Datasets:
license: cc-by-sa-4.0
task_categories:
- time-series-forecasting
language:
- en
tags:
- energy
- smart-meter
- electricity
- buildings
- datasets
- croissant
size_categories:
- 10B<n<100B
config:
- config_name: Commercial-BDG-2-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/BDG-2/*.parquet
- config_name: Commercial-Berkely-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/Berkely/*.parquet
- config_name: Commercial-CLEMD-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/CLEMD/*.parquet
- config_name: Commercial-CU-BEMS-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/CU-BEMS/*.parquet
- config_name: Commercial-DGS-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/DGS/*.parquet
- config_name: Commercial-ECRG-Hourly
data_files:
- split: train
path: >-
Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/ECRG-Commercial/*.parquet
- config_name: Commercial-Enernoc-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/Enernoc/*.parquet
- config_name: Commercial-EWELD-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/EWELD/*.parquet
- config_name: Commercial-HB-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/HB/*.parquet
- config_name: Commercial-IBlend-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/IBlend/*.parquet
- config_name: Commercial-IOT-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/IOT/*.parquet
- config_name: Commercial-IPC-Hourly
data_files:
- split: train
path: >-
Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/IPC-Commercial/*.parquet
- config_name: Commercial-NEST-Hourly
data_files:
- split: train
path: >-
Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/NEST-Commercial/*.parquet
- config_name: Commercial-PSS-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/PSS/*.parquet
- config_name: Commercial-RKP-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/RKP/*.parquet
- config_name: Commercial-SEWA-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/SEWA/*.parquet
- config_name: Commercial-SKC-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/SKC/*.parquet
- config_name: Commercial-UCIE-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/UCIE/*.parquet
- config_name: Commercial-ULE-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/ULE/*.parquet
- config_name: Commercial-UNICON-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Commercial/UNICON/*.parquet
- config_name: PV-DLEP-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/PV/DLEP/*.parquet
- config_name: PV-HSG-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/PV/HSG/*.parquet
- config_name: PV-MYMG-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/PV/MYMG/*.parquet
- config_name: PV-SPV-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/PV/SPV/*.parquet
- config_name: PV-SWC-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/PV/SWC/*.parquet
- config_name: Wind-SDWPF-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Wind/SDWPF/*.parquet
- config_name: Wind-SWC-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Wind/SWC/*.parquet
- config_name: Residential-AMPD-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/AMPD/*.parquet
- config_name: Residential-BTS-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/BTS/*.parquet
- config_name: Residential-CEEW-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/CEEW/*.parquet
- config_name: Residential-DCB-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/DCB/*.parquet
- config_name: Residential-DEDDIAG-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/DEDDIAG/*.parquet
- config_name: Residential-DESM-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/DESM/*.parquet
- config_name: Residential-DTH-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/DTH/*.parquet
- config_name: Residential-ECCC-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/ECCC/*.parquet
- config_name: Residential-ECRG-Hourly
data_files:
- split: train
path: >-
Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/ECRG-Residential/*.parquet
- config_name: Residential-ECWM-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/ECWM/*.parquet
- config_name: Residential-ENERTALK-Hourly
data_files:
- split: train
path: >-
Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/ENERTALK/*.parquet
- config_name: Residential-fIEECe-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/fIEECe/*.parquet
- config_name: Residential-GoiEner-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/GoiEner/*.parquet
- config_name: Residential-GREEND-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/GREEND/*.parquet
- config_name: Residential-HES-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/HES/*.parquet
- config_name: Residential-HONDA-Smart-Home-Hourly
data_files:
- split: train
path: >-
Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/HONDA-Smart-Home/*.parquet
- config_name: Residential-HSG-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/HSG/*.parquet
- config_name: Residential-HUE-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/HUE/*.parquet
- config_name: Residential-iFlex-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/iFlex/*.parquet
- config_name: Residential-IHEPC-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/IHEPC/*.parquet
- config_name: Residential-IPC-Hourly
