155955,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.598208+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Moving-Average,livehouse-canonical-v1,0.24251481877048497,0.4924579360417344,0.005811850875198144,0.36101613012134753,42.44084013302674,True
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.313251+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moving-Average,livehouse-canonical-v1,4.006782609317772,2.0016949341290173,0.015651244890375324,1.7230672420709796,0.4235122525650626,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.273862+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Moving-Average,livehouse-canonical-v1,67.66052798938237,8.225601983404156,0.14172888218640656,8.170250833873327,-0.18668974120869122,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.198274+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Moving-Average,livehouse-canonical-v1,1.537581157919444,1.2399924023635969,0.06851777696484677,0.8554558204834951,-42.21694033120388,True
+future-3c40e2b7bc25e042c001,2026-07-28T09:55:00+00:00,2026-07-28T10:13:29.567811+00:00,2026-07-28T07:37:10.465093+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moving-Average,livehouse-canonical-v1,0.8588888675442157,0.9267625734481382,,0.2611112342195717,-1.1067426693410603e-07,False
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.307417+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.011493+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.908009+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,livehouse-canonical-v1,9.578202015526527e-15,9.786828912128038e-08,,2.502171382189061e-07,0.0,False
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.463101+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Seasonal-Naive,livehouse-canonical-v1,21.69065656565657,4.657322896864311,0.05769230769230769,4.044258872716416,0.0,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:50.974412+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Seasonal-Naive,livehouse-canonical-v1,0.012839820821143285,0.11331293315920864,0.12573229372802033,0.08558102887643954,0.0,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.674178+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Seasonal-Naive,livehouse-canonical-v1,0.6522053895418685,0.8075923411857423,0.5457842542494676,0.7520544843391391,0.0,True
+future-32b8342f2fc23d74b0fe,2026-07-27T03:00:00+00:00,2026-07-28T10:13:29.248164+00:00,2026-07-28T09:34:44.912700+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.842445+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Seasonal-Naive,livehouse-canonical-v1,3.4389330055093157,1.8544360343536566,1.0494790210777145,1.7795102416631374,0.0,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:09.047280+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Seasonal-Naive,livehouse-canonical-v1,7.688245984217127,2.7727686496022574,,0.8271125513229126,0.0,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.602997+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Seasonal-Naive,livehouse-canonical-v1,0.6001479974727277,0.7746921953090322,0.007459248755015156,0.5123403317431938,0.0,True
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.335573+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Seasonal-Naive,livehouse-canonical-v1,4.040865384615385,2.0101903851663865,0.015217391304347827,1.287897999226791,0.0,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.279665+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Seasonal-Naive,livehouse-canonical-v1,67.40836821660199,8.21025993599484,0.14072018830698982,7.831298928484072,0.0,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.242109+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Seasonal-Naive,livehouse-canonical-v1,0.6247226496841044,0.7903939838359756,0.04697940790615257,0.559313931508285,0.0,True
+future-3c40e2b7bc25e042c001,2026-07-28T09:55:00+00:00,2026-07-28T10:13:29.583662+00:00,2026-07-28T07:37:10.465093+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Seasonal-Naive,livehouse-canonical-v1,0.8588888656430778,0.9267625724224505,,0.261111109620995,0.0,False
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.326805+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.017935+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.912524+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.544641+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Sundial,livehouse-canonical-v1,17.192386606773614,4.146370293012144,0.05138484596187234,3.7321680228677283,11.568718885852103,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:50.995321+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Sundial,livehouse-canonical-v1,0.0998453487697832,0.3159831463381919,0.40525379318442406,0.16637762231625383,-77.21116120647494,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.679884+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Sundial,livehouse-canonical-v1,0.29674480845095064,0.5447428828823289,0.38241171768086785,0.3473901322494577,37.458296741259296,True
+future-32b8342f2fc23d74b0fe,2026-07-27T03:00:00+00:00,2026-07-28T10:13:29.287048+00:00,2026-07-28T09:34:44.912700+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,livehouse-canonical-v1,4.1828247900984167e-16,2.045195538352853e-08,,2.037635442762196e-08,0.0,False
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.851959+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Sundial,livehouse-canonical-v1,0.17611699411002624,0.4196629529873065,0.15121111965163384,0.2666806359913536,90.25645597551508,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:09.078359+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Sundial,livehouse-canonical-v1,0.02449259282449306,0.1565010952820876,,0.04881699750028444,99.36487947621096,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.613933+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Sundial,livehouse-canonical-v1,0.1960491369726671,0.4427743634998159,0.0051522961070783425,0.34108805678075693,50.75361904957656,True
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.370370+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Sundial,livehouse-canonical-v1,5.573524221143057,2.360831256388956,0.017217241729278923,2.055721954093347,-15.941301521728443,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.284111+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Sundial,livehouse-canonical-v1,63.38202207058998,7.961282690031172,0.13460552748726562,7.801627490767329,3.0784724605308362,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.272364+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Sundial,livehouse-canonical-v1,0.18047277151631688,0.42482086991615287,0.020316136006080985,0.2448932967163867,55.17292653073957,True
+future-3c40e2b7bc25e042c001,2026-07-28T09:55:00+00:00,2026-07-28T10:13:29.596167+00:00,2026-07-28T07:37:10.465093+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Sundial,livehouse-canonical-v1,0.858888894304227,0.9267625878854988,,0.26111115829921516,-1.6685015896702895e-06,False
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.335311+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,livehouse-canonical-v1,4.0756512213355624e-16,2.01882421754237e-08,,1.9458818911743946e-08,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.023795+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,livehouse-canonical-v1,4.243848997606858e-16,2.0600604354258295e-08,,2.0393293712987293e-08,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.916868+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,livehouse-canonical-v1,4.396464537490914e-16,2.096774794175787e-08,,2.0083251503797174e-08,0.0,False
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.626232+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TabPFN-TS,livehouse-canonical-v1,7.6754533355854635,2.7704608525632453,0.03468796312525967,2.7702263307270183,47.72577395236929,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:51.045415+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,TabPFN-TS,livehouse-canonical-v1,0.012350164398494783,0.1111312935157995,0.17232824948220712,0.09032065198372391,1.9438535528268888,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.685920+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,TabPFN-TS,livehouse-canonical-v1,0.3504140015592366,0.5919577700809717,0.35177036161217706,0.4738363903305406,30.100294355088828,True
+future-32b8342f2fc23d74b0fe,2026-07-27T03:00:00+00:00,2026-07-28T10:13:29.311045+00:00,2026-07-28T09:34:44.912700+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.859147+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TabPFN-TS,livehouse-canonical-v1,0.0410207190878833,0.20253572299197814,0.08806212966607353,0.16319238401221292,97.64245605923213,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:09.117988+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TabPFN-TS,livehouse-canonical-v1,0.15269576929672052,0.39076306030217406,,0.1613678836288943,96.1051676164208,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.618799+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,TabPFN-TS,livehouse-canonical-v1,0.14935378157207563,0.3864631697485229,0.004218434406202475,0.31168997515459906,60.14585001721587,True
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.401743+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TabPFN-TS,livehouse-canonical-v1,4.047553584018238,2.011853270996232,0.015231277073309242,1.8820795329677154,-0.0826885875816935,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.289100+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TabPFN-TS,livehouse-canonical-v1,60.12480204346315,7.754018444875093,0.1324833444157045,7.690231942628614,5.71111512266669,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.345420+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TabPFN-TS,livehouse-canonical-v1,1.0532479522714941,1.0262786913268218,0.054024257367018595,0.7447355438020667,-25.538308125777828,True
+future-3c40e2b7bc25e042c001,2026-07-28T09:55:00+00:00,2026-07-28T10:13:29.604384+00:00,2026-07-28T07:37:10.465093+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TabPFN-TS,livehouse-canonical-v1,0.8588888656430778,0.9267625724224505,,0.261111109620995,0.0,False
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.344054+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.029595+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.921855+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.784536+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TiRex,livehouse-canonical-v1,7.419400159261702,2.723857587918594,0.03396219541544249,1.8425579694351515,49.025175530416064,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:51.101644+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,TiRex,livehouse-canonical-v1,0.054159833785722145,0.23272265421682123,0.3703851807315448,0.16469205232297768,-61.67197906770226,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.700412+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,TiRex,livehouse-canonical-v1,0.2516570086330419,0.5016542720171352,0.3406254936042239,0.325046821486779,44.3151946267063,True
+future-32b8342f2fc23d74b0fe,2026-07-27T03:00:00+00:00,2026-07-28T10:13:29.363100+00:00,2026-07-28T09:34:44.912700+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,livehouse-canonical-v1,2.0440368407041843e-18,1.4296981641955705e-09,,1.39774869271451e-09,0.0,False
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.875777+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TiRex,livehouse-canonical-v1,0.05050587908911628,0.2247351309633549,0.09030434750253002,0.256023174697002,97.10521486351072,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:09.200449+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TiRex,livehouse-canonical-v1,0.005544201227979122,0.0744593931480718,,0.17900429556690714,99.85587854375163,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.629274+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,TiRex,livehouse-canonical-v1,0.17426193635609985,0.417446926394362,0.004721151881874836,0.3262394925577314,54.99491193391173,True
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.443573+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TiRex,livehouse-canonical-v1,4.070990225283928,2.017669503482651,0.01528231276120698,1.9993240969368544,-0.37136805827485037,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.297883+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TiRex,livehouse-canonical-v1,58.07212754163417,7.620507039668303,0.13032216105296993,6.9160508032625705,7.440391925894202,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.399327+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TiRex,livehouse-canonical-v1,0.17462906000212816,0.41788641997811815,0.019805891627641545,0.25651065096094794,56.3073280794821,True
+future-3c40e2b7bc25e042c001,2026-07-28T09:55:00+00:00,2026-07-28T10:13:29.635744+00:00,2026-07-28T07:37:10.465093+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TiRex,livehouse-canonical-v1,0.8588888644008179,0.9267625717522358,,0.26111111296807865,7.231784583158135e-08,False
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.364227+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,livehouse-canonical-v1,2.0440368407041843e-18,1.4296981641955705e-09,,1.39774869271451e-09,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.041833+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,livehouse-canonical-v1,2.0440368407041843e-18,1.4296981641955705e-09,,1.39774869271451e-09,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.931045+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,livehouse-canonical-v1,2.0440368407041843e-18,1.4296981641955705e-09,,1.39774869271451e-09,0.0,False
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.700459+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TimesFM-2.5,livehouse-canonical-v1,12.772530415376197,3.573867710950728,0.04044052370366661,3.625220635041382,25.877253183777146,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:51.069331+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,TimesFM-2.5,livehouse-canonical-v1,0.03785281024197016,0.19455798683675302,0.21483569476265685,0.19205918049403484,-49.34245647988787,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.694630+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,TimesFM-2.5,livehouse-canonical-v1,0.19232410082609433,0.4385477178439016,0.24466607070604063,0.4150503832766597,54.45414209460029,True
+future-32b8342f2fc23d74b0fe,2026-07-27T03:00:00+00:00,2026-07-28T10:13:29.334950+00:00,2026-07-28T09:34:44.912700+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.869175+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,TimesFM-2.5,livehouse-canonical-v1,0.06146279119925425,0.24791690381911083,0.1258553864560352,0.17096002260450016,96.48823762975331,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:09.157396+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TimesFM-2.5,livehouse-canonical-v1,0.005466863767051256,0.07393824292645353,,0.040797979938766785,99.85788750178054,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.624102+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,TimesFM-2.5,livehouse-canonical-v1,0.17903866325652326,0.4231296057433505,0.004841132381009209,0.3097723356180626,54.044730927770594,True
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.423353+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TimesFM-2.5,livehouse-canonical-v1,4.13559291893326,2.0336157254833718,0.015397231484223388,1.9519300601358505,-1.1585399301402,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.293554+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,TimesFM-2.5,livehouse-canonical-v1,60.18487058775204,7.757890859489584,0.13334046627133364,7.704802406546916,5.6613482787486475,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.360300+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TimesFM-2.5,livehouse-canonical-v1,0.3475624198213955,0.5895442475517809,0.033460677239413567,0.34293875922686523,28.506066641923386,True
+future-3c40e2b7bc25e042c001,2026-07-28T09:55:00+00:00,2026-07-28T10:13:29.617630+00:00,2026-07-28T07:37:10.465093+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TimesFM-2.5,livehouse-canonical-v1,0.8588888656430778,0.9267625724224505,,0.261111109620995,0.0,False
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.353282+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.035325+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.926487+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,livehouse-canonical-v1,0.0,0.0,,0.0,0.0,False
 future-30e6132b59c140d72e6e,2026-07-23T14:55:00+00:00,2026-07-23T15:03:59.892355+00:00,2026-07-23T09:03:39.681325+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Toto-1.0,livehouse-canonical-v1,14.563342258944322,3.8161947354589127,0.04722563045316952,2.9757538925908515,19.65938803384046,True
 future-310a1218f889ce0ac3b7,2026-07-27T05:00:00+00:00,2026-07-27T05:45:51.147476+00:00,2026-07-26T05:34:41.139071+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Toto-1.0,livehouse-canonical-v1,0.3828962962540734,0.618786147432272,0.17991828117972739,0.10713310781079002,-93.51091787323378,True
 future-31476a6abda03dbd0a24,2026-07-17T15:00:00+00:00,2026-07-17T16:22:46.706037+00:00,2026-07-16T15:19:59.205166+00:00,prequential-v1,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,Toto-1.0,livehouse-canonical-v1,2.5456504991629743,1.5955094794964317,0.4602039894153636,0.40361590485271076,-59.209832322618084,True
+future-32b8342f2fc23d74b0fe,2026-07-27T03:00:00+00:00,2026-07-28T10:13:29.377010+00:00,2026-07-28T09:34:44.912700+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,livehouse-canonical-v1,0.6317655961641223,0.7948368361897442,,0.00027469023531870735,-100.0,False
 future-332a0a07c6d144c1beb9,2026-07-15T22:48:00+00:00,2026-07-16T01:49:05.905728+00:00,2026-07-15T16:58:10.864352+00:00,prequential-v1,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,Toto-1.0,livehouse-canonical-v1,0.38764660143159385,0.6226127218677706,0.21296255451340249,0.3879016724331038,79.7392637159068,True
 future-33df35a330c8e82025c1,2026-07-26T03:20:00+00:00,2026-07-26T03:48:09.226985+00:00,2026-07-26T00:41:05.287506+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Toto-1.0,livehouse-canonical-v1,2.855906786989719,1.6899428354206893,,0.025343888193541476,45.8295635702774,False
 future-34c75d351dbbe2af8e97,2026-07-16T11:00:00+00:00,2026-07-18T03:19:32.634444+00:00,2026-07-15T11:59:58.744374+00:00,prequential-v1,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Toto-1.0,livehouse-canonical-v1,0.8340972334252457,0.9132892386452638,0.006341593944600822,0.48024389180014826,-16.311662114159066,True
 future-3b8c54426179ee6eb412,2026-07-23T20:55:00+00:00,2026-07-23T21:03:49.483815+00:00,2026-07-23T15:04:00.157141+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Toto-1.0,livehouse-canonical-v1,5.351924050095057,2.3134225835534368,0.018130054685725826,1.4181796390100925,-13.958139640975451,True
 future-3c03e79f60877be33855,2026-07-20T01:25:00+00:00,2026-07-20T04:18:57.302817+00:00,2026-07-19T19:32:03.990056+00:00,prequential-v1,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Toto-1.0,livehouse-canonical-v1,64.15676261331528,8.009791671030856,0.13921766259340704,7.851669151407086,2.471479777943797,True
 future-3c12335553fea2468d98,2026-07-23T23:00:00+00:00,2026-07-26T06:34:21.420203+00:00,2026-07-25T07:59:02.011908+00:00,prequential-v1,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Toto-1.0,livehouse-canonical-v1,0.2957503629771886,0.5438293509706777,0.025254099109546624,0.30247291501196355,35.73948200347379,True
+future-3c40e2b7bc25e042c001,2026-07-28T09:55:00+00:00,2026-07-28T10:13:29.657747+00:00,2026-07-28T07:37:10.465093+00:00,prequential-v1,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Toto-1.0,livehouse-canonical-v1,5.2070346013833895,2.2818927672840785,,0.2612795014341266,-71.68151328278769,False
 future-3cb79c30077d318a522b,2026-07-21T00:55:00+00:00,2026-07-21T12:32:59.385575+00:00,2026-07-21T11:12:22.420080+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,livehouse-canonical-v1,0.00025820250949651395,0.016068681012967864,,0.00028516890952232646,-100.0,False
 future-3cc0ed3feef0068bd5b9,2026-07-14T18:30:00+00:00,2026-07-15T19:16:54.048271+00:00,2026-07-15T18:06:21.294702+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,livehouse-canonical-v1,2.2335369096269207e-06,0.0014945022280434782,,0.00027525447004311186,-100.0,False
 future-3daa34c5d1a968065925,2026-07-15T12:45:00+00:00,2026-07-16T05:10:06.935762+00:00,2026-07-16T04:54:39.281279+00:00,prequential-v1,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,livehouse-canonical-v1,2.318372512774725e-07,0.00048149480919057946,,0.000273693709227195,-100.0,False

