If you’re looking for more quantitative analysis of hip hop, check out Tahir Hemphill’s many foundational projects (and whose work initially inspired this analysis) and Martin Conner’s Rap Analysis. shawty), compound words (e.g., king shit), featured vocalists, and repetitive choruses. Hip hop is full of slang that is hard to transcribe (e.g., shorty vs. pimpin), they’re removed from the dataset. To avoid issues with apostrophes (e.g., pimpin’ vs. Each word is counted once, so pimps, pimp, pimping, and pimpin are four unique words. I used a research methodology called token analysis to determine each artist’s vocabulary.
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