drop youtube music export · parse plays + likes · runs locally
flags like/dislike bursts · playlist churn · repeat-track clusters · off-hours listening · binge sessions
heuristic parser · takeout html/json layout changes over time · like/dislike rows may be sparse · utc ordering is indicative only · not definitive proof of listener identity