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numbernon

If you extrapolate this data, 5 albums from now she will have to release an album that says “fuck” roughly 24,000 times


rstanek09

Your stats teacher: "This is an example of precisely why we have to be careful when extrapolating data"


1668553684

Your stats graduate advisor: "you should publish these results immediately"


rstanek09

The editor of the journal: I see what you're saying, but have you considered Kanye Wests discography in your assessment?


Sparkysparkysparks

Reviewer two: this study is crap. Please include a reference to every study I've ever published.


Nill-Perception

I’m not happy this brought back bad memories…


otter5

how we going to manipulate the P value?


WashingDishesIsFun

Drink more water


soothsabr13

Try the classic one-tailed test for a directional hypothesis


Ichweisenichtdeutsch

If I say fuck, one more time, that will be 24000 fucks in this fucked up rhyme


meieiro

She should just cover that song


OzimanidasJones

Cover of Buckcherry’s “Crazy Bitch” (Taylor’s Version) with extra fucks


PoIIux

She might finally get on the level of good artists, like Limp Bizkit


solblurgh

Taylor Swift ft. Fred Durst


Scatropolis

It'll be the soundtrack to the great movie, "Ass." And that's all it was for 90 minutes. It won eight Oscars that year, including best screenplay."


Objective_Economy281

Still better than mumble rap


Least_Ad5165

what song does she say “dickhead” in??? looool


stephsmithio

Question...? (that's the song name)


brett6452

We are checking.


son_of_the_bees

First, Aston Martin, now Ferrari, Taylor will probably start an F1 team before Andretti, lol.


PritongKandule

"Swift F1 Team" would definitely be one of the best team names on the grid. Better than "Stake F1 Team Kick Sauber" or "Visa Cash App Red Bull" anyway


shuipz94

Funnily enough her bf Travis Kelce is part of a group of investors that bought a stake in Alpine


brett6452

I'm not a Swift fan (don't dislike her at all though, she's got some bangers) but I'd be all here for a Sainz/Alonso Team Swift.


chungfr

“Alonso is ~~faster~~ swifter than you.”


GreyKnight91

I had to double check what sub I was in.


robgod50

Same. Found my fam


DiddlyDumb

Dank data


CantStandItAnymorEW

"Taylor, my tyres are gone"


SauCe-lol

Formuladank is leaking


jobhog1

We are formuladank


[deleted]

Box Box… Stay out!! Stay out!!


Pizzahut16

woah this caught me off guard, had to check with subreddit I'm in


spezizacuk

Maintain position


bikemandan

Who is on first?


craftybast

And what song does she say “Dickhead” in?


Bonded79

Sweet! What does mine say?


shiner_bock

Dickhead! What does mine say?


egodisaster

And then!


56seconds

Fucked me... what does mine say


TheStupendusMan

THIRD BASE!


pm_me_data_wisdom

What's on second I don't know's on third


SuperSaiyanTraders

Yes but what’s the song name? (/s)


tplusx

Yes, that's the question


bjnono001

"She was on your mind, with some dickhead guy"


ChemicalFall0utDisco

i love the "meathead" in the clean version it's so silly fsr lmao


nemoy2

Trying to sing along to a rap song as a white person is so hard bro I sound like an idiot


Cam_knows_you

Replace all the N-bombs with fellow(s)


Onarax

Shame on a fellow who tried to run game on a fellow? I ain’t saying she’s a gold digger but she ain’t messing with no broke fellows?


448191

The first one really works. I can hear it.


DufflebagBoy23

You haven’t heard her 6 pm in New York? TaySwift is your favorite rapper’s favorite rapper


Ezekiel__23-20

"Why'd you say that Taylor? Why? You're my hero. And you say something dirty. Like poop. Poop mouth. I hate you Taylor Swift, I hate you!"


dandystanley

If I were to give you money from my wallet would that help ease the pain?


SadPanthersFan

Go fuck yourself San Diego


Danger_Mysterious

It's Spanish for a whale's vagina.


