AndreaBozzo/ceres-open-data-index huggingface dataset:
GLA Economics Labour Market Updates (monthly)

Analysis of the labour market covering the latest developments.The latest labour market bulletin from the Office for National Statistics (ONS) suggests that labour market conditions in London have continued to improve in recent months, although some indicators remain weaker than a year ago.London’s unemployment rate fell again in the three months to April 2026, while the employment rate increased. Although economic inactivity rose slightly in the latest quarter, it remained below the UK average. Workforce Jobs data also pointed to growth in the number of jobs during the first quarter of the year, with the strongest increases recorded in real estate, health, transport and storage, and construction.The most timely PAYE estimates suggest a marginal decline in the number of payrolled employees in May 2026. However, the April estimate was revised upwards substantially in the latest release, indicating a more stable picture than earlier estimates suggested. Real wages also continue to rise as pay growth remains above inflation, although the pace of growth has moderated in recent months.Despite recent improvements, some signs of weakness remain. Unemployment is still higher than normal in London, workforce jobs remained below their level a year earlier and online job postings volumes are low even after accounting for seasonality.When using outputs from this analysis you should be aware of the following caveats:•The analysis is not intended to be comprehensive or exhaustive. It is a snapshot analysis of key data as it pertains to London.•The analysis does not represent the full body of evidence on which Mayoral Policies are, or will be, based.We advise that our outputs are triangulated with other sources of information and analysis to develop a rounded statistical picture of any specific policy issues.

Tags: Business, COVID-19, Skills and Employment, employment, labour market
Organization: Greater London Authority
Percent receiving training in last 3 months

Number and rate of economically active residents aged 16-64 who have received training in the last 3 months.Data taken from the Employer Skills Survey (ESS) has also been included. This measures whether an employer has funded or arranged training for staff over the past 12 months. 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
GLA School Roll Projection Service templates

Templates for the submission of data for use in the GLA School Roll Projection Service Notes on completing the Actual Roll templates: Subscribers should use the templates included on this page to provide roll data for individual schools. This data should be split by national curriculum year and gender. Data for primary and secondary schools should be provided in the separate templates. Data for special schools and pupil referral units should be excluded.Please do not change the names of position of the column headers or change the file format of the template.Planning Area: This is used for aggregation of projections into planning area level projections. Where possible, it is recommended that the same naming convention for planning areas is used each year to faciliatate the comparison of results between successive rounds of projections. If a school is not in a planning area then this field should be left blank.DfE Number: Please enter the school’s DfE number either with or without the borough identifier.School Name: Where a school has both a primary and secondary phase the school name should be consistent across both roll files. Notes on completing the Ward to Planning Area Matrix: These matrices are used to apportion ward-level population data to education planning areas. Estimated and projected population by education planning area are produced as reporting outputs, and serve to provide context to and assist with quality assurance of the roll projections themselves.It is only necessary to provide a new matrix in the event of changes to existing planning areas.The matrices are not used directly in the production of the scholl roll projections, which are instead based on relationships between pupil's ward of residence and school attended that have been derived from anonymised extracts of records from the National Pupil Database.The templates are pre-populated with default identifiers for planning areas (PA1 to PA15). If necessary, these should be changed to be consistent with the planning area names used in the submitted Actual Roll templates.Each cell in the body of the matrix represents the proportion of the population for the ward in the cell's row that should be allocated to the planning area in the cell's column. This proportion should be a value between 0 and 1, with blank cells being treated as zeroes.Both primary and (if applicable) secondary school planning areas should be included in the same template. If only primary planning areas are included, the values of the cells in each row should sum to 1. If secondary planning areas are also included, they should sum to 2.There is no single "correct" way to assign ward populations to planning areas in the template - different local authorities draw up planning area boundaries using different methods and criteria, and the method used to apportion the population here is inherrently crude. In practice, rough approximations are sufficient for the purpose to which they are applied.

Organization: Greater London Authority
Shut in lift releases (lift entrapments) attended by LFB

The London Fire Brigade attends a range of non-fire incidents (which we call 'special services'). These 'special services' include releasing people trapped in lift cars, which we call 'shut in lift releases' (or sometimes called 'lift entrapments'. Lift releases (or entrapments) do not include incidents where a person(s) is trapped in lift machinery. These lift releases will be to buildings which are apartment blocks as well as commercial and public buildings. We routinely get asked for information about the number of such incidents attended by the Brigade, particularly at specific addresses, and this data is published on the London Datastore to assist those who require it. This is a complete list of this type of incident attended (for the period specified below). If you are looking for a particular building/address and this does not appear in the list, you can assume that the Brigade has not attended a 'shut in lift' release at the address. The data is provided for three calendar years (36 months) and is updated monthly. A range of information is supplied for each incident including some location information (postcode, borough, ward), as well as the data/time of the incident. The London Fire Commissioner is the fire and rescue authority for London and runs the London Fire Brigade. The first data set was published on Tuesday 7 September 2021.

