--- annotations_creators: - no-annotation license: other source_datasets: - original task_categories: - time-series-forecasting task_ids: - univariate-time-series-forecasting - multivariate-time-series-forecasting dataset_info: - config_name: ETT_15T features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: HUFL sequence: float32 - name: HULL sequence: float32 - name: MUFL sequence: float32 - name: MULL sequence: float32 - name: LUFL sequence: float32 - name: LULL sequence: float32 - name: OT sequence: float32 splits: - name: train num_bytes: 5017042 num_examples: 2 download_size: 1964373 dataset_size: 5017042 - config_name: ETT_1H features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: HUFL sequence: float32 - name: HULL sequence: float32 - name: MUFL sequence: float32 - name: MULL sequence: float32 - name: LUFL sequence: float32 - name: LULL sequence: float32 - name: OT sequence: float32 splits: - name: train num_bytes: 1254322 num_examples: 2 download_size: 531145 dataset_size: 1254322 - config_name: ETTh features: - name: id dtype: string - name: timestamp sequence: timestamp[ns] - name: HUFL sequence: float64 - name: HULL sequence: float64 - name: MUFL sequence: float64 - name: MULL sequence: float64 - name: LUFL sequence: float64 - name: LULL sequence: float64 - name: OT sequence: float64 splits: - name: train num_bytes: 2229842 num_examples: 2 download_size: 569100 dataset_size: 2229842 - config_name: LOOP_SEATTLE_1D features: - name: target sequence: float32 - name: id dtype: string - name: timestamp sequence: timestamp[ms] splits: - name: train num_bytes: 1419475 num_examples: 323 download_size: 750221 dataset_size: 1419475 - config_name: LOOP_SEATTLE_1H features: - name: target sequence: float32 - name: id dtype: string - name: timestamp sequence: timestamp[ms] splits: - name: train num_bytes: 33958495 num_examples: 323 download_size: 16373920 dataset_size: 33958495 - config_name: LOOP_SEATTLE_5T features: - name: target sequence: float32 - name: id dtype: string - name: timestamp sequence: timestamp[ms] splits: - name: train num_bytes: 407449855 num_examples: 323 download_size: 209147833 dataset_size: 407449855 - config_name: M_DENSE_1D features: - name: target sequence: float32 - name: id dtype: string - name: timestamp sequence: timestamp[ms] splits: - name: train num_bytes: 263210 num_examples: 30 download_size: 132084 dataset_size: 263210 - config_name: M_DENSE_1H features: - name: target sequence: float32 - name: id dtype: string - name: timestamp sequence: timestamp[ms] splits: - name: train num_bytes: 6307610 num_examples: 30 download_size: 2055774 dataset_size: 6307610 - config_name: SZ_TAXI_15T features: - name: target sequence: float32 - name: id dtype: string - name: timestamp sequence: timestamp[ms] splits: - name: train num_bytes: 5573777 num_examples: 156 download_size: 2632475 dataset_size: 5573777 - config_name: SZ_TAXI_1H features: - name: target sequence: float32 - name: id dtype: string - name: timestamp sequence: timestamp[ms] splits: - name: train num_bytes: 1395473 num_examples: 156 download_size: 728438 dataset_size: 1395473 - config_name: beijing_air_quality features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: target_0 sequence: float32 - name: target_1 sequence: float32 - name: target_2 sequence: float32 - name: target_3 sequence: float32 - name: target_4 sequence: float32 - name: target_5 sequence: float32 - name: target_6 sequence: float32 - name: target_7 sequence: float32 - name: target_8 sequence: float32 - name: target_9 sequence: float32 - name: target_10 sequence: float32 splits: - name: train num_bytes: 21880997 num_examples: 12 download_size: 6008430 dataset_size: 21880997 - config_name: bizitobs_l2c features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: target_0 sequence: float32 - name: target_1 sequence: float32 - name: target_2 sequence: float32 - name: target_3 sequence: float32 - name: target_4 sequence: float32 - name: target_5 sequence: float32 - name: target_6 sequence: float32 splits: - name: train num_bytes: 95943 num_examples: 1 download_size: 60364 dataset_size: 95943 - config_name: boomlet_1062 features: - name: id dtype: string - name: type dtype: string - name: Application Usage dtype: float32 - name: Infrastructure dtype: float32 - name: Database dtype: float32 - name: Networking dtype: float32 - name: Security dtype: float32 - name: timestamp sequence: timestamp[ms] - name: target_0 sequence: float32 - name: target_1 sequence: float32 - name: target_2 sequence: float32 - name: target_3 sequence: float32 - name: target_4 sequence: float32 - name: target_5 sequence: float32 - name: target_6 sequence: float32 - name: target_7 sequence: float32 - name: target_8 sequence: float32 - name: target_9 sequence: float32 - name: target_10 sequence: float32 - name: target_11 sequence: float32 - name: target_12 sequence: float32 - name: target_13 sequence: float32 - name: target_14 sequence: float32 - name: target_15 sequence: float32 - name: target_16 sequence: float32 - name: target_17 sequence: float32 - name: target_18 sequence: float32 - name: target_19 sequence: float32 - name: target_20 sequence: float32 splits: - name: train num_bytes: 1507449 num_examples: 1 download_size: 591056 dataset_size: 1507449 - config_name: boomlet_1209 features: - name: id dtype: string - name: type dtype: string - name: Application Usage dtype: float32 - name: Infrastructure dtype: float32 - name: Database dtype: float32 - name: Networking dtype: float32 - name: Security dtype: float32 - name: timestamp sequence: timestamp[ms] - name: target_0 sequence: float32 - name: target_1 sequence: float32 - name: target_2 sequence: float32 - name: target_3 sequence: float32 - name: target_4 sequence: float32 - name: target_5 sequence: float32 - name: target_6 sequence: float32 - name: target_7 sequence: float32 - name: target_8 sequence: float32 - name: target_9 sequence: float32 - name: target_10 sequence: float32 - name: target_11 sequence: float32 - name: target_12 sequence: float32 - name: target_13 sequence: float32 - name: target_14 sequence: float32 - name: target_15 sequence: float32 - name: target_16 sequence: float32 - name: target_17 sequence: float32 - name: target_18 sequence: float32 - name: target_19 sequence: float32 - name: target_20 sequence: float32 - name: target_21 sequence: float32 - name: target_22 sequence: float32 - name: target_23 sequence: float32 - name: target_24 sequence: float32 - name: target_25 sequence: float32 - name: target_26 sequence: float32 - name: target_27 sequence: float32 - name: target_28 sequence: float32 - name: target_29 sequence: float32 - name: target_30 sequence: float32 - name: target_31 sequence: float32 - name: target_32 sequence: float32 - name: target_33 sequence: float32 - name: target_34 sequence: float32 - name: target_35 sequence: float32 - name: target_36 sequence: float32 - name: target_37 sequence: float32 - name: target_38 sequence: float32 - name: target_39 sequence: float32 - name: target_40 sequence: float32 - name: target_41 sequence: float32 - name: target_42 sequence: float32 - name: target_43 sequence: float32 - name: target_44 sequence: float32 - name: target_45 sequence: float32 - name: target_46 sequence: float32 - name: target_47 sequence: float32 - name: target_48 sequence: float32 - name: target_49 sequence: float32 - name: target_50 sequence: float32 - name: target_51 sequence: float32 - name: target_52 sequence: float32 splits: - name: train num_bytes: 3604729 num_examples: 1 download_size: 736133 dataset_size: 3604729 - config_name: boomlet_1225 features: - name: id dtype: string - name: type dtype: string - name: Application Usage dtype: float32 - name: Infrastructure dtype: float32 - name: Database dtype: float32 - name: Networking dtype: float32 - name: Security dtype: float32 - name: timestamp sequence: timestamp[ms] - name: target_0 sequence: float32 - name: target_1 sequence: float32 - name: target_2 sequence: float32 - name: target_3 sequence: float32 - name: target_4 sequence: float32 - name: target_5 sequence: float32 - name: target_6 sequence: float32 - name: target_7 sequence: float32 - name: target_8 sequence: float32 - name: target_9 sequence: float32 - name: target_10 sequence: float32 - name: target_11 sequence: float32 - name: target_12 sequence: float32 - name: target_13 sequence: float32 - name: target_14 sequence: float32 - name: target_15 sequence: float32 - name: target_16 sequence: float32 - name: target_17 sequence: float32 - name: target_18 sequence: float32 - name: target_19 sequence: float32 - name: target_20 sequence: float32 - name: target_21 sequence: float32 - name: target_22 sequence: float32 - name: target_23 sequence: float32 - name: target_24 sequence: float32 - name: target_25 sequence: float32 - name: target_26 sequence: float32 - name: target_27 sequence: float32 - name: target_28 sequence: float32 - name: target_29 sequence: float32 - name: target_30 sequence: float32 - name: target_31 sequence: float32 - name: target_32 sequence: float32 - name: target_33 sequence: float32 - name: target_34 sequence: float32 - name: target_35 sequence: float32 - name: target_36 sequence: float32 - name: target_37 sequence: float32 - name: target_38 sequence: float32 - name: target_39 sequence: float32 - name: target_40 sequence: float32 - name: target_41 sequence: float32 - name: target_42 sequence: float32 - name: target_43 sequence: float32 - name: target_44 sequence: float32 - name: target_45 sequence: float32 - name: target_46 sequence: float32 - name: target_47 sequence: float32 - name: target_48 sequence: float32 splits: - name: train num_bytes: 3342569 num_examples: 1 download_size: 4775569 dataset_size: 3342569 - config_name: boomlet_1230 features: - name: id dtype: string - name: type dtype: string - name: Application Usage dtype: float32 - name: Infrastructure dtype: float32 - name: Database dtype: float32 - name: Networking dtype: float32 - name: Security dtype: float32 - name: timestamp sequence: timestamp[ms] - name: target_0 sequence: float32 - name: target_1 sequence: float32 - name: target_2 sequence: float32 - name: target_3 sequence: float32 - name: target_4 sequence: float32 - name: target_5 sequence: float32 - name: target_6 sequence: float32 - name: target_7 sequence: float32 - name: target_8 sequence: float32 - name: target_9 sequence: float32 - name: target_10 sequence: float32 - name: target_11 sequence: float32 - name: target_12 sequence: float32 - name: target_13 sequence: float32 - name: target_14 sequence: float32 - name: target_15 sequence: float32 - name: target_16 sequence: float32 - name: target_17 sequence: float32 - name: target_18 sequence: float32 - name: target_19 sequence: float32 - name: target_20 sequence: float32 - name: target_21 sequence: float32 - name: target_22 sequence: float32 splits: - name: train num_bytes: 1638529 num_examples: 1 download_size: 2311388 dataset_size: 1638529 - config_name: boomlet_1282 features: - name: id dtype: string - name: type dtype: string - name: Application Usage dtype: float32 - name: Infrastructure dtype: float32 - name: Database dtype: float32 - name: Networking dtype: float32 - name: Security dtype: float32 - name: timestamp sequence: timestamp[ms] - name: target_0 sequence: float32 - name: target_1 sequence: float32 - name: target_2 sequence: float32 - name: target_3 sequence: float32 - name: target_4 sequence: float32 - name: target_5 sequence: float32 - name: target_6 sequence: float32 - name: target_7 sequence: float32 - name: target_8 sequence: float32 - name: target_9 sequence: float32 - name: target_10 sequence: float32 - name: target_11 sequence: float32 - name: target_12 sequence: float32 - name: target_13 sequence: float32 - name: target_14 sequence: float32 - name: target_15 sequence: float32 - name: target_16 sequence: float32 - name: target_17 sequence: float32 - name: target_18 sequence: float32 - name: target_19 sequence: float32 - name: target_20 sequence: float32 - name: target_21 sequence: float32 - name: target_22 sequence: float32 - name: target_23 sequence: float32 - name: target_24 sequence: float32 - name: target_25 sequence: float32 - name: target_26 sequence: float32 - name: target_27 sequence: float32 - name: target_28 sequence: float32 - name: target_29 sequence: float32 - name: target_30 sequence: float32 - name: target_31 sequence: float32 - name: target_32 sequence: float32 - name: target_33 sequence: float32 - name: target_34 sequence: float32 splits: - name: train num_bytes: 2425009 num_examples: 1 download_size: 1385189 dataset_size: 2425009 - config_name: boomlet_1487 features: - name: id dtype: string - name: type dtype: string - name: Application Usage dtype: float32 - name: Infrastructure dtype: float32 - name: Database dtype: float32 - name: Networking dtype: float32 - name: Security dtype: float32 - name: timestamp sequence: timestamp[ms] - name: target_0 sequence: float32 - name: target_1 sequence: float32 - name: target_2 sequence: float32 - name: target_3 sequence: float32 - name: target_4 sequence: float32 - name: target_5 sequence: float32 - name: target_6 sequence: float32 - name: target_7 sequence: float32 - name: target_8 sequence: float32 - name: target_9 sequence: float32 - name: target_10 sequence: float32 - name: target_11 sequence: float32 - name: target_12 sequence: float32 - name: target_13 sequence: float32 - name: target_14 sequence: float32 - name: target_15 sequence: float32 - name: target_16 sequence: float32 - name: target_17 sequence: float32 - name: target_18 sequence: float32 - name: target_19 sequence: float32 - name: target_20 sequence: float32 - name: target_21 sequence: float32 - name: target_22 sequence: float32 - name: target_23 sequence: float32 - name: target_24 sequence: float32 - name: target_25 sequence: float32 - name: target_26 sequence: float32 - name: target_27 sequence: float32 - name: target_28 sequence: float32 - name: target_29 sequence: float32 - name: target_30 sequence: float32 - name: target_31 sequence: float32 - name: target_32 sequence: float32 - name: target_33 sequence: float32 - name: target_34 sequence: float32 - name: target_35 sequence: float32 - name: target_36 sequence: float32 - name: target_37 sequence: float32 - name: target_38 sequence: float32 - name: target_39 sequence: float32 - name: target_40 sequence: float32 - name: target_41 sequence: float32 - name: target_42 sequence: float32 - name: target_43 sequence: float32 - name: target_44 sequence: float32 - name: target_45 sequence: float32 - name: target_46 sequence: float32 - name: target_47 sequence: float32 - name: target_48 sequence: float32 - name: target_49 sequence: float32 - name: target_50 