AndreaBozzo/ceres-open-data-index huggingface dataset:
Flood Risk

The Flood Zones show the probability of river and sea flooding, ignoring the presence of defences.There are four zones, 1, 2, 3a and 3b, that reflect the annual probability of flooding happening.This map shows all areas with more than a 1 in 1,000 annual probability of either river or sea flooding by combining zones 2, 3a and 3b.If you want to submit a planning application within these zones, you will need to do a flood risk assessment. For a full explanation of when a flood risk assessment is required, visit https://www.gov.uk/guidance/flood-risk-assessment-for-planning-applications#when-you-need-an-assessment.To view more detailed information on the flood zones, visit https://flood-map-for-planning.service.gov.uk/.

Tags: environment, planningconstraintsmap
Organization: Greater London Authority
Immunisation Rates for Children at 1st, 2nd and 5th Birthdays

Centre for Infections (CfI) for information on childhood immunisation uptake at ages 1, 2 and 5 collected through the Cover of Vaccination Evaluated Rapidly (COVER).Long-term trends for MMR immunisations in London and England are available, back to 1988/89. It is not possible to easily display the long term trends for all regions since the definitions and boundaries of the other English regions has changed a number of times during this period - though data for London has always remained available. Related links

Tags: 1st, children, diptheria, disease, health, hib, immunisations, immunised, menc, nhs, pertussis, pneumococcal-disease, polio, tetanus, young-people
Organization: Greater London Authority
Baseline and post-scheme implementation traffic counts for London Borough of Lambeth

Baseline and post-scheme implementation traffic count data for two Low Traffic Neighbourhood (LTN) schemes in the London Borough of Lambeth. Namely, the Brixton Hill LTN and Streatham Wells LTN – the latter of which was suspended in March 2024. Datasets include traffic count data by mode, taken from Automatic Traffic Counters (ATCs) on roads within the scheme and on the boundaries. There is also turning count data from key junctions for each of the schemes. Baseline data was collected prior to the installation of each scheme and post-scheme data collection was undertaken in early 2024.

Organization: Greater London Authority
London Fire Brigade Incident Records

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. On this page, we publish details of every incident attended by the London Fire Brigade since 1 January 2009.Below is a dashboard that allows you to interact with this data and drill down to Ward or Postcode level. If you have any questions about this tool please email data@london-fire.gov.uk The main dataset on this page (zip file) contains the details of every incident which the LFB attended since 1 January 2009. Information is provided for when and where the incident happened and the type of incident. This is a large data file, suitable for data analysts, and those who have data manipulation tools and experience.There is a smaller dataset which has the incidents attended by LFB in the last three years, which will be easier for those who have more limited data analysis skills and tools.Both datasets are updated every month. Also available are all LFB mobilisation records (for fire engines) to incidents since January 2009.This data about the incidents attended by the London Fire Brigade includes the fire station area where the incident happened; the fire station area is currently used for mobilising and other administrative purposes.On 9 January 2014, ten London fire stations were closed as part of the Authority’s Fifth London Safety Plan (LSP5), and fire station areas were changed to reflect these closures with the station areas of closed stations being distributed to adjacent fire station areas. To provide consistent incident data, stations grounds have been changed for all incidents in this data set and reflect the station areas in use since 9 January 2014.

Tags: emergency-response, fire, fire-brigade, incidents, lfb, lfepa
Organization: Greater London Authority
Consumption of Other Fuels, Borough

Estimates of consumption of non gas, non electricity and non road transport fuels.(1) Includes consumption within industry and the energy sectors including oil refineries.(2) Excludes the consumption of propane.(3) Includes some coal consumption by auto-generators.(4) Excludes renewables and wastes used for electricity generation.(5) The figures in this dataset do not equal those in the AEA report 'UK Local and Regional estimates of non-gas, non-electricity and non-road transport energy consumption for 2005. This is because data have been revised.See more on the DECC website.

