weather / README.md
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metadata
license: mit
task_categories:
  - time-series-forecasting
tags:
  - time-series
  - forecasting
  - ts-arena
  - long-horizon
size_categories:
  - 10K<n<100K

Weather Dataset

Part of the TS Arena benchmarking suite for time-series foundation models.

Description

Max Planck Institute Weather Station - 2020

Statistics

  • Total samples: 52696
  • Features: 21
  • Train samples: 36887
  • Validation samples: 5269
  • Test samples: 10540
  • Frequency: 10 minutes

Preprocessing

  • Standard normalization (zero mean, unit variance)
  • Scaler fitted on training data only
  • Train/Val/Test split: 70%/10%/20%

Usage

from datasets import load_dataset

# Load a specific split
train = load_dataset("ts-arena/weather", split="train")
val = load_dataset("ts-arena/weather", split="validation")
test = load_dataset("ts-arena/weather", split="test")

Source

Autoformer Dataset Collection

License

MIT