Datasets and analysis scripts used to reproduce the results, figures, and statistical procedures described in the manuscript doi: 10.1002/ecog.08011. Title: Spatial distribution of acoustic traits in bird assemblages along regional bioclimatic gradients. Authors: Busana, Michela; SEBE, Frederic; Barbaro, Luc; Carruthers-Jones, Jonathan ; Croci, Solène; Eldridge , Alice ; Farina, Almo; Gasc, Amandine; Gemard, Charlène ; Haupert, Sylvain; Müller, Sandra; Barnagaud, Jean-Yves

Metadata This repository contains the datasets and analysis scripts used to reproduce the results, figures, and statistical procedures described in the manuscript.Title: Spatial distribution of acoustic traits in bird assemblages along regional bioclimatic gradientsAuthors: Busana, Michela; SEBE, Frederic; Barbaro, Luc; Carruthers-Jones, Jonathan ; Croci, Solène; Eldridge , Alice ; Farina, Almo; Gasc, Amandine; Gemard, Charlène ; Haupert, Sylvain; Müller, Sandra; Barnagaud, Jean-Yves Associated Publication: Data and scripts correspond to the analyses and figures presented in the manuscript Manuscript doi: 10.1002/ecog.08011The folder **"datasets"** The folder includes the following files: R.txt This file contains the list of environmental variables for each pixel in the STOC dataset. The column names represent the environmental variables, while the row names correspond to a unique identifier for each pixel. L.txt This file provides counts for each species (indicated by column names) in each pixel (indicated by row names). Note that the row names align with the taxonomy proposed in the Thuiller phylogeny. Q.txt This file includes acoustic traits (in the columns) for each species (identified by row names). grid_cell_info.csv This file contains the spatial location of the center of each pixel in the STOC grid (projected in EPSG:9001). The columns are as follows: * **id_carre_num:** Unique identifier for each pixel* **X:** Longitude* **Y:** Latitude taxonomy.csv This file lists species taxonomy with the following columns: * **birdlife_sci_name:** BirdLife scientific name* **thuiller_name:** Scientific name according to Thuiller et al. (2011)* **English_name:** Common name* **family_name:** BirdLife family name* **order_name:** BirdLife order name subfolder ./labels: This folder contains temporal labels for "JEAN ROCHE - LES OISEAUX MUSICIENS" (4 CDs). The folder **"scripts"** This folder includes script files used to extract acoustic traits and replicate the figures. subfolder ./traits_extraction: This subfolder contains Python scripts for extracting acoustic traits. Please refer to the metadata within each file for further details. subfolder ./statistical_analyses: This subfolder contains R scripts designed to run ESLTP and CWM analyses. Please refer to the metadata within each file for further details.LicenseAll files available in this repository [©2026 by Authors] are licensed under Creative Commons Attribution–NonCommercial 4.0 International (CC BY‑NC 4.0) You are free to reuse, adapt, and redistribute the materials for non‑commercial research and educational purposes, provided that appropriate credit is given to the authors and original publication.🔗 License link: https://creativecommons.org/licenses/by-nc/4.0/ DisclaimerAll materials are provided as‑is and without warranty of any kind. The authors and institution accept no responsibility for any misuse, errors, or damages arising from the use of these data or scripts.