AndreaBozzo/ceres-open-data-index huggingface dataset:
MPS Stop and Search - More Thorough Searches Intimate Parts Exposed (MTIPS)

The data used in the MPS Stop and Search – More Thorough Searches Intimate Parts Exposed (MTIPS) dashboard is available here Stats and data | Metropolitan Police, along with the related data definitions. Please note that, Datasets are updated monthly at the beginning of the month. Please note, this data runs until the end of the month prior.Definitions / Counting RulesStop & Search - When an officer stops a member of the public and searches them. The police can only detain members of the public in order to carry out a search when certain conditions have been met. Search powers fall under different areas of legislation which include searching for: Stolen property; Prohibited articles namely offensive weapons or anything used for burglary, theft, deception or criminal damage; Drugs; Guns.More Thorough Searches - As defined by the College of Policing, this is a search involving the removal of more than JOG (jacket, outer coat, gloves) that exposes intimate parts of the body. (Legislation: PACE - Code A, paragraph 3.7)Stop & Search Positive Outcome - In the context of a Stop & Search, a 'positive outcome' is when the stop results in either a Caution, Community Resolution, Penalty Notice, Postal Charge\Summons, or Arrest.Please note that ‘Sex’ is recorded as ‘Male’, ‘Female’, ‘Unknown’ and ‘Vehicle Only’ (for vehicle-only searches). There is always a possibility that some MTIPS records will have a gender of ‘Unknown’ and ‘Vehicle Only’, usually as a result of a data recording error, however there are very few. For example, between 01/05/2020 – 19/05/2022, of the 9,168 records where an MTIP was recorded, only 8 records came back with the gender field stating ‘Unknown’ or ‘Vehicle Only’.CaveatsThe MPS fully recognises the distress to the individual which any type of search where intimate parts are exposed can cause, and does not seek to downplay this. However, dip sampling of records has shown that historically some of the records included in this dashboard were wrongly recorded as MTIPs, when they were in fact strip searches conducted in custody after arrest. There will therefore be some double counting, as these will also have been recorded on our custody system and will be therefore be counted in both this dashboard and the separate strip search dashboard.Due to an internal IT deployment, from 27th February these datasets may be temporarily disrupted. Work is ongoing to rebuild these datasets.

Organization: Greater London Authority
Economic Activity Rate, Employment Rate and Unemployment Rate by Ethnic Group & Nationality, Borough

Economic activity rates, employment rates and unemployment rates broken down by ethnic group. The economically active population comprises those who are either employed or unemployed and excludes those who are economically inactive. The data are taken from the Annual Population Survey (APS), produced by the Office for National Statistics.

Tags: borough-economic, economic-activity, economic-inactivity, employment, employment-status, gender, unemployment
Organization: Greater London Authority
Birth estimates

Time series of official live birth estimates for local authority districts and selected higher geographies in England and Wales from 1991-92 onward. Data are collated from the following sources: ONS mid-year population estimates components of change - local authority births for mid-year periods from 2001-2 onward Births and deaths by Lower Super Output Area (LSOA), England and Wales, 1991 to 1992 to 2016 to 2017 - ad hoc release of births by (2011) LSOA for mid-year periods from 1991-92 to 2016-17 Live births in England and Wales for small geographic areas - births by (2011) LSOA for calendar year period from 2013 onward. While calendar year births data for local authorities is available for local earlier periods from the ONS website, this data has not yet been included here due to the complications caused by: the lack of geography codes accompanying the data for the years of interest the decision to combine data for Hackney and City of London, and Cornwall and the Isles of Scilly inconsistent formatting of the published tables A respository of the code used to collate these data is available on GitHub at: https://github.com/Greater-London-Authority/collate-birth-data This data is used as an input to Modelled estimates of recent births

Tags: births, demography
Organization: Greater London Authority
London Civic Strength Index

Co-designed and co-created with Londoners, the Civic Strength Index was developed by The Young Foundation in 2021 and funded by the GLA. It helps London boroughs and organisations support discussions about the strengths of their communities and consider how to build on them.Following expert review by WPI Economics, a second version of the index, with updated data and a more robust methodology, debuted in 2023. The index has now been updated for a third time by GLA City Intelligence in 2025 with updated data, and following the robust data management principles set out in the second version. The underlying source data and methodological note to accompany this third iteration are available to download below.Interested in seeing how your neighbourhood scores in civic strength? Please visit our Data Explorer.

