AndreaBozzo/ceres-open-data-index huggingface dataset:
Distribution Future Energy Scenarios

The Distribution Future Energy Scenarios (DFES) are primarily a series of granular scenario-based forecasts for key drivers of demand and generation technologies whose deployment are essential to achieving Net Zero. This includes EVs, decarbonised heating such as heat pumps and district heat networks, and forms of renewable energy generation and storage. For each driver, a range of forecasts are produced under different assumptions.

Tags: energy, housing, low carbon, net zero, power, transport
Organization: Greater London Authority
Interruptions Incentive Scheme

The dataset provides detailed information about UK Power Networks' unplanned fault reporting under the Ofgem Interruptions Incentive Scheme (IIS).It includes key characteristics such as: Date/time fault start/end Number of customers affected Restoration stages Cause and main equipment involved Status of fault in terms of its exclusion from the IIS scheme due to it being a one-off /severe weather fault The upstream primary substation to the fault More information about the IIS can be found on Ofgem's website or this document: RIIO-ED2 Regulatory Instructions and Guidance – Interruptions

Organization: Greater London Authority
Data Centre Profiles

This dataset shows the half-hourly load profiles of identified data centres within UK Power Networks' licence areas.The loads have been determined using actual demand data from connected sites within UK Power Networks' licence areas, from 1 January 2023 onwards.Loads are expressed proportionally, by comparing the half-hourly observed import power seen across the site's meter point(s), against the meter's maximum import capacity. Units for both measures are apparent power, in kilovolt amperes (kVA).To protect the identity of the sites, data points have been anonymised and only the site's voltage level information - and our estimation of the data centre type - has been provided.

Tags: data centres, energy, net zero, power
Organization: Greater London Authority
Data Centres Utilisation

This dataset shows the maximum observed utilisations of operational data centres identified in UK Power Networks' region.The utilisations have been determined using actual demand data from connected sites within UK Power Networks licence areas, from 1 January 2023 onwards.Maximum utilisations are expressed proportionally, by comparing the maximum half-hourly observed import power seen across the site's meter point(s), against the meter's maximum import capacity. Units for both measures are apparent power, in kilovolt amperes (kVA). To protect the identity of the sites, data points have been anonymised and only the site's voltage level information has been provided - and our estimation of the data centre type - has been provided.

Tags: data centres, energy, net zero, power
Organization: Greater London Authority
SuDS opportunity mapping - 2025 (information page)

The purpose of this study was to find viable space for SuDS across all 32 boroughs and the City of London, and identify the locations for SuDS schemes that could achieve the greatest benefits in terms of surface water flood risk resilience, sewer capacity and natural capital. The results can be used by stakeholders, such as Lead Local Flood Authorities, to find out which areas and types of SuDS would be most effective, as a starting point to build on for a Local Flood Risk Management Strategy, feasibility study, more detailed modelling or business case.The results have been mapped across London for 6 scenarios: all SuDS (present day), all SuDS (climate change), public land SuDS, private land SuDS, green SuDS and grey SuDS.The output is a geodatabase that contains a suite of attributes for each individual SuDS opportunity, including SuDS type, area, maximum volume, capex, damages avoided, benefit cost ratio and percentile band, land ownership, deliverability attributes. These can be examined at a Local Authority, strategic catchment, neighbourhood or street scale. SuDS opportunities can be selected or filtered in GIS software to find the most suitable by e.g. land ownerships, deliverability attributes or benefit cost ratio.This dataset uses Ordnance Survey Mastermap data and therefore is only available to organisations that are part of the Public Sector Geospatial Agreement (PSGA). If you do not know if your organisation is part of the PSGA, you can search your organisation here: PSGA member finder | Government and public sector | OS To request access, please create a datastore account first and then email SurfaceWaterGroup@london.gov.uk who can grant your account access.

Organization: Greater London Authority
Greater London Authority Mental Health Specialist and Supported Housing: Research  & Market Development Project

In 2024, the Greater London Authority, with support from Department of Health and Social Care, commissioned Imogen Blood and Associates to produce a research and market development project focussing on the provision of specialist and supported housing for adult Londoners with mental health needs (MH SSH). The project aimed to understand needs, gaps and barriers to the provision of MH SSH for adult Londoners and develop the market to increase bids to the GLA’s capital funding programme.

