A polygon feature class representing permanent or semi-permanent buildings, larger than 10 square meters within the municipal boundaries of the City of London as identified through aerial imagery.

This dataset contains various characteristics and price information about houses in London. Consisting of 1000 entries, it reflects many aspects of each house, from location to interior design. In addition to physical features such as the address, neighborhood, number of rooms, and square footage, it also includes more specific details like the age of the building, garage availability, and balcony presence. Furthermore, the price of each house provides valuable insights into its market value.

Columns;

Address: The address of the house.

Neighborhood: The neighborhood or district where the house is located.

Bedrooms: The number of bedrooms in the house.

Bathrooms: The number of bathrooms in the house.

Square Meters: The total size of the house in square meters.

Building Age: The age of the building, indicating how long ago it was constructed.

Garden: Indicates whether the house has a garden ("Yes" or "No").

Garage: Indicates whether the house has a garage ("Yes" or "No").

Floors: The total number of floors in the house.

Property Type: The type of property, such as "Apartment" or "House."

Heating Type: The type of heating system used in the house (e.g., "Central Heating," "Gas").

Balcony: Indicates whether the house has a balcony ("Yes" or "No").

Interior Style: The interior design style of the house (e.g., "Modern," "Contemporary").

View: The type of view from the house (e.g., "City View," "Sea View").

Materials: The materials used in the construction of the house (e.g., "Brick," "Wood").

Building Status: The current condition of the building (e.g., "New," "Renovated," "Old").

Price (£): The sale price of the house, in British pounds (£).

The BuildingsBench datasets consist of: Buildings-900K: A large-scale dataset of 900K buildings for pretraining models on the task of short-term load forecasting (STLF). Buildings-900K is statistically representative of the entire U.S. building stock. 7 real residential and commercial building datasets for benchmarking two downstream tasks evaluating generalization: zero-shot STLF and transfer learning for STLF. Buildings-900K can be used for pretraining models on day-ahead STLF for residential and commercial buildings. The specific gap it fills is the lack of large-scale and diverse time series datasets of sufficient size for studying pretraining and finetuning with scalable machine learning models. Buildings-900K consists of synthetically generated energy consumption time series. It is derived from the NREL End-Use Load Profiles (EULP) dataset (see link to this database in the links further below). However, the EULP was not originally developed for the purpose of STLF. Rather, it was developed to "...help electric utilities, grid operators, manufacturers, government entities, and research organizations make critical decisions about prioritizing research and development, utility resource and distribution system planning, and state and local energy planning and regulation." Similar to the EULP, Buildings-900K is a collection of Parquet files and it follows nearly the same Parquet dataset organization as the EULP. As it only contains a single energy consumption time series per building, it is much smaller (~110 GB). BuildingsBench also provides an evaluation benchmark that is a collection of various open source residential and commercial real building energy consumption datasets. The evaluation datasets, which are provided alongside Buildings-900K below, are collections of CSV files which contain annual energy consumption. The size of the evaluation datasets altogether is less than 1GB, and they are listed out below: ElectricityLoadDiagrams20112014 Building Data Genome Project-2 Individual household electric power consumption (Sceaux) Borealis SMART IDEAL Low Carbon London A README file providing details about how the data is stored and describing the organization of the datasets can be found within each data lake version under BuildingsBench.

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.

The Mayor is committed to cutting fuel poverty and increasing the energy efficiency of buildings across London. To help target where action is most needed, the Mayor has developed a London Building Stock Model with the UCL Energy Institute. The London Building Stock Model is a database of all the energy and carbon data collected through the Mayor’s energy programmes and policies. It provides a snapshot of all London’s buildings (both domestic and non-domestic) with information on their energy performance certificates as of 2017.

More information is available here, and an interactive map is available here. Most of the data from the London Building Stock Model interactive map has been made available through the data extracts below. Please note that the data extracts are based on Ordnance Survey's list of London properties as of 2023. However, as the London Building Stock Model data is from 2017, some of the properties might not have any London Building Stock Model data attached to them. The data contains Ordnance Survey mapping and the data is published under Ordnance Survey's 'presumption to publish'. © Crown copyright and database rights 2023

This dataset contains the Listed Buildings within the City of London. Listed buildings are legally protected for their special architectural and/or historic interest. The older a building is, the more likely it is to be listed. Any alterations to a listed building may require Listed Building Consent from the Local Planning Authority. Listing helps us acknowledge and understand our shared history.

