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Natural Language Processing, or NLP for short, involves using specialized machine learning techniques to make predictions about the text in a body of documents, including things like authorship attribution, sentiment analysis, text generation, and in some cases the appearance of something resembling semantic understanding. This is an area in which I have great interest, as I believe it is key to the progression toward more explainable and generalized machine intelligence.
It’s also an area that has seen dramatic advances in , perhaps more than any other domain in machine learning. While some of the new techniques employed in recent months have been fascinatingly powerful, there is considerable value and interest even in fairly straightforward NLP methods, as this project will hopefully demonstrate. As a writer and something of an armchair linguist, I have an interest in the ways that people formulate their speech. My goal in this project was to collect a large number of Reddit comments and, via a convenient proxy for gender-labeling, try and examine some of the linguistic signatures associated with the male and female gender in their conversations online.
Reddit, like many websites that produce large amounts of data that people may want to access, has what is called an API Application Programming Interface. Essentially this is a set of definitions, protocols, and tools that make data available in an accessible format for developers. However, API’s will typically have fairly strict limitations about the amount of data one can access, at least without paying a premium. Reddit’s API is convenient in that it stores a lot of useful data and labeling relevant to each comment, user, etc.
However, regular users of the API are limited to pulling comments at a time. This in itself is not really an issue, but Reddit also limits users to only pulling the most recent comments.
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