Flag public health risks at restaurants by combining Yelp reviews with open city data on past inspections. An algorithmic approach discovers more violations with the same number of inspections.
Quick Facts
Participants
No. of Entries
Prize
Winner
LilianaMedina
1st Place|
Submissions Close: July 7, 2015, 11:59 p.m. Evaluation Period Ends: Aug. 19, 2015, 11:59 p.m. |
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Challenge Summary
The City of Boston regularly inspects every restaurant to monitor and improve food safety and public health. As in most cities, health inspections are generally random, which can increase time spent on spot checks at clean restaurants that have been following the rules closely — and missed opportunities to improve health and hygiene at places with more pressing food safety issues.
Each year, millions of people cycle through and post Yelp reviews about their experiences at these same restaurants. The information in these reviews has the potential to improve the City’s inspection efforts, and could transform the way inspections are targeted.
A team of Harvard economists and Yelp – with support from the City of Boston – are co-sponsoring this competition to explore ways to use Yelp review data to improve the inspections process. We are looking for your help to achieve this goal.
Winning algorithms will be awarded financial prizes — but the real prize is the opportunity to help the City of Boston, which is committed to examining ways to integrate the winning algorithm into its day-to-day inspection operations.
The goal for this competition is to use data from social media to narrow the search for health code violations in Boston. Competitors will have access to historical hygiene violation records from the City of Boston — a leader in open government data — and Yelp's consumer reviews. The challenge: Figure out the words, phrases, ratings, and patterns that predict violations, to help public health inspectors do their job better.
The competition opens Monday, April 27th and will accept submissions for eight weeks. Submissions will be evaluated on fresh hygiene inspection results during the six weeks following the competition; after that, the prizes will be awarded. Your submission will not only put you in the running for the prize – it has the chance to transform how city governments ensure public health.
Keeping it Fresh: Predict Restaurant Inspections: Rules and Terms of Data Use
DrivenData Competition Rules
GUIDELINES
One account per participant
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Private sharing of code
Privately sharing code or data outside of teams is not permitted.
Public dissemination of entries
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Open licensing of winners
Winning solutions need to be made available under The MIT License (an open source software license commonly described at http://opensource.org/licenses/MIT) in order to be eligible for recognition and prize money if offered.
Documentation for winning solutions
Winning solutions must be documented using the provided Winning Model Documentation Template in order to be eligible for recognition and prize money if offered.
Submission limits
The number of submissions per day is restricted to a fixed value on a per-competition basis. Any attempt to circumvent this limit will result in disqualification.
External data
Competitors who download the external dataset from Yelp, Inc. will be bound by the terms and conditions present on Yelp’s data download page.
External data is not allowed unless otherwise noted explicitly on these competition pages. Participants agree to make no attempt to use additional data or data sources not provided on these competition pages.
FULL RULES
These are the complete, official rules for the Competition (the 'Competition Rules') and incorporate by reference the contents of the Competition Website listed above.
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The Competition is sponsored by Yelp, Inc. (also referred to herein from time to time as “Competition Sponsor” or “Sponsor”) and hosted on the Competition Sponsor's behalf by DrivenData, Inc ('DrivenData'). The Competition will run according to the dates listed on the Competition Website (the “Competition Period”).
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Registration
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Entry submissions
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Selection of winners
This Competition is a challenge of skill and the final results are determined solely by leaderboard ranking on the private leaderboard (subject to compliance with these Competition Rules). Participants' scores and ranks on the Competition Website at any given stage of the Competition will be based on the evaluation metric described on the Competition Website, as determined by applying the predictions in the Submission to the ground truth of a validation dataset whose instances were a fixed set sampled from the Data.
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- require that you remediate within one week all issues identified in your Submission(s) (including, without limitation, the resolution of license conflicts, the fulfillment of all obligations required by software licenses, and the removal of any software that violates the software restrictions).
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Prizes and conditions
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Permissions
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Data use and code sharing
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