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  • $\begingroup$ Yoou can also take a look at this similar question: datascience.stackexchange.com/questions/10063/… $\endgroup$ Commented May 11, 2017 at 11:41
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    $\begingroup$ I think the feasibility of k-means would depend on where your data are. If your data is spreaded all over the world, it won't work, as the distance is not euclidean, as other users have already told. But if your data is more local, k-means would be good enough, as the geometry is locally euclidean. $\endgroup$ Commented May 31, 2018 at 8:34