National Grid ESO is the electricity system operator for Great Britain. They have gathered information of the electricity demand in Great Britain from 2009. The is updated twice an hour, which means 48 entries per day. This makes this dataset ideal for time series forecasting.

File information

The dataset consists of three type of files: - Historic_demand_year_20xx.csv: electricity demand in that year - Historic_demand_year_2009_2024.csv: all the yearly datasets merged in one - Historic_demand_year_2009_2024_noNaN.csv: same as above, but NaN values have been removed and the date includes the hour as opposed to only the day

Columns

The columns in the dataset are: * SETTLEMET_DATA: date in format dd/mm/yyyy * SETTLEMENT_PERIOD: half hourly period for the historic outtunr occurred * ND (National Demand). National Demand is the sum of metered generation, but excludes generation required to meet station load, pump storage pumping and interconnector exports. National Demand is calculated as a sum of generation based on National Grid ESO operational generation metering. Measured in MW. * TSD (Transmission System Demand). Transmission System Demand is equal to the ND plus the additional generation required to meet station load, pump storage pumping and interconnector exports. Measured in MW. * ENGLAND_WALES_DEMAND. England and Wales Demand, as ND above but on an England and Wales basis. Measured in MW. * EMBEDDED_WIND_GENERATION. This is an estimate of the GB wind generation from wind farms which do not have Transmission System metering installed. These wind farms are embedded in the distribution network and invisible to National Grid ESO. Their effect is to suppress the electricity demand during periods of high wind. The true output of these generators is not known so an estimate is provided based on National Grid ESO’s best model. Measured in MW. * EMBEDDED_WIND_CAPACITY. This is National Grid ESO’s best view of the installed embedded wind capacity in GB. This is based on publicly available information compiled from a variety of sources and is not the definitive view. It is consistent with the generation estimate provided above. Measured in MW * EMBEDDED_SOLAR_GENERATION. This is an estimate of the GB solar generation from PV panels. These are embedded in the distribution network and invisible to National Grid ESO. Their effect is to suppress the electricity demand during periods of high radiation. The true output of these generators is not known so an estimate is provided based on National Grid ESO’s best model. Measured in MW. * EMBEDDED_SOLAR_CAPACITY. As embedded wind capacity above, but for solar generation. Measured in MW. * NON_BM_STOR (Non-Balancing Mechanism SHort-Term Operating Reserve). For units that are not included in the ND generator definition. This can be in the form of generation or demand reduction. Measured in MW. * PUMP_STORAGE_PUMPING. The demand due to pumping at hydro pump storage units; the -ve signifies pumping load. * IFA_FLOW (IFA Interconnector Flow). The flow on on the respective interconnector. -ve signifies export power out from GB; +ve signifies import power into GB. Measured in MW. * IFA2_FLOW (IFA Interconnector Flow). The flow on the respective interconnector. -ve signifies export power out from GB; +ve signifies import power into GB. Measured in MW. * MOYLE_FLOW (Moyle Interconnector FLow). The flow on the respective interconnector. -ve signifies export power out from GB; +ve signifies import power into GB. Measured in MW. * EAST_WEST_FLOW (East West Innterconnector FLow). The flow on the respective interconnector. -ve signifies export power out from GB; +ve signifies import power into GB. Measured in MW. * NEMO_FLOW (Nemo Interconnector FLow). The flow on the respective interconnector. -ve signifies export power out from GB; +ve signifies import power into GB. Measured in MW. * NSL_FLOW (North Sea Link Interconnector Flow). The flow on the respective interconnector. -ve signifies export power out from GB; +ve signifies import power into GB. Measured in MW. * ELCLINK_FLOW. Blank

Household electricity consumption in the UK has been annually declining for most of the century. Households in the United Kingdom used to consume over 100 terawatt-hours of electricity every year. However, in 2022, domestic electricity consumption dropped below 100 terawatt-hours and it amounted to approximately 92 terawatt-hours in 2023.

The East of England accounted for the highest average household electricity consumption in Great Britain in 2022. That year, it added up to 3,720 kilowatt-hours per household. In comparison, households in the North East of England had the lowest average consumption, at 2,906 kilowatt-hours per household. End user consumption of electricity in the UK Despite continual annual declines in consumption since 2005, households have remained the largest electricity end-users in the UK since 2005. In 2020, amidst lockdown measures following the coronavirus outbreak, the gap between domestic and industrial consumption grew even wider. In 2022, domestic electricity consumption in the UK amounted to 96 terawatt-hours, while industrial consumption recorded the lowest figure of the century, at some 85 terawatt-hours. Declining electricity consumption in the UK Electricity consumption in the UK has seen a dramatic decrease in the past two decades, at least partially related to increased efficiency in equipment and distribution. In 2022, consumption from all electricity suppliers in the UK stood at 275 terawatt-hours. Projections indicate that the UK's electricity consumption will resume a growing trend after 2025, to surpass 32 million tons of oil equivalent in 2040.

