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| dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates | |
| bitbrains_fast_storage/5T/short,Seasonal_Naive,5400000.0,5400000.0,346.0,1.14,5.93,0.476,31.1,2320.0,7.3,1.09,1.21,Web/CloudOps,2.0 | |
| bitbrains_fast_storage/H/short,Seasonal_Naive,4200000.0,4200000.0,324.0,1.3,4.12,0.313,35.8,2050.0,5.84,0.923,1.08,Web/CloudOps,2.0 | |
| bitbrains_rnd/5T/short,Seasonal_Naive,3410000.0,3410000.0,211.0,1.97,3.05,0.384,74.4,1850.0,7.55,0.862,1.1,Web/CloudOps,2.0 | |
| bitbrains_rnd/H/short,Seasonal_Naive,3710000.0,3710000.0,254.0,6.04,4.79,0.361,223.0,1930.0,8.43,1.11,1.3,Web/CloudOps,2.0 | |
| bizitobs_application/10S/short,Seasonal_Naive,3940000.0,3940000.0,1050.0,2.24,0.0341,0.0348,26.7,1980.0,0.0765,0.0407,0.0348,Web/CloudOps,2.0 | |
| bizitobs_l2c/5T/short,Seasonal_Naive,174.0,174.0,9.69,0.986,0.426,0.507,7.25,13.2,0.453,0.333,0.262,Web/CloudOps,7.0 | |
| bizitobs_l2c/H/short,Seasonal_Naive,282.0,282.0,12.5,1.21,1.36,1.14,8.5,16.8,0.905,0.675,0.536,Web/CloudOps,7.0 | |
| bizitobs_service/10S/short,Seasonal_Naive,73500.0,73500.0,55.1,1.23,0.0824,0.0755,16.4,271.0,0.201,0.0408,0.04,Web/CloudOps,2.0 | |
| car_parts/M/short,Seasonal_Naive,2.5,2.5,0.667,1.2,0.854,1.68,20.4,1.58,3.79,1.6,1.72,Sales,1.0 | |
| covid_deaths/D/short,Seasonal_Naive,4440000.0,4440000.0,354.0,46.9,0.133,0.178,1390.0,2110.0,0.792,0.133,0.125,Healthcare,1.0 | |
| electricity/15T/short,Seasonal_Naive,367000.0,367000.0,94.2,1.72,0.302,0.23,27.0,606.0,1.19,0.186,0.165,Energy,1.0 | |
| electricity/D/short,Seasonal_Naive,4110000000.0,4110000000.0,6960.0,1.99,0.605,0.136,33.8,64100.0,1.05,0.114,0.122,Energy,1.0 | |
| electricity/H/short,Seasonal_Naive,2890000.0,2890000.0,248.0,1.36,0.363,0.165,18.0,1700.0,0.802,0.117,0.109,Energy,1.0 | |
| electricity/W/short,Seasonal_Naive,317000000000.0,317000000000.0,56600.0,2.09,0.286,0.12,18.0,563000.0,1.29,0.129,0.0989,Energy,1.0 | |
| ett1/15T/short,Seasonal_Naive,8.78,8.78,1.49,0.934,0.633,0.306,8.44,2.96,0.56,0.283,0.241,Energy,7.0 | |
| ett1/D/short,Seasonal_Naive,58000.0,58000.0,155.0,1.78,1.16,0.516,34.2,241.0,0.632,0.407,0.515,Energy,7.0 | |
| ett1/H/short,Seasonal_Naive,141.0,141.0,5.82,0.977,0.57,0.287,10.2,11.9,0.555,0.272,0.25,Energy,7.0 | |
| ett1/W/short,Seasonal_Naive,1570000.0,1570000.0,970.0,1.77,0.615,0.625,17.8,1250.0,0.499,0.386,0.338,Energy,7.0 | |
