I analyzed all words on the Mr Beast channel

I downloaded all of Mr. Beast's video transcripts in order to analyze his words.
Download the code here:
github.com/dat...
If you'd like to support this kind of content, please visit my Patreon account:
/ datatime
References
debatrix.com/e...
www.nltk.org/
Thanks to my
Patreon Supporters:
Pie is the best food
Arav Gautam
Thanks to Storyblocks
Special Music Thanks:
AM 1984
www.udio.com

[@DataTime27]

Thanks everyone for your amazing comments! I had no idea so many people would see this video! I'm already looking to put together a follow up video to address some of your questions and suggestions. For those of you who expressed interest in getting this code, I have published it on github (be warned it's a bit hacky 😱): github.com/datatime27/videos/tree/main/word-tracker

[@OctopusEight]

this video is insane

[@qtpaulie]

Thank you for the source code again

[@Gluonz]

I like the dialectic nature of your channel

[@thelivingzombie8403]

Your videos are so amazing and you are BY FAR the most underrated channel

[@thelivingzombie8403]

Can you do Jack sucks at life next

[@stormcatcher117]

Vsauce word analysis sounds like a plan fr

[@photonic083]

my exact thoughts

[@Ifx-]

They gotta see this

[@firal556]

This could have some interesting results, especially if they include his over channel :Ding"

[@JiviteshBakshi]

he would have the most intriguing data

[@Alexastic]

That would REALLY be an interesting idea!

[@giorgiocaron9121]

This video looks like it belongs to the KZbin golden age

[@DataTime27]

When was that? 2015?

[@ruutjormun2262]

that is one of the greatest compliments a creator can get nowadays. lol

[@DataTime27]

Yeah thanks!

[@covereye5731]

I'm so glad we are living in the good old days.

[@haltsling]

penguinz0 word analysis would go crazy. the amount of adjectives he would use on his videos is ENORMOUS.

[@overlord3481]

No it wouldn't. It's because of how he says it, not what he says exactly.

[@Best.Masters]

ggrimey has a LOT more

[@Abcde7213]

How many euphemisms for polishing a sceptre

[@gonun69]

I propose Zach Freedman. His wordplays are fantastic.

[@sidhaantnagpal586]

This is a crazy idea!

[@jayare7750]

Can you check how many times the word, "Delaware" has been said?

[@GoodGamer3000]

I have a few negative words: I can't believe how awful it is that you don't have more subscribers, despite the painful hours of hard work you put in. I hate how terrifyingly underrated this channel is to the ruthless, unfeeling KZbin algorithm.

[@DataTime27]

Thank you so much! Keep liking and commenting!

[@fazmade]

dude stop being so negative

[@jakko_]

I see so many red words, it fills me with rage

[@DarkifyDarkify]

That tracker cannot detect sarcasm and contexts, so despite this comment being so friendly and supportive, it has a negative score of around 0.85 at least

[@lakshay-musicalscientist2144]

Okay that was very rude

[@nina11235]

10:10 this aged like milk in a sewer

[@avocadosanxiety]

lol

[@paras6TEEN]

Lolllll

[@P-39_Airacobra]

Scrolled down to find a recent comment on this

[@redrumtheartist6275]

What happened?

[@RG_Eph]

@@redrumtheartist6275look up Mr beast explained or something….hes in hot water

[@TheSentientRefrigerator]

I think Tom Scott would be a good youtuber to do this with

[@BinknotLink]

xnopyt

[@MrBrineplays_]

​@@BinknotLinkAH-

[@DataTime27]

I did something similar for Tom Scott: kzbin.info/www/bejne/gnjdnKyEfauArLs

[@dagurtheone3969]

You made me read the comment above yours in Tom Scott’s voice lmao

[@vg6761]

But he quit

[@Ardun_]

there clearly 2 different dudes have so much chemistry and look alike it's almost like they're the same person

[@DataTime27]

I / we thank you 😁

[@RkWasTaken]

@@DataTime27 can you do a Word analysis on Game theory

[@oliveriscoolerthanu7834]

im sorry but thats ridiculous. stop trying to push your insane conspiracy theories onto this video /j

[@SmashPhoenixX]

@@oliveriscoolerthanu7834 the /j ruined it

[@victorvirgili4447]

@@SmashPhoenixXwould you have preferred if we didnt know whether to flay this man alive or not

[@Mechjeb661]

Jacksepticeye will produce extremely interesting data due to his high diversity in content, never deleting old videos, and drastic change in character over time. If you make a follow-up video on him, I will kiss you on the mouth.