Tags: consumption, electricity, energy, other-fuels, resources
Organization: Greater London Authority
Borough Council Election Results 2022

With the aim of making the democratic process as transparent as possible to the London electorate, this report includes a great deal of detail on every aspect of the 2022 London Borough council elections. No other single volume presents the full results and election statistics from the 32 London boroughs enabling the reader to analyse and compare the results across London in one place.The report presents data for every candidate in every ward (excluding the City of London which operates on a different electoral model). Summaries are provided in the form of maps and tables, and to make comparisons easier, they mostly match those included in the 2018 report. A commentary of the results, written by Professor Tony Travers of the London School of Economics, has been included to give readers an overview of the trends seen in these elections.This is the latest report in a long series of council election reports dating back to 1964, all of which are currently available on the London Datastore at: http://data.london.gov.uk/elections

Tags: conservative, elections, green, labour, liberal democrat, party, poll, turnout, voting, ward
Organization: Greater London Authority
Hammersmith and Fulham Reduction and Recycling Plan

This is the Reduction and Recycling Plan (RRP) for the London Borough of Hammersmith and Fulham.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
Workless Households, Borough

Tables show numbers and proportions of households that are classified as working, mixed or workless for all years between 2004 and 2018. Households include at least one person aged 16 to 64.'*' = Sample size too small to provide an estimate. Data comes from the Annual Population Survey (APS). Years are calender years, January-December.See more on the NOMIS website. Download APS households by combined economic activity status.

Tags: borough-economic, employment, poverty
Organization: Greater London Authority
Income Inequality

Ratio of household equivalised income of the top 10 per cent of households to the income of the bottom 10 per cent of households.Ratio calculated using weekly household income adjusted to take account of differences in numbers and ages of residents. This dataset is one of the Greater London Authority's measures of Economic Fairness. Click here to find out more. This dataset is one of the Greater London Authority's measures of Economic Development strategy. Click here to find out more.

Tags: economic-fairness
Organization: Greater London Authority
Census Commissioned Tables 2001 data files

Original data files for 2001 Census Commissioned Tables listed in this file: list of 2001 commissioned tables Most were produced in excel xls format, some of the larger files are csv or xlsx. Many of the larger commissioned tables were produced in multiple parts with each part a separate file. For 2001 there were three series of commissioned outputs starting with "M", "ES", and the usual "C".Data files here are presented in zip folders: All the M tables have been included in a single (rather large) folder, with the ES tables included in a single much smaller folder; C tables make up most of the output. The largest tables, generally those over 50Mb or so uncompressed have been zipped into individual folders (often containing multiple parts); The remaining tables have been zipped into folders purely by table number. I've included tables up to number 1250 which is nearly all tables released up to the end of 2011. There have been around 80 tables released since them.

Organization: Greater London Authority
Employee Jobs by sector

Estimates of employee job numbers in London by industrial classification. The data is taken from the Business Register and Employment Survey (BRES), also used to update the Inter-Departmental Business Register (IDBR), the main sampling frame for business surveys conducted by the ONS.Annual figures, rounded to the nearest 100, for employee jobs in 16 industry aggregate groupings.BRES covers firms registered for Value Added Tax (VAT) and/or Pay as You Earn (PAYE) and does not cover the self-employed, government-supported trainees, employees of businesses with turnover too low to need to register for VAT or PAYE nor Her Majesty’s Forces.The next release of BRES data is expected in late September, 2016.

Organization: Greater London Authority
Survey of Londoners 2021-22

In 2018-19 the GLA first undertook a Survey of Londoners. At the time it provided vital evidence on Londoners that had never been collected before in such detail. In 2021-22, the GLA conducted another Survey of Londoners, following the same methodology as the Survey of Londoners 2018-19, an online and paper self-completion survey of adults aged 16 and over in London.The survey, which received responses from 8,630 Londoners, aimed to assess the impact of COVID-19 and associated restrictions on key social outcomes for Londoners, not available from other data sources. It is important to understand the context in which the Survey of Londoners 2021-22 took place. Survey fieldwork began in November 2021; so, up to that point, it had been four months since most legal limits on social contact had been removed. However, after fieldwork had started, some restrictions due to the emergence of the Omicron variant were introduced. This may or may not have had some effect on the data. Given these changing circumstances, caution should be applied when interpreting the results.The Survey of Londoners 2021-22 also took place just before the full effects of the cost-of-living crisis began to set in. It is highly likely that the situations of Londoners have changed while analysis was taking place.On this page there is a headline findings report, published on 30 September 2022, which provides descriptive results for the key headline measures and supporting demographic data collected by the survey. Accompanying this report are more detailed tables documenting the key results of the survey by a range of demographic and other characteristics, a short summary document presenting key findings from the survey, and a technical report for those interested in the survey’s methodology. Further to these, a series of pen portraits, providing snapshots of particular groups of Londoners, as captured at the time of the Survey of Londoners 2021-22, were first added on 31 October 2022. Also on this page, there is an initial findings report, that was published on 2 September 2022. This was published to provide timely evidence from the survey to support the case for further targeted support to help low-income Londoners with the cost-of-living crisis.We have launched an online explorer where users can interrogate the data collected from the two surveys, conducted in 2018-19 and 2021-22. This is the first iteration, so we welcome any feedback on it - GO TO THE EXPLORER The record-level Survey of Londoners dataset can be accessed via the UK Data Service, University of Essex. The dataset is available for not-for-profit educational and research purposes only.Finally, as the North East London (NEL) NHS funded a 'boost' in their sub-region to enable a more detailed analysis to be conducted within, they produced an analytical report in September 2022. This is also available for download from this page.

