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Cleaned and processed patent data and analysis code for “Early-warning of trends in commercial wildlife trade through novel machine-learning analysis of patent filing” (Nature Communications, 2024). Original raw data retrieved from Google Patents. Code is largely R. Statistical modelling code uses Stan via the RStan R interface. Details of files and usage in included '' files.

Original publication






University of Oxford

Publication Date



patent analysis, conservation, changepoint analysis, wildlife trade