for a large scale, ecological studies it's very important to distinguish between homogeneity and heterogeneity within an area.
Dear Basudev,
I would personally recommend this link (https://www.researchgate.net/post/Is_it_possible_to_recognize_soil_type_by_satellite) for your needs.
Warmly,
Kolade
Landsat, perhaps over simplified if optimized for looking at plants. And if there is actually soil, there is probably something growing out of it, or will be shortly. I use https://www.isric.org/explore/soilgrids to https://soilgrids.org/
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