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Overall, 86.1% of users labeled themselves as straight, 4.6% labeled themselves as bi, and 9.3% labeled themselves as gay. Users’ options were heterosexual, bisexual, and homosexual, which I will call straight, bi, and gay throughout this analysis. Like with the gender field, 2012 OKCupid’s sexuality options were much more limited than they are today. The gender split, which was still binary at the time of data collection, was about a 60-40% split, favoring men. The OKCupid data provided included 59,946 profiles that were active between June, 2011 and July, 2012. To accompany the following analyses, I am including what I hope are actionable steps and program ideas to lessen the health and income disparities faced by queer individuals.
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Very little of it surprised me, but I couldn’t help but feel more and more despondent the further along I got in the data. Our queerness affects every facet of our lives.īefore moving onto my machine learning model, which was covered in Part Two of this project, I decided to visualize and analyze the data given to me. Our trans siblings are being murdered, denied healthcare, forced out of sports, and facing horrific treatment if incarcerated.
#AM I GAY TEST OKCUPID CODE#
Although job discrimination was ruled illegal by the Supreme Court this June, the existence of at-will employment still means that an employer can fire an LGBT+ employee for “not being a good fit,” “dress code violations,” or some other coded homo- and transphobic reason, something many of us have seen happen or even experienced firsthand. After all, I and most queer people I know have our identities firmly rooted in our queerness, and for good reason: to date, we still experience housing discrimination. After some deliberation, I decided to break the data down by sexuality. Because my academic background is in linguistics, I was interested to see if the way that we speak about ourselves, our relationships, and the world around us could be used to predict information like education level, sexuality, or even age. OKCupid data? Okay!Īs a millennial who spent a good portion of my 20’s on OKCupid, I was very excited for the opportunity to analyze and manipulate a dataset containing nearly 60,000 OKCupid profiles as my machine learning capstone project. csv file, which was too large to upload to Github, use the Contact form on my website. You can find the Jupyter Notebook for this project here.