results/aggregates/live_results_by_dataset.csv CHANGED Viewed

@@ -1,8 +1,8 @@
 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,24,2.0362152760069723,1.262423873577054,0.014552071672063134,1.1868424577746526,9.843546699249252,2.1311933119335262,0.03426791277258567,0.45576305814672124,214,1.0,2026-06-29T09:00:00+00:00,2026-07-28T02:00:00+00:00
 ARIMA,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,1.9083101123257313,1.261258169978178,0.011845155708664644,1.1042089583487873,17.948263157190265,1.7646338660449543,-0.19354838709677422,0.12407814866273859,32,1.0,2026-06-30T08:00:00+00:00,2026-07-26T08:00:00+00:00
-ARIMA,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,6.620870939325611,0.3761802448539831,,0.15404909733272013,-31.62334002056886,73.53859141943093,0.042801669466867226,0.3376045338179273,266,0.0,2026-06-29T10:05:00+00:00,2026-07-28T06:55:00+00:00
-ARIMA,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128036e-08,,2.5021713821890616e-07,0.0,0.0,0.0,1.0,526,0.0,2026-06-25T14:45:00+00:00,2026-07-27T01:10:00+00:00
 ARIMA,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.0372713909008047,1.338757409135639,0.08841225349586862,1.0471920629078773,-60.04842052552159,1.3229518329527603,-0.019704433497536943,0.8964941426465813,29,1.0,2026-06-26T23:00:00+00:00,2026-07-25T23:00:00+00:00
 ARIMA,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.2069314908540048,0.9683597005873055,1.296421741333044,0.7582291070114519,5.258874464344955,1.184210721997817,0.07457641093292658,0.02952535717376509,382,0.9973821989528796,2026-06-29T10:00:00+00:00,2026-07-28T07:06:00+00:00
 ARIMA,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,2.642668390401371,1.4291009307200675,0.13270701076162955,1.0415510999232118,11.598549038427826,3.392521142542207,-0.1264049636081613,0.001329558197059011,290,1.0,2026-06-28T11:10:00+00:00,2026-07-27T05:20:00+00:00
@@ -14,8 +14,8 @@ ARIMA,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,179.291572669869
 ARIMA,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,1.1257656989002478,1.030157882628527,0.19812277023131533,0.6390464595327553,45.798520099415526,0.6175932364599516,0.3846153846153845,0.07631653936341436,13,1.0,2026-06-28T00:00:00+00:00,2026-07-22T00:00:00+00:00
 Chronos-2,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1.6143995287769621,1.071300987091728,0.010071875487467954,0.7740100183681309,28.269168769570957,1.8996766414901718,0.07963854998066172,0.06675174172264038,239,1.0,2026-06-29T09:00:00+00:00,2026-07-28T02:00:00+00:00
 Chronos-2,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,1.5811863431219901,1.070465590173461,0.008323636090464196,0.7421514556711728,36.369387975458395,2.0049073075588306,-0.056818181818181816,0.6556644947844955,33,1.0,2026-06-30T08:00:00+00:00,2026-07-26T08:00:00+00:00
-Chronos-2,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,18;36,6.375318613772039,0.3247238577961899,,0.14246387732980104,-30.87456170044859,72.15431966257098,0.02019888477534326,0.643090573964258,277,0.0,2026-06-29T10:05:00+00:00,2026-07-28T06:55:00+00:00
-Chronos-2,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.7296862743653318e-18,1.3151753777977035e-09,,2.3561627471096824e-09,0.0,3.855392085654957e-34,0.0,1.0,546,0.0,2026-06-25T14:45:00+00:00,2026-07-27T01:10:00+00:00
 Chronos-2,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.3050272072682975,0.4849039749140633,0.03248454496927092,0.32868574233935344,8.695873973865309,0.3637335838792971,-0.31034482758620685,0.018062900791912716,29,1.0,2026-06-26T23:00:00+00:00,2026-07-25T23:00:00+00:00
 Chronos-2,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.329635522526068,0.4799541882107777,0.4810543741945129,0.3150902524855434,50.33679493777386,0.42253082016698157,-0.04154613466334165,0.21404591802754136,401,0.9975062344139651,2026-06-29T10:00:00+00:00,2026-07-28T07:06:00+00:00
 Chronos-2,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,2.7878878465279024,1.4852479970989572,0.14705923915976638,1.011446662698795,7.310432629870646,3.4682706268177075,-0.04823123382226057,0.20901726293026146,305,1.0,2026-06-28T11:10:00+00:00,2026-07-27T05:20:00+00:00
@@ -27,8 +27,8 @@ Chronos-2,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,165.17426723
 Chronos-2,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,0.27994700016746327,0.4475570508758146,0.08047915672405251,0.3225868987296447,83.37287201644678,0.3794230793437146,0.6703296703296704,0.00045112620881470087,14,1.0,2026-06-28T00:00:00+00:00,2026-07-22T00:00:00+00:00
 Chronos-Bolt,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1.362298354965361,0.9909761575747218,0.009923004027311918,0.7225046602720693,22.098942754948517,1.5901846812739464,0.22059578839239857,1.3058414977773687e-05,177,1.0,2026-07-03T07:00:00+00:00,2026-07-28T02:00:00+00:00
 Chronos-Bolt,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,1.4539380254510008,1.0171651602630492,0.00866256496836003,0.694295550748422,34.41538763559448,1.694495727681373,0.021645021645021644,0.9112884689584274,22,1.0,2026-07-10T05:00:00+00:00,2026-07-26T08:00:00+00:00
-Chronos-Bolt,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,9.189667401046115,0.46168789342436073,,0.18565695492873266,-23.991574258678753,86.57780925614438,0.01977062646221171,0.7064742972820754,192,0.0,2026-07-03T04:20:00+00:00,2026-07-28T06:55:00+00:00
-Chronos-Bolt,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.0941039077622845e-12,1.045994219755676e-06,,3.214861849916891e-06,-100.0,2.021987928144565e-28,0.0,1.0,404,0.0,2026-07-01T21:10:00+00:00,2026-07-27T01:10:00+00:00
 Chronos-Bolt,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.34961672975930663,0.4845803469664631,0.032520078799656196,0.33712340507115973,9.025963259699289,0.562485284793877,-0.19999999999999996,0.16991295403230983,25,1.0,2026-06-30T23:00:00+00:00,2026-07-25T23:00:00+00:00
 Chronos-Bolt,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.3238711239886847,1.043890134553759,1.0896861427621487,0.7011390389636161,7.083048395618678,1.0721505210435176,-0.005774728416237851,0.888594311104474,265,0.9962264150943396,2026-07-03T07:42:00+00:00,2026-07-28T07:06:00+00:00
 Chronos-Bolt,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,3.03953168262844,1.5710343092675203,0.141761317242231,1.076496996460011,-1.470514477674246,3.759265705643246,-0.05991001657589392,0.2009202188216379,206,1.0,2026-07-02T10:10:00+00:00,2026-07-27T05:20:00+00:00
@@ -40,8 +40,8 @@ Chronos-Bolt,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,211.17278
 Chronos-Bolt,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,0.5888227944617089,0.6921086990730174,0.14236933700516546,0.5316201479443244,69.39145215325834,0.6217751936303204,0.5454545454545454,0.013770768197851531,12,1.0,2026-07-01T00:00:00+00:00,2026-07-22T00:00:00+00:00
 ETS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1.9075679929227745,1.145442111216266,0.010256259035586813,0.8906745144318265,25.146768370353712,2.4464040828135194,0.09780176385415296,0.033282650029523714,214,1.0,2026-06-29T09:00:00+00:00,2026-07-28T02:00:00+00:00
 ETS,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,1.6772698673479125,1.1374607267848178,0.00888958251994685,0.8481888404956763,28.643717831168455,1.8085885112023488,-0.08064516129032259,0.5301288877477086,32,1.0,2026-06-30T08:00:00+00:00,2026-07-26T08:00:00+00:00
-ETS,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,6.639249707892332,0.37189495800929706,,0.15063007906877995,-31.591145209711406,73.59364221433036,0.07805401572551467,0.08034520320890229,266,0.0,2026-06-29T10:05:00+00:00,2026-07-28T06:55:00+00:00
-ETS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128036e-08,,2.5021713821890616e-07,0.0,0.0,0.0,1.0,526,0.0,2026-06-25T14:45:00+00:00,2026-07-27T01:10:00+00:00
 ETS,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,5.660516480548183,2.225192339732908,0.15960783427971914,1.7959679609048849,-79.30302139698192,3.8990647260009315,0.04926108374384236,0.7239201974279224,29,1.0,2026-06-26T23:00:00+00:00,2026-07-25T23:00:00+00:00
 ETS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.9115180287397153,1.2292916063045047,1.4692498426421519,0.9342177570708378,-11.971992251944604,1.7087566629926263,0.09213835181597065,0.007168384324553285,382,0.9973821989528796,2026-06-29T10:00:00+00:00,2026-07-28T07:06:00+00:00
 ETS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,5.881789957840418,1.9109640170752107,0.18518516691996545,1.5271174639958454,-5.23247461085654,12.036677544706185,-0.17752058226941891,6.56305097443338e-06,290,1.0,2026-06-28T11:10:00+00:00,2026-07-27T05:20:00+00:00
@@ -53,8 +53,8 @@ ETS,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,177.8642451660633,
 ETS,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,1.0833490720100392,0.9952444213048076,0.2129850550946607,0.6701769428306765,48.5062282411613,0.7673220126829784,0.2051282051282051,0.3674042836022003,13,1.0,2026-06-28T00:00:00+00:00,2026-07-22T00:00:00+00:00
 Moirai-2.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1.3295117699164924,0.9463672571957353,0.008979569418290392,0.6916022759067921,31.367009216121886,1.6457491264731656,0.30895702405890946,9.19671354596505e-10,178,1.0,2026-07-03T07:00:00+00:00,2026-07-28T02:00:00+00:00
 Moirai-2.0,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,1.7617173231646346,1.1324285203842483,0.009484338375650726,0.7276927535003623,29.188919734540207,1.7734024748178494,-0.05627705627705628,0.7380940484479567,22,1.0,2026-07-10T05:00:00+00:00,2026-07-26T08:00:00+00:00
-Moirai-2.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,9.142811743762518,0.4593262671588456,,0.1832856545200033,-23.98408924586793,86.36080710926072,0.007412900831085768,0.8874825399952634,193,0.0,2026-07-03T04:20:00+00:00,2026-07-28T06:55:00+00:00
-Moirai-2.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.2167879962794955e-13,3.488248839001449e-07,,4.100515180343539e-07,0.0,0.0,0.0,1.0,405,0.0,2026-07-01T21:10:00+00:00,2026-07-27T01:10:00+00:00
 Moirai-2.0,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.34076853139363533,0.5028654711604497,0.033287769041700964,0.34285408620963204,0.43057480191444525,0.537567756002475,-0.22666666666666663,0.11834341824544657,25,1.0,2026-06-30T23:00:00+00:00,2026-07-25T23:00:00+00:00
 Moirai-2.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.7137639106573812,0.7116403793829745,0.8600182435382184,0.471350931760347,38.115967592246065,0.8615465383189976,0.055639097744360905,0.17628942102234724,266,0.9962406015037594,2026-07-03T07:42:00+00:00,2026-07-28T07:06:00+00:00
 Moirai-2.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,2.8688820113851063,1.5111751889082585,0.13646046897449665,1.0171774950623418,3.351648045559635,3.682506707780746,-0.029914529914529916,0.5210370980061367,208,1.0,2026-07-02T10:10:00+00:00,2026-07-27T05:20:00+00:00
@@ -66,8 +66,8 @@ Moirai-2.0,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,208.7354490
 Moirai-2.0,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,0.32576694973257325,0.4774421673330105,0.08443561400522327,0.33703281202278523,81.50457626947743,0.4588390803064478,0.7575757575757575,0.00024002425044091711,12,1.0,2026-07-01T00:00:00+00:00,2026-07-22T00:00:00+00:00
 Moving-Average,binance_btcusdt_1h_close/1h/short,Finance,1h,24,2.5860092119298526,1.3524317650973139,0.012695978639958229,1.1287234384232716,13.44189853303409,2.9101870458041974,-0.008907024702733534,0.8462843005375524,214,1.0,2026-06-29T09:00:00+00:00,2026-07-28T02:00:00+00:00
 Moving-Average,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,3.269265685407324,1.5349643437810503,0.012371122286664232,1.296030600804856,16.041236998369264,3.389151169692855,-0.07661290322580645,0.5514777322263826,32,1.0,2026-06-30T08:00:00+00:00,2026-07-26T08:00:00+00:00
-Moving-Average,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,6.67322091890452,0.39223387518659686,,0.16966087409562186,-32.365761593057144,73.6024740237047,0.06791197562181824,0.1281495215202002,266,0.0,2026-06-29T10:05:00+00:00,2026-07-28T06:55:00+00:00
-Moving-Average,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128036e-08,,2.5021713821890616e-07,0.0,0.0,0.0,1.0,526,0.0,2026-06-25T14:45:00+00:00,2026-07-27T01:10:00+00:00
 Moving-Average,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.9273834742740605,0.9016982078707616,0.0646813713439241,0.6859666764987647,-41.28342324098874,0.6697749727682409,-0.05911330049261083,0.668894784416208,29,1.0,2026-06-26T23:00:00+00:00,2026-07-25T23:00:00+00:00
 Moving-Average,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.4077582591491242,1.0308604571005533,2.0681274757774957,0.9015068275107776,5.458150940708723,1.571985041159229,0.15688942023608307,4.681405812895527e-06,382,0.9973821989528796,2026-06-29T10:00:00+00:00,2026-07-28T07:06:00+00:00
 Moving-Average,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,2.631290839671014,1.4332679737031624,0.1416579623183331,1.136058821099961,11.467976619468008,3.4999974058427137,-0.09375969454719008,0.017282926369031178,290,1.0,2026-06-28T11:10:00+00:00,2026-07-27T05:20:00+00:00
@@ -79,8 +79,8 @@ Moving-Average,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,179.517
