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--- |
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configs: |
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- config_name: newyork_aqi_day_predLen_48 |
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data_files: |
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- split: train |
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path: data/newyork_aqi_day_predLen_48/train.jsonl |
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- split: validation |
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path: data/newyork_aqi_day_predLen_48/validation.jsonl |
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- split: test |
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path: data/newyork_aqi_day_predLen_48/test.jsonl |
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- config_name: newyork_aqi_day_predLen_96 |
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data_files: |
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- split: train |
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path: data/newyork_aqi_day_predLen_96/train.jsonl |
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- split: validation |
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path: data/newyork_aqi_day_predLen_96/validation.jsonl |
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- split: test |
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path: data/newyork_aqi_day_predLen_96/test.jsonl |
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- config_name: newyork_aqi_day_predLen_192 |
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data_files: |
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- split: train |
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path: data/newyork_aqi_day_predLen_192/train.jsonl |
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- split: validation |
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path: data/newyork_aqi_day_predLen_192/validation.jsonl |
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- split: test |
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path: data/newyork_aqi_day_predLen_192/test.jsonl |
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- config_name: newyork_aqi_day_predLen_336 |
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data_files: |
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- split: train |
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path: data/newyork_aqi_day_predLen_336/train.jsonl |
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- split: validation |
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path: data/newyork_aqi_day_predLen_336/validation.jsonl |
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- split: test |
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path: data/newyork_aqi_day_predLen_336/test.jsonl |
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- config_name: unadj_unemploymentrate_all_processed_predLen_6 |
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data_files: |
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- split: train |
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path: data/unadj_unemploymentrate_all_processed_predLen_6/train.jsonl |
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- split: validation |
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path: data/unadj_unemploymentrate_all_processed_predLen_6/validation.jsonl |
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- split: test |
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path: data/unadj_unemploymentrate_all_processed_predLen_6/test.jsonl |
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- config_name: unadj_unemploymentrate_all_processed_predLen_8 |
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data_files: |
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- split: train |
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path: data/unadj_unemploymentrate_all_processed_predLen_8/train.jsonl |
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- split: validation |
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path: data/unadj_unemploymentrate_all_processed_predLen_8/validation.jsonl |
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- split: test |
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path: data/unadj_unemploymentrate_all_processed_predLen_8/test.jsonl |
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- config_name: unadj_unemploymentrate_all_processed_predLen_10 |
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data_files: |
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- split: train |
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path: data/unadj_unemploymentrate_all_processed_predLen_10/train.jsonl |
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- split: validation |
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path: data/unadj_unemploymentrate_all_processed_predLen_10/validation.jsonl |
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- split: test |
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path: data/unadj_unemploymentrate_all_processed_predLen_10/test.jsonl |
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- config_name: unadj_unemploymentrate_all_processed_predLen_12 |
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data_files: |
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- split: train |
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path: data/unadj_unemploymentrate_all_processed_predLen_12/train.jsonl |
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- split: validation |
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|
path: data/unadj_unemploymentrate_all_processed_predLen_12/validation.jsonl |
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- split: test |
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|
path: data/unadj_unemploymentrate_all_processed_predLen_12/test.jsonl |
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- config_name: us_femagrant_month_predLen_6 |
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data_files: |
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- split: train |
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path: data/us_femagrant_month_predLen_6/train.jsonl |
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- split: validation |
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|
path: data/us_femagrant_month_predLen_6/validation.jsonl |
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|
- split: test |
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|
path: data/us_femagrant_month_predLen_6/test.jsonl |
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|
