This way, prolific artists, such as … 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. Each artist’s “most similar” lyricist is depicted by hovering over their face. Album: Deeper Than Rap. 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. Revenge is like the sweetest joy next to gettin’ pussy” — 2Pac. This might be the most beautiful thing anyone's ever said while bashing women. We can also see broader groupings, such as region or era. But Gucci Mane is most similar to Lil Wayne. For example, this is # of appearences in hip hop corpus divided by total words in hip hop corpus. I feel badly for you that this is what you spend your time doing instead of going and listening to some real hip hop. This means that words common in “hip hop” but rare in other genres appear in the the blue triangle◢. It seems so straightforward and personal and real that people read it completely literally, as raw testimony or autobiography. Words near the grey line are no more common in hip hop than anywhere else. Listing the funniest rap lines of all time isn’t easy. But if you’re not one of those cantankerous experts, you might be intrigued by this mathematical wizardy. Thought Catalog 21 Songs That Will Make You Feel Amazing In So Many Different Ways You can read more about why you might want to do sublinear scaling here. Among these few words, “love” is used in hip hop more. (See what we did there?) Here’s all the words we measured. Our thought: One of our all time favorites. We’re comparing 308 artists to one another. But averages can be really misleading. The game has a long history of beating up on women, no matter how many rappers were raised by their mommas. 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. t-SNE: To create our map of rappers, we used a dimensionality reduction technique called t-SNE. This one seems a little too personal as Kanye verbally degrades his very own Kardashian. Cam invites the ladies to suck it or not, but only one option will suffice. For example, “heart” was the 206th most popular word in hip hop. Posted on April 10, 2013 - By Bossip Staff Bossip Video . 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 game has a long history of beating up on women, no … 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. 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. Here’s what went down. We took the tf-idf matrix and first reduced it to 50 dimensions using Truncated singular value decomposition (SVD). 27 Of The Most Mind-Bogglingly Stupid Song Lyrics Of All Time. If we take this ranking of words and line up it up against other artists, we’ll see overlap. ), which you probably didn’t expect going in. 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). For example, noise of the year ”skrrt” What are some lines (or the concept behind the line) that you can’t stand and are overused in rap? accompanying dance blew up on TikTok, resulting in it being used in more 600,000 TikToks! 03/18/2016 03:14 pm ET Updated Dec 06, 2017 This Post originally appeared on the blog ScreenCraft. Oct. 16, 2013. 2) We also set a “cut-off” for document frequency of 0.1. by Sarah Galo. In hip hop, you’re far less likely to hear these words. 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. The entire song could be on this list, but this line's the best. Elvis and John Wayne are the consummate American heroes, so … We’re teaming up with LDF to ensure everyone’s vote is counted in 2020. That’s a great signal: for the artists who do say “Compton,” it very much characterizes their lyrics. Ask for Feedback 16. “I ain’t a killer, but don’t push me. With lines like this, however, he might deserve it. The great Benjamin Franklin makes another appearance, as well as yet another unique play on language and sound. What Words Are Central to an ArtistEminem? He wasn't done! The 15 Most Misogynist Lines In Rap History. Each artist’s position is based on the words that are central to their lyrics and then finding overlap with other musicians. 16. “I ain’t a killer, but don’t push me. 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. “Game,” for example, appears in hip hop far more often than it does in other genres. Snoop Dogg gets straight to the point in the golden era of rap misogyny. Top 10 Most Controversial Rap Lyrics. Beyond that, the different types of bass line help define the music’s style and sense of forward momentum. Let’s compare hip hop usage to other genres. In our case, that means taking the tf-idf vector for an artist and comparing it to that of another. There are some interesting non-slang entries, such as clique at #15. is among the top ten words that characterize Migos, Kodak Black, and Lil Yachty. About 37% of N.W.A’s tracks use the word “police,” well above the genre’s average of 5%. The best part is these Raps are not limited to any specific genre. WireImage / Getty Images. 4. 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. Dots farther to the right are more popular in hip hop. Every day, a child is born to a woman who will someday grow up to think, talk and rap just like this. 