 Moving-Average,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,1.0234789580573493,0.981223967552433,0.20267540197053469,0.6344362738751932,49.37921755829025,0.594749234030022,0.4102564102564102,0.05725682817696707,13,1.0,2026-06-28T00:00:00+00:00,2026-07-22T00:00:00+00:00
 Seasonal-Naive,binance_btcusdt_1h_close/1h/short,Finance,1h,24,3.089598510340393,1.5130203684629175,0.01368788348877177,1.0266377342367037,0.0,3.1864761823370666,-0.013119213724715898,0.775230539748514,214,1.0,2026-06-29T09:00:00+00:00,2026-07-28T02:00:00+00:00
 Seasonal-Naive,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,3.8803486777886427,1.7234750348172114,0.013600798681791645,1.164368059063642,0.0,3.667874600129973,-0.14919354838709678,0.23861491183733988,32,1.0,2026-06-30T08:00:00+00:00,2026-07-26T08:00:00+00:00
-Seasonal-Naive,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,6.951912451525394,0.4331363988298185,,0.16972086164854475,0.0,73.49994323608638,0.1393397917627335,0.004264466477995572,267,0.0,2026-06-29T09:30:00+00:00,2026-07-28T06:55:00+00:00
-Seasonal-Naive,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,0.0,0.0,0.0,0.0,1.0,527,0.0,2026-06-25T14:25:00+00:00,2026-07-27T01:10:00+00:00
 Seasonal-Naive,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.39647700304925787,0.54863940015927,0.03875276121808834,0.39106434616248387,0.0,0.46887968125286356,-0.33004926108374383,0.011674730549296571,29,1.0,2026-06-26T23:00:00+00:00,2026-07-25T23:00:00+00:00
 Seasonal-Naive,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.478706230789006,1.0684674548323743,2.0989330754451956,0.939329577800972,0.0,1.5963788368636125,0.17542684510546389,2.954514362409001e-07,383,0.9973890339425587,2026-06-29T09:30:00+00:00,2026-07-28T07:06:00+00:00
 Seasonal-Naive,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,3.0722296870151973,1.5799632771322931,0.1496278236622612,1.2811680142484092,0.0,3.592425197906636,-0.08979736935655883,0.02237146474422088,291,1.0,2026-06-28T11:00:00+00:00,2026-07-27T05:20:00+00:00
@@ -92,8 +92,8 @@ Seasonal-Naive,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,178.849
 Seasonal-Naive,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,2.8654131840406496,1.6732133427269074,0.3759880599808413,1.451931952818942,0.0,0.8962259101819249,0.4102564102564102,0.05725682817696707,13,1.0,2026-06-28T00:00:00+00:00,2026-07-22T00:00:00+00:00
 Sundial,binance_btcusdt_1h_close/1h/short,Finance,1h,24,2.3336485273273295,1.369431003685908,0.014044892580721374,1.0786778106569637,3.2340679926689107,2.076739478282935,-0.15919790758500432,0.00125367582101177,186,1.0,2026-07-01T08:00:00+00:00,2026-07-28T02:00:00+00:00
 Sundial,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,2.195593023269829,1.2510649627495094,0.010353811211048837,0.9577149267740791,30.624585259542382,2.167796226333411,-0.18153846153846157,0.20324965345831253,26,1.0,2026-07-01T13:00:00+00:00,2026-07-26T08:00:00+00:00
-Sundial,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,7.70195155678437,0.41141541937570675,,0.16016075951127776,-30.78197782782841,79.2809644594178,0.02351949743354018,0.5962362167086195,229,0.0,2026-07-01T00:15:00+00:00,2026-07-28T06:55:00+00:00
-Sundial,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,6.6709378542274185e-16,2.3290071121942984e-08,,2.0235964843850474e-08,0.0,1.4191579857268769e-15,0.0,1.0,457,0.0,2026-06-29T22:35:00+00:00,2026-07-27T01:10:00+00:00
 Sundial,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.30978891113489,0.4956772566894806,0.032907023608860275,0.3317689795201935,4.092702437208488,0.35559679062311217,-0.37321937321937326,0.005900024667731748,27,1.0,2026-06-28T23:00:00+00:00,2026-07-25T23:00:00+00:00
 Sundial,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.387781854649249,0.5396562605570473,0.7867773914727759,0.35647089830739165,53.23095821098155,0.38422844568853265,0.03708112612344504,0.3239142659462769,318,0.9968553459119497,2026-07-01T07:24:00+00:00,2026-07-28T07:06:00+00:00
 Sundial,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,3.2068171045462255,1.6532986732723154,0.1655272503431966,1.2290265733958226,-4.921866333476962,3.5435589077989937,-0.10013831258644537,0.02061141750810736,241,1.0,2026-06-30T09:40:00+00:00,2026-07-27T05:20:00+00:00
@@ -105,8 +105,8 @@ Sundial,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,203.2875830223
 Sundial,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,0.31166353208424874,0.5111701376597275,0.09318070827996433,0.3397871771134533,81.89086047181716,0.306401845448795,0.6969696969696969,0.0009744810873283095,12,1.0,2026-06-30T00:00:00+00:00,2026-07-22T00:00:00+00:00
 TabPFN-TS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1.2930236112584452,0.9657022022428051,0.009435472005290437,0.8282398664622558,23.80957906614156,1.5209091532305468,0.3034135726914185,3.4484971719621384e-09,172,1.0,2026-07-01T13:00:00+00:00,2026-07-28T02:00:00+00:00
 TabPFN-TS,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,1.6897087292640207,1.09329092186638,0.009593598242124572,0.9474734246730254,30.125180199747636,1.9526605060946605,-0.03896103896103896,0.8236433617484156,22,1.0,2026-07-10T05:00:00+00:00,2026-07-26T08:00:00+00:00
-TabPFN-TS,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,9.437730975843825,0.4760643563969984,,0.18923429185741186,-24.29019809444643,87.7344383288711,0.013074853362204385,0.8068163852121859,187,0.0,2026-07-01T12:55:00+00:00,2026-07-28T06:55:00+00:00
-TabPFN-TS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,0.0,0.0,0.0,0.0,1.0,390,0.0,2026-06-30T03:30:00+00:00,2026-07-27T01:10:00+00:00
 TabPFN-TS,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.3627555185114735,0.5107314929902669,0.03355682757102783,0.40559998873585773,3.718126622914688,0.4992065903079575,-0.23692307692307696,0.09409290644202206,26,1.0,2026-06-28T23:00:00+00:00,2026-07-25T23:00:00+00:00
 TabPFN-TS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.9678632004653139,0.8695569315673842,0.9208796807236558,0.7082103355250312,22.710379666449732,0.8970525139453738,-0.01787301273822455,0.6756701072586739,247,0.9959514170040485,2026-07-01T12:54:00+00:00,2026-07-28T07:06:00+00:00
 TabPFN-TS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,2.9011134846321696,1.5120083014532495,0.13555876677473053,1.2778606486823414,3.1923669104628583,3.778619118493681,-0.03663758921490881,0.4468997368955213,195,1.0,2026-06-30T13:20:00+00:00,2026-07-27T05:20:00+00:00
@@ -118,8 +118,8 @@ TabPFN-TS,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,229.83621598
 TabPFN-TS,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,0.330527016667658,0.5220646204807641,0.09473347581504885,0.40977797737842825,78.66631528029852,0.3229533174905907,0.7435897435897434,0.00014526497165386054,13,1.0,2026-06-30T00:00:00+00:00,2026-07-22T00:00:00+00:00
 TiRex,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1.6044818304930752,1.0733341728449766,0.00990931419231941,0.775637081946561,29.88973440242601,1.785704738010647,0.053788604049214615,0.21659803303164127,238,1.0,2026-06-29T09:00:00+00:00,2026-07-28T02:00:00+00:00
 TiRex,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,1.8183701071507006,1.1566950827938647,0.009098519179104744,0.7859114801504872,36.06338252137382,2.012663949949189,-0.12096774193548389,0.34153305448057775,32,1.0,2026-06-30T08:00:00+00:00,2026-07-26T08:00:00+00:00
-TiRex,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,18;36,6.393729960876424,0.3211528160690418,,0.14250399060849883,-30.873940124802896,72.28865139903493,-0.014122260454274718,0.7465096203015975,276,0.0,2026-06-29T10:05:00+00:00,2026-07-28T06:55:00+00:00
-TiRex,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,2.0440368407041843e-18,1.4296981641955703e-09,,1.3977486927145102e-09,0.0,0.0,0.0,1.0,545,0.0,2026-06-25T14:45:00+00:00,2026-07-27T01:10:00+00:00
 TiRex,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.30586831742315235,0.47141716039930026,0.031164447064971287,0.32074666933005247,14.706159785040878,0.396419029203761,-0.2807881773399014,0.03315447182691332,29,1.0,2026-06-26T23:00:00+00:00,2026-07-25T23:00:00+00:00
 TiRex,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.3905877560745735,0.5218767380304975,0.6156232299650357,0.3482478007323594,45.77245857499929,0.5007019588202541,-0.031221945137157113,0.3504317430000361,401,0.9975062344139651,2026-06-29T10:00:00+00:00,2026-07-28T07:06:00+00:00
 TiRex,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,2.895640253536301,1.508523968610139,0.15034840281052772,1.0296021159005146,5.895901483706021,3.5968041503855366,-0.14234844537085287,0.00021426313539021729,304,1.0,2026-06-28T11:10:00+00:00,2026-07-27T05:20:00+00:00
@@ -131,8 +131,8 @@ TiRex,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,167.287401275905
 TiRex,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,0.28449572647514776,0.46295416442262743,0.0840872562984529,0.3356773200795831,82.75970061880996,0.36273456534043697,0.6703296703296704,0.00045112620881470087,14,1.0,2026-06-28T00:00:00+00:00,2026-07-22T00:00:00+00:00
 TimesFM-2.5,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1.6453848622382907,1.0815005714223864,0.010579608774461076,0.8863769556681769,27.825438502908504,1.8968683448062447,0.06908388757777299,0.1132848151615818,237,1.0,2026-06-29T09:00:00+00:00,2026-07-28T02:00:00+00:00
 TimesFM-2.5,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,1.9235807995648218,1.1939238211789782,0.009107697376501547,0.9818204856365835,32.13359881394004,2.2268271082902564,-0.09469696969696971,0.45073160411871227,33,1.0,2026-06-30T08:00:00+00:00,2026-07-26T08:00:00+00:00
-TimesFM-2.5,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,6.393668907289848,0.3219790848136467,,0.1324358036860682,-28.584215908604353,72.28746427022483,0.09912247282550674,0.024910249850401387,276,0.0,2026-06-29T10:05:00+00:00,2026-07-28T06:55:00+00:00
-TimesFM-2.5,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,0.0,0.0,0.0,0.0,1.0,545,0.0,2026-06-25T14:45:00+00:00,2026-07-27T01:10:00+00:00
 TimesFM-2.5,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.3226648021472211,0.5095483963504411,0.038763270367779684,0.36433482943848794,2.8079116098780363,0.3359394049576855,-0.3546798029556649,0.006518643400864223,29,1.0,2026-06-26T23:00:00+00:00,2026-07-25T23:00:00+00:00
 TimesFM-2.5,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.1748447505989599,0.3570826426347553,0.2645802184154796,0.2751624521712984,62.59470640040418,0.20437352664173922,-0.007644739990680219,0.8196036509621707,399,0.9974937343358395,2026-06-29T10:00:00+00:00,2026-07-28T07:06:00+00:00
 TimesFM-2.5,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,2.6979168803211935,1.4701912573594818,0.13257353065894328,1.2309706076189924,7.170898002036358,3.2637140341094106,-0.09727288518325516,0.011424178344997619,304,1.0,2026-06-28T11:10:00+00:00,2026-07-27T05:20:00+00:00
@@ -144,8 +144,8 @@ TimesFM-2.5,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,165.920654
 TimesFM-2.5,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,0.2628934288941335,0.4467675878121167,0.07882639118800008,0.348531478510896,84.26849086288598,0.34343778548255705,0.5604395604395604,0.004565983394728434,14,1.0,2026-06-28T00:00:00+00:00,2026-07-22T00:00:00+00:00
 Toto-1.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,2.28199037431467,1.2978356815478813,0.009816543535913609,0.7495388373219307,-0.37220432904438483,2.8635395035234312,0.19739292364990688,8.348137639666252e-05,180,1.0,2026-07-03T07:00:00+00:00,2026-07-28T02:00:00+00:00
 Toto-1.0,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,3.175086269910645,1.521645487561495,0.010709564244259217,0.8709867168219557,0.5322464158750319,3.5235205419444062,-0.012987012987012986,0.9555771436337516,22,1.0,2026-07-10T05:00:00+00:00,2026-07-26T08:00:00+00:00
-Toto-1.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,11.716159951404812,1.492511987926003,,0.18687326258115022,-87.90903952274735,86.67537021048814,0.0034542314335060447,0.9431316744109529,193,0.0,2026-07-03T04:20:00+00:00,2026-07-28T06:55:00+00:00
-Toto-1.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.5351634062003466,0.3081949494667269,,0.00027579655564641503,-100.0,3.496315453556493,-0.01405211750039336,0.6719924596141917,407,0.0,2026-07-01T21:10:00+00:00,2026-07-27T01:10:00+00:00
 Toto-1.0,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.6842781864590141,0.6536203898554627,0.031095016624194248,0.31729018203317877,-12.202435017151721,1.3289735382530592,-0.20666666666666664,0.1556965251316672,25,1.0,2026-06-30T23:00:00+00:00,2026-07-25T23:00:00+00:00
 Toto-1.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.3080360130107949,0.9612096722414085,0.760863845563944,0.3931554778434868,16.54661710730222,2.477856423167654,0.013360165464810779,0.7444670098080898,268,0.996268656716418,2026-07-03T07:42:00+00:00,2026-07-28T07:06:00+00:00
 Toto-1.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,55.893550851653345,5.115976641537143,0.13016770391072469,1.02535087139364,-65.06094840341238,181.27678755574658,-0.08206880838459785,0.07686337263333232,210,1.0,2026-07-02T10:10:00+00:00,2026-07-27T05:20:00+00:00