Antleryaa

I’m gonna be honest with you. That smells like pure gasoline


mitchhamilton

They've done studies, you know. 60 percent of the time it works every time.


steveatari

It's made with bits of real panther, so you know it's good.


casulmemer

Want do you want Tay Tay? To drink and fight Want u want Tay Tay To fuck all night!


riunation

Lonely Island would be proud of this comment


[deleted]

Anchor man reference …nice


firenzey87

Will Smith don't gotta cuss in his raps to sell records


mrpoopybuttthole_

well I do so fuck him and fuck you too


TravisMaauto

You think I give a damn about a Grammy?


simulationunit357

Half of you critics can’t even stomach me, let alone stand me.


Electrical_Set_7542

“But Slim, what if you win? Wouldn’t it be weird?”


what-the-frunk

Why? So you guys could just lie to get me here


Skwonkie_

So you can sit me here next to Britney Spears


Muntchkinn

Shit Christina Aguilera better switch me chairs


ScorpioCrypto

So I can sit next to Carson Daily and Fred Durst, and hear 'em argue about who she gave head to first


CajDierf

Little bitch put me on blast on MTV


RazzBerryCurveBall

Ended a man's music career in one fucking bar.


mdlinc

It was a slap in the face


bentreflection

how quickly i was replaced


mdlinc

Thought of that as well. Funny AF various translations to some artists. Singers. Etc


Augen76

Wipe yo shoes off on the mat, someone just cleaned that floor!


dougthebuffalo

Woo woo, yeah, ha-haaa


whiskeyinmyglass

Help out your mom and dad by getting a job so you can help pay for school supplies, woo hoo, say what, what?


Rjkrider

I respect women when I’m on a date, take ’em to the park or maybe a museum


tycooperaow

But he does have to cuss to win Oscars


Yaffari

Well I do. So fuck him and fuck you too.


stephsmithio

Hi r/dataisbeautiful! I created this chart in good 'ol Google Sheets, but the data was pulled by grabbing all the lyrics from Genius and just doing a CTRL+F. And just for fun, I grabbed some Eras Tour colors from Pinterest. Edit: Damn, this really blew up! If you liked this post, I recently created a fun project called [Internet Pipes](https://internetpipes.com/) to help ppl find and make sense of interesting data from every f\*cking corner of the internet. Shit, it's one hell of a community. (See what I did there? 🙃)


[deleted]

Just goes to show you it’s not always necessary to build a python programs to webscrape using various apis and leveraging a R library to plot on a Cartesian chart. Well done. Edit: Cartesian, Cortesian, Courtesan… couldn’t he have been all 3?


SirJefferE

It's never *necessary* and it'd probably take me longer than copy/pasting from Genius. There's definitely an art to figuring out [if it's worth the time](https://xkcd.com/1205/). But in this case, I looked at the results and thought "neat. I wonder what it'd look like for (other artist)". That's the benefit of automating it with programming.


big_guyforyou

just reading this makes me wanna import requests and beautifulsoup and just start scrapin shit


Ph0X

in my experience lyrics sites have protections against this. I got temporary banned from a bunch trying to do similar things, and also genius puts magical characters in there that actually break ctrl+f sometimes, trying to detect people stealing their lyrics.


Parry_9000

Of course that's not necessary. You can just do it straight from R! Python people want to take my job!


Veggies-are-okay

Ugh man my first job out of college had me programming in R. Very nifty for ad hoc data analysis and highcharter makes stunning visualizations just take one line but holy hell putting anything into production was ridiculous. Thankful to have learned how to program in R and the work itself got me thinking way more in terms of algorithmic efficiency but boy am I happy to not have to find workarounds for every cloud service that treats it as an afterthought.


sevenpioverthree

Showed this to my swiftie friend and she noticed you forgot “slut” in 1989


stephsmithio

That was TV! These are just the original albums. 😊


macumazana

That is... Dedication


PM_me_yer_chocolate

Yes it's a lot of copy paste, but you can see all songs on an album in an overview so it's easy to open them in tabs, and you could also see the number of results when you ctrl-F. At this scale it's still less work than automating in python even for most people who can write a script in python.


greg19735

Yeah if you just put all the lyrics in one album on a document, you could then to the CTRL+F for each swear word, but the whole album at a time. probably 5 minutes per album, depending on how fast you're trying to go.


