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<!doctype html>
<!--
Material Design Lite
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Licensed under the Apache License, Version 2.0 (the "License");
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<html lang="en">
<head>
<meta charset="utf-8">
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<meta name="description" content="A front-end template that helps you build fast, modern mobile web apps.">
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<title>Rapcast</title>
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#view-source {
position: fixed;
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margin-bottom: 40px;
z-index: 900;
}
</style>
</head>
<body class="mdl-demo mdl-color--grey-100 mdl-color-text--grey-700 mdl-base">
<div class="mdl-layout mdl-js-layout mdl-layout--fixed-header">
<header class="mdl-layout__header mdl-layout__header--scroll mdl-color--primary" id='top'>
<!-- <div class="mdl-layout--large-screen-only mdl-layout__header-row">
</div>
<div class="mdl-layout--large-screen-only mdl-layout__header-row">
<h3>Rapcast</h3>
</div>
<div class="mdl-layout--large-screen-only mdl-layout__header-row">
</div> -->
<div class="mdl-layout__tab-bar mdl-js-ripple-effect mdl-color--primary-dark">
<a href="#abstract" class="mdl-layout__tab is-active">Abstract</a>
<a href="#data" class="mdl-layout__tab">Data</a>
<a href="#playing" class="mdl-layout__tab">Playing With Data</a>
<a href="#methods" class="mdl-layout__tab">Methods</a>
<a href="#results" class="mdl-layout__tab">Results</a>
<a href="#forward" class="mdl-layout__tab">Looking forward</a>
<a href="#about" class="mdl-layout__tab">About us</a>
</div>
</header>
<div class="mdl-layout__tab-panel" id="features">
<section class="section--center mdl-grid mdl-grid--no-spacing">
<div class="mdl-cell mdl-cell--12-col">
<h1 style="text-align: center">Rapcast</h1>
<h4 style="text-align: center">Forecasting Rappers' Hometowns Based On Their Lyric Corpus</h4>
<br>
</div>
<h4 id='abstract'> Abstract</h4>
<p>While many musicians like to pay homage to where they’re from, rappers do so as if it’s a cardinal rule. They represent their hometowns constantly in their music. Some even go so far as to tattoo symbols of their cities onto themselves (see: Drake’s <a href='http://zone1.sprdit.netdna-cdn.com/wp-content/uploads/2012/01/drake-416-tattoo.jpg'>tattoo</a> of Toronto’s area code, and Lil Wayne’s <a href='http://zone1.sprdit.netdna-cdn.com/wp-content/uploads/2012/01/drake-416-tattoo.jpg'>tattoo</a> of the fleur-de-lis, a symbol from the New Orleans <a href='https://en.wikipedia.org/wiki/Flag_of_New_Orleans#/media/File:Flag_of_New_Orleans,_Louisiana.svg'>city flag</a>). While rappers often mention their hometowns by name in their music, they also display their regional identity in more subtle ways. By using slang specific to where they’re from, rappers naturally root their work in the vocabularies of their neighborhoods. </p>
<p>Our project predicts where rappers are from based on their lyric corpus. The project highlights the linguistic diversity of the rap genre, and the regional specificity of rappers’ vocabularies. 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. </p>
<p>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. Rappers’ lyrics were scraped from <a href='https://genius.com/'>Genius</a> and processed in a bag-of-words format. 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. The Linear SVM model consistently outperformed Random Forest, Multinomial Naive Bayes, and Logistic Regression classifiers.</p>
<p>As 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 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. </p>
<h4 id='data'>Data</h4>
<p>We started our work by creating a dataset of rap lyrics. We picked out 300 of rap’s most popular artists from the 1980s to present day, and gathered lyric corpuses for each artist. </p>
<p>To do this, we first scraped the <a href='https://docs.genius.com'>Genius API </a> for song urls. For each artist, we collected the urls of up to 500 of their most popular songs, with each url being a link to the song’s annotated lyrics on the Genius site. This scraping resulted in over 78,000 song urls. We then scraped again to extract lyrics from every song url, creating a body of lyric corpuses for each of our 300 artists, as well as thousands of other artists featured on the songs of the 300 artists in question. </p>
<p>With our lyric data finally scraped, we manually searched through Wikipedia to determine the hometowns of our 300 artists. We assigned artists a region (ex: Northeast), city (ex: New York), and sub-city (ex: Queens), so that we could later adjust the granularity of our target class in training and testing. </p>