[@wanderingchicken420]

Fr i was thinkin pewdiepie would be interesting too

[@Best.Masters]

Why is bro getting freaky about it???

[@jesst4760]

@@Best.Masters Is it a good or a bad incentive though?

[@chasechamberlain8721]

If I ever go on a Mr. Beast video, I’ll be sure to say the word Disastablishmentarianism- 20 letters long

[@FamilycrusadersAnd_The_Crew]

Disestablishmentarianism*

[@tristantheoofer2]

nah say antidisestablishmentarianism

[@jenriesgamingworld8041]

if i ever go on a mr beast video i would say. aequeosalinocalcalinoceraceoaluminosocupreovitriolic. or. pneumonoultramicroscopicsilicovolcanoconiosis

[@alien3200]

Hippopotomonstrosesquipedalliophobia will be better

[@yeetusboletus9985]

What if you get edited out?

[@thorn9382]

I actually can't tell if you have an identical twin or just edited yourself to be on both sides

[@DataTime27]

I / we thank you 😁

[@_aoe]

@@DataTime27thanking him for being twins? I think the mother would deserve the thank you more

[@ordinarryalien]

Worse: It's his sister.

[@rredy]

​@@DataTime27new pronouns just dropped

[@ardinhelme687]

I'm gonna suggest Stand-up Maths, mostly because I think he'd be delighted to be the subject of someone else doing statistical analysis via a bit of python code

[@DataTime27]

Oh interesting

[@nickh7856]

I second this! He definitely would!

[@PX-26]

Im just famous like that, and no one knows why.

[@DataTime27]

Haha. Believe it or not, I have a real job. That's why it takes me so long to make a video

[@Yozo_official]

@@DataTime27WHAAA-

[@JiviteshBakshi]

@@DataTime27 UNBELIEVABLE!

[@kifer2594]

@@DataTime27do pewdiepie or vsauce

[@troloosauhund8747]

Dude, this guy is probably a data-engineer. He doesn't need to look for jobs, the jobs look for him

[@adamsmall5598]

People who speak artificially faster are usually trying to sell you something or mislead you in some way.

[@LordElijah]

This is the most underrated channel on KZbin, you guys deserve more popularity.

[@DataTime27]

Thanks so much! Keep liking and commenting 😁

[@Ammarsafwan7]

true bro these guys put so much hard work on their videos,a shame it didn't get the attention it deserved.

[@konfliktingthoughts]

fr, found them when their ad popped up on a tom scott video

[@LordElijah]

@@konfliktingthoughts same as me and just about everyone else, just not on a Tom Scott video

[@freebyy]

a rare opportuntity for us to watch as this youtube channel slowly improves :)

[@salma-amlas]

pls 😭😭😭 how many times have i thought about data mining the youtube transcripts but i could not come up with an interesting project idea! this is so great and i am kicking myself rn; good job buddy

[@DataTime27]

Thanks!

[@mightyom5576]

For a word analysis video, Markiplier would be a challenge since he has interconnected story videos and horror games videos. Would love to see how you tackle the interconnected videos challenge

[@DataTime27]

Oh that's an interesting idea

[@zetrium_]

I wanted to suggest Markiplier too!

[@NotHalfADime]

Markiplier says a lot of "flabersticklebitchfruckell" and "noisawyhowbufuuuuuu"

[@falsehoodintensifies445]

@@NotHalfADime As much as he uses words like flubberknucked he is a very well-spoken person like he has a very strong hold on vocabulary and word diversity. Honestly that's what got me watching his channel 10 years ago and here we are now

[@justjordan8018]

Well he need to keep it shot and simple for kids to understand "If they keep watching, they will get money, candy or video games. They may even go for a ride in his Van."

[@nmolehaze]

I have landed on a diamond in the rough. Holy shit this is amazing

[@DataTime27]

Thanks so much!

[@Weisz]

Not sure if he’s seen this yet, but I can guarantee you Jimmy is gonna like this video - he’s an even bigger data nerd than I am!

[@DataTime27]

Louis Weisz? I love your videos! Thanks so much!

[@sirsamiboi]

The youtube algorithm has blessed us with a criminally underrated channel. I can tell how much work you guys put into this video, and you definitely deserve more recognition. Keep it up! I'm excited for your future videos.

[@DataTime27]

Thank you so much!

