
Research associate at @UniofOxford @TheSmithSchool @FinanceSpatial | PhD in Natural Language Generation | Visual Understanding | Sustainable Finance
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ALT The FLAME dataset provides farm-level geospatial and tabular data products that map agricultural landholdings and ownership structures across England. Developed to support environmental policy, nature finance, and agri-environmental modeling, FLAME integrates multiple open data sources into a harmonised spatial database of farmed assets. This version (v2.0) includes detailed information on: ● Farm boundaries derived from spatial overlays of land parcels. ● Ownership boundaries associated with registered titles. ● Cropping and land use attributes sourced from annual returns. ● Matched farm-business entities using natural language processing and rule-based entity matching. ● Aggregated indicators on area, land use types, and overlaps between ownership and farm. ● Metadata on administrative districts and relevant environmental overlays. …