Organization: Greater London Authority
Hounslow Reduction and Recycling Plan

This is the Reduction and Recycling Plan (RRP) for the London Borough of Hounslow.London Local authorities are developing their Reduction and Recycling Plans (RRPs) setting out key actions for cutting waste and boosting recycling for the period 2023 to 2026. The RRPs are used to drive and promote local activity that will also play an important role helping to achieve the Mayor’s London-wide targets to cut food waste by 50 per person and achieve 65 per cent municipal waste recycling by 2030. Click here to navigate to other Boroughs' reduction and recycling plans.

Tags: RRP
Organization: Greater London Authority
Southwark Reduction and Recycling Plan

This is the Reduction and Recycling Plan (RRP) for the London Borough of Southwark.London Local authorities are developing their Reduction and Recycling Plans (RRPs) setting out key actions for cutting waste and boosting recycling for the period 2023 to 2026. The RRPs are used to drive and promote local activity that will also play an important role helping to achieve the Mayor’s London-wide targets to cut food waste by 50 per person and achieve 65 per cent municipal waste recycling by 2030. Click here to navigate to other Boroughs' reduction and recycling plans.

Tags: RRP
Organization: Greater London Authority
Traffic Flows, Borough

Estimated traffic volume for cars and all vehicles by local authority since 1993 (kilometres).Million Vehicle Kilometres travelled by all motor vehicles and all cars in London. Data comes from the Department for Transport (DFT) National Road Traffic Survey.Definitions can be found here.https://www.gov.uk/government/collections/road-traffic-statisticshttps://www.gov.uk/government/statistical-data-sets/tra89-traffic-by-local-authority

Tags: congestion, flows, traffic, vehicles
Organization: Greater London Authority
Licensed Vehicles - Type, Borough

Number of licensed vehicles (in thousands) at year end broken down by type including , cars, motor cycles, light goods, heavy goods, buses an coaches, and Other.Vehicles are allocated to a local authority according to the postcode of the registered keeper. This is the keeper's address for privately owned vehicles or the company's registered address for company owned vehicles. Significant changes in the number of vehicles from year to year can often occur when a companies with a large number of vehicles change their registered address.Other vehicles includes rear diggers, lift trucks, rollers, ambulances, Hackney Carriages, three wheelers and agricultural vehicles.Data from DFT Table VEH0104 and VEH0105. https://www.gov.uk/government/collections/vehicles-statistics

Tags: barking-and-dagenham, barnet, bexley, brent, bromley, camden, car-ownership, city-of-london, croydon, ealing, enfield, greenwich, hackney, hammersmith-and-fulham, haringey, harrow, havering, hillingdon, hounslow, islington, kensington-and-chelsea, kingston-upon-thames, lambeth, lewisham, licensed, merton, newham, redbridge, richmond-upon-thames, southwark, sutton, tower-hamlets, traffic, transport, vehicle, vehicles, waltham-forest, wandsworth, westminster
Organization: Greater London Authority
Harrow Reduction and Recycling Plan

This is the Reduction and Recycling Plan (RRP) for the London Borough of Harrow.London Local authorities are developing their Reduction and Recycling Plans (RRPs) setting out key actions for cutting waste and boosting recycling for the period 2023 to 2026. The RRPs are used to drive and promote local activity that will also play an important role helping to achieve the Mayor’s London-wide targets to cut food waste by 50 per person and achieve 65 per cent municipal waste recycling by 2030. Click here to navigate to other Boroughs' reduction and recycling plans.