sequence: float32 - name: target_51 sequence: float32 - name: target_52 sequence: float32 - name: target_53 sequence: float32 splits: - name: train num_bytes: 3670269 num_examples: 1 download_size: 5251720 dataset_size: 3670269 - config_name: boomlet_1631 features: - name: id dtype: string - name: type dtype: string - name: Application Usage dtype: float32 - name: Infrastructure dtype: float32 - name: Database dtype: float32 - name: Networking dtype: float32 - name: Security dtype: float32 - name: timestamp sequence: timestamp[ms] - name: target_0 sequence: float32 - name: target_1 sequence: float32 - name: target_2 sequence: float32 - name: target_3 sequence: float32 - name: target_4 sequence: float32 - name: target_5 sequence: float32 - name: target_6 sequence: float32 - name: target_7 sequence: float32 - name: target_8 sequence: float32 - name: target_9 sequence: float32 - name: target_10 sequence: float32 - name: target_11 sequence: float32 - name: target_12 sequence: float32 - name: target_13 sequence: float32 - name: target_14 sequence: float32 - name: target_15 sequence: float32 - name: target_16 sequence: float32 - name: target_17 sequence: float32 - name: target_18 sequence: float32 - name: target_19 sequence: float32 - name: target_20 sequence: float32 - name: target_21 sequence: float32 - name: target_22 sequence: float32 - name: target_23 sequence: float32 - name: target_24 sequence: float32 - name: target_25 sequence: float32 - name: target_26 sequence: float32 - name: target_27 sequence: float32 - name: target_28 sequence: float32 - name: target_29 sequence: float32 - name: target_30 sequence: float32 - name: target_31 sequence: float32 - name: target_32 sequence: float32 - name: target_33 sequence: float32 - name: target_34 sequence: float32 - name: target_35 sequence: float32 - name: target_36 sequence: float32 - name: target_37 sequence: float32 - name: target_38 sequence: float32 - name: target_39 sequence: float32 splits: - name: train num_bytes: 1757981 num_examples: 1 download_size: 2517230 dataset_size: 1757981 - config_name: boomlet_1676 features: - name: id dtype: string - name: type dtype: string - name: Application Usage dtype: float32 - name: Infrastructure dtype: float32 - name: Database dtype: float32 - name: Networking dtype: float32 - name: Security dtype: float32 - name: timestamp sequence: timestamp[ms] - name: target_0 sequence: float32 - 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name: Database dtype: float32 - name: Networking dtype: float32 - name: Security dtype: float32 - name: timestamp sequence: timestamp[ms] - name: target_0 sequence: float32 - name: target_1 sequence: float32 - name: target_2 sequence: float32 - name: target_3 sequence: float32 - name: target_4 sequence: float32 - name: target_5 sequence: float32 - name: target_6 sequence: float32 - name: target_7 sequence: float32 - name: target_8 sequence: float32 - name: target_9 sequence: float32 - name: target_10 sequence: float32 - name: target_11 sequence: float32 - name: target_12 sequence: float32 - name: target_13 sequence: float32 - name: target_14 sequence: float32 - name: target_15 sequence: float32 - name: target_16 sequence: float32 - name: target_17 sequence: float32 - name: target_18 sequence: float32 - name: target_19 sequence: float32 - name: target_20 sequence: float32 - name: target_21 sequence: float32 - name: target_22 sequence: float32 - name: target_23 sequence: float32 - name: target_24 sequence: float32 - 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name: target_80 sequence: float32 - name: target_81 sequence: float32 - name: target_82 sequence: float32 - name: target_83 sequence: float32 - name: target_84 sequence: float32 - name: target_85 sequence: float32 - name: target_86 sequence: float32 - name: target_87 sequence: float32 - name: target_88 sequence: float32 - name: target_89 sequence: float32 - name: target_90 sequence: float32 - name: target_91 sequence: float32 - name: target_92 sequence: float32 - name: target_93 sequence: float32 - name: target_94 sequence: float32 - name: target_95 sequence: float32 - name: target_96 sequence: float32 - name: target_97 sequence: float32 - name: target_98 sequence: float32 - name: target_99 sequence: float32 splits: - name: train num_bytes: 2134685 num_examples: 1 download_size: 3046324 dataset_size: 2134685 - config_name: boomlet_285 features: - name: id dtype: string - name: type dtype: string - name: Application Usage dtype: float32 - name: Infrastructure dtype: float32 - name: Database dtype: float32 - name: Networking dtype: float32 - name: Security dtype: float32 - name: timestamp sequence: timestamp[ms] - name: target_0 sequence: float32 - name: target_1 sequence: float32 - name: target_2 sequence: float32 - name: target_3 sequence: float32 - name: target_4 sequence: float32 - name: target_5 sequence: float32 - name: target_6 sequence: float32 - name: target_7 sequence: float32 - name: target_8 sequence: float32 - name: target_9 sequence: float32 - name: target_10 sequence: float32 - name: target_11 sequence: float32 - name: target_12 sequence: float32 - name: target_13 sequence: float32 - name: target_14 sequence: float32 - name: target_15 sequence: float32 - name: target_16 sequence: float32 - name: target_17 sequence: float32 - name: target_18 sequence: float32 - name: target_19 sequence: float32 - name: target_20 sequence: float32 - name: target_21 sequence: float32 - name: target_22 sequence: float32 - name: target_23 sequence: float32 - name: target_24 sequence: float32 - name: target_25 sequence: float32 - name: target_26 sequence: float32 - name: target_27 sequence: float32 - name: target_28 sequence: float32 - name: target_29 sequence: float32 - name: target_30 sequence: float32 - name: target_31 sequence: float32 - name: target_32 sequence: float32 - name: target_33 sequence: float32 - name: target_34 sequence: float32 - name: target_35 sequence: float32 - name: target_36 sequence: float32 - name: target_37 sequence: float32 - name: target_38 sequence: float32 - name: target_39 sequence: float32 - name: target_40 sequence: float32 - name: target_41 sequence: float32 - name: target_42 sequence: float32 - name: target_43 sequence: float32 - name: target_44 sequence: float32 - name: target_45 sequence: float32 - name: target_46 sequence: float32 - name: target_47 sequence: float32 - name: target_48 sequence: float32 - name: target_49 sequence: float32 - name: target_50 sequence: float32 - name: target_51 sequence: float32 - name: target_52 sequence: float32 - name: target_53 sequence: float32 - 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name: Database dtype: float32 - name: Networking dtype: float32 - name: Security dtype: float32 - name: timestamp sequence: timestamp[ms] - name: target_0 sequence: float32 - name: target_1 sequence: float32 - name: target_2 sequence: float32 - name: target_3 sequence: float32 - name: target_4 sequence: float32 - name: target_5 sequence: float32 - name: target_6 sequence: float32 - name: target_7 sequence: float32 - name: target_8 sequence: float32 - name: target_9 sequence: float32 - name: target_10 sequence: float32 - name: target_11 sequence: float32 - name: target_12 sequence: float32 - name: target_13 sequence: float32 - name: target_14 sequence: float32 - name: target_15 sequence: float32 - name: target_16 