<p>In addition, we removed <a href='https://en.wikipedia.org/wiki/Stop_words'> stop words</a> from our lyric corpuses, and processed the corpuses into a <a href='https://en.wikipedia.org/wiki/Bag-of-words_model'> bag-of-words</a> format. We used a logarithmic form for the frequency of each word vector in our bag-of-words, and normalized our vectors so that they would sum to one. We also processed words using a <a href='https://en.wikipedia.org/wiki/Tf%E2%80%93idf'> tf-idf</a> approach in order to reflect the importance of each word to its respective lyric corpus. </p>
<p>Hover and click on the dots to see our selected artists' hometowns:</p>
<iframe width="100%" height="520" frameborder="0" src="https://jdk27.carto.com/builder/ba05580b-e21c-49d8-9e3b-9a9f8ff42492/embed" allowfullscreen webkitallowfullscreen mozallowfullscreen oallowfullscreen msallowfullscreen></iframe>
<br>
<br>
<h4 id='playing'>Playing With Our Data</h4>
<div class="demo-card mdl-card mdl-shadow--2dp" style="width: 100%; padding: 20px;">
<p> Excluding stop words, below are the 20 most common words in English
according to <a href="https://github.com/first20hours/google-10000-english" target="_blank">Google's Trillion Word Corpus</a>, as
well as the 20 most common words in rap lyrics as determined by our data of over 78,000 songs.</p>
<div id="split" style="display: flex; justify-content: space-around;">
<div>
<!-- <p> Excluding <a href='https://en.wikipedia.org/wiki/Stop_words'>stop words</a>, according to <a href="https://github.com/first20hours/google-10000-english" target="_blank">Google's Trillion Word Corpus</a> the 20 most common words in English are:</p> -->
<h4>English</h4>
<ul>
<li>new</li><li>home</li><li>page</li><li>search</li><li>free</li><li>information</li><li>time</li><li>site</li><li>may</li><li>news</li><li>use</li><li>see</li><li>contact</li><li>business</li><li>web</li><li>also</li><li>help</li><li>get</li><li>pm</li><li>view</li>
</ul>
</div>
<div>
<!-- <p>The 20 most common words in the lyric corpus comprised of more than 78,000 rap songs are:</p> -->
<h4>Rap lyrics</h4>
<ul>
<li>got</li><li>get</li><li>ni**a</li><li>know</li><li>ni**as</li><li>sh*t</li><li>f*ck</li><li>b**ch</li><li>go</li><li>back</li><li>see</li><li>money</li><li>make</li><li>man</li><li>ya</li><li>love</li><li>never</li><li>say</li><li>want</li><li>wanna</li>
</ul>
</div>
</div>
<!-- <p> Data: <a href="https://github.com/first20hours/google-10000-english" target="_blank">Google's Trillion Word Corpus</a> and our data -- a lyric corpous comprised of 78,000+ songs.</p> -->
<br>
</div>
<br>
<br>
<p>Before training on our data, we generated the most correlated unigrams and bigrams for each region, city, and sub-city in our dataset, as well as the 20 most common words (excluding stop words) of each artist in our dataset. Search for your favorite artist in the following drop-down menu to view their most common words, as well as the most correlated unigrams and bigrams of their city!</p>
<section class="section--center mdl-grid mdl-grid--no-spacing">
<div class="mdl-cell mdl-cell--12-col">
<div id="searchbar">
<form autocomplete="off" action="/action_page.php">
<div class="autocomplete" style="width:300px;">
<input id="myInput" type="text" name="myCountry" placeholder="Search for a rapper">
</div>
<input id="artistinput" type="button" value="show me more!" class="mdl-button mdl-js-button mdl-button--primary">
</form>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Dana Dane' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Dana Dane – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> el, de, yo, la, lo, make, tu, mi, poron, soy, y, pom, que, amore, ay, ayy, te, voy, se, con</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Eric B. & Rakim' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Eric B. & Rakim – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, said, hit, get, ya, -, mic, la, rhyme, back, keep, see, r, let, know, time, go, got, check, make</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='A Boogie Wit Da Hoodie' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">A Boogie Wit Da Hoodie – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> back, em, love, get, money, f**k, never, ni**as, bust, ni**a, bi**h, put, know, want, s**t, go, got, tell, wanna, think</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Beanie Sigel' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Beanie Sigel – Philadelphia</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> crakk, neef</p>
<p><b>City Bigrams:</b> peedi crakk, state prop</p>
<p><b>Most common words:</b> back, em, life, still, get, ya, s**t, make, ni**a, ni**as, bi**h, see, know, f**k, go, got, keep, whoa, yall, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Killer Mike' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Killer Mike – Atlanta</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> candler, bankhead</p>
