This repository contains the data collected during and the code used to analyze the Beauty Survey. A pre-print of the associated paper including our analysis and findings can be found at this link. Zip files have been uploaded to this repository to stay within the file limit enforced by Zenodo. To use our code and data simply unzip these folders while mainting the current directory structure. While the code here is complete and stands on its own, any new features added can be found in the GitHub repository associated with this project (link). AG and NO are supported by a nominal grant received at the ELLIS Unit Alicante Foundation from the Regional Government of Valencia in Spain (Convenio Singular signed with Generalitat Valenciana, Conselleria de Innovacion, Industria, Comercio y Turismo, Direccion General de Innovacion), along with grants from the European Union’s Horizon 2020 research and innovation programme - ELISE (grant agreement 951847) and ELIAS (grant agreement 101120237), and by grants from the Banc Sabadell Foundation and Intel corporation. BL is partially supported by the European Union’s Horizon Europe research and innovation program under grant agreement No. 101120237 (ELIAS) and by the PNRR project FAIR - Future AI Research (PE00000013), under the NRRP MUR program funded by the NextGenerationEU.