| ett2/15T/short,Seasonal_Naive,14.6,14.6,2.53,1.07,0.153,0.17,8.53,3.82,0.182,0.12,0.0964,Energy,7.0 | |
| ett2/D/short,Seasonal_Naive,123000.0,123000.0,212.0,1.39,0.471,0.142,48.0,351.0,0.201,0.121,0.205,Energy,7.0 | |
| ett2/H/short,Seasonal_Naive,152.0,152.0,7.97,0.923,0.145,0.137,11.5,12.3,0.156,0.101,0.0941,Energy,7.0 | |
| ett2/W/short,Seasonal_Naive,4690000.0,4690000.0,1320.0,0.779,0.122,0.127,23.0,2170.0,0.182,0.111,0.169,Energy,7.0 | |
| hierarchical_sales/D/short,Seasonal_Naive,59.0,59.0,3.45,1.13,1.22,1.19,40.8,7.68,2.36,1.06,2.36,Sales,1.0 | |
| hierarchical_sales/W/short,Seasonal_Naive,1050.0,1050.0,13.6,1.03,0.95,0.58,20.6,32.3,1.48,0.623,1.03,Sales,1.0 | |
| hospital/M/short,Seasonal_Naive,3460.0,3460.0,20.0,0.921,0.233,0.21,6.6,58.9,0.214,0.0726,0.0625,Healthcare,1.0 | |
| jena_weather/10T/short,Seasonal_Naive,1990.0,1990.0,10.6,0.743,0.877,0.394,20.7,44.6,0.277,0.0656,0.155,Nature,21.0 | |
| jena_weather/D/short,Seasonal_Naive,634.0,634.0,13.1,1.57,1.77,0.485,45.4,25.2,0.152,0.0791,0.297,Nature,21.0 | |
| jena_weather/H/short,Seasonal_Naive,1940.0,1940.0,11.0,0.723,1.13,0.401,19.8,44.1,0.27,0.0676,0.173,Nature,21.0 | |
| kdd_cup_2018/D/short,Seasonal_Naive,3180.0,3180.0,23.9,1.5,0.589,0.572,35.5,56.4,1.26,0.535,0.888,Nature,1.0 | |
| kdd_cup_2018/H/short,Seasonal_Naive,5620.0,5620.0,32.2,1.34,1.42,0.665,12.1,74.9,1.57,0.675,0.559,Nature,1.0 | |
| loop_seattle/5T/short,Seasonal_Naive,76.3,76.3,4.81,0.762,0.13,0.102,9.64,8.73,0.15,0.0824,0.0808,Transport,1.0 | |
| loop_seattle/D/short,Seasonal_Naive,58.7,58.7,5.94,1.73,0.111,0.107,32.0,7.66,0.137,0.106,0.131,Transport,1.0 | |
| loop_seattle/H/short,Seasonal_Naive,126.0,126.0,6.35,1.29,0.171,0.142,14.4,11.2,0.198,0.112,0.108,Transport,1.0 | |
| m_dense/D/short,Seasonal_Naive,39900.0,39900.0,118.0,1.67,0.253,0.256,34.1,200.0,0.346,0.205,0.294,Transport,1.0 | |
| m_dense/H/short,Seasonal_Naive,146000.0,146000.0,180.0,1.49,0.54,0.391,14.1,382.0,0.677,0.32,0.281,Transport,1.0 | |
| m4_daily/D/short,Seasonal_Naive,498000.0,498000.0,181.0,3.28,0.0422,0.0305,36.5,705.0,0.109,0.0279,0.0265,Econ/Fin,1.0 | |
| m4_hourly/H/short,Seasonal_Naive,3610000.0,3610000.0,354.0,1.19,0.156,0.139,10.0,1900.0,0.26,0.0483,0.0395,Econ/Fin,1.0 | |
| m4_monthly/M/short,Seasonal_Naive,2650000.0,2650000.0,700.0,1.26,0.192,0.16,11.1,1630.0,0.339,0.146,0.126,Econ/Fin,1.0 | |
