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Sep 23, 2020 at 3:03 comment added nr_aus I would run simple analysis to begin with, because this can give high level insight. It may be that - as you start to introduce more variables, the instance of these occurrences are minimal are may not be worthwhile investigating. Again, analysis will help here. Start with a simple question of 'how many houses are within X distance of more than 1 convenience store' and go from there.
Sep 23, 2020 at 2:49 comment added LostinSpatialAnalysis Thank you for the great suggestions! You make a good point by considering when a house is within distance of two convenience stores, since I don't think simply being near one convenience store would tell us all we need to know. A house being 50 feet away from a convenience store may be impacted less than a house 100 feet away from 10 convenience stores. For this reason, do you think it would be a good idea to create a kernel density around the convenience stores to show both convenience store proximity and density, rather than just considering proximity to only the nearest convenience store?
Sep 21, 2020 at 7:36 history answered nr_aus CC BY-SA 4.0