<p><b>City Bigrams:</b> meeny miny, talk sex</p>
<p><b>Most common words:</b> em, black, right, see, get, f**k, make, never, ni**a, back, bi**h, say, music, know, s**t, go, got, killer, ni**as, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Oj Da Juiceman' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Oj Da Juiceman – Atlanta</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> candler, bankhead</p>
<p><b>City Bigrams:</b> meeny miny, talk sex</p>
<p><b>Most common words:</b> bi**h, pound, chain, get, aye, money, make, diamonds, young, [], ni**a, juiceman, juice, trap, s**t, got, brick, work, bricks, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='A$Ap Ferg' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">A$Ap Ferg – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, gon, hit, get, ya, f**k, make, s**t, let, ni**a, ni**as, bi**h, ranks, run, bi***es, know, new, put, got, mattress</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Az ' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Az – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> life, never, love, die, get, ya, f**k, make, s**t, ni**a, ni**as, thug, see, let, know, time, go, got, still, keep</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Tha Alkaholiks' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Tha Alkaholiks – Los Angeles</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> comptons, cpt</p>
<p><b>City Bigrams:</b> city compton, parental discretion</p>
<p><b>Most common words:</b> tash, party, tha, say, yo, get, ya, s**t, make, drink, ni**as, ni**a, a**, liks, know, f**k, got, em, crew, yall</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Towkio' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Towkio – Chicago</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> 3hunna, lamron</p>
<p><b>City Bigrams:</b> free guys, catch opp</p>
<p><b>Most common words:</b> em, gon, love, drift, get, feel, s**t, make, gettin, mind, see, hate, throwed, said, know, got, work, come, tell, take</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Mack 10' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Mack 10 – Los Angeles</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> comptons, cpt</p>
<p><b>City Bigrams:</b> city compton, parental discretion</p>
<p><b>Most common words:</b> love, never, hit, around, yo, get, s**t, make, people, fu**in, ni**a, back, bi**h, a**, let, know, hoes, got, mack, ni**as</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Epmd' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Epmd – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, make, slow, e, yo, get, s**t, ill, back, epmd, p, say, know, rap, time, go, got, mcs, mic, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Dmx' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Dmx – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, gon, yo, get, s**t, make, dog, ni**a, ni**as, see, right, know, back, f**k, go, got, man, come, yall, uh</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Big Tymers' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Big Tymers – New Orleans</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> cmr, melph</p>
<p><b>City Bigrams:</b> wild magnolia, tru ni**as</p>
<p><b>Most common words:</b> back, money, yo, get, ya, big, hoes, hot, ni**as, oh, ni**a, bi**h, lil, see, know, -, s**t, baby, got, f**k</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='The D.O.C.' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">The D.O.C. – Los Angeles</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> comptons, cpt</p>
<p><b>City Bigrams:</b> city compton, parental discretion</p>
<p><b>Most common words:</b> shes, bi**h, ha, goin, yo, d.o., s**t, know, breath, record, intro, take, want, l.a., gonna, listen, dre, tell, c., man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Boogie Down Productions' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Boogie Down Productions – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> take, right, music, rap, krs-one, get, ya, people, well, see, black, say, scott, know, want, time, go, got, come, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Method Man' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Method Man – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, still, hit, yo, get, ya, f**k, make, time, ni**as, ni**a, see, know, back, s**t, go, got, keep, yall, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='B.G.' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">B.G. – New Orleans</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> cmr, melph</p>
<p><b>City Bigrams:</b> wild magnolia, tru ni**as</p>
