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Currently i needed to view what these Tweets were about. Utilising the open-source information analytics tool KNIME, we given in Tweets, performed some information cleaning, and made term clouds to find an image quite typical subject areas.
Lets start out with Tinder:
Some of the words experienced myself scratching my own brain in the beginning.. castle? Crawlers? But slightly searching contributed to this retweeted journey: Tinder Hacked By Bots Providing Palace Clash Game Downloads.
Other statement, like dating, singles, hot, beautiful, and suits, all fit in with Tinders character.
We took a short look at your data on swiping best (saying yes to a complement) and swiping left (exclaiming no) and folks were Tweeting about swiping correct practically twice as much as swiping leftover.
Next all the way up, OkCupid:
While I talked about during past posting, about 60 percent of this OkCupid postings revolved around OkCupids boycotting of Firefox because Mozillas president have generously donated within the anti-gay relationship Prop 8. That seriously skews your data! Another big facts (your words pain, steals, cell) experienced this title: Nightmare OkCupid big date Steals Girls Phone and Impersonates Her Online. Surprisingly, union lasted inside word fog (unlike in Tinder and eHarmony) but that appears also to get linked to the Mozilla boycott!
Next upward in few Tweets am Badoobut most of the reports was in Spanish.
I made the choice to pay attention to the next rather, eHarmony:
Seemingly eHarmony have a commercial out that generated many people irritating. For job, they provided a variety of career listings at eHarmony (I did get rid of all the Tweets because of the going out with apps Twitter fund, but other people uploaded similar critical information).
995pm means a deal eHarmony got working at the time: $9.95 every month.
Other interesting statement: unique, findlove, senior, and matchmaker.
Think About Admiration?
Love is the 42nd most commonly known statement in Tinders Tweets, 108th for OkCupid (individuals were as well active Tweeting concerning boycott!) while the 11th typical at eHarmony. I cant declare Im surprised that men and women Tweeting about eHarmony tends to be Tweeting more about adore!
Now What?
The next matter Id like to do because of this information is sentiment analysisthat is actually, tend to be customers mentioning most damaging or favorable reasons for having each of these places? Id like to find more facts for OkCupid due to the fact Mozilla boycott has passed.
Specialized Records
You could have realized that each keyword impair provides the brand for the going out with site/app by itself. I did so get rid of the most those words (each Tweet has actually one consequently its not just specifically relevant!) but a few kept in due to the way the data had been presented. I used KNIMEs elements of address tagger, and curiously sometimes it tagged the internet dating apps as a noun, and quite often as a verb (according to in which the sentence it appears). Basically were to work on this once more, Id pull those instances too.