We created a digital soil map of Cyprus (1:25,000) using Random Forest.
We developed a reliability index to qualitatively show prediction uncertainties.
The model showed greater sensitivity to the number of input points than trees grown.
Soil geochemistry predictors had a prevalent role in identifying soil properties.