HunchLab @HunchLab
Proactive patrol management software. hunchlab.com Philadelphia, PA Joined March 2012-
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Officer Loos & Officer Sands went on a @HunchLab Mission in SW #LNK to prevent crime in areas it’s predicted to occur. A Japanese Film Crew documented how @HunchLab works. Best of all.. we met HARLAN!! #DogKisses #CutestDogAlive
How might visualizations help people reason more cautiously in the face of uncertainty? Value-Suppressing Uncertainty Palettes intentionally make uncertain values harder to distinguish! medium.com/@uwdata/value-…
@jjhall_77 @awscloud Class imbalance is very large; even after sampling at different rates. We currently predict a binary outcome (0 or 1+ events) using R's GBM package (adaboost loss). Then take that score and use it in a GLM model which predicts counts.
@wsisaac (cc @ProfFerguson ) HunchLab didn't participate, but our data scientist did participate personally. Note that the NIJ contest did not include drug "crimes" -- the entire contest was based on public calls for service (911 calls). Data types matter immensely.
Can predictive policing help prevent bias? #GoingInBK buff.ly/2rv1zKT
@jjhall_77 Even with sampling we have been known to train models on @awscloud instances with quite a lot of RAM :)
@jjhall_77 Shortcuts meaning? We use 3 years of training examples with sampling strategies to handle data volume. We tend to see deployment zones that last from 1 week to many months when they are being created manually.
@jjhall_77 We do think that generating non-enforcement metrics (patrol time in missions, etc.) is a big factor at play. Also the fact that we are changing the patrol patterns each and every shift instead of a much more static deployment as is common with traditional hotspot maps.
@jjhall_77 Correct, John. We don't use inputs that would be influenced by the patrol deployments and therefore would generate a feedback loop.
Serve and predict: Violent crime is down in Chicago economist.com/news/united-st… via @TheEconomist
With a prohibition on non-disclosure agreements, and enhanced protections for whistleblowers, Oakland reclaims the mantle as national reform leader. "Oakland to require public approval of surveillance tech" eastbaytimes.com/2018/05/02/oak… via @eastbaytimes #HellaPrivacy #CCOPS
We want to make it easier for people to remove minor criminal records, including arrests where no conviction occurred. This will provide thousands of people with a clean slate and a second chance - and second chances are one way to prevent crime: metro.us/news/local-new… #cjreform
@Josmar_Trujillo Hi - The NYPD did run an evaluation of HunchLab but did not use it operationally nor did we have a contract for payment. We'd be happy to answer more questions about HunchLab and learn from your perspective. If you'd like to do so please email [email protected]
Chicago sees drop in killings and shootings for 13 consecutive months @CNN cnn.it/2uD6Nbo
Predictive policing and big data may be a new set of tools, but as critics point out, they are only as effective as the people who use them. “The problem with predictive policing,” says @ProfFerguson, “is the policing part.” @walrusmagazine bit.ly/2IfOUkW
Check out our panel on predictive policing starting now at tinyurl.com/ybvntbew @ProfFerguson @JayCStanley
Robberies have spiked in some of Chicago's top tourist areas in 2018 despite an overall drop across the city trib.in/2IgipDm
My new study documents national-level trends in misdemeanor arrests and case-filing rates. Fun to be able to fill in the blanks in this understudied area! And kind of crazy that this hasn't been done before. Thanks to co-author Sandy Mayson. papers.ssrn.com/sol3/papers.cf…
Learn about #PredictivePolicing research which focused on forecasting the likelihood of property crime occurring within block-sized areas: nij.gov/topics/law-enf…
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