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Crime Early Warning: Automated Data Mining of CAD and RMS

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Azavea
Azavea

The genesis of HunchLab was the idea to mine law enforcement agencies' CAD and RMS databases to detect unusual levels of activity in particular areas and then send alerts to the appropriate police staff. While crime analysis tools often are aiming to display what has happened, the concept of a geographic early warning system, such as within HunchLab, tries to answer the question: "what is unusual that is happening?" http://www.azavea.com/products/hunchlab/features/early-warning/

Technology
1 of 46
340 N 12 th St, Suite 402 Philadelphia, PA 19107 215.925.2600 [email_address] www.azavea.com/hunchlab Crime Early Warning Systems Automated Data Mining of CAD and RMS Databases
About Us Robert Cheetham President & CEO [email_address] 215.701.7713 Jeremy Heffner HunchLab Product Manager [email_address] 215.701.7712
Agenda ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
About Azavea ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Clients & Industries ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Azavea & Governments
The Backstory
How Phila PD uses GIS ,[object Object],Weekly CompStat Meetings Web Crime Analysis
Complainant 911 Operator Radio Dispatcher Police Officer District 48 Desk Daily download & Geocoding Routines Incident Report Completed by Officer Maps distributed Through Intranet, Printing, CompStat INCT & PARS – main database sources  over 5,000 incidents daily, over 2 million annually CAD Verizon 911 INCT District X District Y District Z PARS
The Context ,[object Object],[object Object],[object Object],[object Object],3 crime analysts
What we did ,[object Object],[object Object],[object Object],[object Object]
… but what if we could… ,[object Object],[object Object],[object Object]
Prototype ArcView VB & MapObjects MS SQL Server Crime Incidents Database Shapefiles and GRIDs Process Documentation .ini file
 
… but there was a problem …
It was crap … sort of.
We needed …. ,[object Object],[object Object],[object Object]
 
[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Early Warning
Early Warning ,[object Object],[object Object],[object Object],HunchLab Database Alerting System Geostatistical Engine Operational Database Operational Database Operational Databases
Data Mining ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Early Warning bit.ly/crimespikedetector
[object Object]
What is a Hunch? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Hunch Parameters: Location ,[object Object],[object Object],[object Object],[object Object]
Hunch Parameters: Time ,[object Object],[object Object],[object Object]
Hunch Parameters: Classification ,[object Object],[object Object],[object Object]
Hunch Helper
Email Alert
Hunch Details
The Statistics
What do we know? ,[object Object],[object Object],[object Object],[object Object],[object Object]
What do we know? ,[object Object],[object Object],[object Object],[object Object],[object Object],Within Hunch Outside of Hunch Recent past ? ? Historic past ? ?
Hypergeometric Distribution ,[object Object],[object Object],[object Object],[object Object],Tony Smith University of Pennsylvania Drawn Not Drawn White Marbles 4 1 Black Marbles 6 39
Hypergeometric Distribution en.wikipedia.org/wiki/Hypergeometric_distribution Drawn Not Drawn Total White Marbles 4 = k 1 = m – k 5 = m Black Marbles 6 = n-k 39 = N + k – n - m 45 = N – m Total 10 = n 40 = N - n 50 = N
What do we know? ,[object Object],[object Object],[object Object],[object Object],[object Object],Within Hunch Outside of Hunch Recent past ? ? Historic past ? ?
What do we know? ,[object Object],[object Object]
[object Object]
Research Topics
Research Topics ,[object Object],[object Object],[object Object],[object Object]
Research Topics ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Q&A
Contact Us Robert Cheetham President & CEO [email_address] 215.701.7713 Jeremy Heffner HunchLab Product Manager [email_address] 215.701.7712

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Crime Early Warning: Automated Data Mining of CAD and RMS

Editor's Notes

  1. We make custom map requests, provide data for CompStat and support a Web site that is updated daily to support daily functions of districts.