[@mossbergr]

wdym you guys? its only one guy 🤔🤔

[@sirsamiboi]

@@mossbergr It's one guy who does most of the talking, but they're running the channel together

[@DataTime27]

I / we thank you 🤔🤔

[@sirsamiboi]

@@DataTime27 Wait, was I wrong? 😅

[@multiarray2320]

i appreciate that you keep answering comments under this video even months after it got uploaded :)

[@DataTime27]

😁 I like to engage

[@anotherashley95]

@@DataTime27new subscriber, for the content & the engagement 😁

[@Borjaxbox]

the fact you both took all the time needed for this just to make a good video with real content and no cap.

[@DataTime27]

First Comment! Thank you so much!

[@jacobbroosh3386]

TheReportOfTheWeek does food reviews so you could analyze the general positivity or negativity of every review he’s ever done! He also has a unique vocabulary, his videos are less edited than most, and his speaking style so that might add a unique attribute to the analysis

[@maymayman0]

Amazing idea

[@finixmoon127]

Glad to see I'm not the only one who thought of him

[@alienswearbeanies]

i just realized how underated this channel is

[@DataTime27]

Thanks!

[@thematrixlunchhacker]

In an interview, Jimmy actually said that he stopped yelling and talking too much on his vids and started focusing more on storytelling with a calmer voice. So this just confirms that

[@nanPichi]

this made me realize that i love data

[@DataTime27]

Yay!

[@Emre_Kermen]

Can you guys analyze how evil he is? I wanna see his words compared to Ted Bundy, Hitler etc.

[@Artfacility]

bruh you guys are insufferable, just cuz someone is a scammer it doesn't mean they are also a murderer

[@Emre_Kermen]

@@Artfacility I didn't say he is a murderer just as I didn't say he is anti-semetic, genocidal or german. What are you talking about?

[@aaabbbuuu777]

@@Emre_Kermen🤣🤣

[@MooonRiserYT]

damn bro hes bad, but hes not THAT bad

[@aaabbbuuu777]

@@MooonRiserYT have you seen moonraker ?

[@ai_is_a_great_place]

Wow, as a data nerd, I love this! I see a top comment saying this is a 'Wednesday afternoon for unemployed friends' but this is a 'late night I need to find this answer' vibe!

[@marteamm]

if my uni classes were edited like this i would pay more attention

[@luckytrinh333]

I expected him to say words like "Grooming" and "Touching"

[@kkololp]

I'm so happy that you have a full archive right now

[@DataTime27]

Haha. I was just wondering if it would come in handy in case he removes videos.

[@kkololp]

well incase of the rso, as it was mentioned somewhere the cc said Chandler's cracker, when the actual bit was Delaware's cracker. so there's that. but i still think there would be helpful data in them. did you consider publishing them publicly? not a legal expert by any means, but i believe as it was public it wouldn't be a problem

[@DataTime27]

I've considered it, but ownership is tricky. I believe auto generated transcripts are owned by KZbin and manual transcripts are owned by the Creator

[@lucasdesvignes7190]

this gonna age like fine wine

[@nosh_]

That makes no sense, how did this age like fine wine? What am I missing? Did Mr beast do something scummy with the speed of him saying his words? I'm so confused.

[@lucasdesvignes7190]

@@nosh_ there is a huge controversy regarding mr beast/his entreprise

[@nosh_]

@@lucasdesvignes7190 but what part of him speaking at a certain speed is in the controversy?

[@DataTime27]

The comment wasn't about his speed of speaking. It was about a video about Mr Beast that isn't criticizing him for his controversy

[@Moonshine449]

It’s not a controversy, he’s a criminal.

[@tbqhwyf]

I remember seeing this guy in a youtube ad, but forgot about the channel very quickly. Glad it's growing!

[@noBody-ue6cs]

I think the mr.beast drama totally put this video in my feed, lol

[@Adam814cool-retro]

wow. i didnt even realize this had 539 views until the end. liked and subbed. 10/10 should be more popular.

[@DataTime27]

Thanks!

[@gblargg]

The real question is, what is his vocabulary and speed when he's lying?

[@henryjohnson2635]

He's always lying so it'll be pretty hard to tell

[@zmemes69]

10:13 well about that... many things happened lately

[@arisandra]

KZbin recommended this to me on my homepage a few times and I finally clicked. Glad it did, nice video!

[@DataTime27]

Awesome! Thank you!

[@Mecharnie_Dobbs]

0:32 MrBeast seems to have a lot of videos with exactly 60,000 views. That's oddly specific.

[@stakamaka]

0:45 that intro had some Bill Nye vibes, kinda.

[@IraqiNerd97]

Do Vsauce please

[@GenuineSalami]

This channel is rad as hell. Wtf

[@iammrbeat]

You deserve more subscribers. This was an awesome video.