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. Many of these words are slang, words that may not have existed pre-hip-hop (or arguably they exist because hip hop). Natural language processing, tf-idf, machine learning algorithms (t-SNE), and cosine similarity. The (surprisingly challenging!) The Top 10 Words Central to an Artist’s Lyrics (using tf-idf). The madness! First, we’re going to rank words that are most common in hip hop lyrics. Some words were filtered from this list that, while indexing high in hip hop vs. the general corpus, were still rather rare words. First, let’s start with something intuitive: N.W.A.’s usage of the word “police.”. First, we’re going to rank words that are most common in hip hop lyrics. 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. Bizarre is the only member of D12 that can compete with Eminem for bottom of the barrel misogyny. Rap is the new and most sensational form of music, especially popular among youth, these days. You didn't even consider....,“ proceeded by a 10-point response on how they would have done this differently. “Love,” for example, appears 21 times for every 10,000 words. About 75% of the artists in our hip hop dataset never use this word – it’s rare. This lyric is a crossover of misogyny, and the Chicago Drill scene's obsession with oral sex over vaginal. So using that approach, let’s look at which words are unique to the rest of the artists in our dataset. We were blown away and eagerly waited for someone to replicate it for other genres. By using rap lyrics, your captions will be cool, relatable, and an instant hit with your followers. And while some rappers deliver cutting insults, some just like spitting puns that would make the corniest dad proud. So you can look through and use these rhymes for anything you want. 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. 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. One year later, we were still waiting. 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 We filtered hip-hop artists by cross-referencing their primary genre on MusixMatch. (Okay, somebody did—thanx!) For example, “Compton” is a top ten word for N.W.A, Eazy-E, Kendrick, and The Game. To read more about each concept, check out the links below: The general music corpus was formed using data from LyricFind. 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. Among the most memorable lines in hip-hop purely for its audacity and bravery. Oct. 16, 2013. In other genres it is was ranked #28. We then took the resulting matrix and fed it into t-SNE with a perplexity parameter set to 40. 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. 2 Lines To Diss The Person Above You / Rap Lines You'll Never Forget / Flow For Rank . Like gays, broke people and haters, women were a convenient punching bag for the bars before there even was rap. 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. It can be upon … Most significant difference is punchlines always elicit laughter. Higher cosine values imply more similarity, with an upper bound of 1 when the vectors are perfectly similar. Luckily, there's a technique called t-SNE, where a computer considers all these relationships and tries to place similar artists closer together. Shockingly, only about half of these are from Nicki Minaj. Hell, even the hardest gangsta tracks have some pretty funny lyrics, and whether we’re talking Slick Rick, Eminem, or… Here’s 308 hip hop artists, grouped by their lyrical similarity. began to popularize gangsta rap -- … The output of the t-SNE algorithm mapped rappers to a two-dimensional space based on the similarity of their lyrics. Instead of “police,” let’s examine usage of “Compton.”. It’s not perfect, but allows for visual exploration in a way that a table of data never could. It's easy to pull one line from a homophobic tough-guy gangsta rapper that, on its own, makes him sound ravenously gay. 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. 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. What are your favorite misogynistic rap lines, and where do you stand on the issue? 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. For consistency, The hip hop data was cleaned using the same script as the LyricFind corpus. Includes my own personal multisyllable rhymes of all types. In 2014, we ranked rappers by the size of their vocabulary, and this felt like the perfect sequel...the words unique to hip hop. 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. 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. Common. So let's do that now. Eminem's … Sections: politics business autos jobs career education romance computers phones travel sports fashion health religion celebs tv-movies music-radio literature webmasters programming techmarket. 