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I have this set of data that looks like this

data

I was asked o build a $k$-nearest neighbors algorithm for it which I just finished building. I have this question in regards to the data that I do not understand: Do you notice any spatial or temporal trends in error?

I am not sure how to proceed in answering that question. Any suggestions would be appreciated.

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