Organization: Greater London Authority
Residential completions dashboard

This dashboard provides details of residential completions from the Planning London Datahub (PLD). Data on the datahub is data that is supplied by applicants and Planning Authorities. Due to the nature of how it is collected and assimilated, it is not checked for quality as it is received, and as such may require to be amended as data quality reviews are completed and specific analysis highlights deficiencies. Boroughs supply starts and completions data on an annual basis.We are currently running a data improvement program, increasing the availability and quality of the data. If you are looking to use this data for analysis please review the core data for any error before relying on it.Other residential dashboards from the Planning London Datahub: Residential approvals Residential commencements Residential pipeline

Organization: Greater London Authority
English language (ESOL) Planning Map

The ESOL Planning Map, first published in September 2021, is based on the English language proficiency dataset from the Census of 2021, specifically the 'little' or 'no English' categories (combined). It aims to support ESOL providers, funders, commissioners and policymakers with ESOL planning and policymaking. The map includes information on local ESOL providers funded via the Mayor’s Adult Skills Fund (ASF) and non-ASF ESOL providers, to encourage partnership working. This information sits alongside information on potential delivery venues and/or referral partners (schools, libraries and community centres). A layer based on data from the Index of Multiple Deprivation (2019) allows organisations to further target their provision or funding where funding is limited. Finally, the map contains information on ESOL engagement through Adult Skills Fund (ASF) funded ESOL provision. You can compare data on English language proficiency between 2011 and 2023 using the GLA's Census Explorer . We add new and updated datasets as they become available. The underlying datasets are also available on this page for your use. Feedback, including how you make use of the map or underlying data and suggestions, are welcome.

Organization: Greater London Authority
Smoke Control Areas

## What are smoke control areas?

Parts of the UK have become designated smoke controlled areas to reduce smoke emissions from domestic fires.

This means it is illegal to burn any unauthorised fuels and instead an exempt appliance must be used such as a fire, stove, boiler, cooker or heater.

It is also an offence for solid fuel suppliers to make a delivery of unauthorised fuels to any property within a smoke control area.

The power to designate smoke control areas was initially given to the council under the Clean Air Act 1956 and it is still included in the most recent act.

## Smoke control areas in Northumberland

The whole of the former Wansbeck District and Blyth Valley Borough are smoke control areas. There are also these other areas within Northumberland which are smoke control areas: parts of Alnwick town; all of Morpeth town (three areas); all of Broomhill, Hadston and Red Row; all of Pegswood (two areas); all of Widdrington Station and Stobswood; all of Lynemouth. 

For more information please visit https://www.northumberland.gov.uk/public-protection/pollution/smoke-control-areas. 

You can also check for an individual address at https://myplace.northumberland.gov.uk.

Formal checks should go through proper search procedures.

Organization: Northumberland County Council
Heat Networks Polling - January 2026

YouGov carried out polling on behalf of the GLA and the London Assembly on Londoners about perceptions of heat networks in London.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
Lithium and Electric Vehicle fires

Fires involving lithium batteries are the fastest growing fire risk in London.This dataset provides a breakdown of all Electrical Vehicle and lithium-ion related fires from Calendar Year 2017 onwards: The first tab provides data on incidents The second tab provides figures on fatalities and injuries. The data is updated monthly, one month in arrears.The London Fire Commissioner is the fire and rescue authority for London and runs the London Fire Brigade.For more information on how to store lithium battery produces, click here.

Organization: Greater London Authority
Patients registered at a GP practice

Modelled counts of patients registered at a GP practice by single year of age (0-95+), sex, and local authority of residence. These modelled data contain information from NHS Digital, licenced under the current version of the Open Government Licence: Counts of patients by practice attended x sex x LSOA of residence - currently published quarterly Counts of patients by practice attended x sex x single year of age - currently published monthly These data are published by NHS Digital here: https://digital.nhs.uk/data-and-information/publications/statistical/patients-registered-at-a-gp-practice Please refer to NHS DIgital documentation for full data quality and metadata information about the original data.The GLA modelled counts of patients by age, sex, and local authority of residence are created by a simple process of apportioning the data for each GP practice in (2) by the distribution for each practice in (1). As residence data is only published quarterly, distributions for other months are interpolated.A respository of the code used to generate the modelled counts is available on GitHub at: https://github.com/Greater-London-Authority/process-published-nhs-data This data is used as an input to Modelled estimates of recent births Notes on usage Patient register data can be used to provide frequent low-latency indicators of changing population trends. However, patient counts should not be interpreted as a direct proxy for population. Patient counts have been prone to compounding inflation in recent years, primarily as a result of failures to remove former patients that have since moved overseas (local inflation/deficits also occur due to delays in patients updating their records or registering with a new GP when moving within the UK).The rate of inflation varies by area, sex, and age, being greatest for: areas with high volumes of international migration adults age 20-30 (with the impact spreading to older groups over time) males - due to typically lower levels of interaction with health services

