Processed data, code, and figure/table source files for "Climate and traits are differentially associated with range extent and range geometry in global butterflies"
Description
This dataset contains the public, processed data-code package supporting the manuscript "Climate and traits are differentially associated with range extent and range geometry in global butterflies" (ECOLIND-57847). This version updates the package documentation and manifests to make component availability explicit in response to reviewer comments. The package contains processed range-metric tables, alpha-hull and RLI diagnostic summaries, climate-axis/EIV 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, workflow scripts, GBIF occurrence download metadata and keys, data-lineage files, manifests, checksums and QC reports. Raw GBIF occurrence archives, selected occurrence CSV.gz batches, cleaned occurrence Parquet/DuckDB datasets, large fitted model objects and raw posterior-draw arrays are not duplicated because of file size. The exact public GBIF occurrence download DOI values and keys are listed in the package. Large intermediates are retained by the authors and are available from the corresponding author on reasonable request; where applicable, they can be reconstructed from the public GBIF download metadata and provided workflow scripts.
Files
Steps to reproduce
See README.md, REPRODUCIBILITY_QUICKSTART.md, scripts, manifests, checksums, and QC reports inside the uploaded ZIP package. Raw GBIF occurrence archives are not duplicated because of file size; public GBIF download DOI values and download keys are listed in the package metadata and Table S26.