| m4_quarterly/Q-DEC/short,Seasonal_Naive,2490000.0,2490000.0,709.0,1.6,0.142,0.125,12.6,1580.0,0.264,0.119,0.0992,Econ/Fin,1.0 | |
| m4_weekly/W-SUN/short,Seasonal_Naive,454000.0,454000.0,348.0,2.78,0.0894,0.0916,31.2,673.0,0.123,0.0634,0.0727,Econ/Fin,1.0 | |
| m4_yearly/A-DEC/short,Seasonal_Naive,4070000.0,4070000.0,1010.0,3.97,0.175,0.164,47.0,2020.0,0.324,0.162,0.138,Econ/Fin,1.0 | |
| restaurant/D/short,Seasonal_Naive,274.0,274.0,10.7,1.01,0.944,0.556,30.2,16.6,0.757,0.49,0.907,Sales,1.0 | |
| saugeen/D/short,Seasonal_Naive,995.0,995.0,15.4,3.41,0.471,0.424,77.2,31.5,1.02,0.498,0.754,Nature,1.0 | |
| saugeen/M/short,Seasonal_Naive,714.0,714.0,16.7,0.976,0.497,0.442,10.6,26.7,0.802,0.5,0.445,Nature,1.0 | |
| saugeen/W/short,Seasonal_Naive,1800.0,1800.0,24.6,1.99,0.824,0.558,30.4,42.4,1.28,0.741,0.855,Nature,1.0 | |
| solar/10T/short,Seasonal_Naive,37.9,37.9,2.53,1.11,4.4,0.925,18.8,6.16,1.79,0.735,0.86,Energy,1.0 | |
| solar/D/short,Seasonal_Naive,182000.0,182000.0,295.0,1.16,1.15,0.498,32.8,426.0,0.616,0.426,0.757,Energy,1.0 | |
| solar/H/short,Seasonal_Naive,1010.0,1010.0,12.3,0.952,3.87,0.62,16.6,31.8,1.17,0.453,0.628,Energy,1.0 | |
| solar/W/short,Seasonal_Naive,2810000.0,2810000.0,1340.0,1.47,0.309,0.253,16.1,1680.0,0.342,0.274,0.236,Energy,1.0 | |
| sz_taxi/15T/short,Seasonal_Naive,31.2,31.2,3.82,0.764,1310000000000.0,0.538,7.06,5.59,0.523,0.357,0.309,Transport,1.0 | |
| sz_taxi/H/short,Seasonal_Naive,12.0,12.0,2.43,0.738,1.55,0.385,9.27,3.47,0.323,0.226,0.229,Transport,1.0 | |
| temperature_rain/D/short,Seasonal_Naive,311.0,311.0,7.89,2.01,97.0,1.33,61.8,17.6,2.07,0.929,1.63,Nature,1.0 | |
| us_births/D/short,Seasonal_Naive,2860000.0,2860000.0,1270.0,1.86,0.125,0.123,32.8,1690.0,0.158,0.119,0.144,Healthcare,1.0 | |
| us_births/M/short,Seasonal_Naive,74200000.0,74200000.0,6700.0,0.761,0.0206,0.021,5.65,8610.0,0.0267,0.0208,0.0168,Healthcare,1.0 | |
| us_births/W/short,Seasonal_Naive,5290000.0,5290000.0,1720.0,1.56,0.0232,0.0232,17.0,2300.0,0.0312,0.0234,0.0216,Healthcare,1.0 | |
| bitbrains_fast_storage/5T/medium,Seasonal_Naive,5190000.0,5190000.0,333.0,1.22,5.77,0.452,39.1,2280.0,6.92,1.01,1.27,Web/CloudOps,2.0 | |
| bitbrains_rnd/5T/medium,Seasonal_Naive,3270000.0,3270000.0,205.0,4.54,2.75,0.392,183.0,1810.0,7.61,0.862,1.26,Web/CloudOps,2.0 | |
