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Household Data

https://doi.org/10.25832/household_data
Package version
Description Detailed household load and solar generation in minutely to hourly resolution
Notes This data package contains measured time series data for several small businesses and private households relevant for household- or low-voltage-level power system modeling. The data includes solar power generation as well as electricity consumption (load) in a resolution up to single device consumption. The starting point for the time series, as well as data quality, varies between households, with gaps spanning from a few minutes to entire hours. In general, data is adjusted to fit uniform, regular time intervals without changing its validity. Except for small gaps, filled using linear interpolation. The numbers are cumulative power consumption/generation over time. Hence overall energy consumption/generation is retained in case of data gaps. Measurements were initially conducted in 3-minute intervals, later in 1-minute intervals. Data for both measurement resolutions are published separately in large CSV files. Additionally, data in 15 and 60-minute resolution is provided for compatibility with other time series data. Data processing is conducted in Jupyter Notebooks/Python/pandas.
Last changes Initial release of all CoSSMic households
Geographical scope 11 households in southern Germany
Documentation Documentation and script (view on GitHub)
Download Data package (zip)
opsd-household_data-2017-11-10.zip (220 MB)

Individual data files (csv, xlsx)
household_data.xlsx (175 MB)
household_data_1min_singleindex.csv (253 MB) Alternative file formats Filter
household_data_3min_singleindex.csv (76 MB) Alternative file formats Filter
household_data_15min_singleindex.csv (27 MB) Alternative file formats Filter
household_data_60min_singleindex.csv (7 MB) Alternative file formats Filter

Database (SQLite)
household_data.sqlite (438 MB)
Meta data README.md
datapackage.json
Input data View original input data
Sources CoSSMic
Data license Creative Commons Attribution-International
Report issue Report an issue on Github
Contact Adrian Minde
Subscribe Get notified by email for updates
Attribution in Chicago author-date style should be given as follows: "Open Power System Data. 2017. Data Package Household Data. Version 2017-11-10. https://doi.org/10.25832/household_data/2017-11-10. (Primary data from various sources, for a complete list see URL)."
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Field documentation

