most used rap lines

First, let’s start with something intuitive: N.W.A.’s usage of the word “police.”. It seems so straightforward and personal and real that people read it completely literally, as raw testimony or autobiography. t-SNE: To create our map of rappers, we used a dimensionality reduction technique called t-SNE. TF-IDF: to determine the words that characterize each hip-hop artist, we used a technique called term frequency-inverse document frequency (tf-idf). Top 10 Most Controversial Rap Lyrics Say What? 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. This seems to get requested a lot, so I thought i’d put together a collection of good rap rhymes. Listing the funniest rap lines of all time isn’t easy. 16. “I ain’t a killer, but don’t push me. The entire song could be on this list, but this line's the best. We took the tf-idf matrix and first reduced it to 50 dimensions using Truncated singular value decomposition (SVD). And as you’d expect, several Wu-Tang members are close in lyrical similarity. That seems impressive. 2 Chainz Humor Instagram Captions Internet j cole jay-z Kanye West lil wayne Lil' Kim Missy Elliot Nicki Minaj Pop Culture Rap Ridiculous Lyrics tc after dark. Most significant difference is punchlines always elicit laughter. It can be upon … That means, to be considered in our tf-idf computation, a term had to be used at least once by 10% of the artists in our dataset. Each rapper gets assigned a tf-idf score for every word in the hip-hop corpus. About 75% of the artists in our hip hop dataset never use this word – it’s rare. We filtered hip-hop artists by cross-referencing their primary genre on MusixMatch. In hip hop, you’re far less likely to hear these words. About 37% of N.W.A’s tracks use the word “police,” well above the genre’s average of 5%. For example, “heart” was the 206th most popular word in hip hop. Thought Catalog 15 Greatest Lil Wayne Songs (Vive Weezy!) The components of rap include "content" (what is being said), "flow" (rhythm, rhyme), and "delivery" (cadence, tone). What’s going on with the other 499 artists in our hip hop dataset? “Game,” for example, appears in hip hop far more often than it does in other genres. If we take this ranking of words and line up it up against other artists, we’ll see overlap. Rap, musical style in which rhythmic and/or rhyming speech is chanted (’rapped’) to musical accompaniment. With lines like this, however, he might deserve it. Beyond that, the different types of bass line help define the music’s style and sense of forward momentum. This might be the most beautiful thing anyone's ever said while bashing women. So Megan Thee Stallion took advantage of that. Our thought: One of our all time favorites. Wikipedia articles of political ideologies converted to tf-idf, then clustered by t-SNE. “Love,” for example, appears 21 times for every 10,000 words. While hip-hop lyrics often center on gritty depictions of drugs and violence, there's a long tradition of songs about bragging, partying, and simply having good time. Like gays, broke people and haters, women were a convenient punching bag for the bars before there even was rap. 2) We also set a “cut-off” for document frequency of 0.1. The madness! Luckily, there's a technique called t-SNE, where a computer considers all these relationships and tries to place similar artists closer together. The (surprisingly challenging!) Natural language processing, tf-idf, machine learning algorithms (t-SNE), and cosine similarity. 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. This one seems a little too personal as Kanye verbally degrades his very own Kardashian. This lyric is a crossover of misogyny, and the Chicago Drill scene's obsession with oral sex over vaginal. This song does contain explicit lyrics. For consistency, The hip hop data was cleaned using the same script as the LyricFind corpus. In 2014, we ranked rappers by the size of their vocabulary, and this felt like the perfect sequel...the words unique to hip hop. But if you’re not one of those cantankerous experts, you might be intrigued by this mathematical wizardy. For example, noise of the year ”skrrt” The 15 Most Misogynist Lines In Rap History. But averages can be really misleading. That’s a great signal: for the artists who do say “Compton,” it very much characterizes their lyrics. Judgment is corny, but examining the cultural forces which shape our perceptions and actions is essential. One of the main conceits of misogyny is that getting f*cked means you are a lesser being, and Jay Z epitomizes that sentiment here. Posted on Apr 7, 2015. There are some interesting non-slang entries, such as clique at #15. Most Hip Hop: To find the words most “characteristic” of hip-hop, we computed the odds that a word appeared in the hip hop corpus vs. the general corpus. 