| bizitobs_application/10S/medium,Seasonal_Naive,5140000.0,5140000.0,1280.0,2.69,0.0391,0.0399,21.6,2270.0,0.0891,0.0501,0.0419,Web/CloudOps,2.0 | |
| bizitobs_l2c/5T/medium,Seasonal_Naive,295.0,295.0,12.9,1.24,0.936,1.17,8.51,17.2,0.903,0.677,0.53,Web/CloudOps,7.0 | |
| bizitobs_l2c/H/medium,Seasonal_Naive,447.0,447.0,15.6,1.65,1.6,1.48,47.1,21.1,1.28,0.946,1.42,Web/CloudOps,7.0 | |
| bizitobs_service/10S/medium,Seasonal_Naive,96500.0,96500.0,63.8,1.32,0.0796,0.0771,17.4,311.0,0.234,0.048,0.0486,Web/CloudOps,2.0 | |
| electricity/15T/medium,Seasonal_Naive,374000.0,374000.0,70.8,1.15,0.215,0.162,14.7,611.0,1.05,0.122,0.124,Energy,1.0 | |
| electricity/H/medium,Seasonal_Naive,8350000.0,8350000.0,308.0,1.39,0.387,0.157,28.7,2890.0,1.13,0.12,0.156,Energy,1.0 | |
| ett1/15T/medium,Seasonal_Naive,12.9,12.9,1.84,1.19,0.908,0.428,14.9,3.59,0.684,0.35,0.352,Energy,7.0 | |
| ett1/H/medium,Seasonal_Naive,205.0,205.0,8.16,1.57,2350000000000.0,0.457,29.9,14.3,0.685,0.391,0.54,Energy,7.0 | |
| ett2/15T/medium,Seasonal_Naive,14.9,14.9,2.48,1.05,0.165,0.19,17.5,3.87,0.206,0.132,0.143,Energy,7.0 | |
| ett2/H/medium,Seasonal_Naive,338.0,338.0,11.5,1.24,0.201,0.198,36.6,18.4,0.248,0.155,0.241,Energy,7.0 | |
| jena_weather/10T/medium,Seasonal_Naive,2570.0,2570.0,12.4,0.716,0.899,0.402,37.5,50.7,0.311,0.0764,0.277,Nature,21.0 | |
| jena_weather/H/medium,Seasonal_Naive,1950.0,1950.0,12.7,0.889,1.7,0.455,61.3,44.2,0.27,0.0775,0.486,Nature,21.0 | |
| kdd_cup_2018/H/medium,Seasonal_Naive,5790.0,5790.0,31.3,1.43,1.64,0.655,30.7,76.1,1.59,0.656,0.949,Nature,1.0 | |
| loop_seattle/5T/medium,Seasonal_Naive,150.0,150.0,7.27,1.15,0.224,0.162,12.3,12.2,0.218,0.129,0.123,Transport,1.0 | |
| loop_seattle/H/medium,Seasonal_Naive,154.0,154.0,7.22,1.48,0.201,0.161,35.8,12.4,0.219,0.128,0.206,Transport,1.0 | |
| m_dense/H/medium,Seasonal_Naive,158000.0,158000.0,189.0,1.57,0.543,0.398,32.6,398.0,0.692,0.329,0.479,Transport,1.0 | |
| solar/10T/medium,Seasonal_Naive,29.2,29.2,2.12,0.927,3.22,0.659,19.5,5.41,1.2,0.47,0.771,Energy,1.0 | |
| solar/H/medium,Seasonal_Naive,993.0,993.0,12.2,0.935,5.24,0.568,43.1,31.5,1.14,0.44,1.27,Energy,1.0 | |
| sz_taxi/15T/medium,Seasonal_Naive,28.9,28.9,3.67,0.713,18900000000000.0,0.517,14.3,5.38,0.501,0.342,0.454,Transport,1.0 | |
| bitbrains_fast_storage/5T/long,Seasonal_Naive,6470000.0,6470000.0,405.0,1.14,6.46,0.503,37.2,2540.0,6.72,1.07,1.29,Web/CloudOps,2.0 | |