<p><b>Most common words:</b> real, em, get, ya, s**t, gotta, -, ni**as, ni**a, bi**h, hot, know, back, f**k, go, got, bout, keep, come, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Nicki Minaj' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Nicki Minaj – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> week, em, bad, gyal, ah, get, ni**as, bust, ni**a, bi**h, say, nicki, bi***es, know, freaks, f**k, go, got, di, tell</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Young Thug' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Young Thug – Atlanta</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> candler, bankhead</p>
<p><b>City Bigrams:</b> meeny miny, talk sex</p>
<p><b>Most common words:</b> ima, em, gon, get, lil, f**k, back, ni**a, ni**as, bi**h, go, say, bi***es, know, want, s**t, baby, got, wanna, take</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Pras Michel' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Pras Michel – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> pras, right, love, another, yo, get, come, make, never, well, stop, see, know, want, uh, baby, got, wanna, yall, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Common ' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Common – Chicago</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> 3hunna, lamron</p>
<p><b>City Bigrams:</b> free guys, catch opp</p>
<p><b>Most common words:</b> take, life, love, yo, get, come, make, never, ni**as, back, say, see, know, want, time, go, got, friends, yall, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Juicy J' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Juicy J – Memphis</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> junt, flodgin</p>
<p><b>City Bigrams:</b> break mask, memphis ni**a</p>
<p><b>Most common words:</b> back, high, gon, love, get, money, make, s**t, ni**as, ni**a, bi**h, a**, let, know, f**k, go, got, em, gotta, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Lil Uzi Vert' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Lil Uzi Vert – Philadelphia</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> crakk, neef</p>
<p><b>City Bigrams:</b> peedi crakk, state prop</p>
<p><b>Most common words:</b> right, uzi, get, aye, money, s**t, put, ni**a, ni**as, bi**h, lil, d**k, ayy, know, want, f**k, go, got, girl, diamonds</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Kyle' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Kyle – Ventura</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> juliano, encased</p>
<p><b>City Bigrams:</b> movie night, eye oh</p>
<p><b>Most common words:</b> real, love, get, s**t, make, never, back, ni**a, oh, ni**as, go, see, know, want, need, fun, got, girl, say, really</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Madeintyo' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Madeintyo – Atlanta</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> candler, bankhead</p>
<p><b>City Bigrams:</b> meeny miny, talk sex</p>
<p><b>Most common words:</b> ima, f**k, oh, lil, skr, get, ooh, hey, bi**h, baby, uh, want, new, go, got, ni**a, wanna, shawty, ni**as, know</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Flo Rida' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Flo Rida – Carol City</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> struts, yeeeaaahh</p>
<p><b>City Bigrams:</b> spin head, girl dat</p>
<p><b>Most common words:</b> right, love, get, money, gotta, oh, hey, baby, see, good, let, know, never, go, got, girl, wanna, make, shawty, low</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Lloyd Banks' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Lloyd Banks – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, money, around, get, ya, s**t, make, time, -, ni**as, ni**a, bi**h, put, see, know, back, f**k, go, got, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='G-Eazy' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">G-Eazy – Oakland</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> thizz, numskull</p>
<p><b>City Bigrams:</b> worry oh, yee im</p>
<p><b>Most common words:</b> love, get, money, s**t, make, never, say, always, back, bi**h, need, see, know, want, f**k, go, got, wanna, could, take</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='De La Soul' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">De La Soul – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> take, de, love, yo, get, ya, make, la, back, soul, say, pos:, let, know, see, time, go, got, come, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Yg' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Yg – Los Angeles</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> comptons, cpt</p>
<p><b>City Bigrams:</b> city compton, parental discretion</p>