The dataset contains polygons for statutory listed buildings within the London Borough of Barnet. These are buildings, objects or structures considered to be of special architectural or historic interest, which need to be preserved for future generations. The list is compiled by the Secretary of State for Culture, Media and Sport following advice from Historic England. Statutory listed buildings are protected by legislation in the Planning (Listed Buildings and Conservation Areas) Act 1990. The National Heritage List for England (NHLE) is the official register for nationally protected historic buildings and sites in England however not all data has been captured as polygons. For statutory listed buildings polygons are usually only available in the NHLE for entries listed or substantially amended since 04th April 2011. To support local planning requirements and national initiatives such as the Open Digital Planning project, the Local Planning Authority (LPA) has digitised polygons for records within it's boundary. This dataset may be withdrawn in the event that NHLE develops to encompass all local requirements.

Author:Arup (using data derived from Ministry of Housing, Communities and Local Government, previously named the Department for Levelling Up, Housing and Communities)Creation date:2023Date of source data harvest:2023Temporal coverage:Up to January 2023Spatial Resolution:BoroughGeometry:PolygonSource data URL:Live tables on Energy Performance of Buildings CertificatesData terms of use:Open Government Licence v3.0 - Dataset can be shared openly for re-use for commercial and non-commercial purposes, with appropriate attribution.Data attribution:- Dataset created by Arup in 2023 as part of the West London sub-regional LAEP.- Office for National Statistics licensed under Open Government Licence v3.0.- Contains OS data © Crown copyright and database right, 2023.- Contains Ministry of Housing, Communities and Local Government data licensed under the Open Government Licence v3.0.Workflow Diagram:Available: pngComments:The data and analysis developed for the sub-regional LAEP was undertaken using data available at the time and will need to be refined for a full Phase 2 LAEP.Whilst every effort has been made to ensure the quality and accuracy of the data, the Greater London Authority is not responsible for any inaccuracies and/or mistakes in the information provided.

This dataset contains data about special architectural or historic buildings with legal protection. It can be used for: guiding conservation efforts identifying, protecting, and managing historic buildings by informing planning decisions providing public information about a building's special architectural and historical interest This data shows a point within the listed building and does not define the extent of the area affected by the listing.

Author:Buro HappoldCreation date:November 2024Date of source data harvest:March to June 2024Temporal coverage of source data:Multiple inputs, see workflow diagramsSpatial Resolution:Lower Super Output Area (LSOA)Geometry:PolygonSource data URL:MultipleData terms of use:Data freely available for download and reuse, with appropriate attribution.Data attribution:- Dataset created by Buro Happold as part of the CIEN & South London sub-regional LAEPs, 2024. Contains data derived from multiple sources including: Ordnance Survey; London Building Stock Models; and the Department for Levelling Up, Communities and Housing (See workflow diagrams for a full list).- Contains OS data © Crown copyright and database right 2025.- Office for National Statistics licensed under Open Government Licence v3.0.Workflow Diagram:Available: pdf / pngComments:The data and analysis developed for the sub-regional LAEP was undertaken using data available at the time and will need to be refined for a full Phase 2 LAEP. Please check here for more detailed background on the data.Whilst every effort has been made to ensure the quality and accuracy of the data, the Greater London Authority is not responsible for any inaccuracies and/or mistakes in the information provided.

The dataset titled "London ON Zoning By-law No. Z.-1" falls under the domain of Housing and is tagged with keywords such as By-laws, Housing Potential, Land Use, London, and Zoning. It is available in HTML format and covers the geospatial area of London. The dataset is open for access and is owned and published by the City of London. The contact point for any queries regarding access is zoning@london.ca. The dataset was accessed on 3rd March 2025 and has a unique identifier of by-laws/5111. The language of the dataset is English. The dataset does not contain any data about individuals, identifiable individuals, or Indigenous communities. It has a municipal geospatial resolution. The description of the dataset indicates that it contains Zoning By-laws which regulate how land and buildings are used, the location of buildings, lot coverage, building heights, and other provisions necessary for proper development. The resources available in the dataset include 'London ON Zoning By-law No. Z-1' and 'London ON Zoning By-law No. Z-1 - Interactive Map'. The metadata for the dataset was created on 19th March 2025 and was last modified on 26th March 2025.

Author:Buro HappoldCreation date:November 2024Date of source data harvest:Multiple inputsTemporal coverage of source data:Multiple inputsSpatial Resolution:Lower Super Output Area (LSOA)Geometry:PolygonSource data URL:MultipleData terms of use:Dataset can be shared openly for reuse for non-commercial purposes, with appropriate attribution.Data attribution:- Dataset created by Buro Happold as part of the CIEN & South London sub-regional LAEPs, 2024. Contains data derived from the London Building Stock Model (v2) and Chartered Institution of Building Services Engineers (CIBSE).- Contains OS data © Crown copyright and database right 2025.- Office for National Statistics licensed under Open Government Licence v3.0.Workflow Diagram:N/A - Analysis layerComments:The data and analysis developed for the sub-regional LAEP was undertaken using data available at the time and will need to be refined for a full Phase 2 LAEP. Please check here for more detailed background on the data.Whilst every effort has been made to ensure the quality and accuracy of the data, the Greater London Authority is not responsible for any inaccuracies and/or mistakes in the information provided.

