How do people analyze the data?
Nearest algorithm according to which the humans analyze the data
Can I say that the people group the data similar to the s.link algorithm based on these test cases?
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Has QUIT--Anony-Mousse
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Irfan
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Please do *not* make your question useless/empty by editing it all away. If you have a new question, post a new question. – Has QUIT--Anony-Mousse Apr 14 '15 at 18:24
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Your figures suggest that density based clustering is what your human users wanted.
E.g. DBSCAN.

Has QUIT--Anony-Mousse
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Elements of Statistical Learning book is useful to understand basic programming and skills. You can also download this books from http://statweb.stanford.edu/~tibs/ElemStatLearn/

Rushik Thumar
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