household data 1min singleindex.csv

Field Name Type (Format) Description
utc_timestamp datetime (fmt:%Y-%m-%dT%H%M%SZ) Start of timeperiod in Coordinated Universal Time
cet_cest_timestamp datetime (fmt:%Y-%m-%dT%H%M%S%z) Start of timeperiod in Central European (Summer-) Time
interpolated_values string marker to indicate which columns are missing data in source data and has been interpolated (e.g. DE_KN_Residential1_grid_import;)
DE_KN_industrial1_grid_import number (float) Energy imported from the public grid in a industrial warehouse building in kWh
DE_KN_industrial1_pv_1 number (float) Total Photovoltaic energy generation in a industrial warehouse building in kWh
DE_KN_industrial1_pv_2 number (float) Total Photovoltaic energy generation in a industrial warehouse building in kWh
DE_KN_industrial2_grid_import number (float) Energy imported from the public grid in a industrial building of a business in the crafts sector in kWh
DE_KN_industrial2_pv_1 number (float) Total Photovoltaic energy generation in a industrial building of a business in the crafts sector in kWh
DE_KN_industrial2_storage_charge number (float) Battery charging energy in a industrial building of a business in the crafts sector in kWh
DE_KN_industrial2_storage_decharge number (float) Energy in kWh
DE_KN_industrial3_area_offices number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_area_room_chemistry number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_area_room_clean number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_area_room_printing1 number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_area_room_printing2 number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_compressor number (float) Compressor energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_cooling_aggregate number (float) Cooling aggregate energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_cooling_pumps number (float) Cooling pumps energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_dishwasher number (float) Dishwasher energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_ev number (float) Electric Vehicle charging energy in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_cvd_centrotherm number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_diffusion_centrotherm number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_diffusion_tecnofirmes number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_furnace_centrotherm number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_indus_rena number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_grid_import number (float) Energy imported from the public grid in a industrial building, part of a research institute in kWh
DE_KN_industrial3_pv number (float) Total Photovoltaic energy generation in a industrial building, part of a research institute in kWh
DE_KN_industrial3_pv_facade number (float) Total Photovoltaic energy generation in a industrial building, part of a research institute in kWh
DE_KN_industrial3_pv_roof number (float) Total Photovoltaic energy generation in a industrial building, part of a research institute in kWh
DE_KN_industrial3_refrigerator number (float) Refrigerator energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_ventilation number (float) Ventilation energy consumption in a industrial building, part of a research institute in kWh
DE_KN_public2_grid_import number (float) Energy imported from the public grid in a school building, located in the urban area in kWh
DE_KN_residential1_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential1_freezer number (float) Freezer energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential1_grid_import number (float) Energy imported from the public grid in a residential building, located in the suburban area in kWh
DE_KN_residential1_heat_pump number (float) Heat pump energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential1_pv number (float) Total Photovoltaic energy generation in a residential building, located in the suburban area in kWh
DE_KN_residential1_washing_machine number (float) Washing machine energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_circulation_pump number (float) Circulation pump energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_freezer number (float) Freezer energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_grid_import number (float) Energy imported from the public grid in a residential building, located in the suburban area in kWh
DE_KN_residential2_heating number (float) Heating energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_washing_machine number (float) Washing machine energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential3_circulation_pump number (float) Circulation pump energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential3_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential3_freezer number (float) Freezer energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential3_grid_export number (float) Energy exported to the public grid in a residential building, located in the urban area in kWh
DE_KN_residential3_grid_import number (float) Energy imported from the public grid in a residential building, located in the urban area in kWh
DE_KN_residential3_pv number (float) Total Photovoltaic energy generation in a residential building, located in the urban area in kWh
DE_KN_residential3_refrigerator number (float) Refrigerator energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential3_washing_machine number (float) Washing machine energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_ev number (float) Electric Vehicle charging energy in a residential building, located in the urban area in kWh
DE_KN_residential4_freezer number (float) Freezer energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_grid_export number (float) Energy exported to the public grid in a residential building, located in the urban area in kWh
DE_KN_residential4_grid_import number (float) Energy imported from the public grid in a residential building, located in the urban area in kWh
DE_KN_residential4_heat_pump number (float) Heat pump energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_pv number (float) Total Photovoltaic energy generation in a residential building, located in the urban area in kWh
DE_KN_residential4_refrigerator number (float) Refrigerator energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_washing_machine number (float) Washing machine energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential5_dishwasher number (float) Dishwasher energy consumption in a residential apartment, located in the urban area in kWh
DE_KN_residential5_grid_import number (float) Energy imported from the public grid in a residential apartment, located in the urban area in kWh
DE_KN_residential5_refrigerator number (float) Refrigerator energy consumption in a residential apartment, located in the urban area in kWh
DE_KN_residential5_washing_machine number (float) Washing machine energy consumption in a residential apartment, located in the urban area in kWh
DE_KN_residential6_circulation_pump number (float) Circulation pump energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential6_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential6_freezer number (float) Freezer energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential6_grid_export number (float) Energy exported to the public grid in a residential building, located in the urban area in kWh
DE_KN_residential6_grid_import number (float) Energy imported from the public grid in a residential building, located in the urban area in kWh
DE_KN_residential6_pv number (float) Total Photovoltaic energy generation in a residential building, located in the urban area in kWh
DE_KN_residential6_washing_machine number (float) Washing machine energy consumption in a residential building, located in the urban area in kWh

