ThesisCode

This is a repository of the different scripts used.

Above are the scripts used in R, as well as all predictor variables that need to be ingested into the machine learning models

Google Earth Engine links

Link to 2021 surface water map:

https://code.earthengine.google.com/?asset=projects/earthengine-geouu/assets/MasterProjects/Maurice_Kalthof/waterMapsResults/eastAfrica2021_mean

Link to the total surface water map:

https://code.earthengine.google.com/?asset=projects/earthengine-geouu/assets/MasterProjects/Maurice_Kalthof/waterMapsResults/eastAfricaTotal_mean

Script to classify and validate the Netherlands:

https://code.earthengine.google.com/740a416d964f78acd79969536f530f9e

Script to classify East Africa:

https://code.earthengine.google.com/3f508773522979dfa62a75bda7750b5f?noload=true

Script which averages multiple dates into the mean maps and filters the slopes:

https://code.earthengine.google.com/ed8ee1bbade0b51f3759565b30da37ab?noload=true

Script which derived all statistics except distance from the African surface water maps:

https://code.earthengine.google.com/f88d96c7c0435f2641a3c138e6a0da78

Script to derive the distance maps:

https://code.earthengine.google.com/ce1bab41de62c7417297276417b896a5

Script to derive the distance statistics:

https://code.earthengine.google.com/6957cefc6e8a89a543b8e7028bcea120