Tags: RRP
Organization: Greater London Authority
LFB Payments over £250 - 2024/25

This dataset is for 2024/25 (April 2024 to March 2025) only. See also: Data for 2023/24 Data for 2022/23 Data for 2021/22 Data for 2020/21 Data for 2019/20 Data for 2018/19 Data for 2017/18 Data for 2016/17 and earlier Payments over £250 made by the London Fire Brigade* as part of the government and Mayor of London's transparency agenda.The Local Government Transparency Code 2015 requires the data to indicate VAT for payments which cannot be recovered; there are no such payments for LFB as all VAT is recoverable.The Local Government Transparency Code also requires a 'merchant category' to be added to payment details. LFB has 'ProClass' data and this is added to published data. Please note that most of LFB suppliers and contractors currently have a ProClass classification but a small number of payments may not have a ‘merchant category’.* The London Fire Commissioner is the fire and rescue authority for London and runs the London Fire Brigade (LFB).

Tags: LFC, London Fire Brigade, London Fire Commissioner, payments
Organization: Greater London Authority
Barnet Reduction and Recycling Plan

This is the Reduction and Recycling Plan (RRP) for the London Borough of Barnet.London Local authorities are developing their Reduction and Recycling Plans (RRPs) setting out key actions for cutting waste and boosting recycling for the period 2023 to 2026. The RRPs are used to drive and promote local activity that will also play an important role helping to achieve the Mayor’s London-wide targets to cut food waste by 50 per person and achieve 65 per cent municipal waste recycling by 2030. Click here to navigate to other Boroughs' reduction and recycling plans.

Tags: RRP
Organization: Greater London Authority
Westminster Reduction and Recycling Plan

This is the Reduction and Recycling Plan (RRP) for the London Borough of Westminster.London Local authorities are developing their Reduction and Recycling Plans (RRPs) setting out key actions for cutting waste and boosting recycling for the period 2023 to 2026. The RRPs are used to drive and promote local activity that will also play an important role helping to achieve the Mayor’s London-wide targets to cut food waste by 50 per person and achieve 65 per cent municipal waste recycling by 2030. Click here to navigate to other Boroughs' reduction and recycling plans.

Tags: RRP
Organization: Greater London Authority
VAT Enterprises by Turnover Size, Borough

Number of businesses by turnover size band.The 2008 publication has been enhanced to include enterprises based on PAYE employers that are not also registered for VAT, extending the scope from the previous VAT based enterprise publication. This is a major change to the scope of the publication. The increase in units is most noticeable in the VAT-exempt industries of finance (J), education (M), health(N) and public administration (L, O and Q).See more on the ONS website. Starting from the 2024 data, the format has been updated to align with the ONS standard. A new column has been added to include the updated ONS codes. Additionally, extra Turnover Size bands have been incorporated to ensure consistency with ONS data.

Tags: borough-economic, business, enterprise, paye, turnover, vat
Organization: Greater London Authority
Kensington and Chelsea Reduction and Recycling Plan

This is the Reduction and Recycling Plan (RRP) for the Royal Borough of Kensington and Chelsea.London Local authorities are developing their Reduction and Recycling Plans (RRPs) setting out key actions for cutting waste and boosting recycling for the period 2023 to 2026. The RRPs are used to drive and promote local activity that will also play an important role helping to achieve the Mayor’s London-wide targets to cut food waste by 50 per person and achieve 65 per cent municipal waste recycling by 2030. Click here to navigate to other Boroughs' reduction and recycling plans.

Tags: RRP
Organization: Greater London Authority
Kingston upon Thames Reduction and Recycling Plan

This is the Reduction and Recycling Plan (RRP) for the Royal Borough of Kingston upon Thames.London Local authorities are developing their Reduction and Recycling Plans (RRPs) setting out key actions for cutting waste and boosting recycling for the period 2023 to 2026. The RRPs are used to drive and promote local activity that will also play an important role helping to achieve the Mayor’s London-wide targets to cut food waste by 50 per person and achieve 65 per cent municipal waste recycling by 2030. Click here to navigate to other Boroughs' reduction and recycling plans.

Tags: RRP
Organization: Greater London Authority
Tower Hamlets Reduction and Recycling Plan

This is the Reduction and Recycling Plan (RRP) for the London Borough of Tower Hamlets.London Local authorities are developing their Reduction and Recycling Plans (RRPs) setting out key actions for cutting waste and boosting recycling for the period 2023 to 2026. The RRPs are used to drive and promote local activity that will also play an important role helping to achieve the Mayor’s London-wide targets to cut food waste by 50 per person and achieve 65 per cent municipal waste recycling by 2030. Click here to navigate to other Boroughs' reduction and recycling plans.

