Processed data, code, and figure/table source files for "Climate and traits are differentially associated with range extent and range geometry in global butterflies"

This dataset contains the public, processed data-code package supporting the revised manuscript "Climate and traits are differentially associated with range extent and range geometry in global butterflies" (ECOLIND-57847). The package contains public GBIF download metadata, occurrence-processing summaries, CoordinateCleaner and sampling-support summaries, occurrence-derived alpha-hull range-metric summaries, RLI diagnostics, EIV climate-axis summaries, trait-axis and imputation summaries, final model assembly tables, model-comparison and posterior predictive diagnostics, direct/indirect/total/PM posterior summaries, PM stability flags, CTC/IND covariance-source summaries, climate-zone and balanced-subsampling summaries, sensitivity summaries, nonlinearity/caveat summaries, figure plot-data tables, supplementary-table source files, scripts, manifests, checksums and QC reports.

Raw GBIF occurrence archives, selected occurrence CSV.gz batches, cleaned occurrence Parquet/DuckDB datasets, raw posterior-draw arrays and large model objects are not duplicated in this package because of file size. These excluded files are documented in the excluded-files manifest. Raw occurrence records can be retrieved from GBIF using the public occurrence download DOI values and download keys listed in the package metadata and Table S26. The package is intended to support reviewer inspection, data-lineage transparency, and future reproducibility of the processed outputs used in the manuscript.