household data 3min singleindex.csv

Field Name Type (Format) Description
utc_timestamp datetime (fmt:%Y-%m-%dT%H%M%SZ) Start of timeperiod in Coordinated Universal Time
cet_cest_timestamp datetime (fmt:%Y-%m-%dT%H%M%S%z) Start of timeperiod in Central European (Summer-) Time
interpolated_values string marker to indicate which columns are missing data in source data and has been interpolated (e.g. DE_KN_Residential1_grid_import;)
DE_KN_industrial1_grid_import number (float) Energy imported from the public grid in a industrial warehouse building in kWh
DE_KN_industrial1_pv_1 number (float) Total Photovoltaic energy generation in a industrial warehouse building in kWh
DE_KN_industrial1_pv_2 number (float) Total Photovoltaic energy generation in a industrial warehouse building in kWh
DE_KN_industrial2_grid_import number (float) Energy imported from the public grid in a industrial building of a business in the crafts sector in kWh
DE_KN_industrial2_pv_1 number (float) Total Photovoltaic energy generation in a industrial building of a business in the crafts sector in kWh
DE_KN_industrial3_area_offices number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_area_room_chemistry number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_area_room_clean number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_area_room_printing1 number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_area_room_printing2 number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_compressor number (float) Compressor energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_cooling_aggregate number (float) Cooling aggregate energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_cooling_pumps number (float) Cooling pumps energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_dishwasher number (float) Dishwasher energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_ev number (float) Electric Vehicle charging energy in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_cvd_centrotherm number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_diffusion_centrotherm number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_diffusion_tecnofirmes number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_furnace_centrotherm number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_indus_rena number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_grid_import number (float) Energy imported from the public grid in a industrial building, part of a research institute in kWh
DE_KN_industrial3_pv number (float) Total Photovoltaic energy generation in a industrial building, part of a research institute in kWh
DE_KN_industrial3_pv_facade number (float) Total Photovoltaic energy generation in a industrial building, part of a research institute in kWh
DE_KN_industrial3_pv_roof number (float) Total Photovoltaic energy generation in a industrial building, part of a research institute in kWh
DE_KN_industrial3_refrigerator number (float) Refrigerator energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_ventilation number (float) Ventilation energy consumption in a industrial building, part of a research institute in kWh
DE_KN_public1_grid_import number (float) Energy imported from the public grid in a school building, located in the urban area in kWh
DE_KN_residential1_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential1_freezer number (float) Freezer energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential1_grid_import number (float) Energy imported from the public grid in a residential building, located in the suburban area in kWh
DE_KN_residential1_heat_pump number (float) Heat pump energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential1_pv number (float) Total Photovoltaic energy generation in a residential building, located in the suburban area in kWh
DE_KN_residential1_washing_machine number (float) Washing machine energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_circulation_pump number (float) Circulation pump energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_freezer number (float) Freezer energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_grid_import number (float) Energy imported from the public grid in a residential building, located in the suburban area in kWh
DE_KN_residential2_washing_machine number (float) Washing machine energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential3_circulation_pump number (float) Circulation pump energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential3_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential3_freezer number (float) Freezer energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential3_grid_export number (float) Energy exported to the public grid in a residential building, located in the urban area in kWh
DE_KN_residential3_grid_import number (float) Energy imported from the public grid in a residential building, located in the urban area in kWh
DE_KN_residential3_pv number (float) Total Photovoltaic energy generation in a residential building, located in the urban area in kWh
DE_KN_residential3_refrigerator number (float) Refrigerator energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential3_washing_machine number (float) Washing machine energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_ev number (float) Electric Vehicle charging energy in a residential building, located in the urban area in kWh
DE_KN_residential4_freezer number (float) Freezer energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_grid_export number (float) Energy exported to the public grid in a residential building, located in the urban area in kWh
DE_KN_residential4_grid_import number (float) Energy imported from the public grid in a residential building, located in the urban area in kWh
DE_KN_residential4_heat_pump number (float) Heat pump energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_pv number (float) Total Photovoltaic energy generation in a residential building, located in the urban area in kWh
DE_KN_residential4_refrigerator number (float) Refrigerator energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_washing_machine number (float) Washing machine energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential5_dishwasher number (float) Dishwasher energy consumption in a residential apartment, located in the urban area in kWh
DE_KN_residential5_grid_import number (float) Energy imported from the public grid in a residential apartment, located in the urban area in kWh
DE_KN_residential5_refrigerator number (float) Refrigerator energy consumption in a residential apartment, located in the urban area in kWh
DE_KN_residential5_washing_machine number (float) Washing machine energy consumption in a residential apartment, located in the urban area in kWh
DE_KN_residential6_circulation_pump number (float) Circulation pump energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential6_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential6_freezer number (float) Freezer energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential6_grid_import number (float) Energy imported from the public grid in a residential building, located in the urban area in kWh
DE_KN_residential6_pv number (float) Total Photovoltaic energy generation in a residential building, located in the urban area in kWh
DE_KN_residential6_washing_machine number (float) Washing machine energy consumption in a residential building, located in the urban area in kWh

