AndreaBozzo/ceres-open-data-index huggingface dataset:
Home Fire Safety Visits by London Borough

The London Fire Brigade carries out home fire safety visits (HFSVs) across London. For more details see the LFB website here. During the HFSV fire safety advice will be provided to the owner/occupier, and smoke alarms will be installed. The visits are free, and the LFB website explains how to request a visit.This data set shows the number of HFSVs carried out in each London borough. Most visits are carried out by fire station crews, and the data shows which fire stations carried out the visit. A few visits were carried out by our partners, and some by other LFB staff (identified in the data by van or 'practitioner' numbers).Data is by financial year and quarters starting in April 2009 (i.e. Quarter 1 2009/10) and is updated quarterly.The London Fire Commissioner is the fire and rescue authority for London and runs the London Fire Brigade.

Tags: fire, hfsv, home fire safety visits, london fire brigade, prevention
Organization: Greater London Authority
London Fire Brigade - Incidents Attended - Summary Report

London Fire Brigade is the busiest fire and rescue service in the country and one of the largest firefighting and rescue organisations in the world.This table summarises the details of every incident responded to since 2009 (by calendar and financial year). The categories derive from the UK government’s Incident Recording System.For more detail, we also publish all LFB incident records and all LFB mobilisation records (for fire engines) to incidents since January 2009.Please note this data table is for information purposes only and is not a corporate report of performance. We publish corporate performance measured against our indicators and targets here.

Tags: Fire, Incidents, LFB London Fire Brigade, Summary
Organization: Greater London Authority
Housing in London - The evidence base for the Mayor's Housing Strategy

The Greater London Authority's ‘Housing in London’ report sets out the evidence base for the Mayor's housing policies, summarising key patterns and trends across a wide range of topics relevant to housing in the capital. The report is the evidence base for the Mayor’s London Housing Strategy, the latest edition of which was published in May 2018. The 2025 edition of Housing in London can be viewed here. It includes monitoring indicators for the London Housing Strategy, and five thematic chapters: 1. Demographic, economic and social context 2. Housing stock and supply 3. Housing costs and affordability 4. Housing needs, including homelessness and overcrowding 5. Mobility and decent homes Where possible, the data behind each year's report's charts and maps is made available below. To provide feedback or request the document in an accessible format, please email housing.analysis@london.gov.uk

Tags: decent-homes, emissions, homeless, house-prices, housebuilding, housing, overcrowding, rents, tenure, vacant
Organization: Greater London Authority
MPS Homicide dashboard data

The data used in the MPS Homicide dashboard is available here Homicide dashboard | Metropolitan Police, along with the related data definitions. Please note that, this data set running quarterly behind with quarterly update. What does it show and how was the content agreed? In English and Welsh law, Homicide consists of the sum of 4 separate offences: Murder (Common Law) * Manslaughter (sec 5 of the Offences Against The Person Act 1861) Infanticide (Infanticide Act 1938) Corporate Manslaughter (Corporate Manslaughter and Corporate Homicide Act 2007) these will not show gender for People Proceeded Against. *Note that since 1996, the 'Year and a day rule' has been abolished. Therefore crimes of GBH can be upgraded to murder if the victim dies from their injuries at any point in time past the original offence.CaveatsJurisdiction: Not all homicides in London are recorded by the MPS and presented in this report. It should be noted that 2 other police forces have jurisdiction within the boundary of London: The City of London Police (COLP) and British Transport Police (BTP). Therefore any homicides committed within their jurisdiction will be recorded and reported by them, and not the MPS.Terrorism: The victims of the terrorist attacks in London in 2005 and 2017 are included in this data. However, note that for 2005, the victims of the Tavistock Square bus bombing are in the jurisdiction of the MPS and so included in this report, whereas the victims of the three tube train bombings are in the jurisdiction of the BTP and so do not appear in this report. In addition, note that for the London Bridge attacks of 2017, 1 victim was in the jurisdiction of the COLP and so is not in this report, whereas the rest of the victims were in the jurisdiction of the MPS and so are in this report. 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
GLA cost of living polling

Opinions of Londoners are at the heart of policy making at the Greater London Authority (GLA). City Hall conducts regular research with Londoners to provide evidence and insight into public opinion and behaviours, in order to support effective and impactful policy making and the development of strategies and programmes of work.These pages detail the latest research conducted by the GLA on public attitudes and behaviours in relation to the cost of living in 2022.All figures, unless otherwise stated, are from YouGov Plc on behalf of the GLA. The surveys were carried out online. The figures have been weighted and are representative of all London adults (aged 18+).

