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I used the matrix of M values and transformed them into beta values. Here are the plots of the first eigengene, first eigenarray (colored by the probe dye) and the outliers identified in the first eigengene:
Density plots by the color of the dye of the first 3 eigenarrays: 
Consultation with Brig and Justin: don't split the data, keep all probes together.