---
configs:
  - config_name: newyork_aqi_day_predLen_48
    data_files:
      - split: train
        path: data/newyork_aqi_day_predLen_48/train.jsonl
      - split: validation
        path: data/newyork_aqi_day_predLen_48/validation.jsonl
      - split: test
        path: data/newyork_aqi_day_predLen_48/test.jsonl

  - config_name: newyork_aqi_day_predLen_96
    data_files:
      - split: train
        path: data/newyork_aqi_day_predLen_96/train.jsonl
      - split: validation
        path: data/newyork_aqi_day_predLen_96/validation.jsonl
      - split: test
        path: data/newyork_aqi_day_predLen_96/test.jsonl

  - config_name: newyork_aqi_day_predLen_192
    data_files:
      - split: train
        path: data/newyork_aqi_day_predLen_192/train.jsonl
      - split: validation
        path: data/newyork_aqi_day_predLen_192/validation.jsonl
      - split: test
        path: data/newyork_aqi_day_predLen_192/test.jsonl

  - config_name: newyork_aqi_day_predLen_336
    data_files:
      - split: train
        path: data/newyork_aqi_day_predLen_336/train.jsonl
      - split: validation
        path: data/newyork_aqi_day_predLen_336/validation.jsonl
      - split: test
        path: data/newyork_aqi_day_predLen_336/test.jsonl

  - config_name: unadj_unemploymentrate_all_processed_predLen_6
    data_files:
      - split: train
        path: data/unadj_unemploymentrate_all_processed_predLen_6/train.jsonl
      - split: validation
        path: data/unadj_unemploymentrate_all_processed_predLen_6/validation.jsonl
      - split: test
        path: data/unadj_unemploymentrate_all_processed_predLen_6/test.jsonl

  - config_name: unadj_unemploymentrate_all_processed_predLen_8
    data_files:
      - split: train
        path: data/unadj_unemploymentrate_all_processed_predLen_8/train.jsonl
      - split: validation
        path: data/unadj_unemploymentrate_all_processed_predLen_8/validation.jsonl
      - split: test
        path: data/unadj_unemploymentrate_all_processed_predLen_8/test.jsonl

  - config_name: unadj_unemploymentrate_all_processed_predLen_10
    data_files:
      - split: train
        path: data/unadj_unemploymentrate_all_processed_predLen_10/train.jsonl
      - split: validation
        path: data/unadj_unemploymentrate_all_processed_predLen_10/validation.jsonl
      - split: test
        path: data/unadj_unemploymentrate_all_processed_predLen_10/test.jsonl

  - config_name: unadj_unemploymentrate_all_processed_predLen_12
    data_files:
      - split: train
        path: data/unadj_unemploymentrate_all_processed_predLen_12/train.jsonl
      - split: validation
        path: data/unadj_unemploymentrate_all_processed_predLen_12/validation.jsonl
      - split: test
        path: data/unadj_unemploymentrate_all_processed_predLen_12/test.jsonl

  - config_name: us_femagrant_month_predLen_6
    data_files:
      - split: train
        path: data/us_femagrant_month_predLen_6/train.jsonl
      - split: validation
        path: data/us_femagrant_month_predLen_6/validation.jsonl
      - split: test
        path: data/us_femagrant_month_predLen_6/test.jsonl

  - config_name: us_femagrant_month_predLen_8
    data_files:
      - split: train
        path: data/us_femagrant_month_predLen_8/train.jsonl
      - split: validation
        path: data/us_femagrant_month_predLen_8/validation.jsonl
      - split: test
        path: data/us_femagrant_month_predLen_8/test.jsonl

  - config_name: us_femagrant_month_predLen_10
    data_files:
      - split: train
        path: data/us_femagrant_month_predLen_10/train.jsonl
      - split: validation
        path: data/us_femagrant_month_predLen_10/validation.jsonl
      - split: test
        path: data/us_femagrant_month_predLen_10/test.jsonl

  - config_name: us_femagrant_month_predLen_12
    data_files:
      - split: train
        path: data/us_femagrant_month_predLen_12/train.jsonl
      - split: validation
        path: data/us_femagrant_month_predLen_12/validation.jsonl
      - split: test
        path: data/us_femagrant_month_predLen_12/test.jsonl

  - config_name: us_fluratio_week_predLen_12
    data_files:
      - split: train
        path: data/us_fluratio_week_predLen_12/train.jsonl
      - split: validation
        path: data/us_fluratio_week_predLen_12/validation.jsonl
      - split: test
        path: data/us_fluratio_week_predLen_12/test.jsonl

  - config_name: us_fluratio_week_predLen_24
    data_files:
      - split: train
        path: data/us_fluratio_week_predLen_24/train.jsonl
      - split: validation
        path: data/us_fluratio_week_predLen_24/validation.jsonl
      - split: test
        path: data/us_fluratio_week_predLen_24/test.jsonl

  - config_name: us_fluratio_week_predLen_36
    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
    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

  - 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")