 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,24,2.0362152760069723,1.262423873577054,0.014552071672063134,1.1868424577746526,9.843546699249252,2.1311933119335262,0.03426791277258567,0.45576305814672124,214,1.0,2026-06-29T09:00:00+00:00,2026-07-28T02:00:00+00:00
 ARIMA,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,1.9083101123257313,1.261258169978178,0.011845155708664644,1.1042089583487873,17.948263157190265,1.7646338660449543,-0.19354838709677422,0.12407814866273859,32,1.0,2026-06-30T08:00:00+00:00,2026-07-26T08:00:00+00:00
+ARIMA,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,6.599290482127929,0.37824235095358666,,0.1544500791188132,-31.504900545250898,73.40107786129059,0.050530265813845114,0.25648544573562637,267,0.0,2026-06-29T10:05:00+00:00,2026-07-28T09:55:00+00:00
+ARIMA,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128036e-08,,2.5021713821890616e-07,0.0,0.0,0.0,1.0,527,0.0,2026-06-25T14:45:00+00:00,2026-07-27T03:00:00+00:00
 ARIMA,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.0372713909008047,1.338757409135639,0.08841225349586862,1.0471920629078773,-60.04842052552159,1.3229518329527603,-0.019704433497536943,0.8964941426465813,29,1.0,2026-06-26T23:00:00+00:00,2026-07-25T23:00:00+00:00
 ARIMA,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.2069314908540048,0.9683597005873055,1.296421741333044,0.7582291070114519,5.258874464344955,1.184210721997817,0.07457641093292658,0.02952535717376509,382,0.9973821989528796,2026-06-29T10:00:00+00:00,2026-07-28T07:06:00+00:00
 ARIMA,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,2.642668390401371,1.4291009307200675,0.13270701076162955,1.0415510999232118,11.598549038427826,3.392521142542207,-0.1264049636081613,0.001329558197059011,290,1.0,2026-06-28T11:10:00+00:00,2026-07-27T05:20:00+00:00
 ARIMA,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,1.1257656989002478,1.030157882628527,0.19812277023131533,0.6390464595327553,45.798520099415526,0.6175932364599516,0.3846153846153845,0.07631653936341436,13,1.0,2026-06-28T00:00:00+00:00,2026-07-22T00:00:00+00:00
 Chronos-2,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1.6143995287769621,1.071300987091728,0.010071875487467954,0.7740100183681309,28.269168769570957,1.8996766414901718,0.07963854998066172,0.06675174172264038,239,1.0,2026-06-29T09:00:00+00:00,2026-07-28T02:00:00+00:00
 Chronos-2,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,1.5811863431219901,1.070465590173461,0.008323636090464196,0.7421514556711728,36.369387975458395,2.0049073075588306,-0.056818181818181816,0.6556644947844955,33,1.0,2026-06-30T08:00:00+00:00,2026-07-26T08:00:00+00:00
+Chronos-2,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,18;36,6.355475341293883,0.3268894646817857,,0.14289066593732003,-30.757167929547776,72.0247193582162,0.027708607448669223,0.524061189722645,278,0.0,2026-06-29T10:05:00+00:00,2026-07-28T09:55:00+00:00
+Chronos-2,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.7296862743653318e-18,1.3151753777977035e-09,,2.356162747109682e-09,0.0,3.8553856193879355e-34,0.0,1.0,547,0.0,2026-06-25T14:45:00+00:00,2026-07-27T03:00:00+00:00
 Chronos-2,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.3050272072682975,0.4849039749140633,0.03248454496927092,0.32868574233935344,8.695873973865309,0.3637335838792971,-0.31034482758620685,0.018062900791912716,29,1.0,2026-06-26T23:00:00+00:00,2026-07-25T23:00:00+00:00
 Chronos-2,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.329635522526068,0.4799541882107777,0.4810543741945129,0.3150902524855434,50.33679493777386,0.42253082016698157,-0.04154613466334165,0.21404591802754136,401,0.9975062344139651,2026-06-29T10:00:00+00:00,2026-07-28T07:06:00+00:00
 Chronos-2,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,2.7878878465279024,1.4852479970989572,0.14705923915976638,1.011446662698795,7.310432629870646,3.4682706268177075,-0.04823123382226057,0.20901726293026146,305,1.0,2026-06-28T11:10:00+00:00,2026-07-27T05:20:00+00:00
 Chronos-2,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,0.27994700016746327,0.4475570508758146,0.08047915672405251,0.3225868987296447,83.37287201644678,0.3794230793437146,0.6703296703296704,0.00045112620881470087,14,1.0,2026-06-28T00:00:00+00:00,2026-07-22T00:00:00+00:00
 Chronos-Bolt,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1.362298354965361,0.9909761575747218,0.009923004027311918,0.7225046602720693,22.098942754948517,1.5901846812739464,0.22059578839239857,1.3058414977773687e-05,177,1.0,2026-07-03T07:00:00+00:00,2026-07-28T02:00:00+00:00
 Chronos-Bolt,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,1.4539380254510008,1.0171651602630492,0.00866256496836003,0.694295550748422,34.41538763559448,1.694495727681373,0.021645021645021644,0.9112884689584274,22,1.0,2026-07-10T05:00:00+00:00,2026-07-26T08:00:00+00:00
+Chronos-Bolt,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,9.146502745234649,0.4640976066858245,,0.18604790924853376,-23.861185256686266,86.3541339936029,0.03029709936667467,0.5625943134386098,193,0.0,2026-07-03T04:20:00+00:00,2026-07-28T09:55:00+00:00
+Chronos-Bolt,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.0941039077622845e-12,1.045994219755676e-06,,3.214861849916891e-06,-100.0,2.0219817339263965e-28,0.0,1.0,405,0.0,2026-07-01T21:10:00+00:00,2026-07-27T03:00:00+00:00
 Chronos-Bolt,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.34961672975930663,0.4845803469664631,0.032520078799656196,0.33712340507115973,9.025963259699289,0.562485284793877,-0.19999999999999996,0.16991295403230983,25,1.0,2026-06-30T23:00:00+00:00,2026-07-25T23:00:00+00:00
 Chronos-Bolt,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.3238711239886847,1.043890134553759,1.0896861427621487,0.7011390389636161,7.083048395618678,1.0721505210435176,-0.005774728416237851,0.888594311104474,265,0.9962264150943396,2026-07-03T07:42:00+00:00,2026-07-28T07:06:00+00:00
 Chronos-Bolt,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,3.03953168262844,1.5710343092675203,0.141761317242231,1.076496996460011,-1.470514477674246,3.759265705643246,-0.05991001657589392,0.2009202188216379,206,1.0,2026-07-02T10:10:00+00:00,2026-07-27T05:20:00+00:00
 Chronos-Bolt,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,0.5888227944617089,0.6921086990730174,0.14236933700516546,0.5316201479443244,69.39145215325834,0.6217751936303204,0.5454545454545454,0.013770768197851531,12,1.0,2026-07-01T00:00:00+00:00,2026-07-22T00:00:00+00:00
 ETS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1.9075679929227745,1.145442111216266,0.010256259035586813,0.8906745144318265,25.146768370353712,2.4464040828135194,0.09780176385415296,0.033282650029523714,214,1.0,2026-06-29T09:00:00+00:00,2026-07-28T02:00:00+00:00
 ETS,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,1.6772698673479125,1.1374607267848178,0.00888958251994685,0.8481888404956763,28.643717831168455,1.8085885112023488,-0.08064516129032259,0.5301288877477086,32,1.0,2026-06-30T08:00:00+00:00,2026-07-26T08:00:00+00:00
+ETS,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,6.617600416355447,0.3739731138723638,,0.15104386616672305,-31.472826314209396,73.45602985426834,0.08546965378688869,0.05493922834975637,267,0.0,2026-06-29T10:05:00+00:00,2026-07-28T09:55:00+00:00
+ETS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128036e-08,,2.5021713821890616e-07,0.0,0.0,0.0,1.0,527,0.0,2026-06-25T14:45:00+00:00,2026-07-27T03:00:00+00:00
 ETS,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,5.660516480548183,2.225192339732908,0.15960783427971914,1.7959679609048849,-79.30302139698192,3.8990647260009315,0.04926108374384236,0.7239201974279224,29,1.0,2026-06-26T23:00:00+00:00,2026-07-25T23:00:00+00:00
 ETS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.9115180287397153,1.2292916063045047,1.4692498426421519,0.9342177570708378,-11.971992251944604,1.7087566629926263,0.09213835181597065,0.007168384324553285,382,0.9973821989528796,2026-06-29T10:00:00+00:00,2026-07-28T07:06:00+00:00
 ETS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,5.881789957840418,1.9109640170752107,0.18518516691996545,1.5271174639958454,-5.23247461085654,12.036677544706185,-0.17752058226941891,6.56305097443338e-06,290,1.0,2026-06-28T11:10:00+00:00,2026-07-27T05:20:00+00:00
 ETS,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,1.0833490720100392,0.9952444213048076,0.2129850550946607,0.6701769428306765,48.5062282411613,0.7673220126829784,0.2051282051282051,0.3674042836022003,13,1.0,2026-06-28T00:00:00+00:00,2026-07-22T00:00:00+00:00
 Moirai-2.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1.3295117699164924,0.9463672571957353,0.008979569418290392,0.6916022759067921,31.367009216121886,1.6457491264731656,0.30895702405890946,9.19671354596505e-10,178,1.0,2026-07-03T07:00:00+00:00,2026-07-28T02:00:00+00:00
 Moirai-2.0,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,1.7617173231646346,1.1324285203842483,0.009484338375650726,0.7276927535003623,29.188919734540207,1.7734024748178494,-0.05627705627705628,0.7380940484479567,22,1.0,2026-07-10T05:00:00+00:00,2026-07-26T08:00:00+00:00
+Moirai-2.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,9.100111110781787,0.4617357328719779,,0.18368681787145308,-23.853740960014722,86.13883715818955,0.018059507115598637,0.7294743344364885,194,0.0,2026-07-03T04:20:00+00:00,2026-07-28T09:55:00+00:00
+Moirai-2.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.2167879962794955e-13,3.488248839001449e-07,,4.1005151803435396e-07,0.0,0.0,0.0,1.0,406,0.0,2026-07-01T21:10:00+00:00,2026-07-27T03:00:00+00:00
 Moirai-2.0,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.34076853139363533,0.5028654711604497,0.033287769041700964,0.34285408620963204,0.43057480191444525,0.537567756002475,-0.22666666666666663,0.11834341824544657,25,1.0,2026-06-30T23:00:00+00:00,2026-07-25T23:00:00+00:00
 Moirai-2.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.7137639106573812,0.7116403793829745,0.8600182435382184,0.471350931760347,38.115967592246065,0.8615465383189976,0.055639097744360905,0.17628942102234724,266,0.9962406015037594,2026-07-03T07:42:00+00:00,2026-07-28T07:06:00+00:00
 Moirai-2.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,2.8688820113851063,1.5111751889082585,0.13646046897449665,1.0171774950623418,3.351648045559635,3.682506707780746,-0.029914529914529916,0.5210370980061367,208,1.0,2026-07-02T10:10:00+00:00,2026-07-27T05:20:00+00:00
 Moirai-2.0,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,0.32576694973257325,0.4774421673330105,0.08443561400522327,0.33703281202278523,81.50457626947743,0.4588390803064478,0.7575757575757575,0.00024002425044091711,12,1.0,2026-07-01T00:00:00+00:00,2026-07-22T00:00:00+00:00
 Moving-Average,binance_btcusdt_1h_close/1h/short,Finance,1h,24,2.5860092119298526,1.3524317650973139,0.012695978639958229,1.1287234384232716,13.44189853303409,2.9101870458041974,-0.008907024702733534,0.8462843005375524,214,1.0,2026-06-29T09:00:00+00:00,2026-07-28T02:00:00+00:00
 Moving-Average,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,3.269265685407324,1.5349643437810503,0.012371122286664232,1.296030600804856,16.041236998369264,3.389151169692855,-0.07661290322580645,0.5514777322263826,32,1.0,2026-06-30T08:00:00+00:00,2026-07-26T08:00:00+00:00
+Moving-Average,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,6.651444394367591,0.3942358553298985,,0.17000338480769658,-32.24454151259877,73.46485498501788,0.07508817098522107,0.09175886015298916,267,0.0,2026-06-29T10:05:00+00:00,2026-07-28T09:55:00+00:00
+Moving-Average,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128036e-08,,2.5021713821890616e-07,0.0,0.0,0.0,1.0,527,0.0,2026-06-25T14:45:00+00:00,2026-07-27T03:00:00+00:00
 Moving-Average,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.9273834742740605,0.9016982078707616,0.0646813713439241,0.6859666764987647,-41.28342324098874,0.6697749727682409,-0.05911330049261083,0.668894784416208,29,1.0,2026-06-26T23:00:00+00:00,2026-07-25T23:00:00+00:00
 Moving-Average,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.4077582591491242,1.0308604571005533,2.0681274757774957,0.9015068275107776,5.458150940708723,1.571985041159229,0.15688942023608307,4.681405812895527e-06,382,0.9973821989528796,2026-06-29T10:00:00+00:00,2026-07-28T07:06:00+00:00
 Moving-Average,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,2.631290839671014,1.4332679737031624,0.1416579623183331,1.136058821099961,11.467976619468008,3.4999974058427137,-0.09375969454719008,0.017282926369031178,290,1.0,2026-06-28T11:10:00+00:00,2026-07-27T05:20:00+00:00
 Moving-Average,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,1.0234789580573493,0.981223967552433,0.20267540197053469,0.6344362738751932,49.37921755829025,0.594749234030022,0.4102564102564102,0.05725682817696707,13,1.0,2026-06-28T00:00:00+00:00,2026-07-22T00:00:00+00:00
 Seasonal-Naive,binance_btcusdt_1h_close/1h/short,Finance,1h,24,3.089598510340393,1.5130203684629175,0.01368788348877177,1.0266377342367037,0.0,3.1864761823370666,-0.013119213724715898,0.775230539748514,214,1.0,2026-06-29T09:00:00+00:00,2026-07-28T02:00:00+00:00
 Seasonal-Naive,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,3.8803486777886427,1.7234750348172114,0.013600798681791645,1.164368059063642,0.0,3.667874600129973,-0.14919354838709678,0.23861491183733988,32,1.0,2026-06-30T08:00:00+00:00,2026-07-26T08:00:00+00:00
+Seasonal-Naive,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,6.929177288891505,0.43497828753725376,,0.17006187003650167,0.0,73.36311789158563,0.14987256094647441,0.0020535464139517976,268,0.0,2026-06-29T09:30:00+00:00,2026-07-28T09:55:00+00:00
+Seasonal-Naive,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,0.0,0.0,0.0,0.0,1.0,528,0.0,2026-06-25T14:25:00+00:00,2026-07-27T03:00:00+00:00
 Seasonal-Naive,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.39647700304925787,0.54863940015927,0.03875276121808834,0.39106434616248387,0.0,0.46887968125286356,-0.33004926108374383,0.011674730549296571,29,1.0,2026-06-26T23:00:00+00:00,2026-07-25T23:00:00+00:00
 Seasonal-Naive,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.478706230789006,1.0684674548323743,2.0989330754451956,0.939329577800972,0.0,1.5963788368636125,0.17542684510546389,2.954514362409001e-07,383,0.9973890339425587,2026-06-29T09:30:00+00:00,2026-07-28T07:06:00+00:00
 Seasonal-Naive,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,3.0722296870151973,1.5799632771322931,0.1496278236622612,1.2811680142484092,0.0,3.592425197906636,-0.08979736935655883,0.02237146474422088,291,1.0,2026-06-28T11:00:00+00:00,2026-07-27T05:20:00+00:00
 Seasonal-Naive,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,2.8654131840406496,1.6732133427269074,0.3759880599808413,1.451931952818942,0.0,0.8962259101819249,0.4102564102564102,0.05725682817696707,13,1.0,2026-06-28T00:00:00+00:00,2026-07-22T00:00:00+00:00
 Sundial,binance_btcusdt_1h_close/1h/short,Finance,1h,24,2.3336485273273295,1.369431003685908,0.014044892580721374,1.0786778106569637,3.2340679926689107,2.076739478282935,-0.15919790758500432,0.00125367582101177,186,1.0,2026-07-01T08:00:00+00:00,2026-07-28T02:00:00+00:00
 Sundial,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,2.195593023269829,1.2510649627495094,0.010353811211048837,0.9577149267740791,30.624585259542382,2.167796226333411,-0.18153846153846157,0.20324965345831253,26,1.0,2026-07-01T13:00:00+00:00,2026-07-26T08:00:00+00:00
+Sundial,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,7.67219911042576,0.41365605923879284,,0.1605996742886166,-30.648143148874812,79.1089593562742,0.03125118663375735,0.4804678699598274,230,0.0,2026-07-01T00:15:00+00:00,2026-07-28T09:55:00+00:00
+Sundial,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,6.665505292952027e-16,2.3283874362688806e-08,,2.023627137132596e-08,0.0,1.417652120228137e-15,0.0,1.0,458,0.0,2026-06-29T22:35:00+00:00,2026-07-27T03:00:00+00:00
 Sundial,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.30978891113489,0.4956772566894806,0.032907023608860275,0.3317689795201935,4.092702437208488,0.35559679062311217,-0.37321937321937326,0.005900024667731748,27,1.0,2026-06-28T23:00:00+00:00,2026-07-25T23:00:00+00:00
 Sundial,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.387781854649249,0.5396562605570473,0.7867773914727759,0.35647089830739165,53.23095821098155,0.38422844568853265,0.03708112612344504,0.3239142659462769,318,0.9968553459119497,2026-07-01T07:24:00+00:00,2026-07-28T07:06:00+00:00
 Sundial,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,3.2068171045462255,1.6532986732723154,0.1655272503431966,1.2290265733958226,-4.921866333476962,3.5435589077989937,-0.10013831258644537,0.02061141750810736,241,1.0,2026-06-30T09:40:00+00:00,2026-07-27T05:20:00+00:00
 Sundial,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,0.31166353208424874,0.5111701376597275,0.09318070827996433,0.3397871771134533,81.89086047181716,0.306401845448795,0.6969696969696969,0.0009744810873283095,12,1.0,2026-06-30T00:00:00+00:00,2026-07-22T00:00:00+00:00
 TabPFN-TS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1.2930236112584452,0.9657022022428051,0.009435472005290437,0.8282398664622558,23.80957906614156,1.5209091532305468,0.3034135726914185,3.4484971719621384e-09,172,1.0,2026-07-01T13:00:00+00:00,2026-07-28T02:00:00+00:00
 TabPFN-TS,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,1.6897087292640207,1.09329092186638,0.009593598242124572,0.9474734246730254,30.125180199747636,1.9526605060946605,-0.03896103896103896,0.8236433617484156,22,1.0,2026-07-10T05:00:00+00:00,2026-07-26T08:00:00+00:00
+TabPFN-TS,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,9.392098836959779,0.478461687333304,,0.1896166153561543,-24.156735467553865,87.50177677258473,0.02407922534475048,0.651359253682845,188,0.0,2026-07-01T12:55:00+00:00,2026-07-28T09:55:00+00:00
+TabPFN-TS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,0.0,0.0,0.0,0.0,1.0,391,0.0,2026-06-30T03:30:00+00:00,2026-07-27T03:00:00+00:00
 TabPFN-TS,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.3627555185114735,0.5107314929902669,0.03355682757102783,0.40559998873585773,3.718126622914688,0.4992065903079575,-0.23692307692307696,0.09409290644202206,26,1.0,2026-06-28T23:00:00+00:00,2026-07-25T23:00:00+00:00
 TabPFN-TS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.9678632004653139,0.8695569315673842,0.9208796807236558,0.7082103355250312,22.710379666449732,0.8970525139453738,-0.01787301273822455,0.6756701072586739,247,0.9959514170040485,2026-07-01T12:54:00+00:00,2026-07-28T07:06:00+00:00
 TabPFN-TS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,2.9011134846321696,1.5120083014532495,0.13555876677473053,1.2778606486823414,3.1923669104628583,3.778619118493681,-0.03663758921490881,0.4468997368955213,195,1.0,2026-06-30T13:20:00+00:00,2026-07-27T05:20:00+00:00
 TabPFN-TS,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,0.330527016667658,0.5220646204807641,0.09473347581504885,0.40977797737842825,78.66631528029852,0.3229533174905907,0.7435897435897434,0.00014526497165386054,13,1.0,2026-06-30T00:00:00+00:00,2026-07-22T00:00:00+00:00
 TiRex,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1.6044818304930752,1.0733341728449766,0.00990931419231941,0.775637081946561,29.88973440242601,1.785704738010647,0.053788604049214615,0.21659803303164127,238,1.0,2026-06-29T09:00:00+00:00,2026-07-28T02:00:00+00:00
 TiRex,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,1.8183701071507006,1.1566950827938647,0.009098519179104744,0.7859114801504872,36.06338252137382,2.012663949949189,-0.12096774193548389,0.34153305448057775,32,1.0,2026-06-30T08:00:00+00:00,2026-07-26T08:00:00+00:00
+TiRex,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,18;36,6.373748585076873,0.32333913287656235,,0.14293217516575366,-30.756548717209284,72.15834119159638,-0.0062267238781133355,0.8864109501814693,277,0.0,2026-06-29T10:05:00+00:00,2026-07-28T09:55:00+00:00
+TiRex,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,2.0440368407041843e-18,1.42969816419557e-09,,1.3977486927145102e-09,0.0,0.0,0.0,1.0,546,0.0,2026-06-25T14:45:00+00:00,2026-07-27T03:00:00+00:00
 TiRex,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.30586831742315235,0.47141716039930026,0.031164447064971287,0.32074666933005247,14.706159785040878,0.396419029203761,-0.2807881773399014,0.03315447182691332,29,1.0,2026-06-26T23:00:00+00:00,2026-07-25T23:00:00+00:00
 TiRex,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.3905877560745735,0.5218767380304975,0.6156232299650357,0.3482478007323594,45.77245857499929,0.5007019588202541,-0.031221945137157113,0.3504317430000361,401,0.9975062344139651,2026-06-29T10:00:00+00:00,2026-07-28T07:06:00+00:00
 TiRex,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,2.895640253536301,1.508523968610139,0.15034840281052772,1.0296021159005146,5.895901483706021,3.5968041503855366,-0.14234844537085287,0.00021426313539021729,304,1.0,2026-06-28T11:10:00+00:00,2026-07-27T05:20:00+00:00
 TiRex,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,0.28449572647514776,0.46295416442262743,0.0840872562984529,0.3356773200795831,82.75970061880996,0.36273456534043697,0.6703296703296704,0.00045112620881470087,14,1.0,2026-06-28T00:00:00+00:00,2026-07-22T00:00:00+00:00
 TimesFM-2.5,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1.6453848622382907,1.0815005714223864,0.010579608774461076,0.8863769556681769,27.825438502908504,1.8968683448062447,0.06908388757777299,0.1132848151615818,237,1.0,2026-06-29T09:00:00+00:00,2026-07-28T02:00:00+00:00
 TimesFM-2.5,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,1.9235807995648218,1.1939238211789782,0.009107697376501547,0.9818204856365835,32.13359881394004,2.2268271082902564,-0.09469696969696971,0.45073160411871227,33,1.0,2026-06-30T08:00:00+00:00,2026-07-26T08:00:00+00:00
+TimesFM-2.5,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,6.373687751904842,0.32416241870393114,,0.132900335476447,-28.4755306770127,72.1571562110114,0.10630055599391303,0.01591796775773983,277,0.0,2026-06-29T10:05:00+00:00,2026-07-28T09:55:00+00:00
+TimesFM-2.5,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,0.0,0.0,0.0,0.0,1.0,546,0.0,2026-06-25T14:45:00+00:00,2026-07-27T03:00:00+00:00
 TimesFM-2.5,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.3226648021472211,0.5095483963504411,0.038763270367779684,0.36433482943848794,2.8079116098780363,0.3359394049576855,-0.3546798029556649,0.006518643400864223,29,1.0,2026-06-26T23:00:00+00:00,2026-07-25T23:00:00+00:00
 TimesFM-2.5,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.1748447505989599,0.3570826426347553,0.2645802184154796,0.2751624521712984,62.59470640040418,0.20437352664173922,-0.007644739990680219,0.8196036509621707,399,0.9974937343358395,2026-06-29T10:00:00+00:00,2026-07-28T07:06:00+00:00
 TimesFM-2.5,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,2.6979168803211935,1.4701912573594818,0.13257353065894328,1.2309706076189924,7.170898002036358,3.2637140341094106,-0.09727288518325516,0.011424178344997619,304,1.0,2026-06-28T11:10:00+00:00,2026-07-27T05:20:00+00:00
 TimesFM-2.5,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,0.2628934288941335,0.4467675878121167,0.07882639118800008,0.348531478510896,84.26849086288598,0.34343778548255705,0.5604395604395604,0.004565983394728434,14,1.0,2026-06-28T00:00:00+00:00,2026-07-22T00:00:00+00:00
 Toto-1.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,2.28199037431467,1.2978356815478813,0.009816543535913609,0.7495388373219307,-0.37220432904438483,2.8635395035234312,0.19739292364990688,8.348137639666252e-05,180,1.0,2026-07-03T07:00:00+00:00,2026-07-28T02:00:00+00:00
 Toto-1.0,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,3.175086269910645,1.521645487561495,0.010709564244259217,0.8709867168219557,0.5322464158750319,3.5235205419444062,-0.012987012987012986,0.9555771436337516,22,1.0,2026-07-10T05:00:00+00:00,2026-07-26T08:00:00+00:00
+Toto-1.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,11.682607758878929,1.4965809610154772,,0.18725679989482535,-87.82084644535625,86.45179411298851,0.011270765450563538,0.8154749882228374,194,0.0,2026-07-03T04:20:00+00:00,2026-07-28T09:55:00+00:00
+Toto-1.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.5354001762737873,0.3093876991890872,,0.0002757938440769844,-100.0,3.492020859102785,-0.010020715903068843,0.7624114045153971,408,0.0,2026-07-01T21:10:00+00:00,2026-07-27T03:00:00+00:00
 Toto-1.0,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.6842781864590141,0.6536203898554627,0.031095016624194248,0.31729018203317877,-12.202435017151721,1.3289735382530592,-0.20666666666666664,0.1556965251316672,25,1.0,2026-06-30T23:00:00+00:00,2026-07-25T23:00:00+00:00
 Toto-1.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.3080360130107949,0.9612096722414085,0.760863845563944,0.3931554778434868,16.54661710730222,2.477856423167654,0.013360165464810779,0.7444670098080898,268,0.996268656716418,2026-07-03T07:42:00+00:00,2026-07-28T07:06:00+00:00
 Toto-1.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,55.893550851653345,5.115976641537143,0.13016770391072469,1.02535087139364,-65.06094840341238,181.27678755574658,-0.08206880838459785,0.07686337263333232,210,1.0,2026-07-02T10:10:00+00:00,2026-07-27T05:20:00+00:00