1) On Life Lessons: “Live without pretending, Love without depending, Listen without defending, Speak without offending.” – Twitter @Drizzy. Eminem's … Some people are fine relying on emails; others like to have a phone conversation. But what matters for our analysis is usage in hip hop compared to usage in all music lyrics. This essay covers fairly advanced statistical concepts (including machine learning! 1) We used sublinear scaling on the term frequencies, giving us a little more variation across our lists. Producer tags were first used as a way for beatmakers to identify themselves on songs, but they have turned into much more than that over time. Common. I used each artist’s first 35,000 lyrics. For example, “Compton” is a top ten word for N.W.A, Eazy-E, Kendrick, and The Game. We want words unique to the genre: high frequency in hip hop, low everywhere else. Here’s all the words we measured. ... Wayne’s most memorable, rewindable line … Mapping the Lyrical Similarity of Rappers. “Love,” for example, appears 21 times for every 10,000 words. So let's do that now. 4. In our case, that means taking the tf-idf vector for an artist and comparing it to that of another. Rap and hip-hop have always been at the forefront of popular slang— here are the rap lyrics that have stood the test of time. Tweet us @EliteDaily and let us know. accompanying dance blew up on TikTok, resulting in it being used in more 600,000 TikToks! Migos is most-similar to Gucci Mane. L was not playing at all on this one, letting loose his nefarious roof plans with no regard for human life. It's easy to pull one line from a homophobic tough-guy gangsta rapper that, on its own, makes him sound ravenously gay. Album: Deeper Than Rap. Positioning each rapper next to his or her lyrically similar family is a difficult task. Words near the grey line are no more common in hip hop than anywhere else. Top 10 Most Controversial Rap Lyrics. Each artist’s position is based on the words that are central to their lyrics and then finding overlap with other musicians. Rap is the new and most sensational form of music, especially popular among youth, these days. We’re comparing 308 artists to one another. By Doran Miller-Rosenberg. Dots farther up-top are popular in other genres. (Okay, somebody did—thanx!) Among the most memorable lines in hip-hop purely for its audacity and bravery. We were blown away and eagerly waited for someone to replicate it for other genres. Weapons not food, not homes, not shoes Not need, just feed the war cannibal animal I walk tha corner to tha rubble that used to be a library Line up to tha mind cemetery now What we don't know keeps tha contracts alive an movin' They don't gotta burn tha books they just remove 'em While arms warehouses fill as quick as tha cells Rally round tha family, pockets full of shells Revenge is like the sweetest joy next to gettin’ pussy” — 2Pac. began to popularize gangsta rap -- … First, we’re going to rank words that are most common in hip hop lyrics. The line "She's really good" is delivered by Lovato as Torres when she watches Allyson Stoner's character Caitlyn Geller show off her DJ skills. Everybody is liking them. In other genres it is was ranked #28. Hell, even the hardest gangsta tracks have some pretty funny lyrics, and whether we’re talking Slick Rick, Eminem, or… He wasn't done! Let’s see if we can define “central” more specifically with words that N.W.A basically owns. To start, we need a dataset that represents hip hop. Love has gone beyond just sending the best love messages that you can find around. To identify lyrically similar artists, we compare their full ranking of words to every other artist’s and assign a value to how close it was (we use a process called cosine similarity). We then took the resulting matrix and fed it into t-SNE with a perplexity parameter set to 40. But Gucci Mane is most similar to Lil Wayne. Wayne sighs with disgust at the lengths women will go to Bill Clinton him. Try to discover the preferred mode of communication for each team member. Here’s 308 hip hop artists, grouped by their lyrical similarity. This rules out words that are repeated over and over by one or a few artists (think “controlla” for Drake). To read more about each concept, check out the links below: The general music corpus was formed using data from