19 days of listening: what my balcony microphone learned about seattle’s corvids

a raspberry pi on my balcony has been listening for 19 days. using birdnet and mfcc voice fingerprinting, it identified 18 individual corvids by voice - mapping their territories, daily schedules, call types, and social bonds across north seattle.