household data 15min singleindex.csv

Field Name Type (Format) Description
utc_timestamp datetime (fmt:%Y-%m-%dT%H%M%SZ) Start of timeperiod in Coordinated Universal Time
cet_cest_timestamp datetime (fmt:%Y-%m-%dT%H%M%S%z) Start of timeperiod in Central European (Summer-) Time
interpolated_values string marker to indicate which columns are missing data in source data and has been interpolated (e.g. DE_KN_Residential1_grid_import;)
DE_KN_industrial1_grid_import number (float) Energy imported from the public grid in a industrial warehouse building in kWh
DE_KN_industrial1_pv_1 number (float) Total Photovoltaic energy generation in a industrial warehouse building in kWh
DE_KN_industrial1_pv_2 number (float) Total Photovoltaic energy generation in a industrial warehouse building in kWh
DE_KN_industrial2_grid_import number (float) Energy imported from the public grid in a industrial building of a business in the crafts sector in kWh
DE_KN_industrial2_pv_1 number (float) Total Photovoltaic energy generation in a industrial building of a business in the crafts sector in kWh
DE_KN_industrial2_storage_charge number (float) Battery charging energy in a industrial building of a business in the crafts sector in kWh
DE_KN_industrial2_storage_decharge number (float) Energy in kWh
DE_KN_industrial3_area_offices number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_area_room_chemistry number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_area_room_clean number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_area_room_printing1 number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_area_room_printing2 number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_compressor number (float) Compressor energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_cooling_aggregate number (float) Cooling aggregate energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_cooling_pumps number (float) Cooling pumps energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_dishwasher number (float) Dishwasher energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_ev number (float) Electric Vehicle charging energy in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_cvd_centrotherm number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_diffusion_centrotherm number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_diffusion_tecnofirmes number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_furnace_centrotherm number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_indus_rena number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_grid_import number (float) Energy imported from the public grid in a industrial building, part of a research institute in kWh
DE_KN_industrial3_pv number (float) Total Photovoltaic energy generation in a industrial building, part of a research institute in kWh
DE_KN_industrial3_pv_facade number (float) Total Photovoltaic energy generation in a industrial building, part of a research institute in kWh
DE_KN_industrial3_pv_roof number (float) Total Photovoltaic energy generation in a industrial building, part of a research institute in kWh
DE_KN_industrial3_refrigerator number (float) Refrigerator energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_ventilation number (float) Ventilation energy consumption in a industrial building, part of a research institute in kWh
DE_KN_public1_grid_import number (float) Energy imported from the public grid in a school building, located in the urban area in kWh
DE_KN_public2_grid_import number (float) Energy imported from the public grid in a school building, located in the urban area in kWh
DE_KN_residential1_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential1_freezer number (float) Freezer energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential1_grid_import number (float) Energy imported from the public grid in a residential building, located in the suburban area in kWh
DE_KN_residential1_heat_pump number (float) Heat pump energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential1_pv number (float) Total Photovoltaic energy generation in a residential building, located in the suburban area in kWh
DE_KN_residential1_washing_machine number (float) Washing machine energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_circulation_pump number (float) Circulation pump energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_freezer number (float) Freezer energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_grid_import number (float) Energy imported from the public grid in a residential building, located in the suburban area in kWh
DE_KN_residential2_heating number (float) Heating energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_washing_machine number (float) Washing machine energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential3_circulation_pump number (float) Circulation pump energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential3_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential3_freezer number (float) Freezer energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential3_grid_export number (float) Energy exported to the public grid in a residential building, located in the urban area in kWh
DE_KN_residential3_grid_import number (float) Energy imported from the public grid in a residential building, located in the urban area in kWh
DE_KN_residential3_pv number (float) Total Photovoltaic energy generation in a residential building, located in the urban area in kWh
DE_KN_residential3_refrigerator number (float) Refrigerator energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential3_washing_machine number (float) Washing machine energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_ev number (float) Electric Vehicle charging energy in a residential building, located in the urban area in kWh
DE_KN_residential4_freezer number (float) Freezer energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_grid_export number (float) Energy exported to the public grid in a residential building, located in the urban area in kWh
DE_KN_residential4_grid_import number (float) Energy imported from the public grid in a residential building, located in the urban area in kWh
DE_KN_residential4_heat_pump number (float) Heat pump energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_pv number (float) Total Photovoltaic energy generation in a residential building, located in the urban area in kWh
DE_KN_residential4_refrigerator number (float) Refrigerator energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_washing_machine number (float) Washing machine energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential5_dishwasher number (float) Dishwasher energy consumption in a residential apartment, located in the urban area in kWh
DE_KN_residential5_grid_import number (float) Energy imported from the public grid in a residential apartment, located in the urban area in kWh
DE_KN_residential5_refrigerator number (float) Refrigerator energy consumption in a residential apartment, located in the urban area in kWh
DE_KN_residential5_washing_machine number (float) Washing machine energy consumption in a residential apartment, located in the urban area in kWh
DE_KN_residential6_circulation_pump number (float) Circulation pump energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential6_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential6_freezer number (float) Freezer energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential6_grid_export number (float) Energy exported to the public grid in a residential building, located in the urban area in kWh
DE_KN_residential6_grid_import number (float) Energy imported from the public grid in a residential building, located in the urban area in kWh
DE_KN_residential6_pv number (float) Total Photovoltaic energy generation in a residential building, located in the urban area in kWh
DE_KN_residential6_washing_machine number (float) Washing machine energy consumption in a residential building, located in the urban area in kWh