<p><b>Most common words:</b> back, money, love, get, f**k, make, ni**as, ni**a, bi**h, a**, pu**y, bi***es, know, see, s**t, go, got, girl, wanna, hit</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Styles P' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Styles P – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, ghost, money, real, get, s**t, make, never, ni**a, ni**as, high, see, know, back, f**k, go, got, still, could, yall</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Eminem' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Eminem – Detroit</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> swifty, 313</p>
<p><b>City Bigrams:</b> kon artis, detroit city</p>
<p><b>Most common words:</b> em, make, time, get, take, f**k, ill, never, fu**in, back, bi**h, see, know, s**t, go, got, come, think, say, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Mc Eiht' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Mc Eiht – Los Angeles</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> comptons, cpt</p>
<p><b>City Bigrams:</b> city compton, parental discretion</p>
<p><b>Most common words:</b> back, em, time, get, house, f**k, compton, ni**a, ni**as, bi**h, a**, come, know, eiht, s**t, got, yall, west, hood, geah</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='O.C.' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">O.C. – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> life, never, love, oh, feel, could, get, -, back, baby, see, good, know, time, go, got, girl, still, wanna, think</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Lil Kim' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Lil Kim – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, love, f**k, get, ya, money, back, ni**as, ni**a, bi**h, lil, see, bi***es, know, kim, s**t, baby, got, wanna, yall</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Lil Dicky' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Lil Dicky – Philadelphia</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> crakk, neef</p>
<p><b>City Bigrams:</b> peedi crakk, state prop</p>
<p><b>Most common words:</b> even, get, s**t, could, never, getting, bi**h, dicky, d**k, bi***es, know, rap, f**k, go, got, bout, really, think, yall, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Slum Village' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Slum Village – Detroit</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> swifty, 313</p>
<p><b>City Bigrams:</b> kon artis, detroit city</p>
<p><b>Most common words:</b> love, yo, get, s**t, make, never, back, ni**as, ni**a, say, know, see, time, go, got, girl, keep, come, yall, uh</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Bow Wow' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Bow Wow – Columbus</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> embezzled, weezie</p>
<p><b>City Bigrams:</b> shake time, know ignorant</p>
<p><b>Most common words:</b> back, em, time, get, ya, make, ni**as, ni**a, bow, baby, see, know, way, uh, go, got, girl, wow, say, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Hoodie Allen' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Hoodie Allen – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> love, ill, get, always, s**t, make, never, oh, say, let, know, want, time, go, got, girl, really, wanna, tell, take</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Eazy-E' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Eazy-E – Los Angeles</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> comptons, cpt</p>
<p><b>City Bigrams:</b> city compton, parental discretion</p>
<p><b>Most common words:</b> em, a**, police, give, yo, get, f**k, compton, ni**a, real, ni**as, bi**h, see, ren, know, s**t, go, got, dre, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Slick Rick' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Slick Rick – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> kid, said, love, get, ya, s**t, slick, back, see, good, run, rick, want, world, go, got, man, come, say, know</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Lil Yachty' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Lil Yachty – Atlanta</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> candler, bankhead</p>
<p><b>City Bigrams:</b> meeny miny, talk sex</p>
<p><b>Most common words:</b> back, money, bi***es, get, lil, f**k, ni**a, young, ni**as, bi**h, need, gon, damn, know, want, s**t, go, got, boat, gang</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Yung Joc' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Yung Joc – Atlanta</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> candler, bankhead</p>
<p><b>City Bigrams:</b> meeny miny, talk sex</p>
<p><b>Most common words:</b> em, boy, love, get, ya, make, oh, back, ni**a, ni**as, see, joc, let, know, lookin, go, got, girl, birds, say</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Machine Gun Kelly' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Machine Gun Kelly – Cleveland</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> harpoons, rager</p>
