Woohoo! This competition has come to a close!
Many thanks to the participants for all of their hard work and commitment to using data for good!
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.
DrivenDatistas - Here are the datasets used in this competition, for your practice and enjoyment! For more details on the results of the competition, check out our blog post.
Unfortunately we can't field questions about the data, but we wanted to release it openly so that people everywhere could use it. If you have a question, feel free to run it by the community on the forum. Enjoy!
Data for download
All Historical Violations: All of the historical violations for Boston (includes Test + Train from Phase I and more recent violations).
Restaurant ID Mapping: Matches
restaurant_id in the violations data to
business_id in the Yelp data.
Yelp Restaurant Reviews: This dataset is maintained by Yelp, released at its discretion, and is subject to its data use agreement. At this link, you can download restaurant reviews from Yelp.
Keeping it Fresh: Predict Restaurant Inspections: Rules and Terms of Data Use
DrivenData Competition Rules
One account per participant
You cannot sign up to DrivenData from multiple accounts and therefore you cannot submit from multiple accounts.
Private sharing of code
Privately sharing code or data outside of teams is not permitted.
Public dissemination of entries
DrivenData and the competition host have the right to publicly disseminate any entries or models.
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.
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.
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.
These are the complete, official rules for the Competition (the 'Competition Rules') and incorporate by reference the contents of the Competition Website listed above.
By downloading a dataset linked from the Competition Website, submitting an entry to this Competition, or joining a Team in this Competition, you are agreeing to be bound by these Competition Rules which constitute a binding agreement between you and DrivenData and, if applicable, any rules and restrictions that may be imposed by the Competition Sponsor.
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”).
Each registered individual or Team is referred to as a Participant. You may only compete using a single, unique DrivenData account registered at http://www.drivendata.org. Competing using more than one DrivenData account per individual is a breach of these Competition Rules and Competition Sponsor reserves the right to disqualify any individual (or Team including an individual) who is found to breach these Competition Rules.
The Competition is open to all individuals over the age of 18 at the time of entry and to all validly formed legal entities that have not declared or been declared in bankruptcy.
Officers, directors, employees and advisory board members (and their immediate families and members of the same household) of the Competition Sponsor, DrivenData and their respective affiliates, subsidiaries, contractors, agents, judges and advertising and promotion agencies are not eligible to participate in the Competition.
You are not eligible to receive any Prize in the Competition if you are a resident of a country designated by the United States Treasury's Office of Foreign Assets Control.
If you meet the eligibility requirements and would like to participate, then you must first complete the registration process at
After you register individually, you may join a team (a "Team"), only if expressly permitted by these rules below, but you may register only once. If you register for the Competition more than once, you will be, and the remainder of your Team may be, disqualified in Sponsor's sole discretion.
You acknowledge and agree that you are solely responsible for abiding by your employer's policies regarding participation in the Competition. Sponsor disclaims any and all liability or responsibility for disputes arising between an employee and employer related to this Competition.
Once you have completed the registration process, you or your Team will be provided with access to the Data that you use to develop your Entries.
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FORMING A TEAM. Multiple individuals or entities may collaborate as a team ("Team"). You may not participate on more than one Team. Each Team member must be a single individual operating a separate DrivenData account. You must register individually for the Competition before joining a Team. You must confirm your Team membership to make it official by responding to the Team notification message which will be sent to your Account.
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Each Entry must be uploaded to the Website in the manner and format specified on the Website. All Entries must be received during the Competition Period. An "Entry" is the data submitted in the manner and format specified on the Website via the Entry form. The number of Entries a Participant may submit during each calendar day of the Competition Period will be displayed on the Competition page. Sponsor reserves the right to request that a Participant submit the algorithm associated with an Entry to Sponsor. If the Competition is a multi-stage Competition with temporally separate training data and/or leaderboard data, one or more valid Entries must be submitted and selected during each stage of the Competition in the manner described on the Website.
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- Does not include or anticipate the inclusion of any unsuitable or offensive content, including nudity, sexually explicit, disparaging, libelous or other inappropriate content.
- Has not been entered in previous challenges, or won previous awards.
- Has not been published or distributed previously in any media.
- Is suitable for a general audience.
- Does not contain any claims that are not and cannot be substantiated or that would be false and/or misleading to a reasonable consumer.
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.
The evaluation metric used for scoring and ranking Submissions will be displayed on the Competition Website.
Any prize awards are subject to verification of eligibility and compliance with these Competition Rules. All decisions of DrivenData, the Competition Sponsor and/or judges will be final and binding on all matters relating to this Competition. DrivenData and Competition Sponsor reserves the right to examine the Submission and any associated code or documentation for compliance with these Competition Rules. In the event that the Submission demonstrates a breach of these Competition Rules, Competition Sponsor may at its discretion take either of the following actions:
- disqualify your Submission(s); or
- 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).
A tie between two or more valid and identically ranked submissions will be resolved in favor of the tied submission that was submitted first.
A Participant may decline to be nominated as a Winner by notifying DrivenData directly within one week following the Competition deadline, in which case the declining Participant forgoes any prize or other features associated with winning the Competition. DrivenData reserves the right to disqualify a Participant who so declines at DrivenData's sole discretion if DrivenData deems disqualification appropriate.