Organization: Greater London Authority
Personal Insolvency Statistics, Borough

Tables show individual insolvencies made up of bankruptcy orders and individual voluntary arrangements (IVAs), New Debt Relief Orders, and breathing space registrations from May 2021, as counts and rates (per 10,000 people).Insolvent individuals in England and Wales are dealt with mainly under the Insolvency Act 1986. A bankruptcy order is made on the petition of the debtor or one or more of his creditors when the court is satisfied that there is no prospect of the debt being paid.There are also individual voluntary arrangements (IVAs) and deeds of arrangement, which enable debtors to come to an agreement with their creditors.Classifying insolvent individuals into geographic areas is done using the postcode that the insolvent individual provides. The use of this in assigning an individual to a geographical area is only as good as the postcode information given. Inaccurate postcodes or incomplete/missing postcodes will lead to missing data.Rates include revisions due to changes in population estimates.Rates per 10,000 are calculated using area population figures for adults aged 18+. This dataset is one of the Greater London Authority's measures of Economic Fairness. Click here to find out more.

Tags: bankruptcy, borough-economic, debt, deprivation, economic-fairness, individual-voluntary-arrangements, insolvency, iva, poverty
Organization: Greater London Authority
London Schools Atlas

The London Schools Atlas is an innovative interactive online map of London providing a uniquely detailed and comprehensive picture of London schools, current patterns of attendance and potential future demand for school places across the capital.The Atlas is part of the Mayor's programme of initiatives aimed at driving up standards in education and ensuring there are enough good places for all children in the city.Covering primary and secondary provision, including academies and free schools, the London Schools Atlas for the first time uses data to illustrate current patterns of demand for school places at a pan-London level, rather than within boroughs alone.You can use the atlas at the link below: London Schools Atlas - homepage Download the Data: The files below contain the home location to school matrices used to create the catchment elements of the maps. Please ensure you read the notes page in each file before using the data. School location/attribute information has been sourced from the Edubase database.In addition to the datasets below, the following data sources that are used in the Atlas are also available in the London Datastore: Pan-London School Place Demand data DCLG Indices of Deprivation 2015 London Output Area Classification LOAC

Tags: projections, pupils, schools
Organization: Greater London Authority
A Fairer London: The Living Wage in London

Since 2006 the GLA Group has been implementing the London Living Wage (LLW).The Group continues to include the LLW as a requirement for contracts that are let or renewed.We calculate the Living Wage by a combination of two approaches. The first, developed by the Family Budget Unit (FBU), estimates the costs of a ‘Low Cost but Acceptable’ (LCA) budget for a selection of households and calculates the wage required to meet these costs. This is termed the “Basic Living Costs” approach. The second – the “Income Distribution” approach – simply identifies the median income for London (appropriately weighted for 11 household types) and then takes 60 per cent of it.The Mayor continues to lobby national Government to adopt the London Living Wage across Whitehall.All annual living wage reports, titled 'A Fairer London', can be found on the GLA website.

Tags: economics, glae, living-wage
Organization: Greater London Authority
SASPAC London 2011 System Files

A zip file containing the SASPAC system files for all table sets and all geographies within the London region. 828Mb. Last updated 24/06/2014 to include all standard tables, workplace tables and workday tables. Requires SASPAC version 9.87.System files for Commissioned Tables can be found here.

Tags: 2011, census, data, download, saspac, system-files
Organization: Greater London Authority
Assembly Member Register of Interests

Declaration of personal interests by the Mayor's Office. The 25 Members of the London Assembly and the Mayor of London are required to declare their personal interests in the Standing Register of Interests. Members must register these details with the GLA's Monitoring Officer within 28 days of the commencement of their term of office, and must submit an updated notification within 28 days of becoming aware of any change to their personal interests. This currently links to the existing pages on the GLA website where the information can be found. We are working on making this data available in an easier to use format.Relevant link: https://www.london.gov.uk/about-us/greater-london-authority-gla/good-governance/register-interests

Tags: assembly-members, interests
Organization: Greater London Authority
UK employer skills survey

Industry sector data is presented on reported vacancies, hard-to-fill vacancies (vacancies reported as such by companies), skill-shortage vacancies (vacancies hard to fill due to applicants not having the appropriate skills, qualifications or experience) and density of skills shortages (proportion of skills shortages over all vacancies in occupational group). The data is collected through the UK Commission for Employment and Skills (UKCES) Employer Skills Survey. This survey is run every second year, involves interviews with 91,000 workplace establishments (including more than 10,000 establishments in London). Results for 2015 were released in April 2016. Firms are sampled from the Inter-Departmental Business Register from those firms that have at least two staff (including both employees and working proprietors). Respondents are asked questions about investment in the skills of their workforce, vacancies and their difficulties in recruiting labour with their required skill sets.

