SafeWalk Demo
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SafeWalk is an app that finds the safest route between locations at any time of day. It uses NYC open crime data from 2005-2016, the Dijkstra algorithm to find shortest paths, and a cost model that assigns crime costs based on type and time. The app provides crime avoidance level and personal fear of crime ratings to help users choose routes. It was created by a physicist studying solitons and is validated using third party crime data.
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SafeWalk Demo
- 1. SafeWalk Find your safest route for any time of day Nishan Mann
- 2. Data Sources and Pipeline NYC Open Data Major Crimes Dataset 2005-2016 (~1,000,000)
- 3. Algorithms ● Dijkstra Algorithm: between Start and End, find the shortest path minimizing sum of weigths ● K-nearest neighbours classification to associate each crime with a road d1 d4 d5 d2 d9 d3 d6 d8 d10 d12 d7 d11 Start End
- 4. Cost Model for Road Lengths Personal fear of crime Crime Costs depending on hour and type of crime ● De Sota Road, NY at 0300
- 5. App Landing Page ● Personal Fear of Crime: Rational, Almost Rational, Borderline Rational-Irrational, Irrational, Extreme
- 6. Brooklyn Safe Route at 0200 ● Crime Avoidance Level : Vigilant, Personal Fear of Crime: Borderline Rational-Irrational
- 7. Cost Model Validation (3rd Party) ● Courtesy of Trulia https://www.trulia.com/local/new-york-ny/tiles:1| points:0_crime
- 8. Personal Fear of Crime: Rational ● Crime Avoidance Level: Vigilant
- 9. Personal Fear of Crime: Extreme ● Crime Avoidance Level: Vigilant
- 10. About Me ● Physicist studying solitons in photonic crystal waveguides ● Motorcycle enthusiast
- 11. Cost Model Validation Brooklyn 0200
- 12. Personal Fear of Crime ● Personal fear of crime affects each route slightly differently but there exists some saturation point
- 13. Safety Rating ● approximates probability of experiencing no crime on route ● Probablity of crime on road i. ● Assume crimes on each road are independent