Tags: demography, patients, population
Organization: Greater London Authority
London's Economy Today

The most up-to-date information on London's economy, published by email every month. Each issue includes an overview of current economic conditions, the latest indicators and a supplement on a significant issue facing London.Additional data from the latest edition of London’s Economy Today can be found here on the Datastore. Sign up to receive London's Economy Today every month. HOUSING INDICATORS The Land Registry house price index (Quarterly since 1968). Land Registry data External link LABOUR MARKET INDICATORS The unemployment rate. (Monthly since Q2 1992) The unemployment rate measures the proportion of the economically active population (those in work plus those seeking and available to work) who were unemployed. Seasonally Adjusted. TRANSPORT INDICATORS London Underground Journeys (Monthly since 2006) including moving average and annual rate of growth Bus Journeys (Monthly since 2006) including moving average and annual rate of growth

Tags: GLA Economics, GLAE, LET, allowance, economy, house prices, jobseekers, jsa, passengers, unemployment
Organization: Greater London Authority
Employment Rates

Number and percentage of residents aged 16-64 who are in employment by sex (000's) (seasonally adjusted), for rolling quarters since 1992 by region and country.The figures in this dataset are adjusted to compensate for seasonal variations in employment. Figures are released every month for rolling quarters. Data from ONS Table HI00.The data are taken from the Labour Force Survey and Annual Population Survey, produced by the Office for National Statistics. Click here to visit the Regional labour market statistics pages from the Office for National Statistics Note: From 17 December 2024, the Office for National Statistics (ONS) reweighted Labour Force Survey (LFS) estimates, affecting data from January to March 2019 onwards. This reweighting, based on updated 2022 population projections, creates a discontinuity with data prior to January - March 2019. To mitigate this, ONS has modelled seasonally adjusted UK employment, unemployment, and economic inactivity rates and levels by sex and age band back to 2011, ensuring comparability for key measures.

Tags: age, economic-activity, economic-inactivity, employment, employment-status, gender, jobs, percentages, rates, work, working
Organization: Greater London Authority
Cultural Infrastructure Map 2025

The Cultural Infrastructure Map plots the location of cultural infrastructure and enables the user to view it alongside useful contextual data.This page contains cultural infrastructure datasets collected in late 2025. Audits of facilities or infrastructure are a snapshot in time and based on best available information. Previous data can be found here for 2019, 2022/23 and 2024. As mapping is consistently undertaken and technology improves we are often able to find more data points than in previous years. The data notes will set out where this has occurred.GLA Intelligence uses a wide range of information and data sourced from third party suppliers within its analysis and reports. GLA Intelligence cannot be held responsible for the accuracy or timeliness of this information and data. The GLA will not be liable for any losses suffered or liabilities incurred by a party as a result of that party relying in any way on the information contained in this report. Contains OS data © Crown copyright and database rights 2024. NOTE: The data is based on Ordnance Survey mapping and the data is published under Ordnance Survey’s ‘presumption to publish’. NOTE: To access the data from previous cultural infrastructure audits, please visit: https://data.london.gov.uk/dataset/cultural-infrastructure-map

Organization: Greater London Authority
Fires in London - cause of ignition is white goods

The London Fire Brigade attend a number of fires each year where the ignition source of the fire is recorded as 'white goods' (e.g. washing machine, dishwasher, refrigerator). This data sets provides details of such fires by London borough and ward location, and the type of white goods concerned as well as the property type where the fire happened. Where known, the brand and model of the white goods item is included, although this is added as free text so there may be errors it spelling, etc. The data is from January 2009 and is updated annually for each calendar year.The LFB 'Total Recalls' campaigns seeks to achieve proper recall arrangements by manufacturers where a faulty product has been identified. You can see more about the LFB Total Recalls campaing on the LFN web site here - http://www.london-fire.gov.uk/total-recalls-white-goods-campaign.asp

Tags: LFB, LFC, London, fires, white goods
Organization: Greater London Authority
Online Job Postings Analyses

IntroductionThese analyses are based on online job postings data provided by Lightcast. This near real-time data can be used to track and assess the demand for labour in London, though there are some caveats to keep in mind: Comparisons with publicly available online job postings data indicate that the Lightcast data may be more sensitive to short-term volatility in the labour market. The composition of job postings by occupational groups has not changed significantly over time, with postings for managerial and professional occupations accounting for more than half of total job postings in London over the past five years. Online job postings do not appear to reflect the overall composition of vacancies in the London labour market, as the number of vacancies is more evenly distributed across occupational groups in other data sources. See the briefing on Understanding online job postings data .Job postings analysesNew analyses on job postings data will be released on a quarterly basis.Experimental data on green jobs and skills postings can be found here.Labour market analysesFor other analyses, see our separate Datastore page.