results/aggregates/metadata.json CHANGED Viewed

@@ -1,5 +1,5 @@
 {
-  "generated_at": "2026-07-28T10:00:46.080970+00:00",
   "baseline_model": "Seasonal-Naive",
   "normalization": "Per-config metric / Seasonal-Naive metric",
   "metric_aggregation": "Geometric mean over dataset configurations",

 {
+  "generated_at": "2026-07-28T10:17:37.803637+00:00",
   "baseline_model": "Seasonal-Naive",
   "normalization": "Per-config metric / Seasonal-Naive metric",
   "metric_aggregation": "Geometric mean over dataset configurations",

results/aggregates/results_by_domain.csv CHANGED Viewed

@@ -1,16 +1,16 @@
 domain,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage
-Climate,Chronos-2,0.3872919281841143,3.4958401447935503,1,5,5,1.0
-Climate,TiRex,0.3654601651021182,4.233906291421318,2,5,5,1.0
 Climate,Seasonal-Naive,1.0,1.0,3,5,5,1.0
-Climate,TabPFN-TS,0.6106710780139792,0.8104297215620095,4,5,5,1.0
-Climate,TimesFM-2.5,0.4927229744123496,0.8380802624013084,5,5,5,1.0
-Climate,Chronos-Bolt,0.5692840590249699,7.403590753230785,6,5,5,1.0
-Climate,Sundial,0.8426619855485536,7.248919562061478,7,5,5,1.0
-Climate,Toto-1.0,468.25709125097205,37.18411932838781,8,5,5,1.0
-Climate,Moirai-2.0,0.43111023556833794,10.685190235674595,9,5,5,1.0
-Climate,ARIMA,2.573545549016448,19.41913921594471,10,5,5,1.0
-Climate,Moving-Average,2.2359964017964824,19.634852730970465,11,5,5,1.0
-Climate,ETS,7.500829138738081,36.95930789161016,12,5,5,1.0
 Finance,Chronos-Bolt,0.6246374812016975,0.6281458098956073,1,2,2,1.0
 Finance,Chronos-2,0.6607755119007309,0.6404126372922686,2,2,2,1.0
 Finance,Moirai-2.0,0.6276274772925245,0.6265589727020071,3,2,2,1.0
@@ -64,13 +64,13 @@ Transportation,TabPFN-TS,1.0,1.0,2,1,1,1.0
 Transportation,TimesFM-2.5,1.0,1.0,3,1,1,1.0
 Transportation,TiRex,1.0,1397.7486927145103,4,1,1,1.0
 Transportation,Chronos-2,1.0,2356.162747109683,5,1,1,1.0
-Transportation,Sundial,1.0,19911.831887024317,6,1,1,1.0
 Transportation,ARIMA,1.0,250217.138218906,7,1,1,1.0
 Transportation,ETS,1.0,250217.138218906,8,1,1,1.0
 Transportation,Moving-Average,1.0,250217.138218906,9,1,1,1.0
 Transportation,Moirai-2.0,1.0,410051.5180343537,10,1,1,1.0
 Transportation,Chronos-Bolt,1.094103907762285,3214861.8499168884,11,1,1,1.0
-Transportation,Toto-1.0,89654785849.55342,283194135.71199954,12,1,1,1.0
 Web,ARIMA,0.35081770342317864,0.47944164778388026,1,1,1,1.0
 Web,Moirai-2.0,0.40785680526551005,0.5118677129116019,2,1,1,1.0
 Web,Sundial,0.303769640015456,0.5282879649026628,3,1,1,1.0

 domain,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage
+Climate,Chronos-2,0.3872919281121307,0.7782794928384799,1,5,5,1.0
+Climate,TiRex,0.36546016499640105,0.7993828617405201,2,5,5,1.0
 Climate,Seasonal-Naive,1.0,1.0,3,5,5,1.0
+Climate,Chronos-Bolt,0.569284054224908,0.8041401662627259,4,5,5,1.0
+Climate,TabPFN-TS,0.6106710780139792,0.8104297215620095,5,5,5,1.0
+Climate,TimesFM-2.5,0.4927229744123496,0.8380802624013084,6,5,5,1.0
+Climate,Sundial,0.8426619911724851,0.8186376595484022,7,5,5,1.0
+Climate,Toto-1.0,2.7325533226228966,0.7582423991706717,8,5,5,1.0
+Climate,Moirai-2.0,0.4311102435850535,0.835140110033216,9,5,5,1.0
+Climate,ARIMA,2.573545550155749,1.611140144025432,10,5,5,1.0
+Climate,Moving-Average,2.235996402786351,1.6290371630334357,11,5,5,1.0
+Climate,ETS,7.5008291420586755,3.066388472599055,12,5,5,1.0
 Finance,Chronos-Bolt,0.6246374812016975,0.6281458098956073,1,2,2,1.0
 Finance,Chronos-2,0.6607755119007309,0.6404126372922686,2,2,2,1.0
 Finance,Moirai-2.0,0.6276274772925245,0.6265589727020071,3,2,2,1.0
 Transportation,TimesFM-2.5,1.0,1.0,3,1,1,1.0
 Transportation,TiRex,1.0,1397.7486927145103,4,1,1,1.0
 Transportation,Chronos-2,1.0,2356.162747109683,5,1,1,1.0
+Transportation,Sundial,1.0,20376.354427621965,6,1,1,1.0
 Transportation,ARIMA,1.0,250217.138218906,7,1,1,1.0
 Transportation,ETS,1.0,250217.138218906,8,1,1,1.0
 Transportation,Moving-Average,1.0,250217.138218906,9,1,1,1.0
 Transportation,Moirai-2.0,1.0,410051.5180343537,10,1,1,1.0
 Transportation,Chronos-Bolt,1.094103907762285,3214861.8499168884,11,1,1,1.0
+Transportation,Toto-1.0,631765596164.1227,274690235.31870013,12,1,1,1.0
 Web,ARIMA,0.35081770342317864,0.47944164778388026,1,1,1,1.0
 Web,Moirai-2.0,0.40785680526551005,0.5118677129116019,2,1,1,1.0
 Web,Sundial,0.303769640015456,0.5282879649026628,3,1,1,1.0

results/aggregates/results_by_frequency.csv CHANGED Viewed

@@ -62,15 +62,15 @@ frequency,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage
 5min,Seasonal-Naive,1.0,1.0,1,2,2,1.0
 5min,TabPFN-TS,1.0,1.0,2,2,2,1.0
 5min,TimesFM-2.5,1.0,1.0,3,2,2,1.0
-5min,Chronos-2,1.0,2075.594868502009,4,2,2,1.0
-5min,TiRex,1.0,2413.6848893618544,5,2,2,1.0
-5min,Sundial,1.0,32923.76944132741,6,2,2,1.0
-5min,ARIMA,1.0,252290.1359197037,7,2,2,1.0
-5min,ETS,1.0,252290.1359197037,8,2,2,1.0
-5min,Moving-Average,1.0,252290.1359197037,9,2,2,1.0
-5min,Chronos-Bolt,1.0459942197556757,461166.5554836744,10,2,2,1.0
-5min,Moirai-2.0,1.0,374952.8836038598,11,2,2,1.0
-5min,Toto-1.0,283401913425.33075,283501726.803886,12,2,2,1.0
 6min,ETS,0.031050189676036656,0.14314006512872457,1,1,1,1.0
 6min,TiRex,0.03752870175584104,0.1890409737883149,2,1,1,1.0
 6min,Toto-1.0,0.1764663682104904,0.19336747018849068,3,1,1,1.0

 5min,Seasonal-Naive,1.0,1.0,1,2,2,1.0
 5min,TabPFN-TS,1.0,1.0,2,2,2,1.0
 5min,TimesFM-2.5,1.0,1.0,3,2,2,1.0
+5min,TiRex,0.9999999992768215,37.386477644085666,4,2,2,1.0
+5min,Chronos-2,0.9999999995353399,48.54032089423749,5,2,2,1.0
+5min,Sundial,1.000000016685016,142.7457818162387,6,2,2,1.0
+5min,ARIMA,1.0000000011067427,500.21721043865716,7,2,2,1.0
+5min,ETS,1.0000000011067427,500.21721043865716,8,2,2,1.0
+5min,Moving-Average,1.0000000011067427,500.21721043865716,9,2,2,1.0
+5min,Chronos-Bolt,1.0459941977067664,1793.003683022749,10,2,2,1.0
+5min,Moirai-2.0,1.0000000464887806,640.3529395628324,11,2,2,1.0
+5min,Toto-1.0,1957062.662696284,16579.124958074382,12,2,2,1.0
 6min,ETS,0.031050189676036656,0.14314006512872457,1,1,1,1.0
 6min,TiRex,0.03752870175584104,0.1890409737883149,2,1,1,1.0
 6min,Toto-1.0,0.1764663682104904,0.19336747018849068,3,1,1,1.0

results/aggregates/results_by_prediction_length.csv CHANGED Viewed

@@ -17,11 +17,11 @@ prediction_length,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage
 12,TimesFM-2.5,0.883401733927733,0.8936065549864372,4,2,2,1.0
 12,Chronos-Bolt,0.8576213668056174,1427.1372538860771,5,2,2,1.0
 12,TabPFN-TS,0.9139044671265871,0.9447650776752475,6,2,2,1.0
-12,Sundial,0.8615789003568101,125.19571859983347,7,2,2,1.0
 12,ARIMA,0.8639722620545719,438.7361038019728,8,2,2,1.0
 12,Seasonal-Naive,1.0,1.0,9,2,2,1.0
 12,ETS,0.8706436180201554,439.02846065451104,10,2,2,1.0
-12,Toto-1.0,237993.0099043857,13447.697813281804,11,2,2,1.0
 12,Moving-Average,0.9617678019724286,471.56119324419365,12,2,2,1.0
 24,Sundial,0.6935740796010547,0.734091456200139,1,7,7,1.0
 24,TiRex,0.41279657789440766,0.7429011030436475,2,7,7,1.0
@@ -38,15 +38,15 @@ prediction_length,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage
 36,Seasonal-Naive,1.0,1.0,1,1,1,1.0
 36,TabPFN-TS,1.0,1.0,2,1,1,1.0
 36,TimesFM-2.5,1.0,1.0,3,1,1,1.0
-36,Chronos-2,1.0,1828.4365387902994,4,1,1,1.0
-36,TiRex,1.0,4168.041634021886,5,1,1,1.0
-36,Sundial,1.0,54438.71766173689,6,1,1,1.0
-36,Chronos-Bolt,1.0,66153.5710786996,7,1,1,1.0
-36,ARIMA,1.0,254380.30798153122,8,1,1,1.0
-36,ETS,1.0,254380.30798153122,9,1,1,1.0
-36,Moving-Average,1.0,254380.30798153122,10,1,1,1.0
-36,Moirai-2.0,1.0,342858.54030437075,11,1,1,1.0
-36,Toto-1.0,895843359303.9364,283809651.9856004,12,1,1,1.0
 60,ETS,0.031050189676036656,0.14314006512872457,1,1,1,1.0
 60,TiRex,0.03752870175584104,0.1890409737883149,2,1,1,1.0
 60,Toto-1.0,0.1764663682104904,0.19336747018849068,3,1,1,1.0

 12,TimesFM-2.5,0.883401733927733,0.8936065549864372,4,2,2,1.0
 12,Chronos-Bolt,0.8576213668056174,1427.1372538860771,5,2,2,1.0
 12,TabPFN-TS,0.9139044671265871,0.9447650776752475,6,2,2,1.0
+12,Sundial,0.8615789003568101,126.6476430624938,7,2,2,1.0
 12,ARIMA,0.8639722620545719,438.7361038019728,8,2,2,1.0
 12,Seasonal-Naive,1.0,1.0,9,2,2,1.0
 12,ETS,0.8706436180201554,439.02846065451104,10,2,2,1.0
+12,Toto-1.0,631764.8350896203,13244.251653042824,11,2,2,1.0
 12,Moving-Average,0.9617678019724286,471.56119324419365,12,2,2,1.0
 24,Sundial,0.6935740796010547,0.734091456200139,1,7,7,1.0
 24,TiRex,0.41279657789440766,0.7429011030436475,2,7,7,1.0
 36,Seasonal-Naive,1.0,1.0,1,1,1,1.0
 36,TabPFN-TS,1.0,1.0,2,1,1,1.0
 36,TimesFM-2.5,1.0,1.0,3,1,1,1.0
+36,Chronos-2,0.9999999990706799,1.0000000022943514,4,1,1,1.0
+36,TiRex,0.9999999985536431,1.0000000128186182,5,1,1,1.0
+36,Chronos-Bolt,0.9999999578412408,1.0000001111762398,6,1,1,1.0
+36,Sundial,1.0000000333700323,1.000000186427227,7,1,1,1.0
+36,ARIMA,1.0000000022134854,1.0000004771860413,8,1,1,1.0
+36,ETS,1.0000000022134854,1.0000004771860413,9,1,1,1.0
+36,Moving-Average,1.0000000022134854,1.0000004771860413,10,1,1,1.0
+36,Moirai-2.0,1.0000000929775634,1.0000009003073767,11,1,1,1.0
+36,Toto-1.0,6.06252427953495,1.000644904819929,12,1,1,1.0
 60,ETS,0.031050189676036656,0.14314006512872457,1,1,1,1.0
 60,TiRex,0.03752870175584104,0.1890409737883149,2,1,1,1.0
 60,Toto-1.0,0.1764663682104904,0.19336747018849068,3,1,1,1.0

results/aggregates/results_overall.csv CHANGED Viewed

@@ -1,13 +1,13 @@
 overall,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage
-Overall,TiRex,0.44913219986786024,2.332437103999478,1,13,13,1.0
-Overall,Sundial,0.699207557896281,3.7059503309102975,2,13,13,1.0
-Overall,Chronos-2,0.6096551175842112,2.4767440197759525,3,13,13,1.0
-Overall,Chronos-Bolt,0.6160512301013396,5.717963292729993,4,13,13,1.0
-Overall,Moirai-2.0,0.5916980123359726,5.587276268330088,5,13,13,1.0
 Overall,TimesFM-2.5,0.5733167087309148,0.7940524003553794,6,13,13,1.0
-Overall,ARIMA,1.0207804467348336,7.142715606855938,7,13,13,1.0
-Overall,Toto-1.0,66.01425399185388,14.14813905916548,8,13,13,1.0
 Overall,TabPFN-TS,0.745848895203579,0.8514543376239411,9,13,13,1.0
-Overall,Moving-Average,1.0993930681450523,7.073837249696506,10,13,13,1.0
-Overall,ETS,1.332405213081295,7.755402042191785,11,13,13,1.0
 Overall,Seasonal-Naive,1.0,1.0,12,13,13,1.0

 overall,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage
+Overall,TiRex,0.4491321998178905,1.228439098135869,1,13,13,1.0
+Overall,Sundial,0.6992075596910947,1.6046096484714552,2,13,13,1.0
+Overall,Chronos-2,0.6096551175406293,1.3897986986708342,3,13,13,1.0
+Overall,Chronos-Bolt,0.6160512281034968,2.434610972252994,4,13,13,1.0
+Overall,Moirai-2.0,0.5916980165678678,2.0961487638786265,5,13,13,1.0
 Overall,TimesFM-2.5,0.5733167087309148,0.7940524003553794,6,13,13,1.0
+Overall,ARIMA,1.02078044690864,2.741933719366878,7,13,13,1.0
+Overall,Toto-1.0,10.608861741168814,3.1584169206890493,8,13,13,1.0
 Overall,TabPFN-TS,0.745848895203579,0.8514543376239411,9,13,13,1.0
+Overall,Moving-Average,1.099393068332244,2.715492810835007,10,13,13,1.0
+Overall,ETS,1.3324052133081612,2.9771307633081996,11,13,13,1.0
 Overall,Seasonal-Naive,1.0,1.0,12,13,13,1.0

results/arima/all_results.csv CHANGED Viewed

@@ -2,7 +2,7 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5]
 binance_btcusdt_1h_close/1h/short,ARIMA,2.765936981568931,1.9107865509664623,nan,nan,0.010075379910592965,nan,nan,1.6631106341939286,nan,nan,1.1618258777016286,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,ARIMA,0.459657391080611,1.4186819575230558,nan,nan,0.015254467601366208,nan,nan,0.6779803766191254,nan,nan,1.0911009757378656,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,ARIMA,27197.688534080287,28885.073828115153,130.26006235500384,1.3733941545973163,0.6111556523811462,1.024494621436719,15.484310582150973,164.91721721542686,1.0152918018145418,0.8019294507021014,0.723321704945088,Finance,1,12
-data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,ARIMA,4.407835548068247e-15,1.12132504091072e-14,nan,nan,nan,nan,nan,6.639153220154094e-08,nan,nan,2.543803079815313e-07,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,ARIMA,9.578202015526527e-15,9.143141084502762e-15,nan,nan,nan,nan,nan,9.786828912128038e-08,nan,nan,2.502171382189061e-07,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,ARIMA,2.8566544089870263,2.89473193101524,nan,nan,0.09884040348193625,nan,nan,1.6901640183683435,nan,nan,1.3222000525599702,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,ARIMA,0.08365325813714485,0.0879354011989482,nan,nan,0.08234321476566392,nan,nan,0.28922872979208836,nan,nan,0.2413734010689487,Ocean,1,60