Tags: RRP
Organization: Greater London Authority
Area of Designated Green Belt Land

Area of Designated Green Belt Land (hectares). Only london boroughs with some greenbelt land shown.A GIS of this land for all of England has now been made available by DCLG. https://www.gov.uk/government/collections/green-belt-statistics

Tags: barking-and-dagenham, barnet, bexley, brent, bromley, camden, city-of-london, croydon, development, ealing, enfield, environment, greenbelt, greenwich, hackney, hammersmith-and-fulham, haringey, harrow, havering, hillingdon, hounslow, islington, kensington-and-chelsea, kingston-upon-thames, lambeth, lewisham, merton, newham, planning, redbridge, richmond-upon-thames, southwark, sustainability, sutton, tower-hamlets, waltham-forest, wandsworth, westminster
Organization: Greater London Authority
Camden Reduction and Recycling Plan

This is the Reduction and Recycling Plan (RRP) for the London Borough of Camden.London Local authorities are developing their Reduction and Recycling Plans (RRPs) setting out key actions for cutting waste and boosting recycling for the period 2023 to 2026. The RRPs are used to drive and promote local activity that will also play an important role helping to achieve the Mayor’s London-wide targets to cut food waste by 50 per person and achieve 65 per cent municipal waste recycling by 2030. Click here to navigate to other Boroughs' reduction and recycling plans.

Tags: RRP
Organization: Greater London Authority
Enfield Reduction and Recycling Plan

This is the Reduction and Recycling Plan (RRP) for the London Borough of Enfield.London Local authorities are developing their Reduction and Recycling Plans (RRPs) setting out key actions for cutting waste and boosting recycling for the period 2023-2026. The RRPs are used to drive and promote local activity that will also play an important role helping to achieve the Mayor’s London-wide targets to cut food waste by 50 per person and achieve 65 per cent municipal waste recycling by 2030. Click here to navigate to other Boroughs' reduction and recycling plans.

Tags: RRP
Organization: Greater London Authority
Haringey Reduction and Recycling Plan

This is the Reduction and Recycling Plan (RRP) for the London Borough of Haringey.London Local authorities are developing their Reduction and Recycling Plans (RRPs) setting out key actions for cutting waste and boosting recycling for the period 2023 to 2026. The RRPs are used to drive and promote local activity that will also play an important role helping to achieve the Mayor’s London-wide targets to cut food waste by 50 per person and achieve 65 per cent municipal waste recycling by 2030. Click here to navigate to other Boroughs' reduction and recycling plans.

Tags: RRP
Organization: Greater London Authority
Historic Flood Warnings

This record is for Approval for Access product AfA435. Listing of Severe Flood Warnings, Flood Warnings and Flood Alerts issued since the flood warning system went live on January 26th 2006 to the end of June 2026. This dataset includes flood warnings issued by the Environment Agency. Flood warnings are issued for flooding from rivers and the sea and, for a limited number of locations, for groundwater flooding.  The Environment Agency uses three flood warning codes and a notification when warnings are removed. These are:
* Severe Flood Warning: Severe flooding. Danger to life.
* Flood Warning: Flooding is expected.  Immediate action required.
* Flood Alert: Flooding is possible. Be prepared.
* Warning no longer in force: Flood warnings and flood alerts that have been removed in the last 24 hours (note: this value is not present in the Historic Flood Warnings data)
Live flood warnings in force are shown on GOV.UK and are available as a separate live feed on GOV.UK. Attribution statement: © Environment Agency copyright and/or database right 2026. All rights reserved.

