My main filter is web of trust. I give more weights to ppl high in WoT. Other than that I try to eliminate news, other bots, non English content because I dont know other languages and cant test. There is a process where Ostrich goes thru all the notes and decide whether to include or not in the training. If the note is looking like chatter it is excluded.