Datasets:
Upload etth2 dataset
Browse files- README.md +54 -0
- scaler_params.json +29 -0
- test.parquet +3 -0
- train.parquet +3 -0
- val.parquet +3 -0
README.md
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---
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license: mit
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task_categories:
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- time-series-forecasting
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tags:
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- time-series
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- forecasting
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- ts-arena
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- ETT
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size_categories:
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- 10K<n<100K
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---
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# ETTH2 Dataset
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Part of the TS Arena benchmarking suite for time-series foundation models.
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## Description
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Electricity Transformer Temperature dataset - Hourly variant 2.
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## Statistics
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- **Total samples**: 17420
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- **Features**: 7
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- **Train samples**: 12194
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- **Validation samples**: 1741
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- **Test samples**: 3485
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- **Frequency**: 1 hour
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## Preprocessing
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- Standard normalization (zero mean, unit variance)
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- Scaler fitted on training data only
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- Train/Val/Test split: 70%/10%/20%
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## Usage
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```python
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from datasets import load_dataset
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# Load a specific split
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train = load_dataset("ts-arena/etth2", split="train")
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val = load_dataset("ts-arena/etth2", split="validation")
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test = load_dataset("ts-arena/etth2", split="test")
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```
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## Source
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[ETDataset](https://github.com/zhouhaoyi/ETDataset)
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## License
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MIT
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scaler_params.json
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{
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"mean": [
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39.52060407311169,
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10.410631541093686,
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45.14501175716976,
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9.486279636166888,
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-1.1224371016524122,
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-2.1763390009669528,
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28.8171697171258
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],
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"std": [
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9.961770217834955,
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5.7186471235903635,
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14.749576433681074,
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3.9811078018999555,
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5.596361364724503,
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7.156498869993989,
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11.403355472095315
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],
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"feature_names": [
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"feature_0",
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"feature_1",
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"feature_2",
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"feature_3",
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"feature_4",
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"feature_5",
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"feature_6"
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]
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}
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test.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:9d6a63a1d2ce89c04665b5a7309f32207484d90aa9f0b90b07614f21d142efcf
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size 64565
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train.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:2cfe2f5aebf7e74fcf69b8d14b63407a07d418ceabaa61c6a26aa93d64eb3c6b
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size 195686
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val.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:8fe2d8e06b76a7ee0d55c2613b02d227d5e649890dc2b276dddee1372560f0cc
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size 36235
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