Tags: costofliving
Organization: Greater London Authority
Economic Activity by Gender

Economic activity rates broken down by gender. 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, produced by the Office for National Statistics.

Tags: barking-and-dagenham, barnet, bexley, borough-economic, brent, bromley, camden, city-of-london, croydon, ealing, economic-activity, economic-inactivity, employment, employment-status, enfield, gender, greenwich, hackney, hammersmith-and-fulham, haringey, harrow, havering, hillingdon, hounslow, islington, kensington-and-chelsea, kingston-upon-thames, lambeth, lewisham, merton, newham, redbridge, richmond-upon-thames, southwark, sutton, tower-hamlets, unemployment, waltham-forest, wandsworth, westminster
Organization: Greater London Authority
Economic Inactivity by Gender, Borough

Economic inactivity rates broken down by gender for local authorities in London. The economically inactive population is comprised of those who are unable or do not wish to enter employment.Working age Economic Inactivity by Gender, and Inactivity rates by reason (working age). Reasons are: Student, Looking after family/home, Temporary sick, Long-term sick, Discouraged, Retired, Other, Economically inactive who want a job, Economically inactive who do not want a job.The data are taken from the Annual Population Survey, produced by the Office for National Statistics. 18/03/2015 Data has been reweighted in line with the latest ONS estimates.

Tags: borough-economic, economic-activity, economic-inactivity, employment, employment-status, gender, unemployment
Organization: Greater London Authority
Historical Census Tables

An Excel workbook containing tables of census data for a range of indicators going back to 1961 where possible. Two versions are offered: the legacy '2011' workbook with data up to 2011, and a '2021' workbook updated to 2021. The 2021 update is a work in progress.

Tags: 1961, 1971, 1981, 1991, 2001, 2011-census, borough-economic, census, country-of-birth, demograpahy, housing, migration
Organization: Greater London Authority
GLA Poll Results 2025

The GLA undertakes regular polling of Londoners' views. The results from these polls appear on this page, if interested in other years' data click here. January 2025 - GLA/YouGov poll results Link to tables (ODS) January 2025 Ad Hoc - GLA/YouGov poll results Link to tables (ODS) February 2025 - GLA/YouGov poll results Link to tables (ODS) March 2025 - GLA/YouGov poll results Link to tables (ODS) April 2025 - GLA/YouGov poll results Link to tables (ODS) May 2025 - GLA/YouGov poll results Link to tables (ODS) June 2025 - GLA/YouGov poll results Link to tables (ODS) July 2025 - GLA/YouGov poll results Link to tables (ODS) August 2025 - GLA/YouGov poll results Link to tables (ODS) September 2025 - GLA/YouGov poll results Link to tables (ODS) October 2025 - GLA/YouGov poll results Link to tables (ODS)

Organization: Greater London Authority
AI for Londoners Polling - Nov 2025

YouGov carried out polling on behalf of the GLA about Londoners' attitudes toward AI.Where YouGov Plc collects survey data, no information may be published without the consent of YouGov Plc and the GLA.All figures, unless otherwise stated, are from YouGov Plc on behalf of the GLA. The surveys were carried out online. The figures have been weighted and are representative of all London adults (aged 18+).All results are based on a sample and are therefore subject to statistical errors normally associated with sample-based information.