Prizes and conditions
If the Competition has a prize, the Prize Winner(s) will be notified and announced within 30 days of the end of the Competition on the Website.
The Prize Winner(s) will receive their prizes awarded as a check or wire transfer.
If a Team wins a prize, all Team members must submit a single written statement describing how the prize is to be allocated among the Team members. If the Team fails to submit such statement within 30 days after Sponsor requests it, then Sponsor will distribute the prize among Team members in equal shares and will have no further obligation to winning Team members.
As a condition of receipt of the prize, winner must deliver the algorithm's code and documentation to Sponsor. The source code must contain a description of resources required to build and run the algorithm. The accompanying documentation should be consistent with DrivenData's Winning Model Documentation Template, which will be provided to winners within 30 days of the end of the Competition Period.
The prize may be awarded to an alternate winner if required documentation is not returned within thirty (30) days after mailing to winner, if prize notification letter/email or prize is returned as undeliverable, or if winner does not respond to an email or other communication from Sponsor within ten (10) days of the date sent. Allow thirty (30) days for prize delivery. By accepting any prize/award, Winner agrees to allow DrivenData and/or the Competition Sponsor to disclose Winner's first name, first initial of last name, and city of residence, as well as prize information to the extent required by law, and if so required by law, Winner agrees to the disclosure of additional personal information, all without additional compensation.
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- licenses their winning Submission and the source code used to generate the Submission under the MIT License (an open source software license commonly described at http://opensource.org/licenses/MIT); and
- represents that he/she/it has the unrestricted right to grant that license.
CHEATING. Participating using more than one DrivenData account is deemed cheating and, if discovered, will result in disqualification from the Competition and any other affected Competitions and may result in banning or deactivation of affected DrivenData accounts.
DrivenData reserves the right to request information associated with our investigation of suspected cheating. Failure to respond to these requests (including failure to furnish the requested information) within ten (10) days is grounds for disqualification.
RECEIVING PRIZES. After verification of eligibility, if prizes are awarded, each Prize winner will receive the prize in the form of a check or wire transfer made out to the Prize winner (if an individual, or to the individual Team members if a Team). Allow 30 days from final confirmation for Prize delivery. Any winners who are U.S. citizens will receive an IRS 1099 form in the amount of their prize at the appropriate time. Prize winners are responsible for any taxes, fees or other liability resulting from their receipt of a Prize.
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Data use and code sharing
DATA. "Data" means the Data or Datasets linked from the Competition Website for the purpose of use by Participants in the Competition. For the avoidance of doubt, Data is deemed for the purpose of these Competition Rules to include any prototype or executable code provided to Participants by DrivenData or Competition Sponsor via the Website. Participants must use the Data only as permitted by these Competition Rules and any associated data use rules specified on the Competition Website.
Unless otherwise permitted by the terms of the Competition Website, Participants must use the Data solely for the purpose and duration of the Competition, including but not limited to reading and learning from the Data, analyzing the Data, modifying the Data and generally preparing your Submission and any underlying models and participating in forum discussions on the Website. Participants agree to use suitable measures to prevent persons who have not formally agreed to these Competition Rules from gaining access to the Data and agree not to transmit, duplicate, publish, redistribute or otherwise provide or make available the Data to any party not participating in the Competition. Participants agree to notify DrivenData immediately upon learning of any possible unauthorized transmission or unauthorized access of the Data and agree to work with DrivenData to rectify any unauthorized transmission. Participants agree that participation in the Competition shall not be construed as having or being granted a license (expressly, by implication, estoppel, or otherwise) under, or any right of ownership in, any of the Data.
EXTERNAL DATA. Unless otherwise expressly stated on the Competition Website, Participants must not use data other than the Data to develop and test their models and Submissions. Competition Sponsor reserves the right in its sole discretion to disqualify any Participant who Competition Sponsor discovers has undertaken or attempted to undertake the use of data other than the Data, or who uses the Data other than as permitted according to the Competition Website and in these Competition Rules, in the course of the Competition.
CODE SHARING. Participants are prohibited from privately sharing source or executable code developed in connection with or based upon the Data, and any such sharing is a breach of these Competition Rules and may result in disqualification. Participants are permitted to publicly share source or executable code developed in connection with or based upon the Data, or otherwise relevant to the Competition, provided that such sharing does not violate the intellectual property rights of any third party. By so sharing, the sharing Participant is thereby deemed to have licensed the shared code under the MIT License (an open source software license commonly described at http://opensource.org/licenses/MIT).
OPEN-SOURCE CODE. A Submission will be ineligible to win a prize if it was developed using code containing or depending on software licensed under an open source license:
- other than an Open Source Initiative-approved license (see http://opensource.org/licenses); or
- an open source license that prohibits commercial use.
Participant warranties and obligations
By registering, you agree that (a) your Account is complete, correct and accurate and (b) your registration may be rejected or terminated and all Entries submitted by you and/or your Team may be disqualified if any of the information in your Account is (or Competition Sponsor has reasonable grounds to believe it is) incomplete, incorrect or inaccurate. You are solely responsible for your Account. All registration information is deemed collected in the United States.
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Equipment and costs of participation
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Delivery and receipt of entries
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