Organization: Greater London Authority
OPDC Expenditure over £250

In line with our commitment to be transparent about how much we spend and on what, we publish the details of our spending. We record the spending in the form of a register, listing individual items of expenditure and details such as the payee and the date of payment. The threshold which we include an item of expenditure on the register stands at £250 (excluding VAT) for each item of expenditure.https://www.london.gov.uk/about-us/organisations-we-work/old-oak-and-park-royal-development-corporation-opdc/opdc-structure-7#acc-i-44934

Organization: Greater London Authority
OPDC Gender Pay Gap Report

As part of the Mayor’s commitment to publish a gender pay audit for the Greater London Authority and its functional bodies, the OPDC has produced a Gender Pay Audit report. Our gender pay audit represents the gender pay gap data as at the end of March 2016.https://www.london.gov.uk/about-us/organisations-we-work/old-oak-and-park-royal-development-corporation-opdc/opdc-structure-6

Organization: Greater London Authority
TfL Rolling Origin and Destination Survey

The Rolling O&D survey (RODS) is a rolling programme to capture information about journeys on the LUL network.Warning: It is important to note that these data are reconciled to November counts and represent the number of people travelling on a typical (or average) weekday. Therefore, year-on-year RODS fluctuations do not necessarily reflect whole-year annual demand changes. Furthermore, these data are adjusted to remove the effect of any abnormal circumstances that may effect demand such as industrial action or long-term closures.The RODS dataset comprises information about:-Boarders and alighters by station, line, and time of day-Line loading by section, line, and time of day-Station flows by station and time of day-Origin-destination matrix by station, zone, and time of day-Route choice by origin-destination pair-Journeys involving interchange by zone, and number of interchanges-National Rail and DLR journeys to and from each LU station by zone and time of day-Total entries and exits by borough and time of day-Access and egress mode by entry/exit station, zone, and time of day-Age, gender, and mobility category split by entry/exit station, zone, and time of day-Average journey time by entry/exit station, zone, and time of day-Distance travelled by entry/exit station by zone, line, journey purpose, time of day, and ticket type-Journey frequency by entry/exit station, zone, journey purpose, time of day, and ticket type-Journey purpose by entry/exit station by zone, time of day, and ticket type-Ticket type by entry/exit station, zone, and time of dayPlease note that you will need to register (for free) as a data feed user on the TfL website to be able to access this information.Find out more about the feeds available from Transport for London here

Tags: distance, frequency, journey, origin, purpose, rods, station, time, transport, tube-stations
Organization: Greater London Authority
Bridges, tunnels, road barriers - height restrictions

This data set covers 877 structures within the Greater London boundary / M25 comprising of low bridges, tunnels and road barriers in a .csv file which will be updated annually.It is available in our Roads data bucket under the folder /Bridges - restrictions.The data contains the following variables: Variable Description / value Height restriction(m) • Up to 3.0 • Between 3.1 and 3.5 • Between 3.6 and 4.0 • Between 4.1 and 4.5 • Between 4.6 and 5.1 Height restriction (imperial) • Up to 9'10" • Between 9'10" and 11'6" • Between 11'9" and 13'0" • Between 13'3" and 14'9" • Between 15'0" and 16'6" Easting X-coordinate Northing y-coordinate Grid Reference Grid reference value Lat Latitude value Lng Longitude value Borough Borough name Road name Road name Road number Road Number TLRN [Red route]? • Yes = restriction is located on TLRN • No = sign is NOT located on TLRN (TLRN = Transport for London Road Network Area = Red Route, road network controlled by TfL) Comments Additional information

Organization: Greater London Authority
Newham Local Information System

Newham Info is the London Borough of Newham's Local Information System and provides a selection of data about various topics. These include: pupil performance on key stage indicators in the local area estimated healthy life expectancy for the local and comparator areas notifiable offences recorded by the police primary methods of travel to work across the local and comparator areas whether housing is rented or owner occupied, for the local and comparator areas the number of jobs and enterprise in a local area datasets that measure several aspects of deprivation Data can be extracted to CSV, XLS and XML via the Newham Info Data Views page.