<p><b>City Bigrams:</b> bi**h steve, cleveland city</p>
<p><b>Most common words:</b> boy, shut, bi***es, shirt, world, get, f**k, s**t, dollar, peso, bi**h, wild, kells, call, hoes, need, got, hold, come, steve-o</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Cam'Ron' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Cam'Ron – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, right, cam, yo, get, ya, f**k, oh, ni**as, ni**a, see, killa, know, back, s**t, go, got, come, yall, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Juelz Santana' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Juelz Santana – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, bi**h, santana, wanna, get, ya, money, boy, back, ni**as, ni**a, see, know, s**t, go, got, still, come, f**k, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='House Of Pain' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">House Of Pain – Los Angeles</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> comptons, cpt</p>
<p><b>City Bigrams:</b> city compton, parental discretion</p>
<p><b>Most common words:</b> everybody, pain, around, yo, get, ya, s**t, ill, rock, back, jump, funky, know, time, put, got, come, house, came, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Silkk The Shocker' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Silkk The Shocker – New Orleans</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> cmr, melph</p>
<p><b>City Bigrams:</b> wild magnolia, tru ni**as</p>
<p><b>Most common words:</b> em, yo, get, ya, s**t, make, ni**a, ni**as, bi**h, p, see, limit, know, back, f**k, go, got, bout, ride, yall</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Lil' Flip' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Lil' Flip – Houston </h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> swangs, swishahouse</p>
<p><b>City Bigrams:</b> swisha house, im swangin</p>
<p><b>Most common words:</b> back, get, lil, s**t, make, ni**as, flip, ni**a, bi**h, ya, see, know, f**k, money, go, got, still, gotta, yall, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Kirko Bangz' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Kirko Bangz – Houston </h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> swangs, swishahouse</p>
<p><b>City Bigrams:</b> swisha house, im swangin</p>
<p><b>Most common words:</b> money, get, s**t, make, time, ni**a, ni**as, bi**h, go, say, bi***es, know, want, f**k, baby, got, girl, wanna, tell, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Big L' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Big L – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, yo, get, ya, s**t, make, never, ni**as, l, ni**a, go, see, know, back, big, put, got, yall, f**k, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Rick Ross' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Rick Ross – Miami</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> anguilla, gooooo</p>
<p><b>City Bigrams:</b> shmurda dance, county dade</p>
<p><b>Most common words:</b> em, boy, never, s**t, time, get, money, make, ni**as, back, ni**a, bi**h, see, bi***es, know, f**k, go, got, still, wanna</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Chief Keef' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Chief Keef – Chicago</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> 3hunna, lamron</p>
<p><b>City Bigrams:</b> free guys, catch opp</p>
<p><b>Most common words:</b> pull, money, sosa, see, get, s**t, boy, ni**a, ni**as, bi**h, baby, bang, know, want, f**k, go, got, wanna, say, a**</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='N.W.A' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">N.W.A – Los Angeles</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> comptons, cpt</p>
<p><b>City Bigrams:</b> city compton, parental discretion</p>
<p><b>Most common words:</b> quit, hit, bass, yo, give, f**k, clock, well, face, bi**h, g, much, dopeman, get, s**t, ay, suck, dre, kick, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='N.O.R.E.' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">N.O.R.E. – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> back, money, yo, get, ya, s**t, make, la, ni**a, new, ni**as, bi**h, see, know, f**k, go, got, still, yall, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Kool G Rap' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Kool G Rap – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, life, hit, g, yo, get, ya, s**t, make, back, ni**a, ni**as, bi**h, see, know, rap, f**k, put, got, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Mia X' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Mia X – New Orleans</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> cmr, melph</p>