[@DataTime27]

Thanks!

[@yagomizuma2275]

Mr beat

[@williammarrs]

This is such a stupid idea and I love it.

[@bbydevil5]

I love this video hahah The style is funny, the premise is really interesting and we can see you put a lot of work into it 😄

[@DataTime27]

Thanks!

[@Robin-ps9wq]

the cool thing about this video is that I just know jimmy is gonna end up finding this and loving it. he is such a statistics nerd

[@potatozes]

10:13 lol

[@VirisRJ]

Your channel is charming in the most unorthodox, geeky way lol (and i love it)

[@DataTime27]

Thanks!

[@sean..L]

Mr best may talk fast but he still sounds like a mouth-breather

[@heitorvida5260]

This channel contains pure statistical gold. Great job!

[@DataTime27]

Thanks!

[@Lezm]

That one unemployed friend:

[@r0bin--x7]

This Channel would DEFINITELY grow, subscribed before they hit a million!

[@NotAThespian]

dude I just stumbled upon your videos, not even by the apparent ad campaign you have going for a lot of the creators i watch. not at all disappointed, your stuff is right up my alley. subscribed.

[@unit6335]

This is something that I've always wondered about so seeing a video that did the hard work to satisfy my curiosity was great. With all the data you have you can honestly run many more analyses when it comes to a creators' specific accent or speaking quirks. I would honestly love to know stuff like the most uncommon English word that is used regularly, or maybe the most common word in the English dictionary that has never appeared on a channel. These are just two ideas but you can search for these things easily and I think it might lead to interesting results.

[@kabirkumar5815]

Would be interesting to see sentiment analysis on MKBHD and other reviewer channels - especially how sentiment correlates with average view count

[@RedHeadFN]

This guy needs a medal for having the time to do all this

[@salty4153]

i really expected more in this video

[@DataTime27]

Watch the follow up video for more detail

[@ODISeth]

So I work at a call center and they analyze our sentiment score. I always wondered what exactly they were using for it, now that you told us about the NLTK I’m extremely confident that’s what they use to analyze. I shall now begin memorizing which terms have the highest sentiment scores in that Vader_Lexicon list haha, that’s going to make my analytics look so much better

[@yukijoou]

would be funny if you just sput out some random words from the list at the end of the call/times the caller is not paying attention to raise your score

[@ODISeth]

@@yukijoou that is funny haha! What’s even funnier is that the list is based on analysis of text and isn’t really intended for spoken English, so there are some interesting results, like how saying “143” is the third most positive term in the entire list. Imagine sneaking that into random calls

[@DataTime27]

Haha. Wow that's really interesting

[@comedicsketches]

NLTK isn't the only such package out there; as a forecaster, your prediction seems quite overconfident.

[@DataTime27]

No it's pretty basic. That's why I say it's pretty rudimentary

[@emmalol5202]

this is very useful with what we know now

[@asheep7797]

Before watching the video, I thought this video would analyse which words ended up giving him more views, by measuring when it was said, in what video, and how many views the video has, compared to "the background level" of normal speech.

[@Abcde7213]

Cool idea

[@AA_idkhaha]

I saw your ad on game theory lol, your channel is really good! I have subbed too :D

[@binsty]

should have analyzed ava kris tysons words on mrbeasts channel 💀

[@amandak.4246]

you mean chris..

[@azk9402]

he means the pedo guy

[@thousandeyedvoid]

@@amandak.4246 there is no reason to be transphobic. it is not that hard to use a preferred name and pronouns, no matter how awful she is

[@binsty]

@@amandak.4246 he legally changed his name

[@lovelylipbonesouwwwwwwwolv2198]

Wow a Pre-cancelled video about Mrbeast

[@hannahaldeguer]

who’s here after the dogpack video?

[@pauytrh]

first time on the channel, great vid. i really like that there are nerds like me on yt that are willing to do something intresting

[@aryanbanss]

5:23 whys the y axis logarithmic lol

[@DiceDecides]

Cause his channel grew logarithmically

[@Nimsy]

first time seeing your channel pop in my feed and i gotta say.. that intro is so good 😂

[@luprogaming9928]

when I first started watching this vid I thought I stumbled upon a channel with more than 5mil subs, that perfectly choreographed intro was so good xD

[@DataTime27]

Thanks!

[@chimerezeiwuoha8090]

As a data analyst, this is so fascinating to me. I can't imagine the work that went into this project. Data is so cool, especially if it's explained in a fun, engaging way like this !