Tags: England, Flood Alerts, Flood Warnings, Historic, environment, flooding, inlandWaters, warning plan, warning system
Organization: Environment Agency
Inclusive Talent Strategy Supporting Evidence

The Inclusive Talent Strategy (ITS) sets out our vision for a fairer, more inclusive approach to workforce development across London. To ensure the strategy is grounded in robust insight and reflects the voices of Londoners and businesses, we have compiled a comprehensive set of supporting materials on this page. Evidence Base: The detailed evidence base draws on a wide range of data sources and literature. The document was used to support the development of the ITS and Get London Working Plan and provides insights into current inequalities in labour market outcomes, barriers faced by underrepresented groups, and opportunities to improve access to good work. Consultation Summary: The GLA and London Councils engaged extensively with stakeholders across London to shape the strategy. The consultation process included roundtables and written submissions from employers, community organisations and education providers. The summary presented here captures the key themes, concerns, and recommendations raised during this engagement. Talk London Campaign: To ensure the strategy reflects the lived experiences of Londoners, the GLA and London Councils ran a public engagement campaign through Talk London. Residents shared their views on what inclusive talent means to them, the challenges they face, and the changes they want to see. The campaign helped us understand the everyday realities of navigating work, education, and opportunity in the capital. Together, these materials demonstrate our commitment to transparency, evidence-led decision-making, and meaningful engagement. They show how the Inclusive Talent Strategy has been shaped by both data and dialogue—and how it aims to deliver real change for London’s diverse communities.

Organization: Greater London Authority
Employment Rates by Disability

This table shows working age population that has a disability and Employment, unemployment, economic activity and inactivity rates by disability (includes Equalities Act Core disabled, DDA & work-limiting disabled)The definition of ‘disability’ under the Equality Act 2010 shows a person has a disability if: - they have a physical or mental impairment - the impairment has a substantial and long-term adverse effect on their ability to perform normal day-to-day activities For the purposes of the Act, these words have the following meanings: - 'substantial' means more than minor or trivial - 'long-term' means that the effect of the impairment has lasted or is likely to last for at least twelve months (there are special rules covering recurring or fluctuating conditions) - 'normal day-to-day activities' include everyday things like eating, washing, walking and going shopping There are additional provisions relating to people with progressive conditions. People with HIV, cancer or multiple sclerosis are protected by the Act from the point of diagnosis. People with some visual impairments are automatically deemed to be disabled.18/03/2015 Data has been reweighted in line with the latest ONS estimates. 2013 data is not available for disability measures from this survey. Due to changes in the health questions on the Annual Population Survey there is quite a large discontinuity in the estimates from the Apr 2012 to Mar 2013 period onwards. These became available again from the Apr 2013 to March 2014 period as new variables.95% confidence interval of percent figure (+/-).

Tags: borough-economic, disability, economic-activity, economic-inactivity, employment, employment-status, gender, unemployment
Organization: Greater London Authority
Local Units by Broad Industry Group, Borough

Data shows the number of businesses (local units such as a factory or a shop) by Broad Industry Groups.Analyses are provided for VAT and/or PAYE based enterprises and local units. Where an enterprise has several local units, the location of the enterprise is generally the main operating site or the head office.The SIC groupings changed in 2009 when SIC2007 was used for the first time.Since 2008 the publication has been enhanced to include enterprises based on PAYE employers that are not also registered for VAT, extending the scope from the previous VAT based enterprise publication. This is a major change to the scope of the publication. The increase in units is most noticeable in the VAT-exempt industries of finance (J), education (M), health (N) and public administration (L, O and Q).Analysis is provided for VAT and/or PAYE based enterprises and local units. Where an enterprise has several local units, the location of the enterprise is generally the main operating site or the head office. This data is available on the ONS website.Data is an extract compiled from the Inter Departmental Business Register (IDBR) recording the number of local units that were live at a reference date in March.

Tags: barking-and-dagenham, barnet, bexley, borough-economic, brent, broad-industry-group, bromley, business, camden, city-of-london, croydon, ealing, enfield, greenwich, hackney, hammersmith-and-fulham, haringey, harrow, havering, hillingdon, hounslow, idbr, islington, kensington-and-chelsea, kingston-upon-thames, lambeth, lewisham, local-units, merton, newham, paye, redbridge, richmond-upon-thames, southwark, sutton, tower-hamlets, vat, waltham-forest, wandsworth, westminster
Organization: Greater London Authority