<p><b>City Bigrams:</b> wild magnolia, tru ni**as</p>
<p><b>Most common words:</b> lang, em, love, galang, get, money, make, see, gonna, really, say, xxxo, bang, know, want, go, got, let, wanna, take</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Public Enemy' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Public Enemy – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, yo, get, gotta, never, people, back, gonna, chuck, say, black, know, way, time, go, got, flavor, come, yall, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Nappy Roots' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Nappy Roots – Louisville</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> roota, awwwwwwww</p>
<p><b>City Bigrams:</b> head shawty, country hell</p>
<p><b>Most common words:</b> boy, good, see, big, get, ya, country, make, time, back, nappy, keep, say, done, know, hell, got, come, yall, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Memphis Bleek' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Memphis Bleek – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> back, em, life, right, see, yo, get, ya, s**t, ni**as, ni**a, bi**h, bleek, game, know, want, f**k, got, yall, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Young Gunz' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Young Gunz – Philadelphia</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> crakk, neef</p>
<p><b>City Bigrams:</b> peedi crakk, state prop</p>
<p><b>Most common words:</b> em, right, love, get, ya, oh, ni**as, young, back, ni**a, go, see, know, never, time, baby, got, still, come, say</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='P. Diddy' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">P. Diddy – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> back, right, love, yo, get, ya, s**t, make, ni**a, ni**as, go, see, come, know, want, need, baby, got, let, wanna</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Big Pun ' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Big Pun – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> back, em, pun, love, yo, get, ya, s**t, make, ni**as, ni**a, yall, see, squad, know, big, got, come, ill, f**k</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Mc Lyte' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Mc Lyte – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, love, yo, get, lyte, s**t, gotta, never, back, put, see, let, know, want, time, go, got, come, make, say</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Jadakiss' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Jadakiss – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, yo, get, ya, s**t, make, never, back, ni**a, ni**as, put, see, let, know, f**k, money, go, got, still, yall</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Talib Kweli' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Talib Kweli – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, love, yo, get, mos, s**t, make, people, ni**as, back, go, see, black, know, way, kweli, got, come, say, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Mistah F.A.B.' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Mistah F.A.B. – Oakland</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> thizz, numskull</p>
<p><b>City Bigrams:</b> worry oh, yee im</p>
<p><b>Most common words:</b> em, never, money, love, get, s**t, ni**as, back, ni**a, bi**h, put, see, know, f**k, go, got, still, wanna, say, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Ilovemakonnen' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Ilovemakonnen – Atlanta</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> candler, bankhead</p>
<p><b>City Bigrams:</b> meeny miny, talk sex</p>
<p><b>Most common words:</b> boy, think, hey, get, money, make, ni**as, back, keep, ni**a, much, know, want, s**t, got, girl, still, wanna, ill, whip</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='The Game' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">The Game – Los Angeles</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> comptons, cpt</p>
<p><b>City Bigrams:</b> city compton, parental discretion</p>
<p><b>Most common words:</b> back, em, remix, a**, get, s**t, ni**a, ni**as, bi**h, game, see, let, know, go, f**k, put, got, tell, red, take</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Nipsey Hussle' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Nipsey Hussle – Los Angeles</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> comptons, cpt</p>
<p><b>City Bigrams:</b> city compton, parental discretion</p>