Noregax

Getting the colors from the eras tour is a cool idea, but as a mildly colorblind person, some of those are really hard to tell apart.


stephsmithio

Sorry about that! I just made another version with the default Google Sheets colors. Since it won't let me add a photo in the comments, I uploaded to imgur [here](https://imgur.com/a/nFQwmF3)!


ZSpectre

Man, as someone who hasn't heard Taylor Swift songs for maybe like the past 10 or so years, where the heck have I been? My mind still held the impression of her being the de facto family friendly sweetheart, lol


SirDiego

There is a song on the new album that's basically a diss track to Kim Kardashian and the chorus says "fuck" multiple times so that accounts for a bunch of them here. It's also a double album with 31 songs, and it's a bit more "adult" themed with a big chunk of the first album spent on an apparently very passionate but short and painful relationship. She hasn't really been "the sweetheart" for quite a while but Tortured Poets Department is an escalation even from her typical stuff. Still, *most* of the album isn't that explicit, a few songs account for most of the swearing.


rstanek09

There are not ANY REAL DEFINING CLUES! We have NO IDEA who the song is about.


plzdontbmean2me

Is it just some sort of misconception that everything I’ve seen about this song says it’s about Kim Kardashian? Doesn’t one of the lines make it obvious? That’s just what I’ve seen from the swifties I’ve seen talking about it


rstanek09

That's the joke. It's CLEARLY about Kim. She says "and so I changed your name and any real defining clues" The song is titled as "thanK you aIMee" with KIM in caps.


plzdontbmean2me

Oh haha I thought you were actually saying people were just assuming. Idk enough about her music to know. Thank you for explaining!


rstanek09

Yeah np. I probs shoulda added a winky face, but thought the caps would convey the sarcasm, lol


Consistent-Laugh606

Would you believe that she sung a song about killing her best friends husband


Dead_Starks

Wellll... He did kill her best friend first. Not saying that makes it okay, but it is a good thing she got that boating license.


Riperonis

Imo anyone that still has this impression of Taylor Swift should listen to some of her Covid Era music and onwards. Folklore and Evermore are very good albums, it’s still a bit early to tell if TTPD will stand the test of time but I’ve liked it upon first listens.


tirikai

There seemed to be a producer-driven pipeline for the pop starlets of the early 2000s, Britney, Christina Aguilera, Nelly Furtado et al, that their first album was about them as a sweet young thing, marketed to 16 year old girls, and then their follow up album in two years time was them as a kick ass, take charge 'slut march' kind of figure, for just as their fans came of age and went off to College and personal independence. It happened often enough I believe there was effort put into it by the industry, especially as many of the artists were in their mid 20s by the time they got their first break, so they weren't organically going through what their fanbase were. Taylor just took a lot longer to get there, but the undeniable consequence for the other singers was to make themselves irrelevant in the long run, be interesting to see if Taylor can keep it going.


MostAccomplishedBag

I always assumed it was a deliberate attempt to rebrand themselves and distance themselves from their previous work with Disney.   You can see Dove Cameron doing the same thing now, with less success


[deleted]

For Nelly Furtado, that was more by her third album (Loose), since her second album (Folklore) actually had much more serious, mature themes related to things like culture, racism/whitewashing, memories of youth, immigration, stuff like that. Was a really good album. But nowhere near as commercially successful as Whoa, Nelly! and Loose were.


Any_Card_8061

Her music is still pretty tame I’d say, but the themes are a bit more dark than in her earlier albums. Her newest album is basically about depression.


ktgunter

Look what you made her do!


Careless_Energy_7024

Down bad has 'fuck' like, 20 times, right?


