full analysis: https://github.com/gerritnowald/Frankfurt-Marathon-2025-analysis/blob/main/analysis.ipynb
data taken from https://live.frankfurt-marathon.com/2023/
see also this blog post:
https://gerritnowald.wordpress.com/2025/11/11/scraping-of-marathon-results/