Organization: Greater London Authority
Productivity and Efficiency Plan

Delivering productivity and efficiency improvements is a key consideration for the London Fire Commissioner’s (LFC) strategic planning as set out in the Community Risk Management Plan (CRMP). It is also an integral part of the process to deliver a balanced budget each year to invest in the capabilities needed to serve and protect London. This work continues outside of those published plans and reports to ensure continuous improvement is delivered.This plan sets out the context of the LFB’s current financial position alongside what efficiencies have been identified so far and further plans. It sets out broader information on the underlying assumptions and areas of focus within the LFB that help frame the work to identify and progress further productivity and efficiency improvements.

Organization: Greater London Authority
Average Income of Tax Payers, Borough

Mean and Median Income (Personal incomes by tax year) from the Survey of Personal Incomes by HMRC. These are estimates based on a survey and should be treated with caution. They are based on the Survey of Personal Incomes (SPI) an annual sample survey of HMRC records for individuals who could be liable to UK Income Tax.Further data on self-employment income, employment income, pension income and total tax are available from the HMRC website. Link to HMRC website.

Tags: borough-economic, earnings, income, pay, salary, tax
Organization: Greater London Authority
Employment by Industry, Borough

Employment rates for those aged 16+ broken down by industrial classification. The data are taken from the Annual Population Survey (APS) produced by the Office for National Statistics.Includes the Major Industry Classes: Agriculture and fishing, Energy and water, Manufacturing, Construction, Distribution, hotels and restaurants, Transport and communications, Banking, finance and insurance, Public admin. education and health, Other servicesIncludes all people in employment, regardless of age 18/03/2015 Data has been reweighted in line with the latest ONS estimates.

Tags: borough-economic, economic-activity, economic-inactivity, employment, employment-status, gender, sic2007, unemployment
Organization: Greater London Authority
Child Benefits, Borough

Families by size and children in families by age.A National Statistics Publication. Child Benefit is paid to those responsible for children (aged under 16) or qualifying young people. The latter includes:a) those in full-time non-advanced education or (from April 2006) on certain approved vocational training courses and who are under 19, or are aged 19 and have been on the same course since their 19th birthdays. (Note: those reaching 19 up to 9 April 2006 ceased to qualify on their 19th birthdays);b) those entered for future external examinations, or are in the period between leaving education (or exams finishing) and the week containing the first Monday in September (or similar dates after Easter and in early January, if earlier), and are not in work (there are slight variations for Scotland);c) those aged under 18 who have moved directly from full-time education to being registered for work or training with the Careers service or with Connexions.As of January 2013, claimants may be liable to a tax charge called the 'High Income Child Benefit charge'. Being liable for this charge does not affect a claimant's eligibility but any Child Benefit recipient is liable to repay some or all of their Child Benefit back if they or their partner has an individual income of more than £50,000 per year. For every additional £100 over the £50,000 threshold that an individual earns, the tax charge due increases by 1%. This means that any recipient whose income (or partner’s income) is over £60,000 will be liable to repay their entire Child Benefit entitlement. Alternatively, claimants affected by the High Income Child Benefit charge have the option to opt-out of receiving Child Benefit, thereby ceasing their payments.Child benefit data for Lower Super Output Areas (LSOA) can be accessed on the HMRC website.Related to: https://www.gov.uk/government/collections/child-benefit-geographical-statistics

Tags: barking-and-dagenham, barnet, benefits, bexley, brent, bromley, camden, children, city-of-london, croydon, demography, ealing, enfield, families, greenwich, hackney, hammersmith-and-fulham, haringey, harrow, havering, hillingdon, hounslow, islington, kensington-and-chelsea, kingston-upon-thames, lambeth, lewisham, merton, newham, redbridge, richmond-upon-thames, southwark, sutton, tower-hamlets, waltham-forest, wandsworth, westminster, young-people
Organization: Greater London Authority
Employment Gaps

Difference in employment rate between gender, ethnic groups and disability status. The following employment gaps are covered: Male - Female gap Non-disabled - Disabled gap (also split by gender) White - All ethnic minority gap (also split by gender) White - Mixed ethnicity gap (also split by gender) White - Indian gap (also split by gender) White - Pakistani/Bangladeshi gap (also split by gender) White - Black/Black British gap (also split by gender) White - Other ethnicities gap (also split by gender) This dataset is one of the Greater London Authority's measures of Economic Fairness. Click here to find out more.