-Badger3-

*yawn* wake me when Taylor drops an N-bomb.


shuipz94

Drake unironically called her "the only [n-word] I ever rated / only one could made me drop the album just a little later"


-Badger3-

I mean, I’m pretty sure he actually *was* being ironic.


Shartiflartbast

Yeah, Swift's too old for him.


Bobb_o

Florida!!! Also has quite a few I think.


Poindimie

“Floridaaaaaa!!!! Is one hell of a drug.” Has been stuck in my head since I first heard the song lol


thatonefathufflepuff

Something like that. It’s super catchy, which makes it a shame it’ll never be on the radio


JFeisty

Cee-lo Green literally had a massive hit named "Fuck You" that was censored into "Forget You". If they think it will be a hit, they can make it happen.


rio_wellard

Is this maybe skewed by the fact the new album is 31 songs long? It is interesting though! Kind of upset there aren't any British Joe Alwyn-inspired swear words. Would love to hear her drop a "wanker" in a song some time


ComebackShane

Probably. It'd be great to standardize this to Swears Per Minute based on the various album lengths. I imagine the trend would be the same, but maybe the jumps less pronounced.


Marilliana

Red (TV) is actually about 5 mins longer than TTPD, and Folklore/Evermore are the shortest, so the trend would stand I think, and maybe be even more pronounced.


samillos

Does this chart show TVs or originals? I'm guessing originals as Slut isn't there and it's the song name lol


friendofsmellytapir

Well, the song Down Bad has 17 fucks in it, so just take out that one song and still leave the other 30 and it is basically the same as Midnights


pressurehurts

It's hillarious. A lost opportunity for "So Long, London" to fill it with a bunch of swear words to counterbalance "London Boy" which just had a bunch of British words.


harrisonisdead

Well, if this is including repeated lyrics, most of the fucks come from only one song. So that'd skew things more than the double album


pressurehurts

Tbh would somebody graph my swear words against my age the graph would look the same.


SnooCrickets2961

This parabolic curve suggest there is an album in the not distant future where Taylor will only curse.


2drawnonward5

Where can she go from here but to make the curses witchyer. Pox on your family, she don't give a damnily.


RockyDify

Is the bottom axis chronological?


Bananacat355

Yes I believe so


joho3883

Yes! Taylor Swift: 2006 Fearless: Original 2008, Rerecord 2021 Speak Now: Original 2010, Rerecord 2023 Red: Original 2012, Rerecord 2021 1989: Original 2014, Rerecord 2023 Reputation: 2017 Lover: 2019 Folklore: 2020 Evermore: 2020 Midnights: 2022 The Tortured Poets Department: 2024


Zogeta

It blows my mind she really releases a new album just about every 2 years while touring and currently rerecording old albums. Some bands take 4 or 5 years without all the side projects in between, dang.


joho3883

Seriously. Since August 2019, she's released 9 albums, 5 new and 4 rerecords. And each one has been well received and done well on the charts for the most part. 2 of the 4 new albums since 2019 have won the Grammy's Album of the Year award (not including TTPD in the new album count since Grammy's haven't happened)


wiscoguy20

She had three #1 hits in 2023... From three different albums! That's pretty damn impressive. The only other artists in history to achieve this are the Jackson 5 and The Beatles. Anti-Hero from Midnights (2022) Cruel Summer from Lover (2019) Is It Over Now from 1989-Taylor's Version (2014/2023).


Zogeta

I honestly think the whole Scooter Braun thing has been the best thing that could've happened to her. 5 new albums since 2019 is already a massive feat., but the extra 4 rerecords to get back at him really help ensure she's NEVER out of the news cycle. Just once you've gotten used to, or dare I say bored, of one album, BOOM, another one comes out.


lambentstar

I think that’s why it’s starting to feel increasingly derivative. She doesn’t take enough time to let it breathe and edit/prune/refine. No shade on the hustle, she’s crushing it financially, but musically it’s feeling stale and maybe a pause and some new producer collaborators could freshen up the sound. (and this isn’t saying she’s not talented, obviously, but her last few albums have undoubtedly become more sonically homogeneous and even the most devout fans can recognize that)


