Any images that were judged incorrectly could skew the results. Human image recognition is imperfect (even if mitigated by our vote convergence system).It can also be thrown off by users taking advantage of proxy servers or using other techniques to disguise their IP addresses. Geolocation by IP address is an imperfect science that is typically only accurate within a few dozen miles.If they excluded data points for any reason or did not sample randomly, our analysis could be skewed. We know nothing about the methodology used by Chatroulette Map.We know nothing about how Chatroulette matches up chatters, and we act on the assumption that pairings are truly random.
Caveatsīefore we get to the data, we should point out the uncontrolled inputs that could be skewing these results: We had our data.įive minutes later, the data was loaded into a hosted dashboard on RJMetrics and returning the results you see below. Every photo received a corroborated profile. In under two hours, we received 10,770 photo assessments from 1,012 distinct IP addresses. We posted the link to Hacker News on Saturday night. We coded up the backed so that a photo wouldn’t be taken out of rotation until two votes from different IP addresses provided an identical set of answers. These included questions on age, gender, and what the person in the photo was doing. We coded up a quick webpage that displayed a random photo from the data set and asked some basic multiple-choice questions about that photo. Once we had photos, times, and locations, we needed data on what was happening in each chat photo. (Note: we tried contacting the creators of Chatroulette Map to participate in this story but did not receive a response.) As an added bonus, the file name of each image is a UNIX timestamp of when it was taken.
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Chatroulette Map uses this IP data to geolocate and map random chatters on their website (along with still photos from their chats).Ĭhatroulette Map is also nice enough to expose all of its data points to anyone who clicks “View Source.” Right in the raw source code of their homepage is the image URL, latitude, longitude, city, state, and country of every chatter on their map. It’s a little-known fact that anyone you chat with on Chatroulette can determine your IP address using a program like Wireshark. We started our process at Chatroulette Map, an awesome new site that plots screenshots from random Chatroulette sessions on a map.Ĭhatroulette Map ties Chatters to Locations The central limit theorem tells us that a large set of random observations allows us to draw high-confidence conclusions about the underlying data set. The good news, however, is that a roulette wheel is the statistician’s best friend. Getting the data, however, was a bit of a challenge. Thanks to RJMetrics, the analysis was easy.
We were itching to study Chatroulette in a RJMetrics Dashboard, but no one seemed to have any good data for us to explore. If you haven’t heard of Chatroulette, this Daily Show segment is a good primer. It has all the elements of a good story: technology, mystery, celebrity, and sex. It’s no surprise that Chatroulette is the latest media darling. His last guest post was an analysis of Twitter user data. Moore, the CEO and co-founder of RJMetrics, an on-demand database analytics and business intelligence startup.