add local neighbor feature, imporove acuarcy of checkmate classifier to 87%

for each peice add features for:
how many of your nearest neighbors are from your side / other side
is there a threat ( more neighbors from the other than same side).
how many empty spaces around the piece, more than same side pieces, more
than other side pieces