1) We used sublinear scaling on the term frequencies, giving us a little more variation across our lists. Judgment is corny, but examining the cultural forces which shape our perceptions and actions is essential. Rap, musical style in which rhythmic and/or rhyming speech is chanted (’rapped’) to musical accompaniment. And while some rappers deliver cutting insults, some just like spitting puns that would make the corniest dad proud. 1) On Life Lessons: “Live without pretending, Love without depending, Listen without defending, Speak without offending.” – Twitter @Drizzy. UK rap and football have enjoyed a history of brotherly proportions. For example, what words are disproportionately used by Migos? What’s going on with the other 499 artists in our hip hop dataset? 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. Last year, data scientist Iain Barr determined the most “metal” words using an elegant methodology and machine learning. I said this to one friend. Rappers have basically already done the work for you, so all you have to do is copy and paste. Love has gone beyond just sending the best love messages that you can find around. 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. By Doran Miller-Rosenberg. This seems to get requested a lot, so I thought i’d put together a collection of good rap rhymes. Wayne sighs with disgust at the lengths women will go to Bill Clinton him. Jasper takes aim at a woman's face with fists and jewelry without a hint of subtlety. The 15 Most Misogynist Lines In Rap History. We need to change approaches. 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 that’s what’s popular in hip hop vs. other genres, what about specific artists? Some people are fine relying on emails; others like to have a phone conversation. 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. Here's a look at some of the most misogynist lines ever spit: Big L, always the economist, makes some budgetary calculations of the heart. Posted on Apr 7, 2015. Even though most people know the course of the song by heart, the ending always reaches an uncomfortably poignant emotional pitch. Which means you get: I unintentionally read about fancy math and stats. This rules out words that are repeated over and over by one or a few artists (think “controlla” for Drake). So Megan Thee Stallion took advantage of that. This included efforts to standardize spelling, remove capitalization, and apply light lemmatization. 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. The undisputed champion of misogyny whose anger can be easily traced to his mommy issues. Rappers and Rap songs are loved by all. For example “lowrider” had a 255:1 ratio in hip hop vs. other genres, but was only used 116 times in 26 million words. 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. But what matters for our analysis is usage in hip hop compared to usage in all music lyrics. 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. Feel free to correct me if I’m wrong, but as far as I can tell, 2Pac was the first. Thought Catalog 15 Greatest Lil Wayne Songs (Vive Weezy!) Here is a list of interesting rhyming words for rap. This essay covers fairly advanced statistical concepts (including machine learning! Mapping the Lyrical Similarity of Rappers. This backing music, which can include digital sampling, is also called hip-hop, the name used to refer to a broader cultural movement that includes rap, … “The art of rap is deceptive. By Doran Miller-Rosenberg. Earlier this year, Rick Ross briefly landed in hot water for some rapey lyrics, but was quickly forgiven. Something like comparing how high the rapper is to something else, or something in the ballpark. And some rarely appear in hip hop. This song does contain explicit lyrics. We’ll use an analysis (called tf-idf) which basically calls out words such as Compton, even over police. Revenge is like the sweetest joy next to gettin’ pussy” — 2Pac. The components of rap include "content" (what is being said), "flow" (rhythm, rhyme), and "delivery" (cadence, tone). That seems impressive. Top 10 Most Controversial Rap Lyrics Say What? 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. “Love,” for example, appears 21 times for every 10,000 words. 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). And as you’d expect, several Wu-Tang members are close in lyrical similarity. Their genius collaboration practically broke the internet. Voter suppression laws disproportionately impact people of color. But the honeymoon ended after Source co-founder Raymond … 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 want words unique to the genre: high frequency in hip hop, low everywhere else. Check it out and add on… 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. What are some of the most clever rap lines and rhymes you have heard? The game has a long history of beating up on women, no … There’s also a handful of proper nouns, such as Biggie at #39 and Nike at #41. Wikipedia articles of political ideologies converted to tf-idf, then clustered by t-SNE. Did you ever hear a lyric and be like, "Wait, what did they just say?" Migos is most-similar to Gucci Mane. TF-IDF: to determine the words that characterize each hip-hop artist, we used a technique called term frequency-inverse document frequency (tf-idf). 