Consensus on how to select SNPs for creating a phylogeny when the full dataset is too large
The subset that gives you the tree closest to the one you obtain with the full dataset does not necessarily is the tree nearest to reality... It could be that you get a more realistic result using only partial data for multiple reasons. Your best chance is in my opinion, as it usually is, making lots of tests and contrasting hypotheses.