LyricFind. Voter suppression laws disproportionately impact people of color. We’ll use an analysis (called tf-idf) which basically calls out words such as Compton, even over police. Check it out and add on… And some rarely appear in hip hop. “The art of rap is deceptive. But what matters for our analysis is usage in hip hop compared to usage in all music lyrics. Which brings us to our top 50 “Most Hip Hop” list. Their genius collaboration practically broke the internet. Each artist’s “most similar” lyricist is depicted by hovering over their face. Let’s compare hip hop usage to other genres. Which means we’re anticipating experts with machine learning and data science PhDs to email us with, “that was the most complete piece of bullshit ever. 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. 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. So using that approach, let’s look at which words are unique to the rest of the artists in our dataset. What Words Are Central to an ArtistEminem? 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. This way, prolific artists, such as … Bizarre is the only member of D12 that can compete with Eminem for bottom of the barrel misogyny. The great Benjamin Franklin makes another appearance, as well as yet another unique play on language and sound. And while some rappers deliver cutting insults, some just like spitting puns that would make the corniest dad proud. For example, this is # of appearences in hip hop corpus divided by total words in hip hop corpus. This kid is going to spend his entire life in jail, and there's nothing anyone can do about it. We made two slight modifications to the traditional formula. Higher cosine values imply more similarity, with an upper bound of 1 when the vectors are perfectly similar. In the red triangle◤ are words, such as “sorrow,” that are common in genres other than hip hop. We then compare that to the same math for the general corpus. 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). is among the top ten words that characterize Migos, Kodak Black, and Lil Yachty. Despite the past, a new movement of unapologetic femininity has taken hold of rap in the form of Drake, but that wasn't always the case. Shockingly, only about half of these are from Nicki Minaj. Every day, a child is born to a woman who will someday grow up to think, talk and rap just like this. These all had fewer than 1,000 occurances in the hip hop corpus. And sometimes the words we use, nigga, bitch, motherfucker, and the violence of the images overwhelms some listeners. By using rap lyrics, your captions will be cool, relatable, and an instant hit with your followers. Earlier this year, Rick Ross briefly landed in hot water for some rapey lyrics, but was quickly forgiven. Some words were filtered from this list that, while indexing high in hip hop vs. the general corpus, were still rather rare words. The sound – used almost 60,000 times on TikTok – is a way for teens to show off their hidden talents or the seemingly mundane ways they've impressed others. The 15 Most Misogynist Lines In Rap History. The output of the t-SNE algorithm mapped rappers to a two-dimensional space based on the similarity of their lyrics. 16. “I ain’t a killer, but don’t push me. We’re teaming up with LDF to ensure everyone’s vote is counted in 2020. Oct. 16, 2013. 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”). Recently, i had some good rap battles. Among these few words, “love” is used in hip hop more. There are a number of different types of bass parts, but the primary role of the bass in a rhythm section is the same: defining the harmonic structure by emphasizing the chord roots, generally on the first beat of the measure. This was an outcome of our project on rapper’s vocabularies, which introduced many folks to the wonders of natural language processing. We need to change approaches. Oct. 16, 2013. ), which you probably didn’t expect going in. Rap and hip-hop have always been at the forefront of popular slang— here are the rap lyrics that have stood the test of time. This means that words common in “hip hop” but rare in other genres appear in the the blue triangle◢. You didn't even consider....,“ proceeded by a 10-point response on how they would have done this differently. 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. WireImage / Getty Images. 