The Wayback Machine - https://web.archive.org/web/20221213150044/https://www.stadt-koeln.de/mediaasset/content/pdf15/statistik-jahrbuch/statistisches_jahrbuch__k%C3%B6ln_2021_ksn_3_2022_job.pdf