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Monash-University/monash_tsf

The Monash Time Series Forecasting Repository is the first comprehensive library containing related time‑series datasets, designed to promote global evaluation of forecasting models. All datasets are for research purposes only. The repository includes 30 datasets, comprising publicly available time‑series collections (in various formats) and curated datasets. Many datasets have multiple versions based on frequency and missing‑value handling, resulting in a total of 58 dataset variants. It also includes real‑world and competition time‑series datasets from diverse domains.

Updated 6/13/2023
hugging_face

Description

Dataset Overview

Basic Information

  • Dataset Name: Monash Time Series Forecasting Repository
  • Dataset Type: Time‑Series Forecasting
  • Language: Single language
  • License: CC‑BY‑4.0
  • Dataset Size: 1K < n < 10K
  • Source Data: Raw data
  • Task Type: Time‑Series Forecasting
  • Task IDs: Univariate time‑series forecasting, Multivariate time‑series forecasting

Dataset Configurations

The dataset comprises multiple configurations, each with distinct features and splits:

Configuration: weather

  • Features:
    • start: timestamp
    • target: float sequence
    • feat_static_cat: unsigned integer sequence
    • feat_dynamic_real: sequence of float sequences
    • item_id: string
  • Splits:
    • train: 3,010 samples, 176,893,738 bytes
    • test: 3,010 samples, 177,638,713 bytes
    • validation: 3,010 samples, 177,266,226 bytes
  • Download Size: 38,820,451 bytes
  • Dataset Size: 531,798,677 bytes

Configuration: tourism_yearly

  • Features: identical to weather
  • Splits:
    • train: 518 samples, 54,264 bytes
    • test: 518 samples, 71,358 bytes
    • validation: 518 samples, 62,811 bytes
  • Download Size: 36,749 bytes
  • Dataset Size: 188,433 bytes

(The remaining configurations follow the same pattern; omitted for brevity.)

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Topics

Time Series Forecasting
Multi‑Domain Applications

Source

Organization: hugging_face

Created: Unknown

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