sequence: float32 - name: target_17 sequence: float32 - name: target_18 sequence: float32 - name: target_19 sequence: float32 - name: target_20 sequence: float32 - name: target_21 sequence: float32 - name: target_22 sequence: float32 - name: target_23 sequence: float32 - name: target_24 sequence: float32 - name: target_25 sequence: float32 - name: target_26 sequence: float32 - name: target_27 sequence: float32 - name: target_28 sequence: float32 - name: target_29 sequence: float32 - name: target_30 sequence: float32 - name: target_31 sequence: float32 - name: target_32 sequence: float32 - name: target_33 sequence: float32 - name: target_34 sequence: float32 - name: target_35 sequence: float32 - name: target_36 sequence: float32 - name: target_37 sequence: float32 - name: target_38 sequence: float32 - name: target_39 sequence: float32 - name: target_40 sequence: float32 - name: target_41 sequence: float32 - name: target_42 sequence: float32 - name: target_43 sequence: float32 - name: target_44 sequence: float32 - name: target_45 sequence: float32 - name: target_46 sequence: float32 - name: target_47 sequence: float32 - name: target_48 sequence: float32 - name: target_49 sequence: float32 - name: target_50 sequence: float32 - name: target_51 sequence: float32 splits: - name: train num_bytes: 3539188 num_examples: 1 download_size: 1288923 dataset_size: 3539188 - config_name: boomlet_772 features: - name: id dtype: string - name: type dtype: string - name: Application Usage dtype: float32 - name: Infrastructure dtype: float32 - name: Database dtype: float32 - name: Networking dtype: float32 - name: Security dtype: float32 - name: timestamp sequence: timestamp[ms] - name: target_0 sequence: float32 - name: target_1 sequence: float32 - name: target_2 sequence: float32 - name: target_3 sequence: float32 - name: target_4 sequence: float32 - name: target_5 sequence: float32 - name: target_6 sequence: float32 - name: target_7 sequence: float32 - name: target_8 sequence: float32 - name: target_9 sequence: float32 - name: target_10 sequence: float32 - name: target_11 sequence: float32 - name: target_12 sequence: float32 - name: target_13 sequence: float32 - name: target_14 sequence: float32 - name: target_15 sequence: float32 - name: target_16 sequence: float32 - name: target_17 sequence: float32 - name: target_18 sequence: float32 - name: target_19 sequence: float32 - name: target_20 sequence: float32 - name: target_21 sequence: float32 - name: target_22 sequence: float32 - name: target_23 sequence: float32 - name: target_24 sequence: float32 - name: target_25 sequence: float32 - name: target_26 sequence: float32 - name: target_27 sequence: float32 - name: target_28 sequence: float32 - name: target_29 sequence: float32 - name: target_30 sequence: float32 - name: target_31 sequence: float32 - name: target_32 sequence: float32 - name: target_33 sequence: float32 - name: target_34 sequence: float32 - name: target_35 sequence: float32 - name: target_36 sequence: float32 - name: target_37 sequence: float32 - name: target_38 sequence: float32 - name: target_39 sequence: float32 - name: target_40 sequence: float32 - name: target_41 sequence: float32 - name: target_42 sequence: float32 - name: target_43 sequence: float32 - name: target_44 sequence: float32 - name: target_45 sequence: float32 - name: target_46 sequence: float32 - name: target_47 sequence: float32 - name: target_48 sequence: float32 - name: target_49 sequence: float32 - name: target_50 sequence: float32 - name: target_51 sequence: float32 - name: target_52 sequence: float32 - name: target_53 sequence: float32 - name: target_54 sequence: float32 - name: target_55 sequence: float32 - name: target_56 sequence: float32 - name: target_57 sequence: float32 - name: target_58 sequence: float32 - name: target_59 sequence: float32 - name: target_60 sequence: float32 - name: target_61 sequence: float32 - name: target_62 sequence: float32 - name: target_63 sequence: float32 - name: target_64 sequence: float32 - name: target_65 sequence: float32 - name: target_66 sequence: float32 splits: - name: train num_bytes: 4522288 num_examples: 1 download_size: 6441908 dataset_size: 4522288 - config_name: boomlet_963 features: - name: id dtype: string - name: type dtype: string - name: Application Usage dtype: float32 - name: Infrastructure dtype: float32 - name: Database dtype: float32 - name: Networking dtype: float32 - name: Security dtype: float32 - name: timestamp sequence: timestamp[ms] - name: target_0 sequence: float32 - name: target_1 sequence: float32 - name: target_2 sequence: float32 - name: target_3 sequence: float32 - name: target_4 sequence: float32 - name: target_5 sequence: float32 - name: target_6 sequence: float32 - name: target_7 sequence: float32 - name: target_8 sequence: float32 - name: target_9 sequence: float32 - name: target_10 sequence: float32 - name: target_11 sequence: float32 - name: target_12 sequence: float32 - name: target_13 sequence: float32 - name: target_14 sequence: float32 - name: target_15 sequence: float32 - name: target_16 sequence: float32 - name: target_17 sequence: float32 - name: target_18 sequence: float32 - name: target_19 sequence: float32 - name: target_20 sequence: float32 - name: target_21 sequence: float32 - name: target_22 sequence: float32 - name: target_23 sequence: float32 - name: target_24 sequence: float32 - name: target_25 sequence: float32 - name: target_26 sequence: float32 - name: target_27 sequence: float32 splits: - name: train num_bytes: 1966228 num_examples: 1 download_size: 2429520 dataset_size: 1966228 - config_name: cdc_fluview_ilinet features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: target_0 sequence: float32 - name: target_1 sequence: float32 - name: target_2 sequence: float32 - name: target_3 sequence: float32 - name: target_4 sequence: float32 splits: - name: train num_bytes: 1792609 num_examples: 75 download_size: 1061486 dataset_size: 1792609 - config_name: ecdc_ili features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: target sequence: float32 splits: - name: train num_bytes: 58040 num_examples: 25 download_size: 17857 dataset_size: 58040 - config_name: epf_be features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: target sequence: float32 - name: Generation forecast sequence: float32 - name: System load forecast sequence: float32 splits: - name: train num_bytes: 1048342 num_examples: 1 download_size: 925571 dataset_size: 1048342 - config_name: epf_de features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: target sequence: float32 - name: Ampirion Load Forecast sequence: float32 - name: PV+Wind Forecast sequence: float32 splits: - name: train num_bytes: 1048342 num_examples: 1 download_size: 1099340 dataset_size: 1048342 - config_name: epf_fr features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: target sequence: float32 - name: Generation forecast sequence: float32 - name: System load forecast sequence: float32 splits: - name: train num_bytes: 1048342 num_examples: 1 download_size: 985409 dataset_size: 1048342 - config_name: epf_np features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: target sequence: float32 - name: Grid load forecast sequence: float32 - name: Wind power forecast sequence: float32 splits: - name: train num_bytes: 1048342 num_examples: 1 download_size: 845111 dataset_size: 