[EuroPython 2023 — Terrace 2B on 2023-07-20] https://ep2023.europython.eu/session/responding-to-earthquakes-using-machine-learning-and-racing-through-time Right after the devastating earthquakes in Turkey, there has been a massive flow of tweets and posts from survivors and their relatives, calling for help. There was a need to extract the data, make it meaningful and open to public, so we have come up with afetharita.com. The machine learning part of the application is completely based on open-source tools in Python and I will go through the pipeline and the process. This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License http://creativecommons.org/licenses/by-nc-sa/4.0/