Datasets › ETTh1 (96)

ETTh1 (96) (ETT (Electricity Transformer Temperature))

Introduced by Haoyi Zhou et al. in Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting14 Dec 2020 archive 2025-07-28

The Electricity Transformer Temperature (ETT) is a crucial indicator in the electric power long-term deployment. This dataset consists of 2 years data from two separated counties in China. To explore the granularity on the Long sequence time-series forecasting (LSTF) problem, different subsets are created, {ETTh1, ETTh2} for 1-hour-level and ETTm1 for 15-minutes-level. Each data point consists of the target value ”oil temperature” and 6 power load features. The train/val/test is 12/4/4 months.

Source: https://arxiv.org/pdf/2012.07436.pdf Image Source: https://github.com/zhouhaoyi/ETDataset

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

Papers archive 2025-07-28

3 shown of 3 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 22. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction 1 1 2 Jan 2025 not harvested
Ada-MSHyper: Adaptive Multi-Scale Hypergraph Transformer for Time Series Forecasting 1 1 31 Oct 2024 ran 0 of 4 samples (4 unverified; 4 pointer-only for licence)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting 1 1 14 Jun 2023 ran 0 of 8 samples (8 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • ETTh1 (96)

1 variant name, as the archive lists them.

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