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If I have two samples of spatial distribution (tweets), how do I test if they're from the same distribution?

What are model is usually used to represent distribution of tweets?

The data I have are scraped from a specific hashtag, containing user id, caption, location, time. It's tourists' data so it's very random, concentrated around tourist attractions. Here's an example

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