Skip to content

Examples

Runnable marimo notebooks. Open any of them in the molab cloud runtime to run it in your browser — each fetches live ONS data — or run locally with uv run marimo edit examples/<notebook>.py.

Connector basics

  • ONS statistics

    Browse and load datasets straight from the NOMIS API.

    Open in molab

  • Geographic boundaries

    Explore LAD, LSOA and other UK boundary data interactively.

    Open in molab

  • Boundaries + statistics

    Join geographic shapes with ONS data and map the result.

    Open in molab

Case studies

End-to-end reproductions of DataKind UK charity projects, each chaining several connectors on geography_code. See the Case Studies section for the full write-ups and figures.

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)