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Free data sets for maths IAs and EPQs

36 free sources of real data, ranked by how useful they are for a maths project. Each says what it holds, its format, its licence in plain words and whether you need to sign up, with the EPQ ideas that use it. We link to the data and never copy it; every link was checked in October 2026.

How to use a source well

The ranked list

  1. Our World in Data Population and health
    Thousands of charts on population, health, energy, climate and the economy. Every chart page has a table view, names its original sources and has a CSV download.

    Format: Charts, CSV · Licence: CC BY 4.0 for charts and data made by Our World in Data; series from other providers keep their own licence (shown on each chart). · Sign-up: None

    EPQ ideas that use it: An honest climate data visualisation · An interactive epidemic simulator · How a neural network learns · Is BMI a good measure? · Measuring inequality with the Gini coefficient · Modelling an epidemic and 1 more.

  2. World Bank Open Data Population and health
    Development indicators for every country, mostly from 1960: population, GDP, life expectancy, infant mortality, immunisation.

    Format: CSV, Excel · Licence: CC BY 4.0 for most datasets (the World Bank's licence page lists any exceptions). · Sign-up: None

    EPQ ideas that use it: Measuring inequality with the Gini coefficient · Modelling the UK population.

  3. Office for National Statistics (UK) Money and prices
    UK population estimates, births, earnings and the CPI and CPIH inflation series.

    Format: CSV, Excel · Licence: Open Government Licence v3.0: free to reuse with an acknowledgement. · Sign-up: None

    EPQ ideas that use it: Benford's law in UK data · How inflation is measured · Modelling the UK population · Shared birthdays in real classes · What a student loan really costs.

  4. US births per day (NCHS and SSA, via FiveThirtyEight) Population and health
    Births on every day of the year in the US, 1994–2014, from the National Center for Health Statistics and the Social Security Administration.

    Format: CSV · Licence: CC BY 4.0 (FiveThirtyEight's data repository); cite NCHS and SSA as the original sources. · Sign-up: None

    EPQ ideas that use it: Shared birthdays in real classes.

  5. UN World Population Prospects Population and health
    UN population estimates from 1950 and projections to 2100, by country, age and sex.

    Format: CSV, Excel · Licence: Check the terms on the UN site. · Sign-up: None

  6. NASA GISTEMP v4 Climate and environment
    Global and hemispheric temperature anomalies from 1880, monthly and yearly.

    Format: CSV, text · Licence: US government data; NASA asks you to cite the dataset. · Sign-up: None

    EPQ ideas that use it: An honest climate data visualisation.

  7. NOAA Global Monitoring Laboratory: Mauna Loa CO₂ Climate and environment
    Monthly and yearly mean atmospheric CO₂ since 1958 (the Keeling curve).

    Format: CSV, text · Licence: Free to use; cite the dataset, its version and the date you downloaded it. · Sign-up: None

  8. Met Office historic station data Climate and environment
    Monthly maximum and minimum temperature, rainfall, frost days and sunshine for 37 UK stations, some from 1853.

    Format: Text tables · Licence: Check the terms on the Met Office page. · Sign-up: None

    EPQ ideas that use it: An honest climate data visualisation · How accurate are weather forecasts?.

  9. Gapminder Population and health
    Long-run country indicators (income, life expectancy, child mortality).

    Format: CSV, Excel · Licence: CC BY 4.0. · Sign-up: None

  10. Global Forest Watch Climate and environment
    Yearly tree-cover loss by country since 2001, from satellite imagery.

    Format: CSV, maps · Licence: CC BY 4.0 for the tree-cover loss data. · Sign-up: None

  11. NSIDC Sea Ice Index Climate and environment
    Daily and monthly Arctic and Antarctic sea-ice extent since 1978.

    Format: CSV · Licence: Free to use; NSIDC asks you to cite the dataset. · Sign-up: None for the index files

  12. USGS Earthquake Catalog Climate and environment
    Every recorded earthquake with time, place, depth and magnitude; filter and export.