In the past decade, electricity consumption in the United Kingdom has been on the decline. Households have consistently ranked as the largest electricity final users in the country. In 2023, households in the UK consumed 93 terawatt-hours of electricity, or roughly 35 percent of the total consumption. Meanwhile, the industrial sector's consumption of electricity has fallen from 117 terawatt-hours in 2005 to 86 terawatt-hours in 2023.

The consumption of electricity in the United Kingdom has fluctuated on an annual and seasonal basis throughout the period depicted, and indicated a general downward trend. Demand was consistently higher in the winter months, peaking each year in January or December. In April 2024, electricity consumption in the UK amounted to **** terawatt-hours. Domestic users consume the most electricity Although the industrial sector's electricity demand was higher between 1990 and 2005, domestic consumers have since reclaimed their spot as the largest electricity end users in the UK. East and South East England were the regions with the highest domestic electricity consumption in Great Britain, with more than *** megawatt-hours consumed per household in 2022. Declining electricity demand in the UK Electricity consumption in the UK has seen a mostly continual decrease since the turn of the century. After peaking at ***** terawatt hours in 2005, consumption has fallen below *** terawatt hours in 2020. This is despite the UK's population growing by approximately seven million during this period. Projections on electricity consumption in the UK show that the decreasing trend will last until at least 2025.

The United Kingdom’s demand for electricity has been declining since 2005, standing at 318.65 terawatt-hours in 2024. Factors for this decrease include declining population growth in the country, energy efficiency regulations, energy-efficient lighting, and changing consumer habits. Domestic electricity consumption in the UK Households are the largest electricity end-users in the UK. In fact, domestic consumption is the only sector that registered year-over-year growth over the past few years, reaching 93 terawatt-hours in 2023. Nevertheless, the average domestic electricity consumption varied from region to region. Consumption was highest in the East, South East, and South West of England, each registering an average of more than 3,600 kilowatt-hours per household. Declining electricity generation in the UK Keeping up with the decline in demand, electricity generation in the UK has also been decreasing. In 2023, approximately 293 terawatt-hours were produced, the lowest output in at least three decades. Although electricity generation has been declining, renewable generation has increased significantly. As of 2023, renewables accounted for the largest electricity generation capacity in the UK, and that capacity is forecast to more than double by 2050. By 2025, the use of coal is expected to have been completely phased out.

Detailed household load and solar generation in minutely to hourly resolution. This data package contains measured time series data for several small businesses and residential 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 days. All measurement devices provided cumulative energy consumption/generation over time. Hence overall energy consumption/generation is retained, in case of data gaps due to communication problems. Measurements were conducted 1-minute intervals, with all data made available in an interpolated, uniform and regular time interval. All data gaps are either interpolated linearly, or filled with data of prior days. 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.

time

The Household Electricity Survey monitored electricity consumption at an appliance level in 250 owner-occupied households across England from 2010-2011. The aim of the project was to investigate the potential for electricity savings by replacing existing appliances and lighting with more efficient alternatives. The study also investigated the opportunities for reducing peak electricity demand. Extensive analysis was undertaken on appliance ownership, efficiency labels, actual efficiencies and potential for electricity savings in different social groups. The study has also examined the scope for reducing peak electricity demand.

Households were selected to take part in the survey on the basis of the life-stage of the occupants. Of the 250 households surveyed, 26 were monitored for a period of one year and the rest were monitored for periods of one month at intervals throughout the year. The dwellings were also given an Energy Performance Certificate survey and the occupants were requested to complete survey questions about their environmental attitudes. During the course of the survey period, the occupants also completed diaries of use for some of the products they used.

Reports based on the Household Electricity Survey, information on Energy Consumption in the UK and the National Energy Efficiency Data-Framework (NEED) (including DECC statistics on household electricity demand) can all be found on the gov.uk website.

Energy consumption readings for a sample of 5,567 London Households that took part in the UK Power Networks led Low Carbon London project between November 2011 and February 2014.

Readings were taken at half hourly intervals. The customers in the trial were recruited as a balanced sample representative of the Greater London population.

The dataset contains energy consumption, in kWh (per half hour), unique household identifier, date and time. The CSV file is around 10GB when unzipped and contains around 167million rows.

