Uncle is Chouno mom's lover, getting deppressed everyday since his mom's death, and look at him as a replacement for his mom.
But idk the uncle is on either good or bad side, bc at the end he left Chouno to freedom so the kid could decide whatever he wants to do from the day on
Chou to Kumo no Su