    Format: CSV, GeoJSON · Licence: Check the terms on the USGS site. · Sign-up: None

  13. NOAA National Hurricane Center (HURDAT2) Climate and environment
    Track, wind and pressure every six hours for every Atlantic tropical cyclone since 1851.

    Format: Text · Licence: US government data; cite the dataset. · Sign-up: None

  14. data.police.uk Population and health
    Street-level crimes by month for England, Wales and Northern Ireland.

    Format: CSV · Licence: Open Government Licence v3.0. · Sign-up: None

  15. HM Land Registry Price Paid Data Money and prices
    Every residential sale in England and Wales since 1995.

    Format: CSV · Licence: Open Government Licence v3.0 (read the address-data note on the page). · Sign-up: None

    EPQ ideas that use it: Benford's law in UK data.

  16. GOV.UK rates and thresholds Money and prices
    Current UK income tax, National Insurance and student loan repayment rates, and the Highway Code's stopping distances.

    Format: Web pages · Licence: Open Government Licence v3.0. · Sign-up: None

    EPQ ideas that use it: How progressive is UK income tax? · What a student loan really costs.

  17. ECB Data Portal Money and prices
    Daily euro reference exchange rates and ECB interest rates.

    Format: CSV · Licence: Free to reuse with the source acknowledged. · Sign-up: None

  18. Transport for London open data Maps and travel
    Station entry and exit counts, cycle-hire journeys, and live and timetabled bus arrivals for London.

    Format: CSV, API · Licence: Check TfL's open data terms; attribution is required. · Sign-up: None for the downloads; a free key for heavy API use

  19. OpenStreetMap Maps and travel
    A free world map with exact coordinates of schools, hospitals, shops, stations, lakes and coastlines.

    Format: Map, export · Licence: Open Database Licence: credit “© OpenStreetMap contributors”; data you build from it must be shared alike. · Sign-up: None to view and read off coordinates

  20. OpenFlights data Maps and travel
    Airports with latitude and longitude, and airline routes.

    Format: CSV · Licence: Open Database Licence. The routes file is a 2014 snapshot. · Sign-up: None

  21. Football-Data.co.uk Sport and games
    Results, shots, cards and bookmaker odds for 25+ seasons of European leagues.

    Format: CSV · Licence: No reuse licence found: link to it and cite it, and do not republish the files. · Sign-up: None

    EPQ ideas that use it: Does sacking a football manager work? · Game theory and penalty kicks · How Elo ratings work.

  22. Lichess open database Sport and games
    Every rated game played on Lichess, in monthly files (very large; start with an early month).

    Format: PGN · Licence: Check the terms on the page. · Sign-up: None

  23. World Athletics records and toplists Sport and games
    All-time lists, records and record progressions for every athletics event.

    Format: Web tables · Licence: No reuse licence found: link and cite only. · Sign-up: None

    EPQ ideas that use it: Predicting race times.

  24. Olympedia Sport and games
    Olympic results for every event since 1896, with many athletes' heights and masses.

    Format: Web tables · Licence: No reuse licence found: link and cite only. · Sign-up: None

  25. Project Gutenberg Text and codes
    70,000+ public-domain books as plain text, for letter and word counts.

    Format: Plain text · Licence: Public domain in the US; download a few books by hand (the site blocks bulk robots). · Sign-up: None

  26. Census at School New Zealand Your own survey data
    Anonymous answers from school students to a standard questionnaire, with a random sampler, to compare with your own survey.

    Format: CSV · Licence: Check the terms on the site. · Sign-up: None to browse

  27. Census at School USA (American Statistical Association) Your own survey data
    The US version of the same questionnaire, with a random sampler of past responses.

