Using street view data and machine learning to assess how perception of neighborhood safety influences urban residents' mental health.Previous studies have shown that perceptions of neighborhood safety are associated with various mental health outcomes.  This study is the first attempt to measure perception of neighborhood safety using street view data and a machine learning approach. 
street view data
Using street view data and machine learning to assess how perception of neighborhood safety influences urban residents' mental health.Previous studies have shown that perceptions of neighborhood safety are associated with various mental health outcomes.  This study is the first attempt to measure perception of neighborhood safety using street view data and a machine learning approach. 
machine learning
The results of multilevel regression models confirm that perception of neighborhood safety is positively associated with mental health. 
multilevel regression models