I would like to cluster named towns using their Latitude and longitude or radian values. I am new to R and would like some advice.
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Well, you could try using the K-means algorithm. K-means will cluster your towns according to means of cluster which in your case could easily derived from latitude and longitude.
Aviral Verma
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