    Format: CSV · Licence: Check the terms on the site. · Sign-up: Check the site

  28. UCI Machine Learning Repository Places to find more
    600+ documented datasets (student performance, bike sharing, wine quality and more).

    Format: CSV · Licence: Newer datasets are CC BY 4.0; older ones vary, so check each dataset's page. · Sign-up: None

  29. Epoch AI data on AI models Places to find more
    Training compute, parameters and publication dates for notable AI models.

    Format: CSV · Licence: CC BY 4.0. · Sign-up: None

    EPQ ideas that use it: How a neural network learns.

  30. NASA planetary fact sheet Places to find more
    Orbital period, distance from the Sun, mass and radius of each planet.

    Format: Web table · Licence: US government data; cite NASA. · Sign-up: None

    EPQ ideas that use it: Kepler's third law from Newton.

  31. WHO Global Health Observatory Population and health
    Over 1,000 health indicators by country: immunisation, mortality, risk factors; plus FluNet and the COVID-19 dashboard.

    Format: CSV, API · Licence: CC BY-NC-SA 3.0 IGO: non-commercial use only, credit WHO, share alike. · Sign-up: None

    EPQ ideas that use it: An interactive epidemic simulator · Modelling an epidemic.

  32. Johns Hopkins CSSE COVID-19 data (archived) Population and health
    Daily COVID-19 cases and deaths by country, January 2020 to March 2023; no longer updated.

    Format: CSV · Licence: CC BY 4.0 (see the repository's README). · Sign-up: None

    EPQ ideas that use it: Modelling an epidemic.

  33. NCD Risk Factor Collaboration (NCD-RisC) Population and health
    Country estimates of mean BMI, height, blood pressure and diabetes, by sex and year.

    Format: CSV · Licence: Check the terms on the site. · Sign-up: None

    EPQ ideas that use it: Is BMI a good measure?.

  34. data.gov.uk Places to find more
    Search across UK government datasets: transport, environment, education, health.

    Format: CSV and others · Licence: Mostly Open Government Licence v3.0; each dataset states its own. · Sign-up: None

  35. Kaggle datasets Places to find more
    Community uploads on almost any topic: use only datasets marked CC0 or CC BY that name their original source.

    Format: CSV · Licence: Varies by dataset. · Sign-up: A free account is needed to download

  36. UK Data Service Places to find more
    The UK's largest collection of social and economic survey data; a few collections are open, most need a university login.

    Format: Various · Licence: Varies by collection; use only the open ones. · Sign-up: Needed for most collections

Optional browsing tools

Useful for exploring before you download, but never the source you cite.

Collaboration and research platforms

Not data sources as such, but places to find real projects, data stories and ways to question data.

Frequently asked questions

Where can I find free data for a maths EPQ?

Start with the ranked list on this page: 36 free sources, from Our World in Data, the ONS and the World Bank to NASA, the Met Office and OpenStreetMap, each with its licence and the EPQ ideas that use it.

How do I cite Our World in Data?

Cite the chart and the original source it names, for example: Our World in Data, ‘Population’, CC BY 4.0. Original source: UN World Population Prospects (2024). Record the date you downloaded it in your production log.

Is published data good enough for an EPQ?

Yes, if you ask a precise question of it and evaluate it: who collected it, how, what is missing and what that means for your conclusion. That evaluation is part of using resources well.

Next step

19 of our 93 ideas have a “Real data for this idea” box. Pick one, then check your title.

Find a maths EPQ idea

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Your EPQ must be your own work. These pages coach: ideas, structure, checklists and planning. Submitting text, proofs, code or analysis written by someone else or by an AI tool as your own is malpractice. How to use help and AI honestly.

The Extended Project Qualification is offered by several awarding bodies, including AQA, Pearson Edexcel, OCR and WJEC/Eduqas. A Level Math Revision is independent and is not affiliated with or endorsed by any awarding body or university. Summaries of the rules are in our own words: your school and your board's specification have the final say. Every idea here is our own.