> ML_DATASET // ELECTRICITY-LOAD-DIAGRAMS_v1.0
Electricity Load Diagrams (ECL 2011-2014)
UCI Machine Learning Repository / Artur Trindade · Energy & Utility Demand Forecasting · 140,256 15-minute electricity consumption records across 321 Portuguese clients
Energy & Utility Demand ForecastingCC-BY-4.0140,256 15-minute electricity consumption records across 321 Portuguese clientsopen
Dataset Profile & Characteristics
Label Type:Continuous power consumption in kW
Languages:en
License Tier:permissive-open-source
Modalities:time-series
Intended Use
- Multivariate long-horizon time series forecasting benchmarking (Informer, Autoformer, PatchTST)
Prohibited / Discouraged Use
- Financial trading price prediction
Bias, Leakage & Privacy Risk Analysis
Privacy / Sensitive Data Risks:
Anonymized client ID load curves; no household identities.
Known Bias:
Southern European weather seasonality; daylight savings time shifts.
Known Benchmark Leakage:
Standard rolling window chronological splitting required.