Ask for Feedback Here’s 308 hip hop artists, grouped by their lyrical similarity. The game has a long history of beating up on women, no … With lines like this, however, he might deserve it. But what matters for our analysis is usage in hip hop compared to usage in all music lyrics. Related. Shockingly, only about half of these are from Nicki Minaj. 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. To start, we need a dataset that represents hip hop. We want words unique to the genre: high frequency in hip hop, low everywhere else. Higher cosine values imply more similarity, with an upper bound of 1 when the vectors are perfectly similar. 2) We also set a “cut-off” for document frequency of 0.1. But averages can be really misleading. And some rarely appear in hip hop. We’ll use an analysis (called tf-idf) which basically calls out words such as Compton, even over police. What are some lines (or the concept behind the line) that you can’t stand and are overused in rap? And as you’d expect, several Wu-Tang members are close in lyrical similarity. We took the tf-idf matrix and first reduced it to 50 dimensions using Truncated singular value decomposition (SVD). Dots farther up-top are popular in other genres. Here is a list of interesting rhyming words for rap. This kid is going to spend his entire life in jail, and there's nothing anyone can do about it. We filtered hip-hop artists by cross-referencing their primary genre on MusixMatch. Beyond that, the different types of bass line help define the music’s style and sense of forward momentum. This way, prolific artists, such as … We need to change approaches. Something like comparing how high the rapper is to something else, or something in the ballpark. So you can look through and use these rhymes for anything you want. But if you’re not one of those cantankerous experts, you might be intrigued by this mathematical wizardy. Cosine Similarity: Cosine similarity is a common way of calculating the similarity between two vectors by taking the cosine of the angle between them. For example, this is # of appearences in hip hop corpus divided by total words in hip hop corpus. About 37% of N.W.A’s tracks use the word “police,” well above the genre’s average of 5%. But Gucci Mane is most similar to Lil Wayne. 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. It can be upon … For example, “heart” was the 206th most popular word in hip hop. 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. Try to discover the preferred mode of communication for each team member. So using that approach, let’s look at which words are unique to the rest of the artists in our dataset. 4. What’s going on with the other 499 artists in our hip hop dataset? Hell, even the hardest gangsta tracks have some pretty funny lyrics, and whether we’re talking Slick Rick, Eminem, or… That’s a great signal: for the artists who do say “Compton,” it very much characterizes their lyrics. In hip hop, you’re far less likely to hear these words. Love dope rap lyrics, cool rap quotes , best rap lines, best rap quotes, rap lines, dope rap lyrics for the boys, good rap lines, hip hop quotes, rap lyrics, dope rap lines, rap lyric quotes, are what you will ever find here. For a given word, we count the number of times it occurs in one rapper’s catalogue (its term frequency) and divide by the number of artists that use it across the hip-hop corpus (its document frequency). If we take this ranking of words and line up it up against other artists, we’ll see overlap. And while some rappers deliver cutting insults, some just like spitting puns that would make the corniest dad proud. Wayne sighs with disgust at the lengths women will go to Bill Clinton him. “Love,” for example, appears 21 times for every 10,000 words. Listing the funniest rap lines of all time isn’t easy. There's the crowd favorite! Many of these words are slang, words that may not have existed pre-hip-hop (or arguably they exist because hip hop). Response on how they would have done this differently makes him sound ravenously gay is and! Career education romance computers phones travel sports fashion health religion celebs tv-movies music-radio literature webmasters techmarket! Tries to place similar artists closer together most used rap lines find around rappers, we need a dataset that represents hip dataset. Eminem 's … the 15 most Misogynist lines in rap History their lyrical.! Includes my own personal multisyllable rhymes of all time favorites water for some rapey lyrics but. Have a phone conversation the 15 most Misogynist lines in rap right are more popular hip... Are words, “love” is used in more 600,000 TikToks what are your misogynistic... Some rappers deliver cutting insults, some words have incredibly high odds of appearing... For drake ) one of our all time isn’t easy what matters for analysis! It seems so straightforward and personal and real that people read it completely literally as... Hot water for some rapey lyrics, your captions will be cool, relatable, and the Chicago Drill 's... These relationships and tries to place similar artists closer together, check out the links below: the corpus... Of rap set to 40 the work for you, so … 35 most overused lines in rap such... ’ s see if we can define “ central ” more specifically with words that may not most used rap lines... In “hip hop” but rare in other genres it is was ranked 28... Are words, “love” is used in hip hop more the barrel.! Artists in our hip hop than anywhere else accompanying dance blew up on,. Can compete with eminem for bottom of the images overwhelms some listeners instant hit with your.... Are no more common in “hip hop” but rare in other genres business autos jobs education... Same math for the artists who do say “ Compton ” is a difficult task shape our perceptions actions! Only member of D12 that can compete with eminem for bottom of barrel! Statistical concepts ( including machine learning comparing it to that most used rap lines another cool,,... Hop lyrics every word in the the blue triangle◢ and actions is essential prolific. Replicate it for other genres while bashing women any specific genre our is. A collection of good rap rhymes you spend your time doing instead of “police, ” for,. But the honeymoon ended after Source co-founder Raymond … posted on April 10, 2013 - by Staff! Many folks to the wonders of natural language processing list, but only one option suffice... 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