Tags: employment, job-postings, vacancies
Organization: Greater London Authority
Properties Vulnerable to Heat Impacts in London

The Properties Vulnerable to Heat Impact report, produced by Arup, maps London's heat risk across homes, neighbourhoods, and essential properties in the wake of climate change.The study focused on essential settings, emphasising areas where occupants are especially vulnerable to heat-related hazards. This included schools, hospitals, care homes residential properties and neighbourhoods. Properties Vulnerable to Heat Impact Report | London City Hall

Tags: adaptation, climate change, environment, resilience
Organization: Greater London Authority
Gender Pay Gaps in London

This dataset contains gender pay gap figures for all employees in London and large employers in London. The pay gap figures for GLA group organisations can be found on their respective websites.The gender pay gap is the difference in the average hourly wage of all men and women across a workforce. If women do more of the less well paid jobs within an organisation than men, the gender pay gap is usually bigger.The UK government publish gender pay gap figures for all employers with 250 or more employees. A cut of this dataset that only shows employers that are registered in London can be found below. Read a report by the Local Government Association (LGA) that summarises the mean and median pay gaps in local authorities, as well as the distribution of staff across pay quartiles. 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
Legal Abortion Rates

The annual Abortion Statistics for England and Wales: 2022 has been provisionally delayed from 22 June 2023 until May 2024. This is due to a backlog in the HSA4 form processing, which the publication is based on. Legal abortions: rates by Primary Care Organisation by age. Rates per 1,000 in age group. Age not stated have been distributed pro-rata across age group 20-24. Rates for under 16 are based on populations 13-15. Rates for all ages, under 18 and 35 and over are based on populations 15-44, 15-17 and 35-44 respectively.External links: https://www.gov.uk/government/collections/abortion-statistics-for-england-and-wales

Tags: abortion, health
Organization: Greater London Authority
Disability Pay Gaps in London

This dataset contains disability pay gap estimates for all employees in London and the UK. The pay gap figures for GLA group organisations can be found on their respective websites.The disability pay gap is the difference in the average hourly wage of non-disabled employees and disabled employees across a workforce. If disabled employees do more of the less well paid jobs within an organisation than the non-disabled persons, the disablity pay gap is usually bigger. 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
Ethnicity Pay Gaps in London

This dataset contains ethnicity pay gap figures for all employees in London. The pay gap figures for GLA group organisations can be found on their respective websites.The ethnicity pay gap is the difference in the average hourly wage of White employees and employees of other ethnic groups across a workforce. If Black, Asian or minority ethnic employees do more of the less well paid jobs within an organisation than White employees, the ethnicity pay gap is usually bigger. 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
Climate & Equalities Tool

The Climate and Equalities Tool is a simple, high-level tool to help you embed climate and equalities considerations early in your programme design. Climate outcomes are assessed alongside an Equalities Impact Assessment (EqIA). Adhering to the Public Sector Equality Duty of the Equality Act 2010 is a statutory requirement and completing an EqIA is the best way to comply with these requirements. The Tool is designed to be applicable to all types of projects, policies and programmes. The Tool supports you to address the potential harms of projects and strengthen the good outcomes, based on evidence and stakeholder feedback. The Climate & Equalities tool was developed by staff at the Greater London Authority and the Centre for Climate Change and Social Transformations. The tool has been provided by the GLA and CAST, but any programmes or policies it is used for are the responsibility of the organisation running them.

Organization: Greater London Authority
LFB people data and performance

This page provides a range of data about the staff who work for the London Fire Brigade. There is the LFB Human Resources (HR) Statistical Abstract which provides a range of data from 2014 onwards, and is updated quarterly. There are also bi-annual narrative People Services Performance Reports, which include a commentary about performance along with appendices containing the supporting data. The data covers workforce composition, including senior management/top earners data, recruitment outcomes, leavers, sickness and absence (including levels of stress, anxiety and depression (SAD), grievance, discipline, and includes breakdowns for gender, disability, ethnicity, sexual identity (orientation) and age (where such data is available). Data is shown for the organisation as a whole and by occupational group. Our occupational groups are: Operational (firefighters and operational managers, 84% of the organisation) Fire & Rescue Service staff (FRS staff) – non-uniformed support staff Control - 999 call handlers and their managers. The data will be updated quarterly or annually depending on the area. Further information about our people can be found in Our Performance report, People and Resources section . Pay gap data and action plans can be found here .

Organization: Greater London Authority