 binance_btcusdt_1h_close/1h/short,ARIMA,2.765936981568931,1.9107865509664623,nan,nan,0.010075379910592965,nan,nan,1.6631106341939286,nan,nan,1.1618258777016286,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,ARIMA,0.459657391080611,1.4186819575230558,nan,nan,0.015254467601366208,nan,nan,0.6779803766191254,nan,nan,1.0911009757378656,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,ARIMA,27197.688534080287,28885.073828115153,130.26006235500384,1.3733941545973163,0.6111556523811462,1.024494621436719,15.484310582150973,164.91721721542686,1.0152918018145418,0.8019294507021014,0.723321704945088,Finance,1,12
+data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,ARIMA,0.8588888675442157,0.8588888335719733,nan,nan,nan,nan,nan,0.9267625734481382,nan,nan,0.2611112342195717,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,ARIMA,9.578202015526527e-15,9.143141084502762e-15,nan,nan,nan,nan,nan,9.786828912128038e-08,nan,nan,2.502171382189061e-07,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,ARIMA,2.8566544089870263,2.89473193101524,nan,nan,0.09884040348193625,nan,nan,1.6901640183683435,nan,nan,1.3222000525599702,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,ARIMA,0.08365325813714485,0.0879354011989482,nan,nan,0.08234321476566392,nan,nan,0.28922872979208836,nan,nan,0.2413734010689487,Ocean,1,60

results/arima/online_meta.json CHANGED Viewed

@@ -4,16 +4,25 @@
     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
-    "evaluated_at": "2026-07-28T09:37:43.563527+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-            "task_id": "future-c5ec1d76b761ee79efb2",
-            "issued_at": "2026-07-28T08:27:09.983463+00:00",
-            "resolved_at": "2026-07-28T09:34:43.162462+00:00",
-            "target_end": "2026-07-27T01:10:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
+    "evaluated_at": "2026-07-28T10:17:35.146220+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
+            "task_id": "future-32b8342f2fc23d74b0fe",
+            "issued_at": "2026-07-28T09:34:44.912700+00:00",
+            "resolved_at": "2026-07-28T10:13:29.139528+00:00",
+            "target_end": "2026-07-27T03:00:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
+        },
+        {
+            "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
+            "task_id": "future-3c40e2b7bc25e042c001",
+            "issued_at": "2026-07-28T07:37:10.465093+00:00",
+            "resolved_at": "2026-07-28T10:13:29.405057+00:00",
+            "target_end": "2026-07-28T09:55:00+00:00",
+            "prediction_length": 36,
+            "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

results/chronos_2/all_results.csv CHANGED Viewed

@@ -2,7 +2,7 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5]
 binance_btcusdt_1h_close/1h/short,Chronos-2,2.2351909543412476,2.2351909543412476,nan,nan,0.006872015993651753,nan,nan,1.4950555020939014,nan,nan,0.7476989071223547,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,Chronos-2,0.46766119047554405,0.46766119047554405,nan,nan,0.007905167973149461,nan,nan,0.6838575805498862,nan,nan,0.46522569178545187,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Chronos-2,25067.461899718543,25067.461899718543,121.96686029434204,1.2859549577545721,0.6608019070822674,0.9393767274480805,18.969076544647905,158.32707254199624,0.9747204171363386,0.7508734105557137,0.605299940786381,Finance,1,12
-data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Chronos-2,1.6284716271939715e-18,1.6284716271939715e-18,nan,nan,nan,nan,nan,1.2761158361191085e-09,nan,nan,1.8284365387902989e-09,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Chronos-2,1.7296862743653321e-18,1.7296862743653321e-18,nan,nan,nan,nan,nan,1.3151753777977035e-09,nan,nan,2.356162747109682e-09,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,Chronos-2,0.05755404396488803,0.05755404396488803,nan,nan,0.013492256137008982,nan,nan,0.23990423915572653,nan,nan,0.1779255586270698,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,Chronos-2,0.7299168181718559,0.7299168181718559,nan,nan,0.24256511860047558,nan,nan,0.8543516946620144,nan,nan,0.4718083257332585,Ocean,1,60

 binance_btcusdt_1h_close/1h/short,Chronos-2,2.2351909543412476,2.2351909543412476,nan,nan,0.006872015993651753,nan,nan,1.4950555020939014,nan,nan,0.7476989071223547,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,Chronos-2,0.46766119047554405,0.46766119047554405,nan,nan,0.007905167973149461,nan,nan,0.6838575805498862,nan,nan,0.46522569178545187,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Chronos-2,25067.461899718543,25067.461899718543,121.96686029434204,1.2859549577545721,0.6608019070822674,0.9393767274480805,18.969076544647905,158.32707254199624,0.9747204171363386,0.7508734105557137,0.605299940786381,Finance,1,12
+data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Chronos-2,0.8588888648448951,0.8588888648448951,nan,nan,nan,nan,nan,0.926762571991821,nan,nan,0.2611111102200756,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Chronos-2,1.7296862743653321e-18,1.7296862743653321e-18,nan,nan,nan,nan,nan,1.3151753777977035e-09,nan,nan,2.356162747109682e-09,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,Chronos-2,0.05755404396488803,0.05755404396488803,nan,nan,0.013492256137008982,nan,nan,0.23990423915572653,nan,nan,0.1779255586270698,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,Chronos-2,0.7299168181718559,0.7299168181718559,nan,nan,0.24256511860047558,nan,nan,0.8543516946620144,nan,nan,0.4718083257332585,Ocean,1,60

results/chronos_2/online_meta.json CHANGED Viewed

@@ -4,16 +4,25 @@
     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
-    "evaluated_at": "2026-07-28T09:37:43.400109+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-            "task_id": "future-c5ec1d76b761ee79efb2",
-            "issued_at": "2026-07-28T08:27:09.983463+00:00",
-            "resolved_at": "2026-07-28T09:34:43.248352+00:00",
-            "target_end": "2026-07-27T01:10:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
+    "evaluated_at": "2026-07-28T10:17:34.972784+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
+            "task_id": "future-32b8342f2fc23d74b0fe",
+            "issued_at": "2026-07-28T09:34:44.912700+00:00",
+            "resolved_at": "2026-07-28T10:13:29.159741+00:00",
+            "target_end": "2026-07-27T03:00:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
+        },
+        {
+            "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
+            "task_id": "future-3c40e2b7bc25e042c001",
+            "issued_at": "2026-07-28T07:37:10.465093+00:00",
+            "resolved_at": "2026-07-28T10:13:29.444116+00:00",
+            "target_end": "2026-07-28T09:55:00+00:00",
+            "prediction_length": 36,
+            "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

results/chronos_bolt/all_results.csv CHANGED Viewed

@@ -2,7 +2,7 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5]
 binance_btcusdt_1h_close/1h/short,Chronos-Bolt,2.044128452863648,2.044128452863648,nan,nan,0.006542324135847612,nan,nan,1.4297302028227732,nan,nan,0.7309498009634896,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,Chronos-Bolt,0.18688054976150958,0.18688054976150958,nan,nan,0.0051711825704424995,nan,nan,0.4322968306170074,nan,nan,0.4058204324653165,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Chronos-Bolt,24494.29886562596,24494.29886562596,120.14190149307251,1.2667135440416435,0.6356253615465683,0.9144911966348365,18.167880022797153,156.5065457596773,0.9635125763281969,0.7396382845884965,0.5956771935646294,Finance,1,12
-data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Chronos-Bolt,3.2825236033380433e-15,3.2825236033380433e-15,nan,nan,nan,nan,nan,5.729331202974779e-08,nan,nan,6.615357107869962e-08,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Chronos-Bolt,1.0941039077622847e-12,1.0941039077622847e-12,nan,nan,nan,nan,nan,1.0459942197556757e-06,nan,nan,3.2148618499168906e-06,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,Chronos-Bolt,0.060131400306474146,0.060131400306474146,nan,nan,0.015226941585482342,nan,nan,0.24521704734066543,nan,nan,0.1646158168530065,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,Chronos-Bolt,0.2500253600823875,0.2500253600823875,nan,nan,0.12946754100437496,nan,nan,0.5000253594392864,nan,nan,0.3964359736886557,Ocean,1,60

 binance_btcusdt_1h_close/1h/short,Chronos-Bolt,2.044128452863648,2.044128452863648,nan,nan,0.006542324135847612,nan,nan,1.4297302028227732,nan,nan,0.7309498009634896,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,Chronos-Bolt,0.18688054976150958,0.18688054976150958,nan,nan,0.0051711825704424995,nan,nan,0.4322968306170074,nan,nan,0.4058204324653165,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Chronos-Bolt,24494.29886562596,24494.29886562596,120.14190149307251,1.2667135440416435,0.6356253615465683,0.9144911966348365,18.167880022797153,156.5065457596773,0.9635125763281969,0.7396382845884965,0.5956771935646294,Finance,1,12
+data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Chronos-Bolt,0.858888829433389,0.858888829433389,nan,nan,nan,nan,nan,0.9267625528868703,nan,nan,0.2611111386503463,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Chronos-Bolt,1.0941039077622847e-12,1.0941039077622847e-12,nan,nan,nan,nan,nan,1.0459942197556757e-06,nan,nan,3.2148618499168906e-06,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,Chronos-Bolt,0.060131400306474146,0.060131400306474146,nan,nan,0.015226941585482342,nan,nan,0.24521704734066543,nan,nan,0.1646158168530065,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,Chronos-Bolt,0.2500253600823875,0.2500253600823875,nan,nan,0.12946754100437496,nan,nan,0.5000253594392864,nan,nan,0.3964359736886557,Ocean,1,60

results/chronos_bolt/online_meta.json CHANGED Viewed

@@ -4,16 +4,25 @@
     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
-    "evaluated_at": "2026-07-28T09:37:43.463721+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-            "task_id": "future-c5ec1d76b761ee79efb2",
-            "issued_at": "2026-07-28T08:27:09.983463+00:00",
-            "resolved_at": "2026-07-28T09:34:43.301597+00:00",
-            "target_end": "2026-07-27T01:10:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
+    "evaluated_at": "2026-07-28T10:17:35.052481+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
+            "task_id": "future-32b8342f2fc23d74b0fe",
+            "issued_at": "2026-07-28T09:34:44.912700+00:00",
+            "resolved_at": "2026-07-28T10:13:29.177103+00:00",
+            "target_end": "2026-07-27T03:00:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
+        },
+        {
+            "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
+            "task_id": "future-3c40e2b7bc25e042c001",
+            "issued_at": "2026-07-28T07:37:10.465093+00:00",
+            "resolved_at": "2026-07-28T10:13:29.466202+00:00",
+            "target_end": "2026-07-28T09:55:00+00:00",
+            "prediction_length": 36,
+            "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

results/ets/all_results.csv CHANGED Viewed

@@ -2,7 +2,7 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5]
 binance_btcusdt_1h_close/1h/short,ETS,2.1879463997558584,2.2124388288980934,nan,nan,0.007595914068255459,nan,nan,1.4791708487378523,nan,nan,0.8547135674531993,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,ETS,0.6408955093300958,0.6313675673407003,nan,nan,0.009101007451294283,nan,nan,0.8005594976827742,nan,nan,0.6303599235318722,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,ETS,27619.336324418462,28734.51642651467,129.964918000045,1.370282306464171,0.618770085277974,1.0227875260688906,19.0701060641571,166.19066256687967,1.0231316056095572,0.8001124321457544,0.7242860136139402,Finance,1,12
-data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,ETS,4.407835548068247e-15,1.12132504091072e-14,nan,nan,nan,nan,nan,6.639153220154094e-08,nan,nan,2.543803079815313e-07,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,ETS,9.578202015526527e-15,9.143141084502762e-15,nan,nan,nan,nan,nan,9.786828912128038e-08,nan,nan,2.502171382189061e-07,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,ETS,6.967350636262137,7.118593467839205,nan,nan,0.1694092319683307,nan,nan,2.6395739497619948,nan,nan,2.155579193216335,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,ETS,0.03382832413988263,0.03303680639593998,nan,nan,0.04966510311290932,nan,nan,0.1839247784826249,nan,nan,0.13505295275015758,Ocean,1,60

 binance_btcusdt_1h_close/1h/short,ETS,2.1879463997558584,2.2124388288980934,nan,nan,0.007595914068255459,nan,nan,1.4791708487378523,nan,nan,0.8547135674531993,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,ETS,0.6408955093300958,0.6313675673407003,nan,nan,0.009101007451294283,nan,nan,0.8005594976827742,nan,nan,0.6303599235318722,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,ETS,27619.336324418462,28734.51642651467,129.964918000045,1.370282306464171,0.618770085277974,1.0227875260688906,19.0701060641571,166.19066256687967,1.0231316056095572,0.8001124321457544,0.7242860136139402,Finance,1,12
+data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,ETS,0.8588888675442157,0.8588888335719733,nan,nan,nan,nan,nan,0.9267625734481382,nan,nan,0.2611112342195717,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,ETS,9.578202015526527e-15,9.143141084502762e-15,nan,nan,nan,nan,nan,9.786828912128038e-08,nan,nan,2.502171382189061e-07,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,ETS,6.967350636262137,7.118593467839205,nan,nan,0.1694092319683307,nan,nan,2.6395739497619948,nan,nan,2.155579193216335,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,ETS,0.03382832413988263,0.03303680639593998,nan,nan,0.04966510311290932,nan,nan,0.1839247784826249,nan,nan,0.13505295275015758,Ocean,1,60

results/ets/online_meta.json CHANGED Viewed

@@ -4,16 +4,25 @@
     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
-    "evaluated_at": "2026-07-28T09:37:43.550933+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-            "task_id": "future-c5ec1d76b761ee79efb2",
-            "issued_at": "2026-07-28T08:27:09.983463+00:00",
-            "resolved_at": "2026-07-28T09:34:43.348393+00:00",
-            "target_end": "2026-07-27T01:10:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
+    "evaluated_at": "2026-07-28T10:17:35.128757+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
+            "task_id": "future-32b8342f2fc23d74b0fe",
+            "issued_at": "2026-07-28T09:34:44.912700+00:00",
+            "resolved_at": "2026-07-28T10:13:29.189756+00:00",
+            "target_end": "2026-07-27T03:00:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
+        },
+        {
+            "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
+            "task_id": "future-3c40e2b7bc25e042c001",
+            "issued_at": "2026-07-28T07:37:10.465093+00:00",
+            "resolved_at": "2026-07-28T10:13:29.482080+00:00",
+            "target_end": "2026-07-28T09:55:00+00:00",
+            "prediction_length": 36,
+            "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

results/moirai_2_0/all_results.csv CHANGED Viewed

@@ -2,7 +2,7 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5]
 binance_btcusdt_1h_close/1h/short,Moirai-2.0,2.433153714499834,2.433153714499834,nan,nan,0.007925216072053267,nan,nan,1.559856953217132,nan,nan,0.806672946953256,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,Moirai-2.0,0.21278374675130304,0.21278374675130304,nan,nan,0.005280194356236305,nan,nan,0.461284886757959,nan,nan,0.3795351078211372,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,nan,nan,nan,nan,nan,2.8024363474724275e-07,nan,nan,3.428585403043706e-07,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Moirai-2.0,1.2167879962794955e-13,1.2167879962794955e-13,nan,nan,nan,nan,nan,3.488248839001449e-07,nan,nan,4.100515180343539e-07,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,Moirai-2.0,0.09574995506572065,0.09574995506572065,nan,nan,0.017967983965798535,nan,nan,0.30943489632832405,nan,nan,0.22571242347560772,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,Moirai-2.0,1.2510205884611894,1.2510205884611894,nan,nan,0.3172158759915464,nan,nan,1.118490316659554,nan,nan,0.6380213354482588,Ocean,1,60

 binance_btcusdt_1h_close/1h/short,Moirai-2.0,2.433153714499834,2.433153714499834,nan,nan,0.007925216072053267,nan,nan,1.559856953217132,nan,nan,0.806672946953256,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,Moirai-2.0,0.21278374675130304,0.21278374675130304,nan,nan,0.005280194356236305,nan,nan,0.461284886757959,nan,nan,0.3795351078211372,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Moirai-2.0,20775.499102946527,20775.499102946527,107.845894018809,1.137070854757381,0.5779948164087865,0.7687864471222213,13.629300063640835,144.13708441253598,0.8873615660779484,0.6639394837327767,0.5370367497191665,Finance,1,12
+data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Moirai-2.0,0.8588889455004718,0.8588889455004718,nan,nan,nan,nan,nan,0.9267626155065124,nan,nan,0.2611113447012531,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Moirai-2.0,1.2167879962794955e-13,1.2167879962794955e-13,nan,nan,nan,nan,nan,3.488248839001449e-07,nan,nan,4.100515180343539e-07,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,Moirai-2.0,0.09574995506572065,0.09574995506572065,nan,nan,0.017967983965798535,nan,nan,0.30943489632832405,nan,nan,0.22571242347560772,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,Moirai-2.0,1.2510205884611894,1.2510205884611894,nan,nan,0.3172158759915464,nan,nan,1.118490316659554,nan,nan,0.6380213354482588,Ocean,1,60

results/moirai_2_0/online_meta.json CHANGED Viewed

@@ -4,16 +4,25 @@
     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
-    "evaluated_at": "2026-07-28T09:37:43.442694+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-            "task_id": "future-c5ec1d76b761ee79efb2",
-            "issued_at": "2026-07-28T08:27:09.983463+00:00",
-            "resolved_at": "2026-07-28T09:34:43.376568+00:00",
-            "target_end": "2026-07-27T01:10:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
+    "evaluated_at": "2026-07-28T10:17:35.010617+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
+            "task_id": "future-32b8342f2fc23d74b0fe",
+            "issued_at": "2026-07-28T09:34:44.912700+00:00",
+            "resolved_at": "2026-07-28T10:13:29.210048+00:00",
+            "target_end": "2026-07-27T03:00:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
+        },
+        {
+            "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
+            "task_id": "future-3c40e2b7bc25e042c001",
+            "issued_at": "2026-07-28T07:37:10.465093+00:00",
+            "resolved_at": "2026-07-28T10:13:29.499619+00:00",
+            "target_end": "2026-07-28T09:55:00+00:00",
+            "prediction_length": 36,
+            "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