Author:Buro HappoldCreation date:November 2024Date of source data harvest:Multiple inputsTemporal coverage of source data:Multiple inputsSpatial Resolution:Lower Super Output Area (LSOA)Geometry:PolygonSource data URL:MultipleData terms of use:Data freely available for download and reuse, with appropriate attribution.Data attribution:- Dataset created by Buro Happold as part of the CIEN & South London sub-regional LAEPs, 2024. Contains data derived from multiple sources including: Ordnance Survey; London Building Stock Models; and the Department for Levelling Up, Communities and Housing (See workflow diagrams for a full list).- Contains OS data © Crown copyright and database right 2025.- Office for National Statistics licensed under Open Government Licence v3.0.Workflow Diagram:Available: pngComments:The data and analysis developed for the sub-regional LAEP was undertaken using data available at the time and will need to be refined for a full Phase 2 LAEP. Please check here for more detailed background on the data.Whilst every effort has been made to ensure the quality and accuracy of the data, the Greater London Authority is not responsible for any inaccuracies and/or mistakes in the information provided.

Report on all Historic Environment Records (HERs) in the London Borough of Barnet. HERs are datasets that seek to provide access to comprehensive and dynamic resources relating to the historic environment of a defined geographic area for public benefit and use. More information on HERs can be found on the Historic England website. Report generated from the Greater London Historic Environment Record. This information is provided for personal use/reference only, and is a snapshot of the information held in the Greater London Historic Environment Record. You may not: • exploit this data commercially, for example by combining it with other information or by including it in your own product or application •use the Dataset in a way which suggests that what you create with it has any official status or that English Heritage has endorsed you or your use of the Dataset •mislead others or misrepresent the Dataset or its source •not use the Dataset for purposes which may lead to damage to archaeological sites, historic buildings and landscapes. For more information about the Greater London Historic Environment Record (GLHER), please contact the GLHER Team, Tel. 0207 973 3731/33779.

Author:Arup (using data derived from Ministry of Housing, Communities and Local Government, previously named the Department for Levelling Up, Housing and Communities)Creation date:2023Date of source data harvest:2023Temporal coverage:Up to January 2023Spatial Resolution:Lower Super Output Area (LSOA)Geometry:PolygonSource data URL:Live tables on Energy Performance of Buildings CertificatesData terms of use:Open Government Licence v3.0 - Dataset can be shared openly for re-use for commercial and non-commercial purposes, with appropriate attribution.Data attribution:- Dataset created by Arup in 2023 as part of the West London sub-regional LAEP.- Office for National Statistics licensed under Open Government Licence v3.0.- Contains OS data © Crown copyright and database right, 2023.- Contains Ministry of Housing, Communities and Local Government data licensed under the Open Government Licence v3.0.Workflow Diagram:Available: pngComments:The data and analysis developed for the sub-regional LAEP was undertaken using data available at the time and will need to be refined for a full Phase 2 LAEP.Whilst every effort has been made to ensure the quality and accuracy of the data, the Greater London Authority is not responsible for any inaccuracies and/or mistakes in the information provided.

Number of Domestic Energy Performance Certificates (EPC) lodged on the Register, in each Local Authority, by Energy Efficiency Rating (fuel cost) or Environmental Impact Rating (Carbon Dioxide emissions), in each Year/Quarter. Floor area data is broken down by property type. Type of property is broken down into Bungalow, House, Flat, or Maisonette. These tables show data from certificates lodged on the Energy Performance of Buildings (EPB) Registers since 2008, including average energy efficiency ratings, energy use, carbon dioxide emissions, fuel costs, average floor area sizes and numbers of certificates recorded. Data lodged on the EPB Registers record information about the certificates issued for buildings which have been newly constructed, sold or let since 2008. Data lodged on the EPB Registers will also include buildings for which multiple EPCs have been issued. On 1 April 2012, the first set of Scheme Operating Requirements came into effect for Domestic Energy Assessors, which set new rules for the operation of Accreditation Schemes. One new requirement was to introduce quality assurance audit of EPCs. The result was a demonstrable improvement in the quality of data lodged on the EPB Registers from mid-2012 onwards. Users are asked to consider this when interpreting figures prior to that period. In May 2009, additional validation checks were introduced into the register lodgement process to identify prescribed data quality issues. Before this period, statistics for domestic buildings may include anomalies to CO2 emission rates. In addition, statistics for domestic and non-domestic buildings and for DECs may include anomalies which affect total floor area figures. View some of the floor area data as cartograms (maps) for London here. More information can be found on the DCLG website. This dataset is one of the Greater London Authority's measures of Economic Fairness. Click here to find out more.