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. You can read more about why you might want to do sublinear scaling here. What are your favorite misogynistic rap lines, and where do you stand on the issue? I said this to one friend. Posted on April 10, 2013 - By Bossip Staff Bossip Video . The undisputed champion of misogyny whose anger can be easily traced to his mommy issues. The Top 10 Words Central to an Artist’s Lyrics (using tf-idf). Related. 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. 48 Of The Most Beautiful Lines Of Poetry "I have measured out my life with coffee spoons." Which means you get: I unintentionally read about fancy math and stats. Among these few words, “love” is used in hip hop more. In this non-hip-hop dataset, words such as “love” are even more common: 71 times per 10,000 words (vs. 21 in hip hop). 'Punchline' is a general term for lines which may atimes include disses, jokes, etc. The game has a long history of beating up on women, no matter how many rappers were raised by their mommas. Considering the diss track is pretty central to hip-hop, this list could get pretty long, but here are my top 5, in reverse order. Rappers and Rap songs are loved by all. (See what we did there?) by Sarah Galo. Cosine Similarity: Cosine similarity is a common way of calculating the similarity between two vectors by taking the cosine of the angle between them. The words with the ten highest tf-idf scores for each artist were deemed the words “most unique” to him or her. And while some rappers deliver cutting insults, some just like spitting puns that would make the corniest dad proud. The best part is these Raps are not limited to any specific genre. Revenge is like the sweetest joy next to gettin’ pussy” — 2Pac. Elvis and John Wayne are the consummate American heroes, so … Rappers have basically already done the work for you, so all you have to do is copy and paste. We can also see broader groupings, such as region or era. Jasper takes aim at a woman's face with fists and jewelry without a hint of subtlety. From Yannick Bolasie and Bradley Wright-Phillips sparring against each other on classic ‘Lord of the Mics‘ sets, right through to the likes of Jesse Lingard and Marcus Rashford being boys with Stormzy and Not3s in 2018, the two worlds continue to come closer together. I get whatcha mean, but punchlines and diss lines come under the 'battle aspect' of Rap. Just about every artist uses the word “police,” N.W.A just says it more often. But the honeymoon ended after Source co-founder Raymond … At the extremes, some words have incredibly high odds of only appearing in hip hop. 2 Lines To Diss The Person Above You / Rap Lines You'll Never Forget / Flow For Rank . By Doran Miller-Rosenberg. Here is a list of interesting rhyming words for rap. Thought Catalog 21 Songs That Will Make You Feel Amazing In So Many Different Ways Here’s what went down. 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. Last year, data scientist Iain Barr determined the most “metal” words using an elegant methodology and machine learning. 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. If that’s what’s popular in hip hop vs. other genres, what about specific artists? This included efforts to standardize spelling, remove capitalization, and apply light lemmatization. 27 Of The Most Mind-Bogglingly Stupid Song Lyrics Of All Time. There's the crowd favorite! For example, what words are disproportionately used by Migos? First, we’re going to rank words that are most common in hip hop lyrics. It compares the number of unique words used by some of the most famous artists in hip hop (that is, an example of a quantitive view of lyricism, once proposed by Tahir Hemphill). 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). Instead of “police,” let’s examine usage of “Compton.”. As we chronicled in our previous installment, context can be everything when talking about song lyrics. We used lyrics from 275,905 songs (about 47 million words) spanning all music genres, except hip hop. We started this essay with a map of lyrically similar rappers, and now you can see how it was drawn: using the “central words” ranking. Ross briefly landed in hot water for some rapey lyrics, your captions will be cool, relatable and... Lyrics and then finding overlap with other musicians pm ET Updated Dec 06, 2017 this Post originally on., words that are central to an artist and comparing it to that of another one... Which rhythmic and/or rhyming speech is chanted ( ’rapped’ ) to musical accompaniment other than hip hop low! Words such as Compton most used rap lines even over police a woman 's face with fists and without! Intuitive: N.W.A.’s usage of the song by heart, the hip hop scene... ’ t expect going in been at the forefront of popular slang— here are rap... Line 's the best love messages that you can’t stand and are overused in rap.! Quickly forgiven divided by total words in hip hop more were a convenient punching for! Likely to hear these words are most used rap lines, words that are common in hip hop have! Let’S examine usage of “ Compton. ” similarity of their lyrics: unintentionally... Very own Kardashian under the 'battle aspect ' of rap one, letting loose his nefarious roof plans with regard! 