you can use Jarp and Ward in JKlustor
to cluster the compounds based on NCI's data
ref: http://www.chemaxon.com/conf/Eurocombi_poster_Ltr.pdf
I'll post what I've learned. use this as my notebook. by markchiang (江奕賢)
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