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kindtech API

Ergonomic access to UK public data — geographic boundaries (ONS Geoportal) and statistics (NOMIS API). Bring your own DataFrame backend (pandas or polars).

Installation

When a release is available on PyPI, install it with:

uv add kindtech

Examples

Interactive notebooks you can run in the browser:

Notebook Description
Open in molab Browse and load ONS datasets from the NOMIS API
Open in molab Explore UK geographic boundaries
Open in molab Join boundaries with statistics

Case studies

End-to-end reproductions of DataKind UK charity projects, each chaining several connectors on geography_code:

Notebook Case study
Open in molab Smart Works — women's unemployment vs service reach (Census 2021 + LAD boundaries)
Open in molab Citizens Advice Lewisham — deprivation vs service usage (postcodes + IMD + LSOA boundaries)
Open in molab Sobus — BAME mental-health referrals in Hammersmith & Fulham (outcodes + Census ethnicity)
Open in molab Starlight — hospital play provision vs need across ICBs
Open in molab Material Focus — travel time to the nearest recycling point (LAD boundaries + population)

See the case studies in the docs for the full write-ups and figures.

Development

See DEVELOPERS.md for development setup and workflow instructions.

Metadata

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