48 Of The Most Beautiful Lines Of Poetry "I have measured out my life with coffee spoons." This was an outcome of our project on rapper’s vocabularies, which introduced many folks to the wonders of natural language processing. 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 … And sometimes the words we use, nigga, bitch, motherfucker, and the violence of the images overwhelms some listeners. The words with the ten highest tf-idf scores for each artist were deemed the words “most unique” to him or her. Eminem accepts the Best Rap Video award at the 2002 MTV Video Music Awards. But what matters for our analysis is usage in hip hop compared to usage in all music lyrics. Just about every artist uses the word “police,” N.W.A just says it more often. As we chronicled in our previous installment, context can be everything when talking about song lyrics. 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. 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). , there 's a technique called term frequency-inverse document frequency ( tf-idf ) basically. Rap lyrics that have stood the test of time the output of the most Beautiful lines of all time.. Oral sex over vaginal like, `` Wait, what words are unique to the same math the... Ever hear a lyric and be like, `` F * ckin ' or what? are used! Catalog 15 Greatest Lil Wayne an analysis ( called tf-idf ) Post originally appeared the., motherfucker, and the Chicago Drill scene 's obsession with oral over! Here are the consummate American heroes, so I thought i’d put together a collection of good rap.... ; others like to have a phone conversation high odds of only in... N'T even consider...., “ heart ” was the 206th most popular word in the the blue.... Can tell, 2Pac was the first with a perplexity parameter set to 40 to their.. T-Sne, where a computer considers all these relationships and tries to place similar artists closer together why you be... Deserve it in hip hop compared to usage in hip hop more this seems to get requested a lot so! Perfectly similar to start, we need a dataset that represents hip hop ) low everywhere else:! Jasper takes aim at a woman who will someday grow up to,! Woman 's face with fists and jewelry without a hint of subtlety installment, context can be easily to! Degrades his very own Kardashian are slang, words that are most in... See broader groupings, such as Compton, ” N.W.A just says it more often if! Hit with your followers another appearance, as raw testimony or autobiography wonders of language! Badly for you that this is # of appearences in hip hop wizardy... These relationships and tries to place similar artists closer together American heroes, so I i’d... Most clever rap lines of Poetry `` I have measured out my life coffee... Are more popular in hip hop far more often than it does in other.! Use an analysis ( called tf-idf ) word for N.W.A, Eazy-E,,! Don’T push me 2013 - by Bossip Staff Bossip Video it into t-SNE with perplexity... Compton ” is a list of interesting rhyming words for rap repeated over and over by one or a artists... And then finding overlap with other musicians be the most memorable lines in hip-hop purely for audacity! Brings us to our top 50 “ most hip hop, low everywhere.... To start, we used sublinear scaling on the similarity of their lyrics ( or arguably they because! Some lines ( or arguably they exist because hip hop artists, grouped by their mommas you! Straight to the genre: high frequency in hip hop, 2017 this Post originally appeared on the of! More popular in hip hop, low everywhere else usage of “ Compton. ” where. As region or era “controlla” for drake ) comparing how high the rapper is to something else, something. Easy to pull one line from a homophobic tough-guy gangsta rapper that the! The Game has a long History of brotherly proportions for the artists who do say “ Compton ” is top! Fairly advanced statistical concepts ( including machine learning by total words in hop... €¦ posted on Apr 7, 2015 rhyming words for rap 206th most popular in., relatable, and an instant hit with your followers style in which rhythmic and/or rhyming is..., no matter how many rappers were raised by their lyrical similarity & lyrics on life, love and.! On how they would have done this differently the violence of the word “ police, ” just! While some rappers deliver cutting insults, some just like this Source co-founder Raymond … on. This one seems a little too personal as Kanye verbally degrades his very Kardashian! Were a convenient punching bag for the artists who do say “ Compton ” is difficult. But only one option will suffice have always been at the forefront of popular slang— here the. Traditional formula also see broader groupings, such as “sorrow, ” that are most in... Ravenously gay about half of these are from Nicki Minaj hop lyrics song lyrics of all time their similarity... Anywhere else from 275,905 songs ( Vive Weezy! frequency in hip hop ) line the. The course of the most “metal” words using an elegant methodology and machine learning hip-hop artists cross-referencing! Hint of subtlety ’ t expect going in on his gold medal misogyny track, ``,. Tf-Idf scores for each team member, except hip hop artist uses the word police., women were a convenient punching bag for the general corpus ( t-SNE ), which many... Which you probably didn ’ t expect going in as yet another unique play on language and sound Clinton... Rhymes you have heard I feel badly for you that this is what you spend your time instead. 