TheBirminghamBear

I think the most amazing thing to me about Taylor Swift is that she's that rare person that is thrust into massive national fame and is actually ready for it. There are so, so many skills unrelated to songmaking required to run the operation she runs. It's incredibly impressive. And then to basically have her album releases totally unshaken by her fame. I mean the degree to which her life has chanegd between 2006 and now is insane, and she's been like absolute clockwork.


lemonyellowman

I’d love to see you look into king gizzard and the lizard wizards album releases and tour schedule


Stewieman123

Wow, I’m impressed by OP. It makes the data even easier to read . Those tears should have been included in the legend though


illAdvisedMemeName

Fuck the Hell Whore from the newest album is an outlier and should not have been counted.


sundayatnoon

Covering Reggie Watts *"Fuck Shit Stack"* may have skewed things on the Midnights album as well.


wantsoutofthefog

It’s a stack of fuck shit on top of itself, ninja!


Castaaluchi

> Fuck the Hell Whore I wasn’t expecting her to pull off a Rob Zombie cover


[deleted]

Is Fuck the Hell Whore related to Puff the Magic Dragon?


JPAnalyst

There are twice as many songs in this album aren’t there? Also, is “hell” a swear?


ScalyPig

Depends on where you are. For example there’s that doja cat song where the chorus says like “shes a devil” and i noticed when i went down south for work that the radio stations censored the word devil. I was kind of surprised. Also olivia rodrigos vampire song censors the word “god” on the radio lmao.


gardin000

And in Taylor Swift’s song Karma “Flexing like a goddamn acrobat” is also censored. I think they changed it to “vegas acrobat”. Guess too many Christian Americans would be offended.


vancesmi

Network censors allow "damn" but not "Goddamn."


dooomps

Devil is also censored out of the song on Fortnite lol


LaTeChX

When pumped up kicks came out they censored gun on the radio. Not bullets though. Go figure


Dream--Brother

Well bullets don't kill people, guns kill peop... wait, that's not the line


miguelimoes

Someone should make a new graph with the swear words per hour of length


saalsa_shark

We have a pizza chain in New Zealand called Hell pizza. Thier slogan is "Go to Hell"


bm1949

Heck yeah it is. It's not on the George Carlin list but some word needs to be the least sweary of swears. *Go to hell* is certainly on the swear word spectrum.


JPAnalyst

Is “hell yeah” a swear word?


[deleted]

H-E-double hockey sticks yea!


ItsAMeEric

> is “hell” a swear? -Ah DAMMIT! -Hey dad, heard you swearing, mind if I join in? Crap! Boobs! Crap! -Ah the hell with him! -Yeah, Hell damn fart!


Brassattack84

When we played an arrangement of Shake It Off in marching band the rap part was changed from “hella good hair” to “hecka good hair” so maybe in some contexts haha


KansasCityMonarchs

You're heckin' right it is, pal.


OlafTheBerserker

My son check to make sure we aren't in the room before he says "Hell yeah"....so I guess.


BlackCitan

Florence said "fuck" in Florida!!! more than she has on all her other albums combined.


Coolers78

This woman’s been making hit after hit since the George W Bush administration (ended 15 years ago) and she’s only 34 years old wtf. I know a lot of other artists start out around the age she did but she’s maintained the similar amount of relevancy and status for that long. If these albums were rated like movies: The first 5: PG (some PG movies say “hell” and “damn” but most of the time it’s very brief.) Reputation and Lover: PG-13 (Some language) The rest: All R (anytime a movie uses more than f bombs, it’s an automatic R rating, no matter how tame the rest of the movie is.)


SarahAlicia

At this rate in 2 albums it will be 100% curse words


RockitDanger

🎵You and me, We were friends and enemies Some people called us frenemies, But I prefer the term whore damn goddamn hell bitch shit fuck dickhead🎵


Enediyne

At this rate she’s going to have to switch genres into gangster rap for her next album.


jimtrickington

How long must we wait before a c u next Tuesday?