household data 60min singleindex.csv

Field Name Type (Format) Description
utc_timestamp datetime (fmt:%Y-%m-%dT%H%M%SZ) Start of timeperiod in Coordinated Universal Time
cet_cest_timestamp datetime (fmt:%Y-%m-%dT%H%M%S%z) Start of timeperiod in Central European (Summer-) Time
interpolated_values string marker to indicate which columns are missing data in source data and has been interpolated (e.g. DE_KN_Residential1_grid_import;)
DE_KN_industrial1_grid_import number (float) Energy imported from the public grid in a industrial warehouse building in kWh
DE_KN_industrial1_pv_1 number (float) Total Photovoltaic energy generation in a industrial warehouse building in kWh
DE_KN_industrial1_pv_2 number (float) Total Photovoltaic energy generation in a industrial warehouse building in kWh
DE_KN_industrial2_grid_import number (float) Energy imported from the public grid in a industrial building of a business in the crafts sector in kWh
DE_KN_industrial2_pv_1 number (float) Total Photovoltaic energy generation in a industrial building of a business in the crafts sector in kWh
DE_KN_industrial2_storage_charge number (float) Battery charging energy in a industrial building of a business in the crafts sector in kWh
DE_KN_industrial2_storage_decharge number (float) Energy in kWh
DE_KN_industrial3_area_offices number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_area_room_chemistry number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_area_room_clean number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_area_room_printing1 number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_area_room_printing2 number (float) Energy consumption of an area, consisting of several smaller loads, in a industrial building, part of a research institute in kWh
DE_KN_industrial3_compressor number (float) Compressor energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_cooling_aggregate number (float) Cooling aggregate energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_cooling_pumps number (float) Cooling pumps energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_dishwasher number (float) Dishwasher energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_ev number (float) Electric Vehicle charging energy in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_cvd_centrotherm number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_diffusion_centrotherm number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_diffusion_tecnofirmes number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_furnace_centrotherm number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_facility_indus_rena number (float) Energy consumption of an industrial- or research-facility in a industrial building, part of a research institute in kWh
DE_KN_industrial3_grid_import number (float) Energy imported from the public grid in a industrial building, part of a research institute in kWh
DE_KN_industrial3_pv number (float) Total Photovoltaic energy generation in a industrial building, part of a research institute in kWh
DE_KN_industrial3_pv_facade number (float) Total Photovoltaic energy generation in a industrial building, part of a research institute in kWh
DE_KN_industrial3_pv_roof number (float) Total Photovoltaic energy generation in a industrial building, part of a research institute in kWh
DE_KN_industrial3_refrigerator number (float) Refrigerator energy consumption in a industrial building, part of a research institute in kWh
DE_KN_industrial3_ventilation number (float) Ventilation energy consumption in a industrial building, part of a research institute in kWh
DE_KN_public1_grid_import number (float) Energy imported from the public grid in a school building, located in the urban area in kWh
DE_KN_public2_grid_import number (float) Energy imported from the public grid in a school building, located in the urban area in kWh
DE_KN_residential1_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential1_freezer number (float) Freezer energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential1_grid_import number (float) Energy imported from the public grid in a residential building, located in the suburban area in kWh