<p><b>Most common words:</b> real, em, life, look, get, s**t, make, never, ni**a, ni**as, bi**h, see, know, back, money, go, got, still, time, f**k</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Erick Sermon' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Erick Sermon – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, rock, e, yo, get, s**t, make, ni**as, -, ni**a, back, know, f**k, time, go, got, keep, come, yall, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Afroman' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Afroman – Los Angeles</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> comptons, cpt</p>
<p><b>City Bigrams:</b> city compton, parental discretion</p>
<p><b>Most common words:</b> take, right, hit, hey, get, f**k, make, back, da, high, baby, a**, afroman, let, know, smoke, go, got, girl, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Q-Tip' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Q-Tip – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> love, say, yo, get, ya, s**t, make, put, back, ni**as, need, see, let, know, go, got, come, gotta, yall, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Dej Loaf' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Dej Loaf – Detroit</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> swifty, 313</p>
<p><b>City Bigrams:</b> kon artis, detroit city</p>
<p><b>Most common words:</b> back, em, gon, love, way, get, s**t, make, ni**as, ni**a, bi**h, said, done, know, want, money, got, keep, f**k, ho</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Desiigner' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Desiigner – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, ima, gon, right, hit, get, money, s**t, make, huh, ni**a, new, ni**as, bi**h, git, know, f**k, go, got, panda</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Lil Wayne' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Lil Wayne – New Orleans</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> cmr, melph</p>
<p><b>City Bigrams:</b> wild magnolia, tru ni**as</p>
<p><b>Most common words:</b> em, love, get, ya, f**k, make, s**t, ni**a, young, ni**as, bi**h, baby, see, pu**y, know, back, money, go, got, say</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='D.R.A.M.' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">D.R.A.M. – Hampton</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> dram, aholic</p>
<p><b>City Bigrams:</b> bury yo, space want</p>
<p><b>Most common words:</b> gone, love, lost, yo, get, gilligan, s**t, mind, hey, ni**a, baby, ayy, know, want, f**k, go, got, still, come, think</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Keith Murray' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Keith Murray – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> word, yo, get, ya, s**t, make, ni**as, murray, back, ni**a, see, come, know, f**k, got, keep, keith, ill, yall, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Young Mc' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Young Mc – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> love, see, mc, yo, get, look, make, move, young, rhymes, back, baby, say, know, want, go, got, girl, tell, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Busta Rhymes' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Busta Rhymes – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> em, money, way, yo, get, ya, s**t, make, ni**as, ni**a, bi**h, see, let, know, back, f**k, go, got, come, yall</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Kanye West' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Kanye West – Chicago</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> 3hunna, lamron</p>
<p><b>City Bigrams:</b> free guys, catch opp</p>
<p><b>Most common words:</b> back, right, love, see, get, s**t, make, never, ni**a, ni**as, bi**h, need, say, know, way, time, go, got, day, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Lords Of The Underground' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Lords Of The Underground – Newark</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> tripe, funkee</p>
<p><b>City Bigrams:</b> rock throw, face ready</p>
<p><b>Most common words:</b> lords, never, let, yo, get, ya, well, faded, flow, back, underground, neva, know, rock, ready, got, come, check, funk, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='50 Cent' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">50 Cent – New York</h2>
</div>
<div class="mdl-card__supporting-text">
<p><b>City Unigrams:</b> flatbush, bronx</p>
<p><b>City Bigrams:</b> word bond, long island</p>
<p><b>Most common words:</b> back, love, a**, get, ya, s**t, ill, ni**as, ni**a, bi**h, see, know, want, f**k, go, got, come, make, say, man</p>
</div>
</div>
<div class="artist_info" class="demo-card mdl-card mdl-shadow--2dp" id='Fabolous' style="width: 100%; display: none;">
<div class="mdl-card__title" style="display: flex; justify-content: center;">
<h2 class="mdl-card__title-text">Fabolous – New York</h2>
</div>