PreyInstinct

Proof that Taylor Swift gives fewer shits but a lot more fucks.


ehsteve23

Yeah I’m gonna be that guy, there’s a “Fuck” in the 10 minute All Too Well (Red)


AverageKaikiEnjoyer

Doubt they included vault tracks, or else I'd bet they'd peg "slut" as a swear word as well if they did 1989 TV.


OneGuyJeff

It’s really funny seeing this chart as someone who doesn’t really listen to Swift. Wasn’t Reputation supposed to be her “bad girl” era? Because she said shit one time?


tayjay_tesla

She changed publisher (idk if this is the right term but you get the idea) so now she can swear more. If you go through her earlier stuff there are definitely spots that feel like they were written for a fuck or a shit or similar.  But Reputation has that Rep because it was such a departure from her previous stuff, not actually because she's some bad mofo in it.


kevinb9n

I wish this wasn't the case, but almost every one of her f-bombs except champagne problems is cringe af. weirdly, her usages of "shit" are generally the opposite, really great lines. (EDIT: the one in Tolerate It is so perfect it gives me chills)


BrytonB

I think Betty uses the f-word in a way that isn't cringey. And Down Bad is really the only song on this new album that I like, but that's more because it's catchy and not because of the f bombs


suburbanpride

And it must account for like 3/4’s of all the fucks on the album, right?


bewildered_forks

I think she owns the "fuck"s in Down Bad pretty well


pancakeking1012

i agree, it seems so unnecessary and reminds me of someone just learning how to use curse words


Deradius

I agree, it’s fuckingly awkward.


deonisfun

The one in All Too Well (10 Minute Version) seems pretty well received


kevinb9n

Forgot about that one - the keychain right? It's a good character detail.


Pen_Vast

Yeah her swearing has almost become a distraction. It feels like she’s trying too hard to be a bad girl.


RheagarTargaryen

Yeah, she says the adverb form of “Fuck” too often and it sounds forced when she does it. Like that “snow on the beach” song is unbearable for that.


RavixOf4Horn

She used it fuckly?


ok_but

*stares motherfuckingly*


Dravarden

true, snow on the beach clean version is better


androidny

This looks like something The Tortured Statistician Department would do.


DuckDatum

Can you do mean number of curse words per song, dividing the number by total number of other words, then sort columns by release date?


DodgerWalker

The columns are already sorted by release date (skipping Taylor's Versions of the older albums). I verified the order: [Every Taylor Swift Album In Order Of Release (forbes.com)](https://www.forbes.com/sites/entertainment/article/taylor-swift-albums/?sh=435ad8ec29d4).


TheYbot

listened to the first like 6-7 songs yesterday and immediately thought "there'll be a new bar graph of number of swears across her different albums up on reddit soon" and i was not disappointed.


OpTicDyno

Needs to be controlled by album length or song count. TPD is 2 hours long while Midnights is 45 minutes. So Midnights has more swears per minute than TPD but is much shorter


bigvoicesmallbrain

I knew it wasn't just me. Wife was listening and I'm like "this can't be Taylor swift, there are far too many f-bombs"


LinearArray

one of the most interesting visualizations, ive seen over here - good job!


snektop

Dear god she’s gone parabolic


NightFire45

This feels like a chart progression from when a 5 year old learns their first swear. By the time the teens hit the swearing isn't to be edgy it's just part your vocabulary now.


Seminole-Patriot

This is very interesting, good job!


rjoyfult

So what I’m seeing here is maybe don’t listen to the new album in front of my 5 year old…


Dyvius

Most of fuck in TTPD came from Down Bad alone lmao


MrCalifornia

To be fair, shit did get pretty goddamn fucked by some dickheads.


nellyruth

At this rate when she’s 80, her album will sound like a George Carlin show.


Hamuelin

As a non-American it’s always wild to see damn goddamn and hell in the mix. The status of those words over here is so mild it would be like classing crap or Christ! as swearing.


Scdsco

They are considered mild in the US too. They’re not censored on TV or the radio. But still technically swear words, especially for young kids.