I want to run a cluster analysis employing categorical morphological traits including all the described species of a genus of plants. My matrix includes both multi-state and unknown values for some traits and I am having some difficulties when trying to obtain the euclidean distances of ordered vs unordered character states.

My goals are:

1- To compare the clusters that will be obtained, with the clades of a molecular phylogenetic reconstruction that included 70% of the described species.

2-To be able to infer (or at least make informed guesses) about the general phylogenetic position, at the subgenus level, of the species that remained unsampled in the phylogenetic reconstruction.

Any recommendations will be very appreciated.

Thank you

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