How to cluster points inside a contour map?

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I have a global map of Earth with contour lines plus, I have coordinates of measurements. What is the best way to cluster the points inside and outside of the contours? In the image attached, as you can see the clustering is not so good. Thanks

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KSSV
KSSV 2017-7-19
doc kmeans
  2 个评论
Shlomit Sharoni
Shlomit Sharoni 2017-7-19
Thank you but i'm not sure kmeans will work. if I understood correctly kmeans cluster the points by their distances from each other which is not the case here. I would like to cluster them according to a specific boundary.
KSSV
KSSV 2017-7-19
Then it is an easy job....have a look inpolygon. Provide the boundaries of the closed region and the points...this function will give you indices of points lying in and on the closed region.

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