Organization: Greater London Authority
DCLG Affordable Housing Supply, Borough

Total affordable housing completions by financial year in each London borough since 1991/92.The information includes both homes funded through programmes directly managed by the GLA (and formerly by the Homes and Communities Agency) and homes funded through other sources and programmes.Affordable housing is the sum of social rent, affordable rent, intermediate rent and low cost home ownership.New affordable homes are additional housing units (or bed spaces) provided to specified eligible households whose needs are not met by the market.Data is from Homes and Communities Agency and Local Authorities.See data on DCLG website

Tags: affordable, homes, housing, rent, social
Organization: Greater London Authority
Snapshot of Health Inequalities in London

While London tends to have better health outcomes than the rest of the UK, stark ethnic and socioeconomic inequalities remain. The Snapshot of Health Inequalities in London provides a high-level overview of major inequalities issues affecting Londoners with thematic packs on climate, children and young people, and the cost of living. This is a resource intended to inform health and non-health specialists. It will inform action on health inequalities across all strategies, policies and programmes, supporting a health in all policies approach. Webinar ‘Exploring the London Snapshot of Health Inequalities’ webinar presents the key findings followed by a panel discussion, covering five priority areas: Child health equity Cardiovascular health Mental health Poverty and economy Climate and environment Watch the webinar here. Development of the resource Greater London Authority (GLA) Health, GLA City Intelligence Unit, Office for Health Improvement and Disparities London (OHID), Association of Directors of Public Health London (ADPH), NHSE and Institute of Health Equity (IHE) have collaboratively produced this report. The snapshot brings together published data. The topics and themes have been identified with partners through iterative discussion. Originally published in 2022, this updated and expanded version was published in July 2024.

Tags: health, healthcare, inequalities, inequality
Organization: Greater London Authority
Misinformation and disinformation in London: risks and responses

GLA City Intelligence rapid evidence review – March 2026This rapid evidence review summarises evidence on misinformation and disinformation, focusing on risks and potential responses relevant to London. It draws on research literature, London-specific analysis and stakeholder input. It reflects evidence available at the time of writing and may be updated as further evidence emerges.Annex 1 provides a summary of analysis of online narratives relevant to London, based on research for the GLA. Annex 2 provides supplementary information on these narratives in selected East and Southeast Asian (ESEA) online environments, based on further analysis for the GLA.For more information, contact: christopher.rocks@london.gov.uk

Tags: disinformation, misinformation
Organization: Greater London Authority
Business Demographics and Survival Rates, Borough

Data on enterprise births, deaths, active enterprises and survival rates across boroughs.Data includes: the most recent annual figures for enterprise births and deaths a time series of the number of births and deaths of entrprises together with a percentage of births and deaths to active enterprises in a given year a time series of the number of active enterprises. survival rates of enterprises for up to 5 years after birth Notes and definitions: The starting point for business demography is the concept of a population of active businesses in a reference year (t). These are defined as businesses that had either turnover or employment at any time during the reference period. A birth is identified as a business that was present in year t, but did not exist in year t-1 or t-2. Births are identified by making comparison of annual active population files and identifying those present in the latest file, but not the two previous ones. A death is defined as a business that was on the active file in year t, but was no longer present in the active file in t+1 and t+2. In order to provide an early estimate of deaths, an adjustment has been made to the 2007 and 2008 deaths to allow for reactivations. These figures are provisional and subject to revision. Data on size of firms (micro-business, SME, large) for business and employees in London by industry can be found on the ONS website.More Business Demographics data on the ONS website

Tags: active-enterprise, borough-economic, business, demography, economy, enterprise, enterprise-birth, enterprise-death, start, start-up, start-ups, survival
Organization: Greater London Authority
Earnings by Place of Residence, Borough