data_files:
- split: train
path: >-
Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/IPC-Residential/*.parquet
- config_name: Residential-IRH-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/IRH/*.parquet
- config_name: Residential-LCL-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/LCL/*.parquet
- config_name: Residential-LEC-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/LEC/*.parquet
- config_name: Residential-METER-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/METER/*.parquet
- config_name: Residential-MFRED-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/MFRED/*.parquet
- config_name: Residential-MIHEC-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/MIHEC/*.parquet
- config_name: Residential-NDB-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/NDB/*.parquet
- config_name: Residential-NEEA-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/NEEA/*.parquet
- config_name: Residential-NESEMP-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/NESEMP/*.parquet
- config_name: Residential-NEST-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/NEST/*.parquet
- config_name: Residential-Norwegian-Hourly
data_files:
- split: train
path: >-
Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/Norwegian/*.parquet
- config_name: Residential-PES-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/PES/*.parquet
- config_name: Residential-Plegma-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/Plegma/*.parquet
- config_name: Residential-Prayas-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/Prayas/*.parquet
- config_name: Residential-REED-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/REED/*.parquet
- config_name: Residential-REFIT-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/REFIT/*.parquet
- config_name: Residential-RHC-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/RHC/*.parquet
- config_name: Residential-RSL-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/RSL/*.parquet
- config_name: Residential-SAVE-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/SAVE/*.parquet
- config_name: Residential-SFAC-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/SFAC/*.parquet
- config_name: Residential-SGSC-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/SGSC/*.parquet
- config_name: Residential-SMART-Star-Hourly
data_files:
- split: train
path: >-
Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/SMART-Star/*.parquet
- config_name: Residential-SRSA-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/SRSA/*.parquet
- config_name: Residential-UKST-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/UKST/*.parquet
- config_name: Residential-WED-Hourly
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/Hourly/Residential/WED/*.parquet
- config_name: Commercial-PSS-30min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/30min/Commercial/PSS/*.parquet
- config_name: Residential-LCL-30min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/30min/Residential/LCL/*.parquet
- config_name: Residential-METER-30min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/30min/Residential/METER/*.parquet
- config_name: Residential-SGSC-30min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/30min/Residential/SGSC/*.parquet
- config_name: Residential-UKST-30min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/30min/Residential/UKST/*.parquet
- config_name: Commercial-Berkely-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Commercial/Berkely/*.parquet
- config_name: Commercial-CLEMD-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Commercial/CLEMD/*.parquet
- config_name: Commercial-CU-BEMS-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Commercial/CU-BEMS/*.parquet
- config_name: Commercial-DGS-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Commercial/DGS/*.parquet
- config_name: Commercial-ECRG-15min
data_files:
- split: train
path: >-
Dataset_V0.0/Energy-Load-Profiles/15min/Commercial/ECRG-Commercial/*.parquet
- config_name: Commercial-Enernoc-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Commercial/Enernoc/*.parquet
- config_name: Commercial-EWELD-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Commercial/EWELD/*.parquet
- config_name: Commercial-IBlend-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Commercial/IBlend/*.parquet
- config_name: Commercial-NEST-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Commercial/NEST/*.parquet
- config_name: Commercial-RKP-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Commercial/RKP/*.parquet
- config_name: Commercial-SKC-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Commercial/SKC/*.parquet
- config_name: Commercial-UCIE-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Commercial/UCIE/*.parquet
- config_name: Commercial-UNICON-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Commercial/UNICON/*.parquet
- config_name: PV-HSG-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/PV/HSG/*.parquet
- config_name: PV-SDWPF-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/PV/SDWPF/*.parquet
- config_name: PV-SPV-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/PV/SPV/*.parquet
- config_name: PV-SWC-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/PV/SWC/*.parquet
