Outfitting locations - what affects what they sell?

Sitting in Canopus, contemplating heading out into the wilderness, I've just realised upgrading my fuel scoop is wise to reduce time spent staring at suns. Is there any way to find out from either the Galaxy or System map whether a particular station is likely to have the full range out outfitting options? Does anything like population, economy type or anything like that make it more/less likely a station will have a well-stocked outfitters?

Or do I have to keep docking at random stations until I find what I need?
 
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