
Urban Complaint Pattern Mining on NYC 311 Data (21M+ Records)
End-to-end data mining of 21.3M NYC 311 service requests, discovering a six-complaint 'interior maintenance syndrome' validated against 11M independent housing inspection records. Buildings with the full syndrome show 12-44x higher verified violation rates, holding across building-size strata and a prior time window designed to rule out administrative circularity.