Tags: economic-fairness
Organization: Greater London Authority
MPS AntiSocialBehaviour

ASB is defined as “Behaviour by a person which causes or is likely to cause harassment, alarm or distress to one or more other persons not of the same household as the person.” (Antisocial Behaviour Act 2003 & Police Reform and Social Responsibility Act 2011).The MPS classifies ASB under 13 headings and qualifies incidents as “Personal”, “Nuisance”, and “Environmental” in line with the National Standard for Incident Recording (NSIR). ASB Categories by Qualifier:Personal Qualifier: ASB is perceived to be targeted at an individual or group or is having an impact on an individual or group rather than the community at large.Vehicle Abandoned (not stolen), Vehicle Nuisance/inappropriate use, Rowdy or Inconsiderate Behaviour, Rowdy/Nuisance NeighboursNuisance Qualifier: ASB is causing trouble, annoyance or suffering to the community at large rather than an individual or group.Littering/Drug Paraphernalia, Animal Problems, Trespass, Malicious/Nuisance CommunicationsEnvironmental Qualifier: The incident is not aimed at an individual or group but targets the wider environment, e.g. public spaces/ buildings.Street Drinking, Prostitution-Related Activity, Noise, Begging / Vagrancy, Fireworks Figures are updated and reconciled each month from the start of September 2023. ***This file was removed on 30/07/2025 due to an incorrect data. We expect this will resolve next week.***

Tags: ASB Calls, Boroughs, Call Type, Date, Hours, Response Time, wards
Organization: Greater London Authority
Jobs and Job Density, Borough

Data shows the number of jobs and job density by borough.The number of jobs in an area is composed of jobs done by residents (of any age) and jobs done by workers (of any age) who commute into the area. Total jobs is a workplace based measure of jobs and comprises: - employees (from the Annual Business Inquiry), - self-employment jobs (from the Annual Population Survey), People who are self-employed in a second job are included in the self-employed totals. - government-supported trainees (from DfES and DWP) and - HM Forces (from MoD).Job density is the number of jobs per resident of working age (male and female: 16-64). For example, a job density of 1.0 would mean that there is one job for every resident of working age in the population.More information on jobs available in Workplace Employment by Sex and Status, Borough and modelled estimates and projections of jobs are available in the GLA Employment Projections. These are considered to be the most accurate jobs estimates at borough level.Download this data from NOMIS

Tags: borough-economic, density, employment, jobs, work
Organization: Greater London Authority
Household Waste Recycling Rates, Borough

Table shows the proportion of collected household waste which is recycled or composted.Figures for 2004/5 were taken from the London Councils organisation as the Department for Environment, Food & Rural Affairs (DEFRA) do not list complete LA level statistics for this year.From 1998/99 to 2003/04 estimates for household waste recycling (including composting) rates are based on data supplied to the annual DEFRA Municipal Waste Management Survey.From 1998/99 to 2001/02 figures revised since previous publication. Recycling/composting rates for 1998-99 were first published in Annex A of "Guidance in Municipal Waste Management Strategies" published by DEFRA in March 2001 and 1999/00 rates in Annex B of the consultation paper on "Distribution of the £140 Million Waste Minimisation and Recycling Fund", available from https://www.gov.uk/government/collections/waste-and-recycling-statisticsThe recycling rate is calculated as set out below.For Waste Collection Authorities (WCA) and Unitary Authorities (UA): X/Y x 100, where: X = Tonnage of household waste collected by the WCA or UA which is sent for recycling/composting (including private/voluntary collections of household waste for recycling) Y = Total tonnage of household waste collected by the WCA or UA (including private/voluntary collections of household waste for recycling)For Waste Disposal Authorities (WDA): X/Y x 100, where: X = Tonnage of household waste collected by the WDA which is sent for recycling plus tonnage of household waste which is sent for recycling by the constituent WCAs (including private/voluntary collections of household waste for recycling) Y = Total tonnage of household waste collected at Civic Amenity sites by the WDA plus total tonnage of household waste collected by constituent WCAs (including private/voluntary collections of household waste for recycling)Annual Results for Local authority collected waste management published by are available here.For more Local Authority Waste and Recycling Information visit the WRAP Portal. The site is accessible to the public but does require registration on the first visit.

