![]() We started our work by creating a dataset of rap lyrics. We found that while lyrics can be extremely predictive of a rapper’s region or metropolitan city, pinning down a rapper's town of origin given their lyric corpus was difficult given the amount of data we had available. ![]() The Linear SVM model consistently outperformed Random Forest, Multinomial Naive Bayes, and Logistic Regression classifiers.Īs we changed the granularity of our target class from region (ex: Northeast, West) to city (ex: New York City, Los Angeles) to sub-city (ex: Brooklyn, Queens, Compton, Long Beach), the accuracies of our our classifiers generally dipped. We found that rappers’ lyrics can be predictive of where they’re from, and our Linear SVM model achieved 63% accuracy on average in predicting rapper’s regions, and 56% accuracy on average in predicting rapper’s cities. Rappers’ lyrics were scraped from Genius and processed in a bag-of-words format. In order to complete our project, we trained a Linear SVM learner on the lyric corpuses of 300 of the world’s most popular rap artists. As rap continues to grow in popularity, this project is proof that rappers continue to represent their hometowns, and to some degree, at least in the lyrical sense, stay true to their roots. The project highlights the linguistic diversity of the rap genre, and the regional specificity of rappers’ vocabularies. ![]() Our project predicts where rappers are from based on their lyric corpus. By using slang specific to where they’re from, rappers naturally root their work in the vocabularies of their neighborhoods. ![]() While rappers often mention their hometowns by name in their music, they also display their regional identity in more subtle ways. Some even go so far as to tattoo symbols of their cities onto themselves (see: Drake’s tattoo of Toronto’s area code, and Lil Wayne’s tattoo of the fleur-de-lis, a symbol from the New Orleans city flag). They represent their hometowns constantly in their music. While many musicians like to pay homage to where they’re from, rappers do so as if it’s a cardinal rule. Translations - Links Slow Jamz - Twista & Kanye West Slow Jamz - Twista & Kanye West - Deutsche Übersetzung Slow Jamz - Twista & Kanye West - 翻訳 日本語で Slow Jamz - Twista & Kanye West - Terjemahan bahasa indonesia Slow Jamz - Twista & Kanye West - แปลภาษาไทย Slow Jamz - Twista & Kanye West - Tradução em Português Slow Jamz - Twista & Kanye West - Traducción al Español Slow Jamz - Twista & Kanye West - Türkçe Çeviri Slow Jamz - Twista & Kanye West - Traduction Française Slow Jamz - Twista & Kanye West - Traducerea Românească Slow Jamz - Twista & Kanye West - 中文翻译 Slow Jamz - Twista & Kanye West - Nederlandse Vertaling Slow Jamz - Twista & Kanye West - Русский перевод Slow Jamz - Twista & Kanye West - Polskie Tłumaczenie Slow Jamz - Twista & Kanye West - Traduzione Italiana Slow Jamz - Twista & Kanye West - Slovenský prekladĭONDA2 (Album) Kanye West (7) Security - Kanye West 「Lyrics」 Lift Me Up - Kanye West 「Lyrics」 Get Lost - Kanye West 「Lyrics」 Pablo - Kanye West 「Lyrics」 True Love - Kanye West 「Lyrics」 Keep It Burnin’ - Kanye West 「Lyrics」 Broken Road - Kanye West 「Lyrics」 Too Easy / I’m Finna Love Me - Kanye West 「Lyrics」 Sci-Fi - Kanye West 「Lyrics」 We Did It Kid - Kanye West 「Lyrics」 Flowers - Kanye West 「Lyrics」 Maintenance - Kanye West 「Lyrics」 530 - Kanye West 「Lyrics」 Mr.Rapcast Forecasting Rappers' Hometowns Based On Their Lyric Corpus
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