Our thought: One of our all time favorites. Rappers and Rap songs are loved by all. But what matters for our analysis is usage in hip hop compared to usage in all music lyrics. One year later, we were still waiting. Positioning each rapper next to his or her lyrically similar family is a difficult task. And while some rappers deliver cutting insults, some just like spitting puns that would make the corniest dad proud. “Game,” for example, appears in hip hop far more often than it does in other genres. So Megan Thee Stallion took advantage of that. Oct. 16, 2013. This lyric is a crossover of misogyny, and the Chicago Drill scene's obsession with oral sex over vaginal. While there were more than a few fearsome figures in rap, much of the music made prior to 1988 -- when acts like N.W.A. In 2014, we ranked rappers by the size of their vocabulary, and this felt like the perfect sequel...the words unique to hip hop. Rap is the new and most sensational form of music, especially popular among youth, these days. Luckily, there's a technique called t-SNE, where a computer considers all these relationships and tries to place similar artists closer together. “Love,” for example, appears 21 times for every 10,000 words. Album: Deeper Than Rap. The (surprisingly challenging!) The undisputed champion of misogyny whose anger can be easily traced to his mommy issues. Tweet us @EliteDaily and let us know. Let’s see if we can define “central” more specifically with words that N.W.A basically owns. For example, this is # of appearences in hip hop corpus divided by total words in hip hop corpus. Includes my own personal multisyllable rhymes of all types. So let's do that now. The game has a long history of beating up on women, no … This is probably the most absurd of all the battles on this list, considering that Eminem launched his rap career on the pages of The Source.The hip-hop bible featured him in its 'Unsigned Hype' column back in March 1998. Oct. 16, 2013. I used each artist’s first 35,000 lyrics. The game has a long history of beating up on women, no … It’s not perfect, but allows for visual exploration in a way that a table of data never could. 1) On Life Lessons: “Live without pretending, Love without depending, Listen without defending, Speak without offending.” – Twitter @Drizzy. The great Benjamin Franklin makes another appearance, as well as yet another unique play on language and sound. We’ll use an analysis (called tf-idf) which basically calls out words such as Compton, even over police. is among the top ten words that characterize Migos, Kodak Black, and Lil Yachty. It can be upon … 2 Lines To Diss The Person Above You / Rap Lines You'll Never Forget / Flow For Rank . When you visit our site, pre-selected companies may access and use certain information on your device and about this site to serve relevant ads or personalized content. 03/18/2016 03:14 pm ET Updated Dec 06, 2017 This Post originally appeared on the blog ScreenCraft. UK rap and football have enjoyed a history of brotherly proportions. by Sarah Galo. For example, “heart” was the 206th most popular word in hip hop. This one seems a little too personal as Kanye verbally degrades his very own Kardashian. Voter suppression laws disproportionately impact people of color. Listing the funniest rap lines of all time isn’t easy. Common. L was not playing at all on this one, letting loose his nefarious roof plans with no regard for human life. We‘ll take 1. words that an artist says more than the genre average (NWA’s use of “police”) and 2. rare words in hip hop – if an artist says it, there’s a good chance you know who it was (NWA’s use of “Compton”). ... Wayne’s most memorable, rewindable line … But Gucci Mane is most similar to Lil Wayne. We then took the resulting matrix and fed it into t-SNE with a perplexity parameter set to 40. We filtered hip-hop artists by cross-referencing their primary genre on MusixMatch. We decided to use 26 million words from the lyrics of the top 500 charting artists on Billboard’s Rap Chart (about 50,000 songs). This means that words common in “hip hop” but rare in other genres appear in the the blue triangle◢. TF-IDF: to determine the words that characterize each hip-hop artist, we used a technique called term frequency-inverse document frequency (tf-idf). Wayne sighs with disgust at the lengths women will go to Bill Clinton him. Migos is most-similar to Gucci Mane. Many of these words are slang, words that may not have existed pre-hip-hop (or arguably they exist because hip hop). If we take this ranking of words and line up it up against other artists, we’ll see overlap. We made two slight modifications to the traditional formula. Eminem accepts the Best Rap Video award at the 2002 MTV Video Music Awards. 