Tags: environment, households, recycle, recycling, waste
Organization: Greater London Authority
Public Perceptions of the Police

Data on the public's perception of the police, taken from the Mayors Office for Policing and Crime's (MOPAC) Public Attitude Survey (PAS). Responses from the following questions are available for download:Feels well informed about local police activities over the last 12 monthsAgree the police listen to the concerns of local peopleAgree the police can be relied upon to be there when neededAgree the police treat everyone fairly regardless of who they areAgree the police are dealing with the things that matter to this communityKnows how to contact their local ward officerPolice do a good job in the local area From March 2022 responses from the following questions are available for download: Agree the police listen to the concerns of local peopleAgree the police can be relied upon to be there when neededAgree the police treat everyone fairly regardless of who they areAgree the police are dealing with the things that matter to this communityPolice do a good job in the local area

Organization: Greater London Authority
MPS Violence Against Women and Girls dashboard data

The data used in the MPS Violence Against Women and Girls Dashboard is available here MPS Violence Against Women and Girls Dashboard | Metropolitan Police, along with the related data definitions. Please note that datasets are updated monthly by the 2nd of the month. Data runs until the end of the month prior.This release contains aggregated VAWG (Violence Against Women and Girls) data to ensure confidentiality and protect individuals due to the sensitive nature of the subject matter.The publication is split into two high‑level datasets: 1. Offence‑based dataset This dataset summarises recorded offences and is provided in two worksheets: Location – aggregated counts by BCU, borough and ward. Classification – aggregated counts by offence classification, including Crimsec groupings and VAWG categories. 2. Victim‑based dataset This dataset summarises victim information and is provided in three worksheets: Location – victim counts by BCU, borough and ward. Age – victim counts grouped by age band. Ethnicity – victim counts grouped by ethnicity. All information has been aggregated to address disclosure risk and support safe, responsible public use of the data.

Organization: Greater London Authority
Skills Bootcamps for Londoners

Skills Bootcamps for Londoners aim to help Londoners aged 19+ to enter employment, upskill or change career and are open to adults who are full-time or part-time employed, self-employed or unemployed, as well as adults returning to work after a break.Bootcamp training courses provide access to in-demand sector specific skills training and provide a guaranteed job interview on completion. In addition to technical training, learners will also receive guidance on entering professional working environments to fully prepare them for new roles. More information on the programme can be found here.The Skills Bootcamp for Londoners data is a summary of provider-reported Skills Bootcamps starts, completions and outcomes from courses funded by the Greater London Authority.

Tags: Employment, Skills and Employment, skills, skills for londoners
Organization: Greater London Authority
Medium Term Economic Forecast

London’s Economic Outlook is GLA Economics’ London forecast. The forecasts are issued every six months to assist those preparing planning projections for London in the medium term. The report contains the following: An overview of recent economic conditions in London, the UK and the world economies with analysis of important events, trends and risks to short and medium-term growth. The ‘consensus forecast’ – a review of independent forecasts indicating the range of views about London’s economy and the possible upside and downside risk. In this context, ‘consensus forecast’ refers to the average of the independent forecasters. The GLA Economics forecast for output, employment, household expenditure and household income in London. Provided below are links to the current and previous versions of GLA Economics' medium term forecast for the level and growth rate of London's GVA, employment, household income and household expenditure. Forecasts for the growth and level of employment and GVA for selected sectors of the economy are also included. All output variables are measured in terms of output at basic prices. All growth rates are in percentage change per annum. All employment levels are in millions. All output levels are in £bn.

Tags: economic-forecast, economy, employment, household-expenditure, household-income, leo, output
Organization: Greater London Authority