Contamination Map Methodology

Time series / Dataset

Electricity (ECL, 321 clients)

Hourly electricity consumption of 321 clients, 2012-2014 (26,304 hourly steps), built by LSTNet from UCI ElectricityLoadDiagrams20112014 by dropping 2011 and clients with zero values; the long-horizon 'Electricity' benchmark dataset.

Also known as
ECL, Electricity Consuming Load, electricity_hourly, Electricity Hourly, electricity.csv
Domain
energy
Homepage
github.com

Related datasets

Exposure by model

BenchmarkModelLevelReason
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Chronos-2-Synth Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Chronos-2 Related data seen related dataset ElectricityLoadDiagrams20112014 (UCI) was used
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Chronos-Bolt Seen, split unclear a training split was used; its overlap with this benchmark's test data is not established (via Chronos training corpus (real-world datasets))
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Chronos (T5) Seen, split unclear a training split was used; its overlap with this benchmark's test data is not established (via Chronos training corpus (real-world datasets))
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) DADA (General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders) Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Granite-TimeSeries-TTM-R1 Not seen the authors state the dataset was excluded from training
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Granite-TimeSeries-TTM-R2.1 Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Granite-TimeSeries-TTM-R2 Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Granite-TTM-R3 Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Lag-Llama Seen, split unclear a training split was used; its overlap with this benchmark's test data is not established
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Mantis (Mantis-8M) Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Mantis+ (MantisPlus) Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) MantisV2 Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Moirai-1.0-R Not seen the authors state the dataset was excluded from training
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Moirai-1.1-R Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Moirai-2.0-R Related data seen related dataset ElectricityLoadDiagrams20112014 (UCI) was used
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Moirai-MoE-1.0-R Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) MOMENT-1 Training data seen only the training split was used, not the benchmark's test data (via Time Series Pile); the test portion was explicitly excluded
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) NuTime Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Sundial (Timer 3.0) Not seen the authors state the dataset was excluded from training
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Time-MoE Related data seen related dataset ElectricityLoadDiagrams20112014 (UCI) was used (via Time-300B)
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Time-RCD (TimeRCD) Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Timer-S1 Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Timer-XL (timer-base-84m) Not seen the authors state the dataset was excluded from training
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Timer Not seen the authors state the dataset was excluded from training
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TimeRadar Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TimesFM 1.0 Seen, split unclear the dataset was used; the source does not say which part
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TimesFM 2.0 Seen, split unclear the dataset was used; the source does not say which part
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TimesFM 2.5 Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TimesFM 3.0 Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TiRex 1.1 (gifteval) Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TiRex-2-fevbench (TiRex-2-f) Seen, split unclear the dataset was used; the source does not say which part
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TiRex-2-gifteval-pretrain (TiRex-2-gp) Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TiRex-2-gifteval-zs (TiRex-2-g) Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TiRex-2 Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TiRex Seen, split unclear the dataset was used; the source does not say which part
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Toto-Open-Base-1.0 Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Toto-2.0-2.5B-FT Related data seen related dataset ElectricityLoadDiagrams20112014 (UCI) was used
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Toto 2.0 Not seen the authors state the dataset was excluded from training
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Toto (2024 technical report) Unknown training data not disclosed in enough detail
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TSPulse r1 Not seen absent from the complete list of training data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) TTM-R3 Related data seen related dataset ElectricityLoadDiagrams20112014 (UCI) was used
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) Tiny Time Mixer (TTM) Research-Use R2 Not seen the authors state the dataset was excluded from training
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) UniTS few-shot anomaly detection checkpoints Training data seen via base model UniTS: only the training split was used, not the benchmark's test data
Long-horizon forecasting (ETT, Electricity, Traffic, Weather, Exchange, ILI) UniTS Training data seen only the training split was used, not the benchmark's test data

Notes

Aliases 'electricity_hourly' / 'Electricity Hourly' refer to the Monash repository version, which Monash describes as the dataset used by Lai et al. (2017) with 321 hourly series 2012-2014 (Zenodo 4656140; length 26,304 on forecastingdata.org, same as DLinear Table 1). Identity is inferred from these matching descriptions. The bare name 'Electricity' is ambiguous and not an alias.

Sources