- config_name: Wind-SWC-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Wind/SWC/*.parquet
- config_name: Residential-AMPD-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/AMPD/*.parquet
- config_name: Residential-BTS-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/BTS/*.parquet
- config_name: Residential-CEEW-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/CEEW/*.parquet
- config_name: Residential-DEDDIAG-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/DEDDIAG/*.parquet
- config_name: Residential-DESM-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/DESM/*.parquet
- config_name: Residential-DTH-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/DTH/*.parquet
- config_name: Residential-ECCC-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/ECCC/*.parquet
- config_name: Residential-ECRG-15min
data_files:
- split: train
path: >-
Dataset_V0.0/Energy-Load-Profiles/15min/Residential/ECRG-Residential/*.parquet
- config_name: Residential-ENERTALK-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/ENERTALK/*.parquet
- config_name: Residential-GREEND-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/GREEND/*.parquet
- config_name: Residential-HONDA-Smart-Home-15min
data_files:
- split: train
path: >-
Dataset_V0.0/Energy-Load-Profiles/15min/Residential/HONDA-Smart-Home/*.parquet
- config_name: Residential-HSG-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/HSG/*.parquet
- config_name: Residential-IHEPC-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/IHEPC/*.parquet
- config_name: Residential-IRH-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/IRH/*.parquet
- config_name: Residential-LEC-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/LEC/*.parquet
- config_name: Residential-MFRED-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/MFRED/*.parquet
- config_name: Residential-NDB-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/NDB/*.parquet
- config_name: Residential-NEEA-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/NEEA/*.parquet
- config_name: Residential-NESEMP-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/NESEMP/*.parquet
- config_name: Residential-NEST-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/NEST/*.parquet
- config_name: Residential-PES-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/PES/*.parquet
- config_name: Residential-PLEGMA-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/PLEGMA/*.parquet
- config_name: Residential-Parayas-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/Prayas/*.parquet
- config_name: Residential-REED-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/REED/*.parquet
- config_name: Residential-REFIT-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/REFIT/*.parquet
- config_name: Residential-RHC-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/RHC/*.parquet
- config_name: Residential-RSL-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/RSL/*.parquet
- config_name: Residential-SAVE-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/SAVE/*.parquet
- config_name: Residential-SFAC-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/SFAC/*.parquet
- config_name: Residential-SMART-Start-15min
data_files:
- split: train
path: >-
Dataset_V0.0/Energy-Load-Profiles/15min/Residential/SMART-Start/*.parquet
- config_name: Residential-WED-15min
data_files:
- split: train
path: Dataset_V0.0/Energy-Load-Profiles/15min/Residential/WED/*.parquet
- config_name: metadata
data_files:
- split: train
path:
- Dataset_V0.0/metadata/Metadata-datasets.csv
- Dataset_V0.0/metadata/missing/*.csv
- config_name: Synthetic-SynD-15min
data_files:
- split: train
path: Dataset_V0.0/Synthetic-Energy-Load-Profiles/15min/SynD/*.parquet
- config_name: Synthetic-SDG-Hourly
data_files:
- split: train
path: Dataset_V0.0/Synthetic-Energy-Load-Profiles/Hourly/SDG/*.parquet
- config_name: Synthetic-SynD-Hourly
data_files:
- split: train
path: Dataset_V0.0/Synthetic-Energy-Load-Profiles/Hourly/SynD/*.parquet
EnergyBench Dataset
A open-source large-scale energy meter dataset designed to support a variety of energy analytics applications, including load profile analysis, and load forecasting. It compiles over 60 detailed electricity consumption datasets encompassing approximately 78,000 real buildings representing the global building stock, offering insights into the temporal and spatial variations in energy consumption. The buildings are classified into two categories: Commercial, which includes 2,900 buildings, and Residential, which includes 75,100 buildings, with a total of 65,000 building-days of time-series data. These buildings span diverse geographies, climatic zones, and operational profiles, providing a broad spectrum of usage patterns.
All processed datasets contain hourly data, with some offering additional 15-minute and 30-minute resolution. To ensure efficient storage, we saved the datasets in Parquet format rather than CSV. For datasets involving a large number of buildings, we partitioned the data into multiple Parquet files.
Metadata of each datasets are provided in metadata.
Table 1: Summary of EnergBench dataset
Category | # Datasets | # Buildings | # Days | # Hourly Obs |
---|---|---|---|---|
Commercial | 20 | 2,916 | 16,706 | 62M |
Residential | 47 | 75,121 | 43,852 | 1.2B |