results/moving_average/all_results.csv CHANGED Viewed

@@ -2,7 +2,7 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5]
 binance_btcusdt_1h_close/1h/short,Moving-Average,1.7441426253434507,1.7552819379276088,nan,nan,0.008667449628054569,nan,nan,1.3206599203971667,nan,nan,0.9845301063631591,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,Moving-Average,0.044791038156368396,0.045366471148876784,nan,nan,0.0024233645276332716,nan,nan,0.21163893346066645,nan,nan,0.13449609782917926,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Moving-Average,33703.3339872141,34919.977384896825,150.98728679575507,1.5919311979035975,0.862092038435816,1.5500551973378933,23.0273565699048,183.58467797508075,1.130215641726378,0.9295339628591026,0.8356046823445622,Finance,1,12
-data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Moving-Average,4.407835548068247e-15,1.12132504091072e-14,nan,nan,nan,nan,nan,6.639153220154094e-08,nan,nan,2.543803079815313e-07,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Moving-Average,9.578202015526527e-15,9.143141084502762e-15,nan,nan,nan,nan,nan,9.786828912128038e-08,nan,nan,2.502171382189061e-07,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,Moving-Average,0.9459504101209099,0.9616574584193138,nan,nan,0.06473533206551767,nan,nan,0.9725998201320571,nan,nan,0.7620807943572839,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,Moving-Average,1.0866296476534978,1.0758783902500517,nan,nan,0.32250135975908806,nan,nan,1.0424152951935701,nan,nan,0.9356691818306275,Ocean,1,60

 binance_btcusdt_1h_close/1h/short,Moving-Average,1.7441426253434507,1.7552819379276088,nan,nan,0.008667449628054569,nan,nan,1.3206599203971667,nan,nan,0.9845301063631591,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,Moving-Average,0.044791038156368396,0.045366471148876784,nan,nan,0.0024233645276332716,nan,nan,0.21163893346066645,nan,nan,0.13449609782917926,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Moving-Average,33703.3339872141,34919.977384896825,150.98728679575507,1.5919311979035975,0.862092038435816,1.5500551973378933,23.0273565699048,183.58467797508075,1.130215641726378,0.9295339628591026,0.8356046823445622,Finance,1,12
+data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Moving-Average,0.8588888675442157,0.8588888335719733,nan,nan,nan,nan,nan,0.9267625734481382,nan,nan,0.2611112342195717,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Moving-Average,9.578202015526527e-15,9.143141084502762e-15,nan,nan,nan,nan,nan,9.786828912128038e-08,nan,nan,2.502171382189061e-07,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,Moving-Average,0.9459504101209099,0.9616574584193138,nan,nan,0.06473533206551767,nan,nan,0.9725998201320571,nan,nan,0.7620807943572839,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,Moving-Average,1.0866296476534978,1.0758783902500517,nan,nan,0.32250135975908806,nan,nan,1.0424152951935701,nan,nan,0.9356691818306275,Ocean,1,60

results/moving_average/online_meta.json CHANGED Viewed

@@ -4,16 +4,25 @@
     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
-    "evaluated_at": "2026-07-28T09:37:43.544487+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-            "task_id": "future-c5ec1d76b761ee79efb2",
-            "issued_at": "2026-07-28T08:27:09.983463+00:00",
-            "resolved_at": "2026-07-28T09:34:43.413035+00:00",
-            "target_end": "2026-07-27T01:10:00+00:00",
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 }

     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
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     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
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+            "issued_at": "2026-07-28T09:34:44.912700+00:00",
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+            "target_end": "2026-07-27T03:00:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
+        },
+        {
+            "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
+            "task_id": "future-3c40e2b7bc25e042c001",
+            "issued_at": "2026-07-28T07:37:10.465093+00:00",
+            "resolved_at": "2026-07-28T10:13:29.567811+00:00",
+            "target_end": "2026-07-28T09:55:00+00:00",
+            "prediction_length": 36,
+            "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

results/online_status.json CHANGED Viewed

@@ -1,23 +1,17 @@
 {
-    "status": "partial",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
-    "started_at": "2026-07-28T10:00:40.639569+00:00",
-    "finished_at": "2026-07-28T10:00:48.147906+00:00",
     "data_source": "ts_bench",
     "data_config": "configs/datasets/ts_bench.yaml",
     "task_count": 4,
-    "issued_tasks": 0,
-    "issued_forecasts": 0,
-    "resolved_forecasts": 0,
     "pending_tasks": 13,
-    "failed_forecasts": [
-        {
-            "model": "Seasonal-Naive",
-            "dataset": "nws_ksfo_observations_temperature/1h/short",
-            "error": "Mean forecast length 10 < 24"
-        }
-    ],
     "models": {
         "Chronos-2": {
             "model": "Chronos-2",
@@ -25,8 +19,27 @@
             "admitted_at": "2026-06-01T00:00:00Z",
             "evaluation_protocol": "issue-now-score-later",
             "metric_version": "livehouse-canonical-v1",
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             "model": "TiRex",
@@ -34,8 +47,27 @@
             "admitted_at": "2026-06-01T00:00:00Z",
             "evaluation_protocol": "issue-now-score-later",
             "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T10:00:45.041214+00:00",
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@@ -43,8 +75,27 @@
             "admitted_at": "2026-06-01T00:00:00Z",
             "evaluation_protocol": "issue-now-score-later",
             "metric_version": "livehouse-canonical-v1",
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         "Toto-1.0": {
             "model": "Toto-1.0",
@@ -52,8 +103,27 @@
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             "evaluation_protocol": "issue-now-score-later",
             "metric_version": "livehouse-canonical-v1",
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@@ -61,8 +131,27 @@
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             "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T10:00:45.041218+00:00",
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         },
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@@ -70,8 +159,27 @@
             "admitted_at": "2026-06-01T00:00:00Z",
             "evaluation_protocol": "issue-now-score-later",
             "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T10:00:45.041219+00:00",
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         "TabPFN-TS": {
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@@ -79,8 +187,27 @@
             "admitted_at": "2026-06-01T00:00:00Z",
             "evaluation_protocol": "issue-now-score-later",
             "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T10:00:45.041220+00:00",
-            "resolved_tasks": []
         },
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             "model": "Sundial",
@@ -88,8 +215,27 @@
             "admitted_at": "2026-06-01T00:00:00Z",
             "evaluation_protocol": "issue-now-score-later",
             "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T10:00:45.041221+00:00",
-            "resolved_tasks": []
         },
         "Moving-Average": {
             "model": "Moving-Average",
@@ -97,8 +243,27 @@
             "admitted_at": "2026-06-01T00:00:00Z",
             "evaluation_protocol": "issue-now-score-later",
             "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T10:00:45.041222+00:00",
-            "resolved_tasks": []
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         "ETS": {
             "model": "ETS",
@@ -106,8 +271,27 @@
             "admitted_at": "2026-06-01T00:00:00Z",
             "evaluation_protocol": "issue-now-score-later",
             "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T10:00:45.041223+00:00",
-            "resolved_tasks": []
         },
         "ARIMA": {
             "model": "ARIMA",
@@ -115,8 +299,27 @@
             "admitted_at": "2026-06-01T00:00:00Z",
             "evaluation_protocol": "issue-now-score-later",
             "metric_version": "livehouse-canonical-v1",
-            "evaluated_at": "2026-07-28T10:00:45.041224+00:00",
-            "resolved_tasks": []
         },
         "Seasonal-Naive": {
             "model": "Seasonal-Naive",
@@ -124,8 +327,27 @@
             "admitted_at": "2026-06-01T00:00:00Z",
             "evaluation_protocol": "issue-now-score-later",
             "metric_version": "livehouse-canonical-v1",
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-            "resolved_tasks": []
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     "skipped_models": [],
@@ -148,7 +370,5 @@
         "live_overall_30d": "aggregates/live_overall_30d.csv",
         "live_metadata": "aggregates/live_metadata.json"
     },
-    "push_status": "ok",
-    "pushed_at": "2026-07-28T10:02:32.812274+00:00",
-    "push_detail": "HF Hub API"
 }

 {
+    "status": "ok",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
+    "started_at": "2026-07-28T10:13:25.082598+00:00",
+    "finished_at": "2026-07-28T10:17:40.027151+00:00",
     "data_source": "ts_bench",
     "data_config": "configs/datasets/ts_bench.yaml",
     "task_count": 4,
+    "issued_tasks": 2,
+    "issued_forecasts": 24,
+    "resolved_forecasts": 24,
     "pending_tasks": 13,
+    "failed_forecasts": [],
     "models": {
         "Chronos-2": {
             "model": "Chronos-2",
             "admitted_at": "2026-06-01T00:00:00Z",
             "evaluation_protocol": "issue-now-score-later",
             "metric_version": "livehouse-canonical-v1",
+            "evaluated_at": "2026-07-28T10:17:34.972784+00:00",
+            "resolved_tasks": [
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+                    "task_id": "future-32b8342f2fc23d74b0fe",
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+                    "resolved_at": "2026-07-28T10:13:29.159741+00:00",
+                    "target_end": "2026-07-27T03:00:00+00:00",
+                    "prediction_length": 12,
+                    "metric_version": "livehouse-canonical-v1"
+                },
+                {
+                    "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
+                    "task_id": "future-3c40e2b7bc25e042c001",
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+                    "target_end": "2026-07-28T09:55:00+00:00",
+                    "prediction_length": 36,
+                    "metric_version": "livehouse-canonical-v1"
+                }
+            ]
         },
         "TiRex": {
             "model": "TiRex",
             "admitted_at": "2026-06-01T00:00:00Z",
             "evaluation_protocol": "issue-now-score-later",
             "metric_version": "livehouse-canonical-v1",
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+            "resolved_tasks": [
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+                    "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
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+                },
+                {
+                    "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
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+                    "metric_version": "livehouse-canonical-v1"
+                }
+            ]
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         "TimesFM-2.5": {
             "model": "TimesFM-2.5",
             "admitted_at": "2026-06-01T00:00:00Z",
             "evaluation_protocol": "issue-now-score-later",
             "metric_version": "livehouse-canonical-v1",
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             "evaluation_protocol": "issue-now-score-later",
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+                    "metric_version": "livehouse-canonical-v1"
+                }
+            ]
         },
         "Moving-Average": {
             "model": "Moving-Average",
             "admitted_at": "2026-06-01T00:00:00Z",
             "evaluation_protocol": "issue-now-score-later",
             "metric_version": "livehouse-canonical-v1",
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         },
         "ETS": {
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             "admitted_at": "2026-06-01T00:00:00Z",
             "evaluation_protocol": "issue-now-score-later",
             "metric_version": "livehouse-canonical-v1",
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+                    "metric_version": "livehouse-canonical-v1"
+                }
+            ]
         },
         "ARIMA": {
             "model": "ARIMA",
             "admitted_at": "2026-06-01T00:00:00Z",
             "evaluation_protocol": "issue-now-score-later",
             "metric_version": "livehouse-canonical-v1",
+            "evaluated_at": "2026-07-28T10:17:35.146220+00:00",
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+}

results/seasonal_naive/all_results.csv CHANGED Viewed

@@ -2,7 +2,7 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5]
 binance_btcusdt_1h_close/1h/short,Seasonal-Naive,3.521962425956076,3.521962425956076,nan,nan,0.012239231604519535,nan,nan,1.8766892193317668,nan,nan,1.1736423953367754,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,Seasonal-Naive,0.423041225920173,0.423041225920173,nan,nan,0.006630019192383367,nan,nan,0.6504161943864659,nan,nan,0.47004627101100765,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,nan,nan,nan,nan,nan,0.0,nan,nan,0.0,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Seasonal-Naive,0.0,0.0,nan,nan,nan,nan,nan,0.0,nan,nan,0.0,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,Seasonal-Naive,0.1220216960389396,0.1220216960389396,nan,nan,0.021531299784153208,nan,nan,0.3493160403401762,nan,nan,0.2254931967218306,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,Seasonal-Naive,1.0894723830299178,1.0894723830299178,nan,nan,0.3254990030310724,nan,nan,1.0437779376045069,nan,nan,0.9435021049397007,Ocean,1,60

 binance_btcusdt_1h_close/1h/short,Seasonal-Naive,3.521962425956076,3.521962425956076,nan,nan,0.012239231604519535,nan,nan,1.8766892193317668,nan,nan,1.1736423953367754,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,Seasonal-Naive,0.423041225920173,0.423041225920173,nan,nan,0.006630019192383367,nan,nan,0.6504161943864659,nan,nan,0.47004627101100765,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,0.8588888656430778,0.8588888656430778,nan,nan,nan,nan,nan,0.9267625724224505,nan,nan,0.261111109620995,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Seasonal-Naive,0.0,0.0,nan,nan,nan,nan,nan,0.0,nan,nan,0.0,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,Seasonal-Naive,0.1220216960389396,0.1220216960389396,nan,nan,0.021531299784153208,nan,nan,0.3493160403401762,nan,nan,0.2254931967218306,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,Seasonal-Naive,1.0894723830299178,1.0894723830299178,nan,nan,0.3254990030310724,nan,nan,1.0437779376045069,nan,nan,0.9435021049397007,Ocean,1,60

results/seasonal_naive/online_meta.json CHANGED Viewed

@@ -4,16 +4,25 @@
     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
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-            "task_id": "future-c5ec1d76b761ee79efb2",
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             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
+    "evaluated_at": "2026-07-28T10:17:35.161487+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
+            "task_id": "future-32b8342f2fc23d74b0fe",
+            "issued_at": "2026-07-28T09:34:44.912700+00:00",
+            "resolved_at": "2026-07-28T10:13:29.248164+00:00",
+            "target_end": "2026-07-27T03:00:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
+        },
+        {
+            "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
+            "task_id": "future-3c40e2b7bc25e042c001",
+            "issued_at": "2026-07-28T07:37:10.465093+00:00",
+            "resolved_at": "2026-07-28T10:13:29.583662+00:00",
+            "target_end": "2026-07-28T09:55:00+00:00",
+            "prediction_length": 36,
+            "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

results/sundial/all_results.csv CHANGED Viewed

@@ -2,8 +2,8 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5]
 binance_btcusdt_1h_close/1h/short,Sundial,1.7146618576285901,1.7036796647957921,nan,nan,0.006376895840082282,nan,nan,1.3094509756491803,nan,nan,0.7002706135306771,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,Sundial,0.020980244564637807,0.0447908708599997,nan,nan,0.0023348485467426807,nan,nan,0.14484558869581707,nan,nan,0.15634843776673438,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Sundial,27047.212071285932,27202.68214463723,143.1162110964457,1.5089426812363538,2.4254864254221506,0.8536544624552972,36.2452386153836,164.4603662627745,1.0124792572257424,0.881076689786568,0.7401326095810744,Finance,1,12
-data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Sundial,4.057055560888484e-15,4.285220463801793e-15,nan,nan,nan,nan,nan,6.369501990649256e-08,nan,nan,5.44387176617369e-08,Climate,1,36
-data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Sundial,4.0661806836187106e-16,4.780136469211803e-16,nan,nan,nan,nan,nan,2.0164772955872104e-08,nan,nan,1.9911831887024313e-08,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,Sundial,0.03484559946889979,0.03321369616330838,nan,nan,0.011084302742851744,nan,nan,0.18666976045653402,nan,nan,0.12063016584599584,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,Sundial,0.6303455365915963,0.6415315188316835,nan,nan,0.20164099259077636,nan,nan,0.7939430310743941,nan,nan,0.5322883490144747,Ocean,1,60
 noaa_ndbc_46013_realtime_wave_height/10min/short,Sundial,1.1304476064801594,1.1426146677625701,nan,nan,0.09235264505865295,nan,nan,1.0632250968069552,nan,nan,0.731749763844937,Ocean,1,72

 binance_btcusdt_1h_close/1h/short,Sundial,1.7146618576285901,1.7036796647957921,nan,nan,0.006376895840082282,nan,nan,1.3094509756491803,nan,nan,0.7002706135306771,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,Sundial,0.020980244564637807,0.0447908708599997,nan,nan,0.0023348485467426807,nan,nan,0.14484558869581707,nan,nan,0.15634843776673438,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Sundial,27047.212071285932,27202.68214463723,143.1162110964457,1.5089426812363538,2.4254864254221506,0.8536544624552972,36.2452386153836,164.4603662627745,1.0124792572257424,0.881076689786568,0.7401326095810744,Finance,1,12
+data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Sundial,0.858888894304227,0.8588889156033064,nan,nan,nan,nan,nan,0.9267625878854988,nan,nan,0.26111115829921516,Climate,1,36
+data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Sundial,4.1828247900984167e-16,5.433799061756219e-16,nan,nan,nan,nan,nan,2.045195538352853e-08,nan,nan,2.037635442762196e-08,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,Sundial,0.03484559946889979,0.03321369616330838,nan,nan,0.011084302742851744,nan,nan,0.18666976045653402,nan,nan,0.12063016584599584,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,Sundial,0.6303455365915963,0.6415315188316835,nan,nan,0.20164099259077636,nan,nan,0.7939430310743941,nan,nan,0.5322883490144747,Ocean,1,60
 noaa_ndbc_46013_realtime_wave_height/10min/short,Sundial,1.1304476064801594,1.1426146677625701,nan,nan,0.09235264505865295,nan,nan,1.0632250968069552,nan,nan,0.731749763844937,Ocean,1,72

results/sundial/online_meta.json CHANGED Viewed

@@ -4,16 +4,25 @@
     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
-    "evaluated_at": "2026-07-28T09:37:43.525162+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-            "task_id": "future-c5ec1d76b761ee79efb2",
-            "issued_at": "2026-07-28T08:27:09.983463+00:00",
-            "resolved_at": "2026-07-28T09:34:43.527560+00:00",
-            "target_end": "2026-07-27T01:10:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
+    "evaluated_at": "2026-07-28T10:17:35.097795+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
+            "task_id": "future-32b8342f2fc23d74b0fe",
+            "issued_at": "2026-07-28T09:34:44.912700+00:00",
+            "resolved_at": "2026-07-28T10:13:29.287048+00:00",
+            "target_end": "2026-07-27T03:00:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
+        },
+        {
+            "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
+            "task_id": "future-3c40e2b7bc25e042c001",
+            "issued_at": "2026-07-28T07:37:10.465093+00:00",
+            "resolved_at": "2026-07-28T10:13:29.596167+00:00",
+            "target_end": "2026-07-28T09:55:00+00:00",
+            "prediction_length": 36,
+            "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