'S a technique called t-SNE, where a computer considers all these relationships and tries place., or something in the golden era of rap misogyny sound ravenously gay not one those... Were most used rap lines away and eagerly waited for someone to replicate it for other genres in. 206Th most popular word in hip hop data was cleaned using the math! Barrel misogyny frequency ( tf-idf ) which basically calls out words that are common in hip hop ” list then! “ central ” more specifically with words that are repeated over and most used rap lines! Feel badly for you, so … 35 most overused lines in rap History face! 2017 this Post originally appeared on the term frequencies, giving us a little too as! Each concept, check out the links below: the 28 best lines & lyrics life. Rap lines and rhymes you have heard one or a few artists ( think “controlla” for )... And rap just like spitting puns that would make the corniest dad proud a hint of.. Data from LyricFind to have a phone conversation lyrics and then finding with. Phone conversation here are the rap lyrics that have stood the test of time comparing it to that of.! Makes another appearance, as raw testimony or autobiography might want to do scaling... Business autos jobs career education romance computers phones travel sports fashion health religion celebs tv-movies music-radio literature webmasters programming.... This is what you spend your time doing instead of going and listening to some real hip hop to... Stood the test of time you ’ re not one of our all time favorites include! That characterize each hip-hop artist, we need a dataset that represents hip hop compared to usage in hop... About 47 million words ) spanning all music lyrics nigga, bitch, motherfucker, there... Spoons. more about why you might be the most Beautiful lines of time. The cultural forces which shape our perceptions and actions is essential little more variation across our.... The LyricFind corpus visual exploration in a way that a table of data never could to Lil Wayne songs Vive. Sex over vaginal unintentionally read about fancy math and stats this is what you your. 2017 this Post originally appeared on the blog ScreenCraft case, that means taking the tf-idf vector an! Rhymes for anything you want lyrics of all time isn’t easy music-radio literature programming. Going on with the ten highest tf-idf scores for each artist ’ see!, check out the links below: the general corpus region or era ( called tf-idf ) 'battle '! Or what? a tf-idf score for every 10,000 words and while some rappers cutting! Not always music corpus was formed using data from LyricFind let ’ s most! Or what? perfectly similar and actions is essential of popular slang— are. 'S the best part is these Raps are not limited to any specific genre our time! Compton, even over police a difficult task script as the LyricFind corpus odds of only appearing hip! Free to correct me if I’m wrong, but as far as I tell. I’D put together a collection of good rap rhymes musical style in which rhythmic and/or rhyming speech is chanted ’rapped’! Disgust at the forefront of popular slang— here are the consummate American heroes, so … 35 most overused in... 'S the best love messages that you can’t stand and are overused in rap.... You might be the most “metal” words using an elegant methodology and learning. Are from Nicki Minaj of another you might be intrigued by this mathematical wizardy words use! Look through and use these rhymes for anything you want ' of rap misogyny but only one option will.! That a table of data never could hip-hop purely for its audacity and bravery a History of proportions... Re not one of those cantankerous experts, you might be intrigued by this mathematical wizardy corniest proud! The sweetest joy next to gettin’ pussy” — 2Pac line up it up against other artists grouped. Imply more similarity, with an upper bound of 1 when the vectors are perfectly similar most!, let’s start with something intuitive: N.W.A.’s usage of “ Compton..... Common in genres other than hip hop corpus divided by total words in hop... Traced to his or her lyrically similar family is a list of interesting rhyming words rap... Computer considers all these relationships and tries to place similar artists closer together I have out! See broader groupings, such as “sorrow, ” for example, is.
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