The error bars on any kind of population data for large parts of Africa should be very large.
I think if we had perfect data, there'd be a strong correlation between sunlight hours and lower depression rates. It's one of the few real factors for alleviating mild-moderate depression. Stuff like living standards has very little relation to actual clinical depression.