Tags: age, borough-economic, crime, deprivation, gender, jobs, life-expectancy, offences, pupil-attainment, tenure, travel
Organization: Greater London Authority
TfL Live Roadside Message Signs

TfL has a network of over 130 roadside message signs, which provide drivers with information about local traffic disruptions. The signs are set by TfL's London Streets Traffic Control Centre. The Live Roadside Message Signs XML feed comes direct from TfL's traffic control centre system and contains the location and live message on every sign currently displaying information in London. The feed contains a date and time stamp which should be used to check that the information is up-to-date and be displayed when publishing the information. Some ideas... The information could be combined with TfL's Traffic Camera and Live Traffic Disruptions data feeds to provide a complete picture of traffic along a route or in an area

Tags: feeds, messages, traffic, transport, travel
Organization: Greater London Authority
London Learner Survey

From 1 August 2019, the Secretary of State for Education delegated responsibility for the commissioning, delivery and management of London’s Adult Skills Fund (ASF), formerly known as the Adult Education Budget (AEB), to the Mayor of London.The ASF helps Londoners to get the skills they need to progress both in life and work. The overarching aim of London’s ASF is to make adult education in London even more accessible, impactful and locally relevant. Through the London Learner Survey (LLS), the GLA are measuring how learners’ lives change after they complete their learning, whether that is, for instance, improvements in their health and wellbeing, progression in work or learning or entering new employment.The LLS surveys learners who have participated in GLA- funded ASF learning aims during the academic year. The survey focuses on seven outcomes, which can be divided into economic and social outcomes, as approved by the Mayor of London in the Skills Roadmap. The economic outcomes are progression into employment, progression within work and progression into further learning. Meanwhile, the social outcomes are improved health and wellbeing, improved social integration, improved self-efficacy and participation in volunteering.The LLS consists of two linked surveys of people participating in GLA-funded ASF learning: a baseline survey administered when the learner starts their course, and a follow-up survey approximately five to seven months after the end of learning. All eligible learners are asked to complete the survey .

Tags: Skills and Employment, adult education, adult education budget, skills for londoners, survey
Organization: Greater London Authority
TfL Live Traffic Disruptions

The London Streets Traffic Control Centre records and monitors accidents, incidents, road works and public events, which are likely to the impact the normal flow of traffic on London's busiest roads. The Live Traffic Disruptions XML feed contains information about the location, nature, impact and timing of a range of disruptions being monitored by TfL's 24/7 traffic control centre. The feed comes direct from the control centre's information database and is updated every five minutes. The feed contains a date and time stamp which should be used to check that the information is up-to-date and be displayed when publishing the information. Some ideas... Each disruption event contains location coordinates, so any website offering travel information for customers could display the data, filtered for their geographic area of interest, on a map The information could be combined with TfL's Traffic Camera and Roadside Message sign data feeds to provide a complete picture of traffic along a route or in an area The data could be fed into an online road journey planner or mobile navigation system

Tags: disruption, feeds, traffic, transport, travel
Organization: Greater London Authority
Embedded Capacity Register

The Embedded Capacity Register (ECR), formerly known as the System Wide Resource Register (SWRR), lists all generation, storage and flexible demand resources where the installed generation capacity, export capacity or the import capacity is greater than or equal to 1MW. More information can be found here: https://www.ukpowernetworks.co.uk/electricity/distribution-energy-resources/the-embedded-capacity-register

Tags: battery, electricity, energy, power, solar, wind
Organization: Greater London Authority
Planning Data Map

This is a beta version of the first open planning data map for London. It contains 16 data sets grouped under the headings of 'Good Growth' and 'Constraints'. You are encouraged to explore the map and give us your ideas about how it can be improved. We are also keen to receive suggestions for what information to add next. Please send your feedback to planningdata@london.gov.uk For more information about planning, please see www.london.gov.uk/what-we-do/planning

Tags: planningconstraintsmap
Organization: Greater London Authority
Enable

As part of our Enable project, we estimated the projected number of on-street disabled parking bays and Blue Badge holders in our licence areas by 2030. This data is available at the Lower Layer Super Output Area (LSOA) level. We hope that this data will help local authorities and charge point operators plan for accessible transport provision for customers.More information on what we're doing for accessible transport can be found at UK Power Networks Accessible transport information hub and Project Enable Please note, the dataset contains estimations and are not true values.

Tags: EV, Electric vehicle, blue badge, demography, mobility, transport
Organization: Greater London Authority