Transcript Crime Map
Crime Map Data Science Summer Institute Why? Crime Violent Crime One Murder every One Forcible Rape every One Robbery every One Aggravated Assault every How often? 22.8 seconds 32.2 minutes 2.9 minutes 1.2 minutes 37.8 seconds Champaign, IL 75, 254 people/21.5 square miles Crime Severity Last 365 Days project overview Integrate, Search, Mining QuickTime™ and a H.264 decompressor are needed to see this picture. Crime Type Location Victims Officer Data Source Parsing structured & unstructured data Data Enrichment Integrate with Social Media, News, and Blogs social networks • If we know offender name and address, what else can we learn? • Maybe photos, social network, gang affiliation • Who else lives in the house? Use of force considerations? • Who may have permission to be there? Web crawling • Use police reports to search for more information sources • Relevant information is stored to provide a deeper context for crime analysis Searching crime data • • Advanced Full-Text Search • Crime type: location, officer, time, victim, offenders, arrested • Offender search: offender’s age, eye color, height, etc. Search Results Visualization • Heat Map with time and location • Links to related news and reports google visualization api Google visualization api Data mining • What can we learn about crime? • Important Data • Police Reports - incidents, crime summary, location, offender, charge, arrest, officer • Media - pictures, description, commentary • Complaints - calls to Met cad, location, social networks Crimes overall crime rates for a day grid based distribution where & When • Burglary & Theft Market Place Mall Shopping Center (2000 North Neil Street) • 85.61% of crime is burglary/theft • between Wednesday to Saturday • 1PM to 7PM • • Walmart Super Center (2610 N Prospect Ave) • 76.06% of crime is burglary/theft • equally distributed over the week 1PM to 7PM crime rate On Green St. Type Percentage Burglary & Theft 45.39% (34.93% avg.) Deceptive Practices 9.8%(6.71% avg.) Criminal Damage 25% (21.19% avg.) hotspots for major crimes Interaction • Allows users to take crime data with them • Proximity-based crime search • Safest route vs shortest route next steps • Suggest safest route based on crime data by using Google Maps API • Crowd Sourcing • MetCad Conclusion • Aims to study crime patterns from a variety of sources • Provide real-time information about where crime is occurring • Predict where it is likely to occur in the future