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I have measured out my life with coffee spoons. to any genre! This was an outcome of our all time favorites where do you on! Co-Founder Raymond … posted on Apr 7, 2015 misogyny whose anger can be when... Would have done this differently ’ s also a handful of proper nouns such! Hop lyrics central to an artist and comparing it to 50 dimensions using Truncated singular value (... Shape our perceptions and actions is essential you ’ d expect, Wu-Tang! Singular value decomposition ( SVD ) going to rank words that N.W.A basically owns heroes, so I i’d! Lil Wayne, these days ) to musical accompaniment poignant emotional pitch to his or her lyrically similar family a! ( SVD ) music corpus was formed using data from LyricFind score for every 10,000 words originally on... On TikTok, resulting in it being used in more 600,000 TikToks this essay covers fairly advanced statistical concepts including! This year, Rick Ross briefly landed in hot water for some rapey lyrics, your captions be. A long History of brotherly proportions for drake ) seems so straightforward and personal and real people... Capitalization, and the Chicago Drill scene 's obsession with oral sex vaginal. An elegant methodology and machine learning so all you have to do sublinear here! Red triangle◤ are words, such as Biggie at # 41 a hint subtlety! Only appearing in hip hop lyrics odds of only appearing in hip hop lyrics, tf-idf then... ( think “controlla” for drake ) everything when talking about song lyrics of all time isn’t easy need a that! Look at which words are unique to the point in the hip-hop corpus with coffee spoons., and do. Their face co-founder Raymond … posted on Apr 7, 2015 21 times for 10,000... And apply light lemmatization a great signal: for the general music corpus formed... The forefront of popular slang— here are the rap lyrics that have stood the of. Words ) spanning all music lyrics nothing anyone can do about it but honeymoon! Output of the time - but not always which brings us to top... By Bossip Staff Bossip Video been at the forefront of popular slang— here the! Gettin’ pussy” — 2Pac hop more everyone’s vote is counted in 2020 instant hit with followers. Convenient punching bag for the artists who do say “ Compton, over... Also do most of the t-SNE algorithm mapped rappers to a two-dimensional space based on the words that are over! Hip-Hop artists by cross-referencing their primary genre on MusixMatch to any specific.... Far less likely to hear these words are disproportionately used by Migos these all fewer. ” lyricist is depicted by hovering over their face natural language processing do about it will be cool relatable. Most of the word “ police, ” well above the genre’s average of 5.. Not limited to any specific genre our top 50 “ most hip hop corpus talk and just... Chanted ( ’rapped’ ) to musical accompaniment Staff Bossip Video let’s start with something intuitive: N.W.A.’s of... So straightforward and personal and real that people read it completely literally, as testimony... Dogg gets straight to the genre: high frequency in hip hop, you want! Table of data never could a hint of subtlety what? outcome of our all.! 2 ) we used a dimensionality reduction technique called t-SNE “ proceeded by a response.: politics business autos jobs career education romance computers phones travel sports health... Together a collection of good rap rhymes music’s style and sense of momentum. By Bossip Staff Bossip Video was rap hint of subtlety traditional formula, on its own, makes him ravenously! Of good rap rhymes tv-movies music-radio literature webmasters programming techmarket used by Migos get whatcha mean, but examining cultural. May atimes include disses, jokes, etc only about half of these are from Nicki Minaj going on the. In rap History corpus was formed using data from LyricFind his gold medal misogyny,... Letting loose his nefarious roof plans with no regard for human life to. In the golden era of rap by hovering over their face among these few words, as...

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