| bitbrains_rnd/5T/long,Seasonal_Naive,3850000.0,3850000.0,237.0,3.5,3.18,0.403,145.0,1960.0,7.52,0.91,1.29,Web/CloudOps,2.0 | |
| bizitobs_application/10S/long,Seasonal_Naive,1230000000.0,1230000000.0,26000.0,36400.0,538.0,1.03,1310000.0,35000.0,1.35,1.0,0.973,Web/CloudOps,2.0 | |
| bizitobs_l2c/5T/long,Seasonal_Naive,416.0,416.0,15.4,1.45,1.02,1.3,10.4,20.4,1.15,0.862,0.674,Web/CloudOps,7.0 | |
| bizitobs_l2c/H/long,Seasonal_Naive,907.0,907.0,27.0,4.04,5.97,1.11,59.4,30.1,1.84,1.65,1.82,Web/CloudOps,7.0 | |
| bizitobs_service/10S/long,Seasonal_Naive,131000.0,131000.0,75.3,1.37,0.0849,0.0814,19.3,362.0,0.268,0.0558,0.0559,Web/CloudOps,2.0 | |
| electricity/15T/long,Seasonal_Naive,432000.0,432000.0,73.8,1.16,0.2,0.157,17.8,658.0,1.04,0.116,0.129,Energy,1.0 | |
| electricity/H/long,Seasonal_Naive,13500000.0,13500000.0,357.0,1.52,0.361,0.168,34.9,3680.0,1.45,0.141,0.19,Energy,1.0 | |
| ett1/15T/long,Seasonal_Naive,13.0,13.0,1.86,1.19,0.984,0.42,18.7,3.61,0.688,0.354,0.396,Energy,7.0 | |
| ett1/H/long,Seasonal_Naive,199.0,199.0,7.75,1.48,2650000000000.0,0.477,36.6,14.1,0.676,0.371,0.616,Energy,7.0 | |
| ett2/15T/long,Seasonal_Naive,13.7,13.7,2.36,1.01,0.161,0.189,22.2,3.7,0.197,0.126,0.165,Energy,7.0 | |
| ett2/H/long,Seasonal_Naive,259.0,259.0,10.0,1.13,0.19,0.188,45.0,16.1,0.22,0.137,0.287,Energy,7.0 | |
| jena_weather/10T/long,Seasonal_Naive,2040.0,2040.0,11.4,0.761,0.772,0.404,42.1,45.2,0.277,0.07,0.304,Nature,21.0 | |
| jena_weather/H/long,Seasonal_Naive,2710.0,2710.0,15.7,1.27,1.87,0.502,74.9,52.1,0.314,0.0944,0.598,Nature,21.0 | |
| kdd_cup_2018/H/long,Seasonal_Naive,4860.0,4860.0,29.6,1.34,1.35,0.81,37.3,69.7,1.64,0.695,1.25,Nature,1.0 | |
| loop_seattle/5T/long,Seasonal_Naive,172.0,172.0,7.89,1.25,0.23,0.176,13.7,13.1,0.232,0.14,0.137,Transport,1.0 | |
| loop_seattle/H/long,Seasonal_Naive,167.0,167.0,7.51,1.55,0.235,0.164,44.0,12.9,0.231,0.134,0.245,Transport,1.0 | |
| m_dense/H/long,Seasonal_Naive,138000.0,138000.0,176.0,1.48,0.498,0.388,39.9,371.0,0.642,0.304,0.552,Transport,1.0 | |
| solar/10T/long,Seasonal_Naive,26.9,26.9,2.0,0.871,2.31,0.66,21.6,5.19,1.12,0.431,0.786,Energy,1.0 | |
| solar/H/long,Seasonal_Naive,1160.0,1160.0,14.0,1.07,5.33,0.712,52.7,34.1,1.18,0.485,1.47,Energy,1.0 | |
| sz_taxi/15T/long,Seasonal_Naive,28.5,28.5,3.68,0.691,3280000000000.0,0.522,18.0,5.34,0.494,0.341,0.554,Transport,1.0 | |