[@yukijoou]

for a next video, i think it'd be nice to go more in-depth about outliers, and maybe going over a few methods for removing them from the dataset to get a more meaningful avreage! also, as others said, i don't think you can draw many useful conclusions between popularity and words used though, it's very fun to see more videos on NLP, amidst the ai craze, it's actually nice to see some people using these technologies properly

[@dr.seesaw8894]

Tbf I think this video would have been better if framed as demonstrating the limitations of working with large data sets and interpreting conclusions from findings! Pretty much every graph came with caveats like "wpm as a measure of speech rate is thrown off by vids with little or lots of music" or "sentiment analysis doesn't capture the nuances of language like context and sarcasm".

[@bendikarbogast1229]

You could probably get better sentiment scores by first tokenizing and then using a transformer with an MLP on the output-token. That architecture should be able to also recognize negative sentences without individual negative words and detect sarcasm, if obvious from just the text input. Ofc only if provided enough training data, but should be doable with a modern highend-GPU within a few hours.

[@BK557SC]

It would be interesting to create an additional layer that detects sponsored segments and compare how positive different channels are when doing ad reads.

[@captainozannus6090]

This was so fun to watch and very entertaining. And the fact that your channel is called "Data Time" makes it an instant win. I subscribed from the name alone, I know what type of content I'lll get :D Also, I totally didn't understand the "two-person" gag until halfway through the video lol

[@SigmaN0tati0n]

Wtf?! How are you not over 1 million yet??😭

[@prathamesh4293]

So much work was put into this man😮amazing

[@salma-amlas]

do a sentiment analysis to find the most positive true crime channel on youtube!! could be interesting

[@abckidscroblox]

The intro was so on point I almost thought you used a mrbeast voice changer 😭

[@GDAccelerate]

i loved the intro. it really reminded me of shows like bill nye

[@sujeewarathnaweera]

bill nye?

[@GDAccelerate]

@@sujeewarathnaweera ye lmao

[@cooperm.1175]

This type of content is awesome. I am such a big fan of the fast pace q+a. Good video.

[@satgurs]

I think it'd be interesting to see a sentiment analysis on a commentray channel, seeing as they tend to make more negative content.

[@Spiderbeeen]

Not even a minute in, im subscribed. I love data!

[@Persiandre]

10:12 aged like fine milk

[@HI-hx7ue]

i was looking for this

[@DanielKolbin]

Ayo, what a gold mine of a channel 🔥

[@DataTime27]

Thanks!

[@TilDrill]

most commonly used words would’ve been interesting. Also the biggest deviations from the average usage of certain words would’ve been cool.

[@amishgoatmilker]

u guys make learning fun

[@muneebelahi7580]

Do vsauce next

[@theappearedone]

Just stumbled across this channel and have to say this is amazing.

[@DataTime27]

Thanks!

[@saragalea9134]

Can’t tell if the hosts are 2 guys or 1 guy pretending to be 2 different guys

[@DataTime27]

Watch the follow-up video 😁

[@Grumppant]

Neat video! Thanks for putting all of that info together; the graphs were really interesting!

[@magyarodimilan]

He might've paid you to do this lol

[@rasulalkuj214]

Good thinking

[@PaddeeBA]

The vibe you two give off is like if Fatin and Tolga from Dying Light were actually likeable

[@redaipo]

how did you clone yourself

[@yazimtariq]

Chroma key. And layering two videos. But the timing, it's impeccable. That takes skill

[@redaipo]

@@yazimtariq I want to Actually clone myself

[@DataTime27]

@yazimtariq Thanks!

[@Bass_fishing_boygames]

Wow I didn’t even notice that it was the same person I thought they were twins or something 🤣

[@coolguy14006]

Is this the guy who makes those “It looks like youre watching _____” because i love this channel now

[@vlad-igor]

Do psych2go

[@justsamurai6984]

first video I've watched of data time. i was completely immersed. first time that's happened with a youtube channel in months, perhaps years. immediately subscribed. incredibly entertaining.

[@DataTime27]

Thank you so much!

[@ranzerscore90]

why do you look like yusuf dikec

[@muneebelahi7580]

Yes he does 😂

[@DataTime27]

I'm a sharp shooter 🤣

[@samorgan5361]

I'm just discovering your channel, and it's amazing! I love the accessible statistics that appeal to a general youtube audience!

[@DataTime27]

Thanks! Glad you found it!

[@flixheff]

my favorite part was when data time said "its data-ing time!" and data'd all over the place