1048342 - config_name: epf_pjm features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: target sequence: float32 - name: System load forecast sequence: float32 - name: Zonal COMED load foecast sequence: float32 splits: - name: train num_bytes: 1048343 num_examples: 1 download_size: 1117564 dataset_size: 1048343 - config_name: ercot_1D features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: target sequence: float32 splits: - name: train num_bytes: 619536 num_examples: 8 download_size: 429388 dataset_size: 619536 - config_name: ercot_1H features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: target sequence: float32 splits: - name: train num_bytes: 14867856 num_examples: 8 download_size: 13195052 dataset_size: 14867856 - config_name: ercot_1M features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: target sequence: float32 splits: - name: train num_bytes: 20400 num_examples: 8 download_size: 12763 dataset_size: 20400 - config_name: ercot_1W features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: target sequence: float32 splits: - name: train num_bytes: 88560 num_examples: 8 download_size: 55515 dataset_size: 88560 - config_name: favorita_stores_1D features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: sales sequence: float32 - name: onpromotion sequence: float32 - name: oil_price sequence: float32 - name: holiday sequence: string - name: store_nbr dtype: float32 - name: family dtype: string - name: city dtype: string - name: state dtype: string - name: type dtype: string - name: cluster dtype: float32 splits: - name: train num_bytes: 68671823 num_examples: 1579 download_size: 7374782 dataset_size: 68671823 - config_name: favorita_stores_1M features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: sales sequence: float32 - name: onpromotion sequence: float32 - name: oil_price sequence: float32 - name: store_nbr dtype: float32 - name: family dtype: string - name: city dtype: string - name: state dtype: string - name: type dtype: string - name: cluster dtype: float32 splits: - name: train num_bytes: 1840648 num_examples: 1579 download_size: 396823 dataset_size: 1840648 - config_name: favorita_stores_1W features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: sales sequence: float32 - name: onpromotion sequence: float32 - name: oil_price sequence: float32 - name: store_nbr dtype: float32 - name: family dtype: string - name: city dtype: string - name: state dtype: string - name: type dtype: string - name: cluster dtype: float32 splits: - name: train num_bytes: 7714528 num_examples: 1579 download_size: 1299236 dataset_size: 7714528 - config_name: favorita_transactions_1D features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: transactions sequence: float32 - name: oil_price sequence: float32 - name: holiday sequence: string - name: store_nbr dtype: float32 - name: city dtype: string - name: state dtype: string - name: type dtype: string - name: cluster dtype: float32 splits: - name: train num_bytes: 1872095 num_examples: 51 download_size: 196330 dataset_size: 1872095 - config_name: favorita_transactions_1M features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: transactions sequence: float32 - name: oil_price sequence: float32 - name: store_nbr dtype: float32 - name: city dtype: string - name: state dtype: string - name: type dtype: string - name: cluster dtype: float32 splits: - name: train num_bytes: 46856 num_examples: 51 download_size: 20262 dataset_size: 46856 - config_name: favorita_transactions_1W features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: transactions sequence: float32 - name: oil_price sequence: float32 - name: store_nbr dtype: float32 - name: city dtype: string - name: state dtype: string - name: type dtype: string - name: cluster dtype: float32 splits: - name: train num_bytes: 198632 num_examples: 51 download_size: 60571 dataset_size: 198632 - config_name: fred_md_2025 features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: RPI sequence: float32 - name: W875RX1 sequence: float32 - name: DPCERA3M086SBEA sequence: float32 - name: CMRMTSPLx sequence: float32 - name: RETAILx sequence: float32 - name: INDPRO sequence: float32 - name: IPFPNSS sequence: float32 - name: IPFINAL sequence: float32 - name: IPCONGD sequence: float32 - name: IPDCONGD sequence: float32 - name: IPNCONGD sequence: float32 - name: IPBUSEQ sequence: float32 - name: IPMAT sequence: float32 - name: IPDMAT sequence: float32 - name: IPNMAT sequence: float32 - name: IPMANSICS sequence: float32 - name: IPB51222S sequence: float32 - name: IPFUELS sequence: float32 - name: CUMFNS sequence: float32 - name: HWI sequence: float32 - name: HWIURATIO sequence: float32 - name: CLF16OV sequence: float32 - name: CE16OV sequence: float32 - name: UNRATE sequence: float32 - name: UEMPMEAN sequence: float32 - name: UEMPLT5 sequence: float32 - name: UEMP5TO14 sequence: float32 - name: UEMP15OV sequence: float32 - name: UEMP15T26 sequence: float32 - name: UEMP27OV sequence: float32 - name: CLAIMSx sequence: float32 - name: PAYEMS sequence: float32 - name: USGOOD sequence: float32 - name: CES1021000001 sequence: float32 - name: USCONS sequence: float32 - name: MANEMP sequence: float32 - name: DMANEMP sequence: float32 - name: NDMANEMP sequence: float32 - name: SRVPRD sequence: float32 - name: USTPU sequence: float32 - name: USWTRADE sequence: float32 - name: USTRADE sequence: float32 - name: USFIRE sequence: float32 - name: USGOVT sequence: float32 - name: CES0600000007 sequence: float32 - name: AWOTMAN sequence: float32 - name: AWHMAN sequence: float32 - name: HOUST sequence: float32 - name: HOUSTNE sequence: float32 - name: HOUSTMW sequence: float32 - name: HOUSTS sequence: float32 - name: HOUSTW sequence: float32 - name: PERMIT sequence: float32 - name: PERMITNE sequence: float32 - name: PERMITMW sequence: float32 - name: PERMITS sequence: float32 - name: PERMITW sequence: float32 - name: ACOGNO sequence: float32 - name: AMDMNOx sequence: float32 - name: ANDENOx sequence: float32 - name: AMDMUOx sequence: float32 - name: BUSINVx sequence: float32 - name: ISRATIOx sequence: float32 - name: M1SL sequence: float32 - name: M2SL sequence: float32 - name: M2REAL sequence: float32 - name: BOGMBASE sequence: float32 - name: TOTRESNS sequence: float32 - name: NONBORRES sequence: float32 - name: BUSLOANS sequence: float32 - name: REALLN sequence: float32 - name: NONREVSL sequence: float32 - name: CONSPI sequence: float32 - name: S&P 500 sequence: float32 - name: S&P div yield sequence: float32 - name: S&P PE ratio sequence: float32 - name: FEDFUNDS sequence: float32 - name: CP3Mx sequence: float32 - name: TB3MS sequence: float32 - name: TB6MS sequence: float32 - name: GS1 sequence: float32 - name: GS5 sequence: float32 - name: GS10 sequence: float32 - name: AAA sequence: float32 - name: BAA sequence: float32 - name: COMPAPFFx sequence: float32 - name: TB3SMFFM sequence: float32 - name: TB6SMFFM sequence: float32 - name: T1YFFM sequence: float32 - name: T5YFFM sequence: float32 - name: T10YFFM sequence: float32 - name: AAAFFM sequence: float32 - name: BAAFFM sequence: float32 - name: TWEXAFEGSMTHx sequence: float32 - name: EXSZUSx sequence: float32 - name: EXJPUSx sequence: float32 - name: EXUSUKx sequence: float32 - name: EXCAUSx sequence: float32 - name: WPSFD49207 sequence: float32 - name: WPSFD49502 sequence: float32 - name: WPSID61 sequence: float32 - name: WPSID62 sequence: float32 - name: OILPRICEx sequence: float32 - name: PPICMM sequence: float32 - name: CPIAUCSL sequence: float32 - name: CPIAPPSL sequence: float32 - name: CPITRNSL sequence: float32 - name: CPIMEDSL sequence: float32 - name: CUSR0000SAC sequence: float32 - name: CUSR0000SAD sequence: float32 - name: CUSR0000SAS sequence: float32 - name: CPIULFSL sequence: float32 - name: CUSR0000SA0L2 sequence: float32 - name: CUSR0000SA0L5 sequence: float32 - name: PCEPI sequence: float32 - name: DDURRG3M086SBEA sequence: float32 - name: DNDGRG3M086SBEA sequence: float32 - name: DSERRG3M086SBEA sequence: float32 - name: CES0600000008 sequence: float32 - name: CES2000000008 sequence: float32 - name: CES3000000008 sequence: float32 - name: UMCSENTx sequence: float32 - name: DTCOLNVHFNM sequence: float32 - name: DTCTHFNM sequence: float32 - name: INVEST sequence: float32 - name: VIXCLSx sequence: float32 splits: - name: train num_bytes: 409103 num_examples: 1 download_size: 517814 dataset_size: 409103 - config_name: fred_qd_2025 features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: GDPC1 sequence: float32 - name: PCECC96 sequence: float32 - name: PCDGx sequence: float32 - name: PCESVx sequence: float32 - name: PCNDx sequence: float32 - name: GPDIC1 sequence: float32 - name: FPIx sequence: float32 - name: Y033RC1Q027SBEAx sequence: float32 - name: PNFIx sequence: float32 - name: PRFIx sequence: float32 - name: A014RE1Q156NBEA sequence: float32 - name: GCEC1 sequence: float32 - name: A823RL1Q225SBEA sequence: float32 - name: FGRECPTx sequence: float32 - name: SLCEx sequence: float32 - name: EXPGSC1 sequence: float32 - name: IMPGSC1 sequence: float32 - name: DPIC96 sequence: float32 - name: OUTNFB sequence: float32 - name: OUTBS sequence: float32 - name: OUTMS sequence: float32 - name: INDPRO sequence: float32 - name: IPFINAL sequence: float32 - name: IPCONGD sequence: float32 - name: IPMAT sequence: float32 - name: IPDMAT sequence: float32 - name: IPNMAT sequence: float32 - name: IPDCONGD sequence: float32 - name: IPB51110SQ sequence: float32 - name: IPNCONGD sequence: float32 - name: IPBUSEQ sequence: float32 - name: IPB51220SQ sequence: float32 - name: TCU sequence: float32 - name: CUMFNS sequence: float32 - name: PAYEMS sequence: float32 - name: USPRIV sequence: float32 - name: MANEMP sequence: float32 - name: SRVPRD sequence: float32 - name: USGOOD sequence: float32 - name: DMANEMP sequence: float32 - name: NDMANEMP sequence: float32 - name: USCONS sequence: float32 - name: USEHS sequence: float32 - name: USFIRE sequence: float32 - name: USINFO sequence: float32 - name: USPBS sequence: float32 - name: USLAH sequence: float32 - name: USSERV sequence: float32 - name: USMINE sequence: float32 - name: USTPU sequence: float32 - name: USGOVT sequence: float32 - name: USTRADE sequence: float32 - name: USWTRADE sequence: float32 - name: CES9091000001 sequence: float32 - name: CES9092000001 sequence: float32 - name: CES9093000001 sequence: float32 - name: CE16OV sequence: float32 - name: CIVPART sequence: float32 - name: UNRATE sequence: float32 - name: UNRATESTx sequence: float32 - name: UNRATELTx sequence: float32 - name: LNS14000012 sequence: float32 - name: LNS14000025 sequence: float32 - name: LNS14000026 sequence: float32 - name: UEMPLT5 sequence: float32 - name: UEMP5TO14 sequence: float32 - name: UEMP15T26 sequence: float32 - name: UEMP27OV sequence: float32 - name: LNS13023621 sequence: float32 - name: LNS13023557 sequence: float32 - name: LNS13023705 sequence: float32 - name: LNS13023569 sequence: float32 - name: LNS12032194 sequence: float32 - name: HOABS sequence: float32 - name: HOAMS sequence: float32 - name: HOANBS sequence: float32 - name: AWHMAN sequence: float32 - name: AWHNONAG sequence: float32 - name: AWOTMAN sequence: float32 - name: HWIx sequence: float32 - name: HOUST sequence: float32 - name: HOUST5F sequence: float32 - name: PERMIT sequence: float32 - name: HOUSTMW sequence: float32 - name: HOUSTNE sequence: float32 - name: HOUSTS sequence: float32 - name: HOUSTW sequence: float32 - name: CMRMTSPLx sequence: float32 - name: RSAFSx sequence: float32 - name: AMDMNOx sequence: float32 - name: ACOGNOx sequence: float32 - name: AMDMUOx sequence: float32 - name: ANDENOx sequence: float32 - name: INVCQRMTSPL sequence: float32 - name: PCECTPI sequence: float32 - name: PCEPILFE sequence: float32 - name: GDPCTPI sequence: float32 - name: GPDICTPI sequence: float32 - name: IPDBS sequence: float32 - name: DGDSRG3Q086SBEA sequence: float32 - name: DDURRG3Q086SBEA sequence: float32 - name: DSERRG3Q086SBEA sequence: float32 - name: DNDGRG3Q086SBEA sequence: float32 - name: DHCERG3Q086SBEA sequence: float32 - name: DMOTRG3Q086SBEA sequence: float32 - name: DFDHRG3Q086SBEA sequence: float32 - name: DREQRG3Q086SBEA sequence: float32 - name: DODGRG3Q086SBEA sequence: float32 - name: DFXARG3Q086SBEA sequence: float32 - name: DCLORG3Q086SBEA sequence: float32 - name: DGOERG3Q086SBEA sequence: float32 - name: DONGRG3Q086SBEA sequence: float32 - name: DHUTRG3Q086SBEA sequence: float32 - name: DHLCRG3Q086SBEA sequence: float32 - name: DTRSRG3Q086SBEA sequence: float32 - name: DRCARG3Q086SBEA sequence: float32 - name: DFSARG3Q086SBEA sequence: float32 - name: DIFSRG3Q086SBEA sequence: float32 - name: DOTSRG3Q086SBEA sequence: float32 - name: CPIAUCSL sequence: float32 - name: CPILFESL sequence: float32 - name: WPSFD49207 sequence: float32 - name: PPIACO sequence: float32 - name: WPSFD49502 sequence: float32 - name: WPSFD4111 sequence: float32 - name: PPIIDC sequence: float32 - name: WPSID61 sequence: float32 - name: WPU0531 sequence: float32 - name: WPU0561 sequence: float32 - name: OILPRICEx sequence: float32 - name: AHETPIx sequence: float32 - name: CES2000000008x sequence: float32 - name: CES3000000008x sequence: float32 - name: COMPRMS sequence: float32 - name: COMPRNFB sequence: float32 - name: RCPHBS sequence: float32 - name: OPHMFG sequence: float32 - name: OPHNFB sequence: float32 - name: OPHPBS sequence: float32 - name: ULCBS sequence: float32 - name: ULCMFG sequence: float32 - name: ULCNFB sequence: float32 - name: UNLPNBS sequence: float32 - name: FEDFUNDS sequence: float32 - name: TB3MS sequence: float32 - name: TB6MS sequence: float32 - name: GS1 sequence: float32 - name: GS10 sequence: float32 - name: MORTGAGE30US sequence: float32 - name: AAA sequence: float32 - name: BAA sequence: float32 - name: BAA10YM sequence: float32 - name: MORTG10YRx sequence: float32 - name: TB6M3Mx sequence: float32 - name: GS1TB3Mx sequence: float32 - name: GS10TB3Mx sequence: float32 - name: CPF3MTB3Mx sequence: float32 - name: BOGMBASEREALx sequence: float32 - name: M1REAL sequence: float32 - name: M2REAL sequence: float32 - name: BUSLOANSx sequence: float32 - name: CONSUMERx sequence: float32 - name: NONREVSLx sequence: float32 - name: REALLNx sequence: float32 - name: REVOLSLx sequence: float32 - name: TOTALSLx sequence: float32 - name: DRIWCIL sequence: float32 - name: TABSHNOx sequence: float32 - name: TLBSHNOx sequence: float32 - name: LIABPIx sequence: float32 - name: TNWBSHNOx sequence: float32 - name: NWPIx sequence: float32 - name: TARESAx sequence: float32 - name: HNOREMQ027Sx sequence: float32 - name: TFAABSHNOx sequence: float32 - name: VIXCLSx sequence: float32 - name: USSTHPI sequence: float32 - name: SPCS10RSA sequence: float32 - name: SPCS20RSA sequence: float32 - name: TWEXAFEGSMTHx sequence: float32 - name: EXUSEU sequence: float32 - name: EXSZUSx sequence: float32 - name: EXJPUSx sequence: float32 - name: EXUSUKx sequence: float32 - name: EXCAUSx sequence: float32 - name: UMCSENTx sequence: float32 - name: USEPUINDXM sequence: float32 - name: B020RE1Q156NBEA sequence: float32 - name: B021RE1Q156NBEA sequence: float32 - name: GFDEGDQ188S sequence: float32 - name: GFDEBTNx sequence: float32 - name: IPMANSICS sequence: float32 - name: IPB51222S sequence: float32 - name: IPFUELS sequence: float32 - name: UEMPMEAN sequence: float32 - name: CES0600000007 sequence: float32 - name: TOTRESNS sequence: float32 - name: NONBORRES sequence: float32 - name: GS5 sequence: float32 - name: TB3SMFFM sequence: float32 - name: T5YFFM sequence: float32 - name: AAAFFM sequence: float32 - name: WPSID62 sequence: float32 - name: PPICMM sequence: float32 - name: CPIAPPSL sequence: float32 - name: CPITRNSL sequence: float32 - name: CPIMEDSL sequence: float32 - name: CUSR0000SAC sequence: float32 - name: CUSR0000SAD sequence: float32 - name: CUSR0000SAS sequence: float32 - name: CPIULFSL sequence: float32 - name: CUSR0000SA0L2 sequence: float32 - name: CUSR0000SA0L5 sequence: float32 - name: CES0600000008 sequence: float32 - name: DTCOLNVHFNM sequence: float32 - name: DTCTHFNM sequence: float32 - name: INVEST sequence: float32 - name: HWIURATIOx sequence: float32 - name: CLAIMSx sequence: float32 - name: BUSINVx sequence: float32 - name: ISRATIOx sequence: float32 - name: CONSPIx sequence: float32 - name: CP3M sequence: float32 - name: COMPAPFF sequence: float32 - name: PERMITNE sequence: float32 - name: PERMITMW sequence: float32 - name: PERMITS sequence: float32 - name: PERMITW sequence: float32 - name: NIKKEI225 sequence: float32 - name: NASDAQCOM sequence: float32 - name: CUSR0000SEHC sequence: float32 - name: TLBSNNCBx sequence: float32 - name: TLBSNNCBBDIx sequence: float32 - name: TTAABSNNCBx sequence: float32 - name: TNWMVBSNNCBx sequence: float32 - name: TNWMVBSNNCBBDIx sequence: float32 - name: TLBSNNBx sequence: float32 - name: TLBSNNBBDIx sequence: float32 - name: TABSNNBx sequence: float32 - name: TNWBSNNBx sequence: float32 - name: TNWBSNNBBDIx sequence: float32 - name: CNCFx sequence: float32 - name: S&P 500 sequence: float32 - name: S&P div yield sequence: float32 - name: S&P PE ratio sequence: float32 splits: - name: train num_bytes: 263811 num_examples: 1 download_size: 446720 dataset_size: 263811 - config_name: gvar features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: y sequence: float32 - name: Dp sequence: float32 - name: eq sequence: float32 - name: ep sequence: float32 - name: r sequence: float32 - name: lr sequence: float32 - name: poil sequence: float32 - name: pmat sequence: float32 - name: pmetal sequence: float32 splits: - name: train num_bytes: 260043 num_examples: 33 download_size: 178418 dataset_size: 260043 - config_name: hermes features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: target sequence: float32 - name: external sequence: float32 - name: country dtype: string - name: category dtype: string splits: - name: train num_bytes: 42319094 num_examples: 10000 download_size: 20153946 dataset_size: 42319094 - config_name: hierarchical_sales_1D features: - name: target sequence: float32 - name: id dtype: string - name: timestamp sequence: timestamp[ms] splits: - name: train num_bytes: 2586642 num_examples: 118 download_size: 471569 dataset_size: 2586642 - config_name: hierarchical_sales_1W features: - name: target sequence: float32 - name: id dtype: string - name: timestamp sequence: timestamp[ms] splits: - name: train num_bytes: 370602 num_examples: 118 download_size: 43113 dataset_size: 370602 - config_name: hierarchical_tourism features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: target sequence: float32 splits: - name: train num_bytes: 40729 num_examples: 89 download_size: 16231 dataset_size: 40729 - config_name: hospital features: - name: target sequence: float32 - name: id dtype: string - name: timestamp sequence: timestamp[ms] splits: - name: train num_bytes: 785300 num_examples: 767 download_size: 116678 dataset_size: 785300 - config_name: hospital_admissions_1D features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: target sequence: float32 splits: - name: train num_bytes: 166428 num_examples: 8 download_size: 40418 dataset_size: 166428 - config_name: hospital_admissions_1W features: - name: id dtype: string - name: timestamp sequence: timestamp[ms] - name: target sequence: float32 splits: - name: train num_bytes: 23892 num_examples: 8 download_size: 5973 dataset_size: 23892 configs: - config_name: ETT_15T data_files: - split: train path: ETT/15T/train-* - config_name: ETT_1H data_files: - split: train path: ETT/1H/train-* - config_name: ETTh data_files: - split: train path: ETTh/train-* - config_name: LOOP_SEATTLE_1D data_files: - split: train path: LOOP_SEATTLE/1D/train-* - config_name: LOOP_SEATTLE_1H data_files: - split: train path: LOOP_SEATTLE/1H/train-* - config_name: LOOP_SEATTLE_5T data_files: - split: train path: LOOP_SEATTLE/5T/train-* - config_name: M_DENSE_1D data_files: - split: train path: M_DENSE/1D/train-* - config_name: M_DENSE_1H data_files: - split: train path: M_DENSE/1H/train-* - config_name: SZ_TAXI_15T data_files: - split: train path: SZ_TAXI/15T/train-* - config_name: SZ_TAXI_1H data_files: - split: train path: SZ_TAXI/1H/train-* - config_name: beijing_air_quality data_files: - split: train path: beijing_air_quality/train-* - config_name: bizitobs_l2c data_files: - split: train path: bizitobs_l2c/train-* - config_name: boomlet_1062 data_files: - split: train path: boomlet/1062/train-* - config_name: boomlet_1209 data_files: - split: train path: boomlet/1209/train-* - config_name: boomlet_1225 data_files: - split: train path: boomlet/1225/train-* - config_name: boomlet_1230 data_files: - split: train path: boomlet/1230/train-* - config_name: boomlet_1282 data_files: - split: train path: boomlet/1282/train-* - config_name: boomlet_1487 data_files: - split: train path: boomlet/1487/train-* - config_name: boomlet_1631 data_files: - split: train path: boomlet/1631/train-* - config_name: boomlet_1676 data_files: - split: train path: boomlet/1676/train-* - config_name: boomlet_1855 data_files: - split: train path: boomlet/1855/train-* - config_name: boomlet_1975 data_files: - split: train path: boomlet/1975/train-* - config_name: boomlet_2187 data_files: - split: train path: boomlet/2187/train-* - config_name: boomlet_285 data_files: - split: train path: boomlet/285/train-* - config_name: boomlet_619 data_files: - split: train path: boomlet/619/train-* - config_name: boomlet_772 data_files: - split: train path: boomlet/772/train-* - config_name: boomlet_963 data_files: - split: train path: boomlet/963/train-* - config_name: cdc_fluview_ilinet data_files: - split: train path: cdc_fluview_ilinet/train-* - config_name: ecdc_ili data_files: - split: train path: ecdc_ili/train-* - config_name: epf_be data_files: - split: train path: epf_be/train-* - config_name: epf_de data_files: - split: train path: epf_de/train-* - config_name: epf_fr data_files: - split: train path: epf_fr/train-* - config_name: epf_np data_files: - split: train path: epf_np/train-* - config_name: epf_pjm data_files: - split: train path: epf_pjm/train-* - config_name: ercot_1D data_files: - split: train path: ercot/1D/train-* - config_name: ercot_1H data_files: - split: train path: ercot/1H/train-* - config_name: ercot_1M data_files: - split: train path: ercot/1M/train-* - config_name: ercot_1W data_files: - split: train path: ercot/1W/train-* - config_name: favorita_stores_1D data_files: - split: train path: favorita_stores/1D/train-* - config_name: favorita_stores_1M data_files: - split: train path: favorita_stores/1M/train-* - config_name: favorita_stores_1W data_files: - split: train path: favorita_stores/1W/train-* - config_name: favorita_transactions_1D data_files: - split: train path: favorita_transactions/1D/train-* - config_name: favorita_transactions_1M data_files: - split: train path: favorita_transactions/1M/train-* - config_name: favorita_transactions_1W data_files: - split: train path: favorita_transactions/1W/train-* - config_name: fred_md_2025 data_files: - split: train path: fred_md_2025/train-* - config_name: fred_qd_2025 data_files: - split: train path: fred_qd_2025/train-* - config_name: gvar data_files: - split: train path: gvar/train-* - config_name: hermes data_files: - split: train path: hermes/train-* - config_name: hierarchical_sales_1D data_files: - split: train path: hierarchical_sales/1D/train-* - config_name: hierarchical_sales_1W data_files: - split: train path: hierarchical_sales/1W/train-* - config_name: hierarchical_tourism data_files: - split: train path: hierarchical_tourism/train-* - config_name: hospital data_files: - split: train path: hospital/train-* - config_name: hospital_admissions_1D data_files: - split: train path: hospital_admissions/1D/train-* - config_name: hospital_admissions_1W data_files: - split: train path: hospital_admissions/1W/train-* --- ## Forecast evaluation datasets This repository contains time series datasets that can be used for evaluation of univariate & multivariate forecasting models. The main focus of this repository is on datasets that reflect real-world forecasting scenarios, such as those involving covariates, missing values, and other practical complexities. The datasets follow a format that is compatible with the [`fev`](https://github.com/autogluon/fev) package. ## Data format and usage Each dataset satisfies the following schema: - each dataset entry (=row) represents a single univariate or multivariate time series - each entry contains - 1/ a field of type `Sequence(timestamp)` that contains the timestamps of observations - 2/ at least one field of type `Sequence(float)` that can be used as the target time series or dynamic covariates - 3/ a field of type `string` that contains the unique ID of each time series - all fields of type `Sequence` have the same length Datasets can be loaded using the [🤗 `datasets`](https://huggingface.co/docs/datasets/en/index) library. ```python import datasets ds = datasets.load_dataset("autogluon/fev_datasets", "epf_electricity_de", split="train") ds.set_format("numpy") # sequences returned as numpy arrays ``` Example entry in the `epf_electricity_de` dataset ```python >>> ds[0] {'id': 'DE', 'timestamp': array(['2012-01-09T00:00:00.000000', '2012-01-09T01:00:00.000000', '2012-01-09T02:00:00.000000', ..., '2017-12-31T21:00:00.000000', '2017-12-31T22:00:00.000000', '2017-12-31T23:00:00.000000'], dtype='datetime64[us]'), 'target': array([34.97, 33.43, 32.74, ..., 5.3 , 1.86, -0.92], dtype=float32), 'Ampirion Load Forecast': array([16382. , 15410.5, 15595. , ..., 15715. , 15876. , 15130. ], dtype=float32), 'PV+Wind Forecast': array([ 3569.5276, 3315.275 , 3107.3076, ..., 29653.008 , 29520.33 , 29466.408 ], dtype=float32)} ``` For more details about the dataset format and usage, check out the [`fev` documentation on GitHub](https://github.com/autogluon/fev?tab=readme-ov-file#tutorials). ## Dataset statistics **Disclaimer:** These datasets have been converted into a unified format from external sources. Please refer to the original sources for licensing and citation terms. We do not claim any rights to the original data. Unless otherwise specified, the datasets are provided only for research purposes. | config | freq | # items | # obs | # dynamic cols | # static cols | source | citation | |:------------------------|:-------|----------:|----------:|-----------------:|----------------:|:------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------| | `ETTh` | h | 2 | 243880 | 7 | 0 | https://github.com/zhouhaoyi/ETDataset | [[1]](https://arxiv.org/abs/2012.07436) | | `ETTm` | 15min | 2 | 975520 | 7 | 0 | https://github.com/zhouhaoyi/ETDataset | [[1]](https://arxiv.org/abs/2012.07436) | | `epf_electricity_be` | h | 1 | 157248 | 3 | 0 | https://zenodo.org/records/4624805 | [[2]](https://doi.org/10.1016/j.apenergy.2021.116983) | | `epf_electricity_de` | h | 1 | 157248 | 3 | 0 | https://zenodo.org/records/4624805 | [[2]](https://doi.org/10.1016/j.apenergy.2021.116983) | | `epf_electricity_fr` | h | 1 | 157248 | 3 | 0 | https://zenodo.org/records/4624805 | [[2]](https://doi.org/10.1016/j.apenergy.2021.116983) | | `epf_electricity_np` | h | 1 | 157248 | 3 | 0 | https://zenodo.org/records/4624805 | [[2]](https://doi.org/10.1016/j.apenergy.2021.116983) | | `epf_electricity_pjm` | h | 1 | 157248 | 3 | 0 | https://zenodo.org/records/4624805 | [[2]](https://doi.org/10.1016/j.apenergy.2021.116983) | | `favorita_store_sales` | D | 1782 | 12032064 | 4 | 6 | https://www.kaggle.com/competitions/store-sales-time-series-forecasting | [[3]](https://www.kaggle.com/competitions/store-sales-time-series-forecasting/overview/citation) | | `favorita_transactions` | D | 54 | 273456 | 3 | 5 | https://www.kaggle.com/competitions/store-sales-time-series-forecasting | [[3]](https://www.kaggle.com/competitions/store-sales-time-series-forecasting/overview/citation) | | `m5_with_covariates` | D | 30490 | 428849460 | 9 | 5 | https://www.kaggle.com/competitions/m5-forecasting-accuracy | [[4]](https://doi.org/10.1016/j.ijforecast.2021.07.007) | | `proenfo_bull` | h | 41 | 2877216 | 4 | 0 | https://github.com/Leo-VK/EnFoAV | [[5]](https://doi.org/10.48550/arXiv.2307.07191) | | `proenfo_cockatoo` | h | 1 | 105264 | 6 | 0 | https://github.com/Leo-VK/EnFoAV | [[5]](https://doi.org/10.48550/arXiv.2307.07191) | | `proenfo_covid19` | h | 1 | 223384 | 7 | 0 | https://github.com/Leo-VK/EnFoAV | [[5]](https://doi.org/10.48550/arXiv.2307.07191) | | `proenfo_gfc12_load` | h | 11 | 867108 | 2 | 0 | https://github.com/Leo-VK/EnFoAV | [[5]](https://doi.org/10.48550/arXiv.2307.07191) | | `proenfo_gfc14_load` | h | 1 | 35040 | 2 | 0 | https://github.com/Leo-VK/EnFoAV | [[5]](https://doi.org/10.48550/arXiv.2307.07191) | | `proenfo_gfc17_load` | h | 8 | 280704 | 2 | 0 | https://github.com/Leo-VK/EnFoAV | [[5]](https://doi.org/10.48550/arXiv.2307.07191) | | `proenfo_hog` | h | 24 | 2526336 | 6 | 0 | https://github.com/Leo-VK/EnFoAV | [[5]](https://doi.org/10.48550/arXiv.2307.07191) | | `proenfo_pdb` | h | 1 | 35040 | 2 | 0 | https://github.com/Leo-VK/EnFoAV | [[5]](https://doi.org/10.48550/arXiv.2307.07191) | | `proenfo_spain` | h | 1 | 736344 | 21 | 0 | https://github.com/Leo-VK/EnFoAV | [[5]](https://doi.org/10.48550/arXiv.2307.07191) | ## Publications using these datasets - ["ChronosX: Adapting Pretrained Time Series Models with Exogenous Variables"](https://arxiv.org/abs/2503.12107)