Within the data set are two groups of customers. The first is a sub-group, of approximately 1100 customers, who were subjected to Dynamic Time of Use (dToU) energy prices throughout the 2013 calendar year period. The tariff prices were given a day ahead via the Smart Meter IHD (In Home Display) or text message to mobile phone. Customers were issued High (67.20p/kWh), Low (3.99p/kWh) or normal (11.76p/kWh) price signals and the times of day these applied. The dates/times and the price signal schedule is availaible as part of this dataset. All non-Time of Use customers were on a flat rate tariff of 14.228pence/kWh.

The signals given were designed to be representative of the types of signal that may be used in the future to manage both high renewable generation (supply following) operation and also test the potential to use high price signals to reduce stress on local distribution grids during periods of stress.

The remaining sample of approximately 4500 customers energy consumption readings were not subject to the dToU tariff.

More information can be found on the Low Carbon London webpage

Some analysis of this data can be seen here.

This statistic shows annual electricity consumption per square metre in households in England in 2011. On average all households consumed 71 kilowatt-hours per square metre that year. Terraced houses with an end terrace used up the most electricity per square metre, at 81 kilowatt-hours, followed by flats and multiple person households with no dependent children (77 kilowatt-hours per square metre in each case).

The UK's direct use of energy from fossil fuels and other sources (nuclear, net imports, renewables, biofuels and waste and reallocated use of energy by industry (SIC 2007 section - 21 categories), 1990 to 2023.

The Household Electricity Disaggregation dataset provides detailed, appliance-level insights into how households use electricity. Each record corresponds to a single household (user_id) and captures the energy consumed in a specific category during a given period, measured in kilowatt-hours (kWh) and as a percentage of total household electricity.

Key features include: 1. user_id: Unique anonymised identifier for each household, enabling cross-linkage with other datasets. 2. created_at: Timestamp indicating when the disaggregation record was created. 3. id: Unique record identifier. 4. period_type & period: Aggregation period (e.g., month) and specific month of observation. 5. type: Electricity consumption (elec). 6. category: Appliance or usage type, including lighting, cooking, washing, hot water, entertainment, refrigeration, always-on devices, and heating. 7. energy (kWh): Absolute electricity consumption for the category. 8. percentage (%): Share of household electricity consumed by that category; summing all categories per household equals 100%.

The dataset is exclusively electricity-focused and provides insights into household energy behaviour, enabling: - Appliance-level analysis: Understand which categories drive consumption in different households. - Segmentation & profiling: Group households based on dominant energy uses, e.g., EV charging, always-on devices, or high entertainment load. - Energy efficiency evaluation: Identify opportunities to reduce consumption in specific categories. - Behavioural insights: Study patterns like time-of-year changes in usage or appliance adoption trends. - Demand forecasting & modelling: Integrate with half-hourly electricity consumption datasets to enhance predictive models.

This dataset is anonymised and suitable for commercial, research, and policy applications, providing a rich resource for understanding residential electricity consumption at a granular, category-specific level.

This dataset is a specialised subset of Half-Hourly Electricity Consumption Data | UK Coverage, focusing on households with heat pumps. It currently includes 1,460+ households, with 880+ having 12 months or more of continuous readings, and the number increasing monthly.

All data fields and structure are identical to the main dataset (30-minute intervals, kWh values, smart-meter compatible). This subset supports focused analysis of electrified heating demand, seasonal usage patterns, and the impact of heat pump adoption on household energy consumption and grid load.

The United Kingdom’s electricity use has been declining since peaking at *** terawatt-hours in 2005. In 2024, the UK's electricity increased on the previous year, amounting to *** terawatt-hours. Electricity consumption in the UK typically follows a seasonal trend, peaking in the winter months. How electricity-intensive is the UK? Despite the continual decline in electricity consumption, the UK remains one of the largest electricity consumers in the world. In terms of per capita electricity consumption, however, the UK ranks low in comparison to other European countries such as Norway, Germany, and France. In 2023, it registered an average of ***** kilowatt-hours per person. The race towards a clean power mix In 2010, gas and coal accounted for roughly ** percent of the UK's power mix. Since then, alongside the EU Renewables Directive, the UK agreed and created its own National Renewable Energy Plan, to increase the use of renewable sources and decrease its fossil fuel dependence. In the past decade, the share of energy consumption in the UK attributable to renewable energy increased slightly, although it was still a small percentage out of the total in 2023.

Data showing the counts and average consumption of domestic energy consumption in Plymouth.