DE_KN_residential1_heat_pump number (float) Heat pump energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential1_pv number (float) Total Photovoltaic energy generation in a residential building, located in the suburban area in kWh
DE_KN_residential1_washing_machine number (float) Washing machine energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_circulation_pump number (float) Circulation pump energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_freezer number (float) Freezer energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_grid_import number (float) Energy imported from the public grid in a residential building, located in the suburban area in kWh
DE_KN_residential2_heating number (float) Heating energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential2_washing_machine number (float) Washing machine energy consumption in a residential building, located in the suburban area in kWh
DE_KN_residential3_circulation_pump number (float) Circulation pump energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential3_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential3_freezer number (float) Freezer energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential3_grid_export number (float) Energy exported to the public grid in a residential building, located in the urban area in kWh
DE_KN_residential3_grid_import number (float) Energy imported from the public grid in a residential building, located in the urban area in kWh
DE_KN_residential3_pv number (float) Total Photovoltaic energy generation in a residential building, located in the urban area in kWh
DE_KN_residential3_refrigerator number (float) Refrigerator energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential3_washing_machine number (float) Washing machine energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_ev number (float) Electric Vehicle charging energy in a residential building, located in the urban area in kWh
DE_KN_residential4_freezer number (float) Freezer energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_grid_export number (float) Energy exported to the public grid in a residential building, located in the urban area in kWh
DE_KN_residential4_grid_import number (float) Energy imported from the public grid in a residential building, located in the urban area in kWh
DE_KN_residential4_heat_pump number (float) Heat pump energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_pv number (float) Total Photovoltaic energy generation in a residential building, located in the urban area in kWh
DE_KN_residential4_refrigerator number (float) Refrigerator energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential4_washing_machine number (float) Washing machine energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential5_dishwasher number (float) Dishwasher energy consumption in a residential apartment, located in the urban area in kWh
DE_KN_residential5_grid_import number (float) Energy imported from the public grid in a residential apartment, located in the urban area in kWh
DE_KN_residential5_refrigerator number (float) Refrigerator energy consumption in a residential apartment, located in the urban area in kWh
DE_KN_residential5_washing_machine number (float) Washing machine energy consumption in a residential apartment, located in the urban area in kWh
DE_KN_residential6_circulation_pump number (float) Circulation pump energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential6_dishwasher number (float) Dishwasher energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential6_freezer number (float) Freezer energy consumption in a residential building, located in the urban area in kWh
DE_KN_residential6_grid_export number (float) Energy exported to the public grid in a residential building, located in the urban area in kWh
DE_KN_residential6_grid_import number (float) Energy imported from the public grid in a residential building, located in the urban area in kWh
DE_KN_residential6_pv number (float) Total Photovoltaic energy generation in a residential building, located in the urban area in kWh
DE_KN_residential6_washing_machine number (float) Washing machine energy consumption in a residential building, located in the urban area in kWh
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