1) We used sublinear scaling on the term frequencies, giving us a little more variation across our lists. Cosine Similarity: Cosine similarity is a common way of calculating the similarity between two vectors by taking the cosine of the angle between them. Natural language processing, tf-idf, machine learning algorithms (t-SNE), and cosine similarity. This essay covers fairly advanced statistical concepts (including machine learning! Jasper takes aim at a woman's face with fists and jewelry without a hint of subtlety. I get whatcha mean, but punchlines and diss lines come under the 'battle aspect' of Rap. Shockingly, only about half of these are from Nicki Minaj. 16. “I ain’t a killer, but don’t push me. But what matters for our analysis is usage in hip hop compared to usage in all music lyrics. “The art of rap is deceptive. Here’s all the words we measured. What are your favorite misogynistic rap lines, and where do you stand on the issue? Each artist’s “most similar” lyricist is depicted by hovering over their face. Spanning nearly 40 years of hip-hop history, these lines show that MCs have always had a knack for cracking funny jokes, whether it's at their own expense or that of their rivals. (See what we did there?) 27 Of The Most Mind-Bogglingly Stupid Song Lyrics Of All Time. The 15 Most Misogynist Lines In Rap History. Just about every artist uses the word “police,” N.W.A just says it more often. Love has gone beyond just sending the best love messages that you can find around. And once we can finally return to working together in offices, you may determine that face-to-face updates may be most advantageous for some members. Rapping (or rhyming, spitting, emceeing, or MCing) is a musical form of vocal delivery that incorporates "rhyme, rhythmic speech, and street vernacular", which is performed or chanted in a variety of ways, usually over a backing beat or musical accompaniment. Without these brazen displays of misogyny, perhaps it would be something hidden in the household, whereas these lyrics publicize the phenomenon and open it to debate. But if you’re not one of those cantankerous experts, you might be intrigued by this mathematical wizardy. Each rapper gets assigned a tf-idf score for every word in the hip-hop corpus. We took the tf-idf matrix and first reduced it to 50 dimensions using Truncated singular value decomposition (SVD). Below, we’ve rounded up 50 of the very best and most moving lines of poetry ever written – the ones that, once read, will stay with you for days, months and even years to come. Here’s 308 hip hop artists, grouped by their lyrical similarity. This way, prolific artists, such as … Last year, data scientist Iain Barr determined the most “metal” words using an elegant methodology and machine learning. That’s a great signal: for the artists who do say “Compton,” it very much characterizes their lyrics. Some words were filtered from this list that, while indexing high in hip hop vs. the general corpus, were still rather rare words. Some people are fine relying on emails; others like to have a phone conversation. first of all, these are not the worst lines from rap songs A) because each one of those lines is catchy as F#%$ which makes them great, B) putting Young Dro as number 1 is a sin. As we chronicled in our previous installment, context can be everything when talking about song lyrics. In our case, that means taking the tf-idf vector for an artist and comparing it to that of another. By using rap lyrics, your captions will be cool, relatable, and an instant hit with your followers. Here’s what went down. Wikipedia articles of political ideologies converted to tf-idf, then clustered by t-SNE. Check it out and add on… We were blown away and eagerly waited for someone to replicate it for other genres. This might be the most beautiful thing anyone's ever said while bashing women. In other genres it is was ranked #28. Rap, musical style in which rhythmic and/or rhyming speech is chanted (’rapped’) to musical accompaniment. In the red triangle◤ are words, such as “sorrow,” that are common in genres other than hip hop. Posted on April 10, 2013 - By Bossip Staff Bossip Video . You can read more about why you might want to do sublinear scaling here. Top 10 Most Controversial Rap Lyrics Say What? 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