results/tabpfn_ts/all_results.csv CHANGED Viewed

@@ -24,7 +24,7 @@ car_parts/M/short,TabPFN-TS,1.4236728433498649,1.4236728433498649,0.468705652862
 coingecko_bitcoin_7d_price_usd/1h/short,TabPFN-TS,0.09141585747836456,0.09141585747836456,nan,nan,0.003390595242314659,nan,nan,0.3023505539574296,nan,nan,0.2605528443785573,Finance,1,24
 covid_deaths/D/short,TabPFN-TS,582148.6825669118,582148.6825669118,131.52239363470866,39.24224311247435,0.10336535201007536,0.1573858522759746,693.2680572368323,762.9866857074976,0.28707744008204383,0.04948593833338505,0.0410740544263699,Healthcare,1
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,TabPFN-TS,30432.245376910596,30432.245376910596,136.32157135009766,1.4373035437945425,0.7106828034516671,1.1410403944957686,57.4921417517817,174.44840319392608,1.0739693319653159,0.8392463572886636,0.8392463572886636,Finance,1,12
-data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,TabPFN-TS,0.0,0.0,nan,nan,nan,nan,nan,0.0,nan,nan,0.0,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,TabPFN-TS,0.0,0.0,nan,nan,nan,nan,nan,0.0,nan,nan,0.0,Transportation,1,12
 electricity/15T/long,TabPFN-TS,424692.1608811323,424692.1608811323,63.71647982085639,0.9447757940923152,0.1490332890817207,0.13456292517572793,8.252942553633748,651.684095924653,1.028111539984608,0.10052055681683048,0.0806289122434531,Energy,1
 electricity/15T/medium,TabPFN-TS,368464.5532976957,368464.5532976957,58.99590192588996,0.8891286550107368,0.13686671560267977,0.13146080236911156,8.060963797324014,607.0128114773985,1.045944184165752,0.10165587833115326,0.08271194794165343,Energy,1

 coingecko_bitcoin_7d_price_usd/1h/short,TabPFN-TS,0.09141585747836456,0.09141585747836456,nan,nan,0.003390595242314659,nan,nan,0.3023505539574296,nan,nan,0.2605528443785573,Finance,1,24
 covid_deaths/D/short,TabPFN-TS,582148.6825669118,582148.6825669118,131.52239363470866,39.24224311247435,0.10336535201007536,0.1573858522759746,693.2680572368323,762.9866857074976,0.28707744008204383,0.04948593833338505,0.0410740544263699,Healthcare,1
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,TabPFN-TS,30432.245376910596,30432.245376910596,136.32157135009766,1.4373035437945425,0.7106828034516671,1.1410403944957686,57.4921417517817,174.44840319392608,1.0739693319653159,0.8392463572886636,0.8392463572886636,Finance,1,12
+data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,TabPFN-TS,0.8588888656430778,0.8588888656430778,nan,nan,nan,nan,nan,0.9267625724224505,nan,nan,0.261111109620995,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,TabPFN-TS,0.0,0.0,nan,nan,nan,nan,nan,0.0,nan,nan,0.0,Transportation,1,12
 electricity/15T/long,TabPFN-TS,424692.1608811323,424692.1608811323,63.71647982085639,0.9447757940923152,0.1490332890817207,0.13456292517572793,8.252942553633748,651.684095924653,1.028111539984608,0.10052055681683048,0.0806289122434531,Energy,1
 electricity/15T/medium,TabPFN-TS,368464.5532976957,368464.5532976957,58.99590192588996,0.8891286550107368,0.13686671560267977,0.13146080236911156,8.060963797324014,607.0128114773985,1.045944184165752,0.10165587833115326,0.08271194794165343,Energy,1

results/tabpfn_ts/online_meta.json CHANGED Viewed

@@ -4,16 +4,25 @@
     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
-    "evaluated_at": "2026-07-28T09:37:43.483799+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-            "task_id": "future-c5ec1d76b761ee79efb2",
-            "issued_at": "2026-07-28T08:27:09.983463+00:00",
-            "resolved_at": "2026-07-28T09:34:43.553316+00:00",
-            "target_end": "2026-07-27T01:10:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
+    "evaluated_at": "2026-07-28T10:17:35.074443+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
+            "task_id": "future-32b8342f2fc23d74b0fe",
+            "issued_at": "2026-07-28T09:34:44.912700+00:00",
+            "resolved_at": "2026-07-28T10:13:29.311045+00:00",
+            "target_end": "2026-07-27T03:00:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
+        },
+        {
+            "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
+            "task_id": "future-3c40e2b7bc25e042c001",
+            "issued_at": "2026-07-28T07:37:10.465093+00:00",
+            "resolved_at": "2026-07-28T10:13:29.604384+00:00",
+            "target_end": "2026-07-28T09:55:00+00:00",
+            "prediction_length": 36,
+            "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

results/timesfm_2_5/all_results.csv CHANGED Viewed

@@ -2,7 +2,7 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5]
 binance_btcusdt_1h_close/1h/short,TimesFM-2.5,2.544873715422005,2.1763895224570793,nan,nan,0.00733854194735763,nan,nan,1.5952660328051886,nan,nan,0.9400124419879271,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,TimesFM-2.5,0.16431138716961843,0.2840452984238427,nan,nan,0.006365738815062364,nan,nan,0.40535341021091514,nan,nan,0.28603521259581766,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,TimesFM-2.5,28434.715767887308,30940.314541637516,136.81071631113687,1.4424608331286375,0.6894371389934627,1.1431172573156296,43.032391046456816,168.6259640977252,1.0381242287022936,0.8422577158188848,0.7508176845882389,Finance,1,12
-data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,TimesFM-2.5,0.0,0.0,nan,nan,nan,nan,nan,0.0,nan,nan,0.0,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,TimesFM-2.5,0.0,0.0,nan,nan,nan,nan,nan,0.0,nan,nan,0.0,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,TimesFM-2.5,0.07100583795216671,0.11015231373309131,nan,nan,0.017946478614699196,nan,nan,0.2664692063863416,nan,nan,0.19077303156426317,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,TimesFM-2.5,0.31630824211719416,0.3983499143915603,nan,nan,0.15781363805703894,nan,nan,0.562412875134624,nan,nan,0.38340921288838214,Ocean,1,60

 binance_btcusdt_1h_close/1h/short,TimesFM-2.5,2.544873715422005,2.1763895224570793,nan,nan,0.00733854194735763,nan,nan,1.5952660328051886,nan,nan,0.9400124419879271,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,TimesFM-2.5,0.16431138716961843,0.2840452984238427,nan,nan,0.006365738815062364,nan,nan,0.40535341021091514,nan,nan,0.28603521259581766,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,TimesFM-2.5,28434.715767887308,30940.314541637516,136.81071631113687,1.4424608331286375,0.6894371389934627,1.1431172573156296,43.032391046456816,168.6259640977252,1.0381242287022936,0.8422577158188848,0.7508176845882389,Finance,1,12
+data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,TimesFM-2.5,0.8588888656430778,0.8588888656430778,nan,nan,nan,nan,nan,0.9267625724224505,nan,nan,0.261111109620995,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,TimesFM-2.5,0.0,0.0,nan,nan,nan,nan,nan,0.0,nan,nan,0.0,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,TimesFM-2.5,0.07100583795216671,0.11015231373309131,nan,nan,0.017946478614699196,nan,nan,0.2664692063863416,nan,nan,0.19077303156426317,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,TimesFM-2.5,0.31630824211719416,0.3983499143915603,nan,nan,0.15781363805703894,nan,nan,0.562412875134624,nan,nan,0.38340921288838214,Ocean,1,60

results/timesfm_2_5/online_meta.json CHANGED Viewed

@@ -4,16 +4,25 @@
     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
-    "evaluated_at": "2026-07-28T09:37:43.412164+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-            "task_id": "future-c5ec1d76b761ee79efb2",
-            "issued_at": "2026-07-28T08:27:09.983463+00:00",
-            "resolved_at": "2026-07-28T09:34:43.581812+00:00",
-            "target_end": "2026-07-27T01:10:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
+    "evaluated_at": "2026-07-28T10:17:34.989974+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
+            "task_id": "future-32b8342f2fc23d74b0fe",
+            "issued_at": "2026-07-28T09:34:44.912700+00:00",
+            "resolved_at": "2026-07-28T10:13:29.334950+00:00",
+            "target_end": "2026-07-27T03:00:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
+        },
+        {
+            "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
+            "task_id": "future-3c40e2b7bc25e042c001",
+            "issued_at": "2026-07-28T07:37:10.465093+00:00",
+            "resolved_at": "2026-07-28T10:13:29.617630+00:00",
+            "target_end": "2026-07-28T09:55:00+00:00",
+            "prediction_length": 36,
+            "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

results/tirex/all_results.csv CHANGED Viewed

@@ -2,7 +2,7 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5]
 binance_btcusdt_1h_close/1h/short,TiRex,2.087906100572246,2.087906100572246,nan,nan,0.0068809305332304125,nan,nan,1.4449588577437926,nan,nan,0.761612187720635,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,TiRex,0.3044911716818759,0.3044911716818759,nan,nan,0.006462456928120581,nan,nan,0.5518071870516692,nan,nan,0.43965609435457953,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,TiRex,26189.183511279563,26189.183511279563,125.3613642056783,1.321744836442649,0.6820653407770266,0.984424218821475,18.101060665387852,161.83072486792972,0.9962902055610486,0.7717712406949717,0.6145704862690891,Finance,1,12
-data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,TiRex,5.906315718058047e-17,5.906315718058047e-17,nan,nan,nan,nan,nan,7.685255830522526e-09,nan,nan,4.1680416340218845e-09,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,TiRex,2.0440368407041843e-18,2.0440368407041843e-18,nan,nan,nan,nan,nan,1.4296981641955705e-09,nan,nan,1.39774869271451e-09,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,TiRex,0.05985578794791759,0.05985578794791759,nan,nan,0.0143261346056855,nan,nan,0.24465442556372774,nan,nan,0.1846692716488146,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,TiRex,0.04088648413395527,0.04088648413395527,nan,nan,0.0637032874884219,nan,nan,0.202204065572271,nan,nan,0.17836055668912598,Ocean,1,60

 binance_btcusdt_1h_close/1h/short,TiRex,2.087906100572246,2.087906100572246,nan,nan,0.0068809305332304125,nan,nan,1.4449588577437926,nan,nan,0.761612187720635,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,TiRex,0.3044911716818759,0.3044911716818759,nan,nan,0.006462456928120581,nan,nan,0.5518071870516692,nan,nan,0.43965609435457953,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,TiRex,26189.183511279563,26189.183511279563,125.3613642056783,1.321744836442649,0.6820653407770266,0.984424218821475,18.101060665387852,161.83072486792972,0.9962902055610486,0.7717712406949717,0.6145704862690891,Finance,1,12
+data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,TiRex,0.8588888644008179,0.8588888644008179,nan,nan,nan,nan,nan,0.9267625717522358,nan,nan,0.26111111296807865,Climate,1,36
 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,TiRex,2.0440368407041843e-18,2.0440368407041843e-18,nan,nan,nan,nan,nan,1.4296981641955705e-09,nan,nan,1.39774869271451e-09,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,TiRex,0.05985578794791759,0.05985578794791759,nan,nan,0.0143261346056855,nan,nan,0.24465442556372774,nan,nan,0.1846692716488146,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,TiRex,0.04088648413395527,0.04088648413395527,nan,nan,0.0637032874884219,nan,nan,0.202204065572271,nan,nan,0.17836055668912598,Ocean,1,60

results/tirex/online_meta.json CHANGED Viewed

@@ -4,16 +4,25 @@
     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
-    "evaluated_at": "2026-07-28T09:37:43.410172+00:00",
     "resolved_tasks": [
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-            "task_id": "future-c5ec1d76b761ee79efb2",
-            "issued_at": "2026-07-28T08:27:09.983463+00:00",
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-            "target_end": "2026-07-27T01:10:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
+    "evaluated_at": "2026-07-28T10:17:34.986315+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
+            "task_id": "future-32b8342f2fc23d74b0fe",
+            "issued_at": "2026-07-28T09:34:44.912700+00:00",
+            "resolved_at": "2026-07-28T10:13:29.363100+00:00",
+            "target_end": "2026-07-27T03:00:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
+        },
+        {
+            "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
+            "task_id": "future-3c40e2b7bc25e042c001",
+            "issued_at": "2026-07-28T07:37:10.465093+00:00",
+            "resolved_at": "2026-07-28T10:13:29.635744+00:00",
+            "target_end": "2026-07-28T09:55:00+00:00",
+            "prediction_length": 36,
+            "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

results/toto_1_0/all_results.csv CHANGED Viewed

@@ -2,8 +2,8 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5]
 binance_btcusdt_1h_close/1h/short,Toto-1.0,4.477663680103048,2.0890328378534413,nan,nan,0.007563984230316922,nan,nan,2.1160490731793176,nan,nan,0.7883107617770067,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,Toto-1.0,1.2672091214948127,0.013642740360327242,nan,nan,0.0013252159503021489,nan,nan,1.1257038338278913,nan,nan,0.23265817163880909,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Toto-1.0,23019.0460822337,26241.382774419122,124.61535914738973,1.313879348219856,0.6257435399486769,0.9697879270582787,13.780075922721792,151.7202889604212,0.9340465971435247,0.767178555755332,0.6004176198191844,Finance,1,12
-data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Toto-1.0,0.895843359303936,7.0931951580346935e-09,nan,nan,nan,nan,nan,0.946490020710169,nan,nan,0.00028380965198569654,Climate,1,36
-data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Toto-1.0,0.0896547858495535,7.022367549137586e-09,nan,nan,nan,nan,nan,0.2994240902959438,nan,nan,0.0002831941357120134,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,Toto-1.0,0.14581109734968253,0.10758165581966579,nan,nan,0.019716449559055497,nan,nan,0.3818521930664829,nan,nan,0.23765672698505458,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,Toto-1.0,0.1922552346989179,0.0207485223913015,nan,nan,0.038427529676929355,nan,nan,0.43846919469777795,nan,nan,0.18244261514970586,Ocean,1,60
 noaa_ndbc_46013_realtime_wave_height/10min/short,Toto-1.0,2.554995718742831,1.2207269681748636,nan,nan,0.10368288653439751,nan,nan,1.5984353971126988,nan,nan,0.8256745826761597,Ocean,1,72

 binance_btcusdt_1h_close/1h/short,Toto-1.0,4.477663680103048,2.0890328378534413,nan,nan,0.007563984230316922,nan,nan,2.1160490731793176,nan,nan,0.7883107617770067,Finance,1,24
 coingecko_bitcoin_7d_price_usd/1h/short,Toto-1.0,1.2672091214948127,0.013642740360327242,nan,nan,0.0013252159503021489,nan,nan,1.1257038338278913,nan,nan,0.23265817163880909,Finance,1,24
 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Toto-1.0,23019.0460822337,26241.382774419122,124.61535914738973,1.313879348219856,0.6257435399486769,0.9697879270582787,13.780075922721792,151.7202889604212,0.9340465971435247,0.767178555755332,0.6004176198191844,Finance,1,12
+data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Toto-1.0,5.2070346013833895,0.8589046526404256,nan,nan,nan,nan,nan,2.2818927672840785,nan,nan,0.2612795014341266,Climate,1,36
+data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Toto-1.0,0.6317655961641223,5.044081089361283e-09,nan,nan,nan,nan,nan,0.7948368361897442,nan,nan,0.00027469023531870735,Transportation,1,12
 nasa_power_shanghai_hourly_T2M/1h/short,Toto-1.0,0.14581109734968253,0.10758165581966579,nan,nan,0.019716449559055497,nan,nan,0.3818521930664829,nan,nan,0.23765672698505458,Weather,1,24
 noaa_coops_sf_water_level_water_level/6min/short,Toto-1.0,0.1922552346989179,0.0207485223913015,nan,nan,0.038427529676929355,nan,nan,0.43846919469777795,nan,nan,0.18244261514970586,Ocean,1,60
 noaa_ndbc_46013_realtime_wave_height/10min/short,Toto-1.0,2.554995718742831,1.2207269681748636,nan,nan,0.10368288653439751,nan,nan,1.5984353971126988,nan,nan,0.8256745826761597,Ocean,1,72

results/toto_1_0/online_meta.json CHANGED Viewed

@@ -4,16 +4,25 @@
     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
-    "evaluated_at": "2026-07-28T09:37:43.418113+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
-            "task_id": "future-c5ec1d76b761ee79efb2",
-            "issued_at": "2026-07-28T08:27:09.983463+00:00",
-            "resolved_at": "2026-07-28T09:34:43.657634+00:00",
-            "target_end": "2026-07-27T01:10:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
         }
     ]
 }

     "admitted_at": "2026-06-01T00:00:00Z",
     "evaluation_protocol": "issue-now-score-later",
     "metric_version": "livehouse-canonical-v1",
+    "evaluated_at": "2026-07-28T10:17:34.991817+00:00",
     "resolved_tasks": [
         {
             "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short",
+            "task_id": "future-32b8342f2fc23d74b0fe",
+            "issued_at": "2026-07-28T09:34:44.912700+00:00",
+            "resolved_at": "2026-07-28T10:13:29.377010+00:00",
+            "target_end": "2026-07-27T03:00:00+00:00",
             "prediction_length": 12,
             "metric_version": "livehouse-canonical-v1"
+        },
+        {
+            "dataset": "data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short",
+            "task_id": "future-3c40e2b7bc25e042c001",
+            "issued_at": "2026-07-28T07:37:10.465093+00:00",
+            "resolved_at": "2026-07-28T10:13:29.657747+00:00",
+            "target_end": "2026-07-28T09:55:00+00:00",
+            "prediction_length": 36,
+            "metric_version": "livehouse-canonical-v1"
         }
     ]
 }