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- config_name: us_femagrant_month_predLen_8 |
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data_files: |
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- split: train |
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path: data/us_femagrant_month_predLen_8/train.jsonl |
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|
- split: validation |
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|
path: data/us_femagrant_month_predLen_8/validation.jsonl |
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|
- split: test |
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|
path: data/us_femagrant_month_predLen_8/test.jsonl |
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|
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- config_name: us_femagrant_month_predLen_10 |
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data_files: |
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|
- split: train |
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|
path: data/us_femagrant_month_predLen_10/train.jsonl |
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|
- split: validation |
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|
path: data/us_femagrant_month_predLen_10/validation.jsonl |
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|
- split: test |
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|
path: data/us_femagrant_month_predLen_10/test.jsonl |
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|
|
|
- config_name: us_femagrant_month_predLen_12 |
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data_files: |
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|
- split: train |
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|
path: data/us_femagrant_month_predLen_12/train.jsonl |
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|
- split: validation |
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|
path: data/us_femagrant_month_predLen_12/validation.jsonl |
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|
- split: test |
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|
path: data/us_femagrant_month_predLen_12/test.jsonl |
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|
|
- config_name: us_fluratio_week_predLen_12 |
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data_files: |
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|
- split: train |
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|
path: data/us_fluratio_week_predLen_12/train.jsonl |
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|
- split: validation |
|
|
path: data/us_fluratio_week_predLen_12/validation.jsonl |
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|
- split: test |
|
|
path: data/us_fluratio_week_predLen_12/test.jsonl |
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|
|
|
|
- config_name: us_fluratio_week_predLen_24 |
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|
data_files: |
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|
- split: train |
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|
path: data/us_fluratio_week_predLen_24/train.jsonl |
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|
- split: validation |
|
|
path: data/us_fluratio_week_predLen_24/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_fluratio_week_predLen_24/test.jsonl |
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|
|
|
|
- config_name: us_fluratio_week_predLen_36 |
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|
data_files: |
|
|
- split: train |
|
|
path: data/us_fluratio_week_predLen_36/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_fluratio_week_predLen_36/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_fluratio_week_predLen_36/test.jsonl |
|
|
|
|
|
- config_name: us_fluratio_week_predLen_48 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_fluratio_week_predLen_48/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_fluratio_week_predLen_48/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_fluratio_week_predLen_48/test.jsonl |
|
|
|
|
|
- config_name: us_gasolineprice_week_predLen_12 |
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|
data_files: |
|
|
- split: train |
|
|
path: data/us_gasolineprice_week_predLen_12/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_gasolineprice_week_predLen_12/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_gasolineprice_week_predLen_12/test.jsonl |
|
|
|
|
|
- config_name: us_gasolineprice_week_predLen_24 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_gasolineprice_week_predLen_24/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_gasolineprice_week_predLen_24/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_gasolineprice_week_predLen_24/test.jsonl |
|
|
|
|
|
- config_name: us_gasolineprice_week_predLen_36 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_gasolineprice_week_predLen_36/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_gasolineprice_week_predLen_36/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_gasolineprice_week_predLen_36/test.jsonl |
|
|
|
|
|
- config_name: us_gasolineprice_week_predLen_48 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_gasolineprice_week_predLen_48/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_gasolineprice_week_predLen_48/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_gasolineprice_week_predLen_48/test.jsonl |
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|
|
|
|
- config_name: us_precipitation_month_predLen_6 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_precipitation_month_predLen_6/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_precipitation_month_predLen_6/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_precipitation_month_predLen_6/test.jsonl |
|
|
|
|
|
- config_name: us_precipitation_month_predLen_8 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_precipitation_month_predLen_8/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_precipitation_month_predLen_8/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_precipitation_month_predLen_8/test.jsonl |
|
|
|
|
|
- config_name: us_precipitation_month_predLen_10 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_precipitation_month_predLen_10/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_precipitation_month_predLen_10/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_precipitation_month_predLen_10/test.jsonl |
|
|
|
|
|
- config_name: us_precipitation_month_predLen_12 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_precipitation_month_predLen_12/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_precipitation_month_predLen_12/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_precipitation_month_predLen_12/test.jsonl |
|
|
|
|
|
