below you can find my code solution:

https://github.com/TAUIL-Abd-Elilah/Competitions/blob/main/Zindi/CGIAR%20Eyes%20on%20the%20Ground%20Challenge/CGIAR-Eyes-on-the-Ground.ipynb.ipynb

Don't forget to star the repo if you find it useful.