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Passenger Privacy in the NYC Taxicab Dataset
- ben1040 12y agoIn fairness to the celebrities accused of being cheapskates, I thought it was the case that the trip record in the dataset didn't include a tip amount if it was paid in cash.
- mcurcio 12y agoYes, I believe that a cash tip is not included in the data. But compared to other TMZ news we figured it 'could' be interesting.
- gelstudios 12y agoNumber of trips by tip percentage where payment_type='CSH': http://i.imgur.com/EJh1B2d.png http://i.imgur.com/EJh1B2d.png ~85M rides with 0% tip is "interesting".
- jfim 12y agoI don't know how the data is obtained, but it's probably more likely that the driver is tipped but the actual tip amount is unreported than the actual tip amount being zero.
- deleted 12y ago[deleted]
- 0898 12y agoInteresting read. The frequent visitors to gentlemen's clubs are probably dancers rather than patrons.
- peterwwillis 12y agoDancers work on Wall Street?
- dsjoerg 12y agodowntown has some good values, you'd be surprised
- Zikes 12y agoIf true, that makes this data far more dangerous.
- benihana 12y agoI'd be very surprised if dancers were taking cabs to work
- dogecoinbase 12y agoI just messaged a friend who used to work in the field, and she confirmed that a lot of her coworkers took cabs to work -- she clarified that there's often nowhere for the dancers to park at the venue (I imagine this would be particularly true in Manhattan) and taking the bus with your makeup on can be an unpleasant experience.
- mpeg 12y agoMy good friend owns one of those places, his girls all either book a taxi or get picked up by their partners. As an attractive girl, you do not want to be walking / taking public transport in certain areas of town at 6am, it's a sad reality.
- newman314 12y agoEven more terrifying is that it is going to be trivial to determine the pickup location just by reversing the trip. Please show this as an example to people that say "Why should I care? I have nothing to hide".
- untog 12y agoWhy? Taking public transit late at night would probably be a very bad idea.
- CPLX 12y agoThat's almost certainly true. For any longtime NYC resident who knows things[1] it's obvious from that map that the most prominent visible destination from the Hustler Club data is Sin City in the South Bronx. [1] Specifically things like where notable strip clubs are
- eck 12y agoWhat I wondered about that data set is, if two people living/working at two locations, consistently take taxis to meet at various other locations at the same times, could that pattern be identified in the data? That is, are there locations A and B such that there are matching trips to locations M1,M2,... at times T1,T2,... i.e. (A,M1,T1),(B,M1,T1),(A,M2,T2),(B,M2,T2) and perhaps reverse trips (M1,A,T1+x) etc? Further classification of M* -- hotels, for example -- could classify the nature of the meetings. You might be able to identify the addresses of people having affairs, or other deliberately secret rendezvous.
- tvhiggins 12y agoInteresting... wondering what other interesting questions the data can answer
- yaur 12y agoThis would be relatively difficult for Manhattan, some parts of the outer boroughs though are a different matter. I was concerned when this first hit HN because I have a friend that lives in a fairly sparsely part of town and his (now ex) girl friend has a possessive ex-husband that doesn't like her seeing other men. He isn't going to be able to make sense of the data himself, but if someone weaponizes it the way you are talking about it could be a real problem for people with stalkers/psycho-exes.
- hoka 12y agoI wonder if you could build a small, money generating business from answering exactly that. If you could get more recent data dumps at some interval, you could even provide an email alert system.
- RankingMember 12y agoAnyone know of an existing online front-end connected to Google Maps for this data?
- comrh 12y agoIt's pretty big (>5gb). It is here to download though: https://archive.org/details/nycTaxiTripData2013 https://archive.org/details/nycTaxiTripData2013
- cjbprime 12y agoAmazing. If you said to someone "Hey, I wanted to know where you went after the cab picked you up last year, so I called up the cab company and asked them where they dropped you off and they told me", they would be outraged at (your behavior and) the breach of privacy shown by the cab company. But the city released a dataset that allows exactly this query. What were they thinking? Something else that could be mentioned in the linked article: if someone you were with got in a cab in 2013, and they told you where they were going, and you remember the approximate time and location, you can tell whether it was their true destination regardless of how many other people were being picked up at the time, because you don't have to find the exact ride they took, you only have to see whether any rides went to the place they told you. This search is even extremely resistant to the differential privacy suggested by the post's authors. I'd be much happier simply stating that location data is not de-identifiable, and no-one should use a cab in a city that logs location data if they aren't happy with an adversary knowing where they went.
- deleted 12y ago[deleted]
- scintill76 12y agoAs a general fan of open data like this, I've been a little worried these analyses would lead to the data not being released in the future. Hopefully if they change anything in the future, it will still be useful and interesting.
- elazarus 12y agoOutstanding ground breaking article
- tjoepie 12y agoThis is an excellent (if troubling!) piece which deserves a wide audience. As we say in Sauf Effrica: bleddy lekker stuff!