- config_name: us_retailbroilercomposite_month_predLen_6 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_retailbroilercomposite_month_predLen_6/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_retailbroilercomposite_month_predLen_6/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_retailbroilercomposite_month_predLen_6/test.jsonl |
|
|
|
|
|
- config_name: us_retailbroilercomposite_month_predLen_8 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_retailbroilercomposite_month_predLen_8/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_retailbroilercomposite_month_predLen_8/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_retailbroilercomposite_month_predLen_8/test.jsonl |
|
|
|
|
|
- config_name: us_retailbroilercomposite_month_predLen_10 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_retailbroilercomposite_month_predLen_10/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_retailbroilercomposite_month_predLen_10/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_retailbroilercomposite_month_predLen_10/test.jsonl |
|
|
|
|
|
- config_name: us_retailbroilercomposite_month_predLen_12 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_retailbroilercomposite_month_predLen_12/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_retailbroilercomposite_month_predLen_12/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_retailbroilercomposite_month_predLen_12/test.jsonl |
|
|
|
|
|
- config_name: us_tradebalance_month_predLen_6 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_tradebalance_month_predLen_6/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_tradebalance_month_predLen_6/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_tradebalance_month_predLen_6/test.jsonl |
|
|
|
|
|
- config_name: us_tradebalance_month_predLen_8 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_tradebalance_month_predLen_8/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_tradebalance_month_predLen_8/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_tradebalance_month_predLen_8/test.jsonl |
|
|
|
|
|
- config_name: us_tradebalance_month_predLen_10 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_tradebalance_month_predLen_10/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_tradebalance_month_predLen_10/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_tradebalance_month_predLen_10/test.jsonl |
|
|
|
|
|
- config_name: us_tradebalance_month_predLen_12 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_tradebalance_month_predLen_12/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_tradebalance_month_predLen_12/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_tradebalance_month_predLen_12/test.jsonl |
|
|
|
|
|
- config_name: us_vmt_month_predLen_6 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_vmt_month_predLen_6/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_vmt_month_predLen_6/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_vmt_month_predLen_6/test.jsonl |
|
|
|
|
|
- config_name: us_vmt_month_predLen_8 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_vmt_month_predLen_8/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_vmt_month_predLen_8/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_vmt_month_predLen_8/test.jsonl |
|
|
|
|
|
- config_name: us_vmt_month_predLen_10 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_vmt_month_predLen_10/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_vmt_month_predLen_10/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_vmt_month_predLen_10/test.jsonl |
|
|
|
|
|
- config_name: us_vmt_month_predLen_12 |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/us_vmt_month_predLen_12/train.jsonl |
|
|
- split: validation |
|
|
path: data/us_vmt_month_predLen_12/validation.jsonl |
|
|
- split: test |
|
|
path: data/us_vmt_month_predLen_12/test.jsonl |
|
|
--- |
|
|
|
|
|
# Time-MMD Multi-Config |
|
|
|
|
|
Updated September 2025. This dataset repository packages multiple long-horizon forecasting configs for the Time-MMD evaluation suite. |
|
|
|
|
|
## Manual Configuration |
|
|
This repository follows Hugging Face's manual configuration layout. Each config name maps to the files under `data/<config_id>/`. The canonical list of configs lives in `configs.json`, which the Hub reads to expose selectable `config_name` options. |
|
|
|
|
|
### Available Configs |
|
|
The following configs are available (see `configs.json` for the source of truth): |
|
|
|
|
|
- `newyork_aqi_day_predLen_48` |
|
|
- `newyork_aqi_day_predLen_96` |
|
|
- `newyork_aqi_day_predLen_192` |
|
|
- `newyork_aqi_day_predLen_336` |
|
|
|
|
|
- `unadj_unemploymentrate_all_processed_predLen_6` |
|
|
- `unadj_unemploymentrate_all_processed_predLen_8` |
|
|
- `unadj_unemploymentrate_all_processed_predLen_10` |
|
|
- `unadj_unemploymentrate_all_processed_predLen_12` |
|
|
|
|
|
- `us_femagrant_month_predLen_6` |
|
|
- `us_femagrant_month_predLen_8` |
|
|
- `us_femagrant_month_predLen_10` |
|
|
- `us_femagrant_month_predLen_12` |
|
|
|
|
|
- `us_fluratio_week_predLen_12` |
|
|
- `us_fluratio_week_predLen_24` |
|
|
- `us_fluratio_week_predLen_36` |
|
|
- `us_fluratio_week_predLen_48` |
|
|
|
|
|
- `us_gasolineprice_week_predLen_12` |
|
|
- `us_gasolineprice_week_predLen_24` |
|
|
- `us_gasolineprice_week_predLen_36` |
|
|
- `us_gasolineprice_week_predLen_48` |
|
|
|
|
|
- `us_precipitation_month_predLen_6` |
|
|
- `us_precipitation_month_predLen_8` |
|
|
- `us_precipitation_month_predLen_10` |
|
|
- `us_precipitation_month_predLen_12` |
|
|
|
|
|
- `us_retailbroilercomposite_month_predLen_6` |
|
|
- `us_retailbroilercomposite_month_predLen_8` |
|
|
- `us_retailbroilercomposite_month_predLen_10` |
|
|
- `us_retailbroilercomposite_month_predLen_12` |
|
|
|
|
|
- `us_tradebalance_month_predLen_6` |
|
|
- `us_tradebalance_month_predLen_8` |
|
|
- `us_tradebalance_month_predLen_10` |
|
|
- `us_tradebalance_month_predLen_12` |
|
|
|
|
|
- `us_vmt_month_predLen_6` |
|
|
- `us_vmt_month_predLen_8` |
|
|
- `us_vmt_month_predLen_10` |
|
|
- `us_vmt_month_predLen_12` |
|
|
|
|
|
Each entry corresponds to a directory under `data/` containing three splits: `train.jsonl`, `validation.jsonl`, and `test.jsonl`. |
|
|
|
|
|
### Record Schema |
|
|
Every JSONL record is a single evaluation window with these keys: |
|
|
- `batch_x`: observed history values. |
|
|
- `batch_y`: prediction horizon targets. |
|
|
- `batch_text`: natural-language prompt context. |
|
|
- `batch_x_mark` / `batch_y_mark`: positional encodings. |
|
|
- `batch_x_timestamps_datetime64_ns` / `batch_y_timestamps_datetime64_ns`: absolute timestamps in nanoseconds since the Unix epoch. |
|
|
|
|
|
### Using From `datasets` |
|
|
```python |
|
|
from datasets import load_dataset |
|
|
ds = load_dataset("AndrewRWilliams/time-mmd-DC", config_name="newyork_aqi_day_predLen_192", split="train") |
|
|
|