Gross earnings per head: by place of residence from the Annual Survey of Hours and Earnings (ASHE), ONS.This data set provides information about earnings of employees who are living in an area, who are on adult rates and whose pay for the survey pay-period was not affected by absence. ASHE is based on a sample of employee jobs taken from HM Revenue & Customs PAYE records (177,000 returns in 2009). Information on earnings and hours is obtained in confidence from employers. ASHE does not cover the self-employed nor does it cover employees not paid during the reference period.The earnings information presented relates to gross pay before tax, National Insurance or other deductions, and excludes payments in kind.The confidence figure is the coefficient of variation (CV) of that estimate. The CV is the ratio of the standard error of an estimate to the estimate itself and is expressed as a percentage. The smaller the coefficient of variation the greater the accuracy of the estimate. The true value is likely to lie within +/- twice the CV.Results for 2003 and earlier exclude supplementary surveys. In 2006 there were a number of methodological changes made.The headline statistics for ASHE are based on the median rather than the mean. The median is the value below which 50 per cent of employees fall. It is ONS's preferred measure of average earnings as it is less affected by a relatively small number of very high earners and the skewed distribution of earnings. It therefore gives a better indication of typical pay than the mean.The best figure to use for comparing earnings for men and women, is the hourly earnings excluding overtime. Including overtime can distort the picture as men work relatively more overtime than women.Survey data from a sample frame, use caution if using for performance measurement and trend analysis '#' These figures are suppressed as statistically unreliable. ! Estimate and confidence interval not available since the group sample size is zero or disclosive (0-2).Visit ONS website

Tags: borough-economic, earnings, income, pay, residence, salary
Organization: Greater London Authority
Green Cover 2024

The GLA have produced updates to the tree canopy cover and green cover assessments previously produced in November 2018 and January 2019 respectively (based on 2016 data). The 2024 updates are based on data primarily from 2022 and estimate London’s tree canopy cover at 19.6% (±0.3%) and its green cover at 51.7% (±1.11%). These estimates were produced via a ‘machine learning’ computer modelling technique that uses algorithms to assess source data (colour aerial imagery, infrared aerial imagery, and height data) to make a judgement about what is tree canopy or other green cover (vegetation that is not trees). The approach makes use of the fact that vegetation reflects infrared light and enables the modelling of all of London’s green infrastructure, not just the elements that are accessible for on-the-ground surveying. This page hosts the results of the green cover assessment, while another Datastore page hosts the results of the canopy cover assessment.The green cover modelling is supplemented with the addition of other land use data (in this case, categories from the Ordnance Survey MasterMap Topography Layer) given the technique struggles to pick up bare ground such as farming land or very worn grass. More information is available within the methodology report below and resulting cover estimates (%) are provided here by borough and ward. The resulting map layer will soon be made available to view online and download via this page.

Organization: Greater London Authority
Flood Depth Grid 20m

PLEASE NOTE: This dataset has been retired.

‘Flood Depth Grid 20 meters’ is a national modelled dataset that shows flood depths on a 20x20 metre grid. These have been created using a Digital Terrain Model re-sampled to 20 metres and 1 in 1000 chance in any given year fluvial level scenarios. Depth levels that fall below 0 or greater than 10 metres have been filtered out.

Information Warnings:
This is a national product that has not been quality assured.

It is useful for indicating which areas may be deeper or shallower but isn’t a substitute for local detailed modelling information where available. Attribution statement: © Environment Agency copyright and/or database right 2016. All rights reserved .Some features of this information are based on digital spatial data licensed from the Centre for Ecology & Hydrology © NERC (CEH). Defra, Met Office and DARD Rivers Agency © Crown Copyright. © Cranfield University. © James Hutton Institute.  Contains OS data © Crown copyright and database right 2015. Land & Property Services © Crown copyright and database right.

Tags: environment, flood, flooding, risk management
Organization: Environment Agency
Tree Canopy Cover 2024

The GLA have produced updates to the tree canopy cover and green cover assessments previously produced in November 2018 and January 2019 respectively (based on 2016 data). The 2024 updates are based on data primarily from 2022 and estimate London’s tree canopy cover at 19.6% (±0.3%) and its green cover at 51.7% (±1.11%). These estimates were produced via a ‘machine learning’ computer modelling technique that uses algorithms to assess source data (colour aerial imagery, infrared aerial imagery, and height data) to make a judgement about what is tree canopy or other green cover (vegetation that is not trees). The approach makes use of the fact that vegetation reflects infrared light and enables the modelling of all of London’s green infrastructure, not just the elements that are accessible for on-the-ground surveying. This page hosts the results of the canopy cover assessment, while another Datastore page hosts the results of the green cover assessment. More information is available within the methodology report below and resulting cover estimates (%) are provided here by borough and ward. The resulting map layer will soon be made available to view online and download via this page.

Organization: Greater London Authority