Mr Beast Analysis
Bryce Owen
12/28/2020
This document conatins the R code and analysis of Mr Beast’s YoutUbe channel using the R package ‘tuber’. This project required a YouTube API token to access YouTube’s publicly available channel and video data. From the analysis, I created a series of lists and plots showing some very basic analysis of Mr Beast videos. There is also a Photoshop graphic to better visualize the results of the “most commented videos” list. Some future areas to explore are the videos with the most engagement (likes, comments, and views) and a Word Cloud correlated to likes as well as views to see what words or phrases make the most engaging title.
Set Column Data Types
MrBeast$viewCount <- as.numeric(MrBeast$viewCount)
MrBeast$likeCount <- as.numeric(MrBeast$likeCount)
MrBeast$dislikeCount <- as.numeric(MrBeast$dislikeCount)
MrBeast$commentCount <- as.numeric(MrBeast$commentCount)
MrBeast$title <- as.character(MrBeast$title)Top 10 Most Viewed Videos
MrBeastTop10Views <- MrBeast %>% arrange(-viewCount) %>% slice(1:10)
MrBeastTop10Views## id title
## 1 2XVcLrB7B3Y Worst Minecraft Saw Trap Ever???
## 2 jP82d277Cc8 Harry Potter Mod In Minecraft! EPIC MUST SEE MOD!!!
## 3 Z8nEEdXTaX0 Boxy item mod Minecraft. EPIC
## 4 Y74b7WlcEpk More birds IN MINECRAFT!!
## 5 7qj3nuF9Dzw Most Epic minecraft skin EVER (Psy)
## 6 M82VAcabSiA Scary minecraft pig skin!
## 7 t8aM4HuVLrQ This is a block? Since when lol.
## 8 atCPtw4dg7g Emerald tool mod! (minecraft)
## 9 gchqnwXlxJw Drinks in minecraft (mod)
## 10 m3lTwO0aNyw How to get unlimited diamonds! minecraft (x-ray)
## publication_date
## 1 2012-02-20T22:42:32Z
## 2 2012-03-09T23:29:03Z
## 3 2013-01-12T22:34:11Z
## 4 2013-01-12T23:35:45Z
## 5 2013-01-13T01:59:21Z
## 6 2013-01-13T16:53:17Z
## 7 2013-01-21T22:30:09Z
## 8 2013-01-23T22:34:58Z
## 9 2013-01-26T16:26:34Z
## 10 2013-01-26T19:34:43Z
## description
## 1 This is the worst saw trap ever done in minecraft\n\n\n\n\n\nTAGS IGNORE\nWorst saw trap in minecraft epic stupid saw trap minecraft horrible saw trap
## 2 One of the coolest mods i have ever seen\n\nMod: http://www.planetminecraft.com/mod/123-quidcraft-quidditch-mod/
## 3 At the begining i said i was mrbeast6000.... i recently changed my name to videogames rule\n\nThis is the boxy tool's mod! its pretty cool and fun to use it does not really change the game but adds something new and fun,\n\nMinecraft mod epic\n\nDownload:http://www.planetminecraft.com/mod/minecraft-boxy-tools-mod-146/
## 4 Basically what this mod does is adds more birds to minecraft.\n\ni forgot to mention that you can find nest which have eggs in them....\n\ndownload:https://www.youtube.com/watch?v=Z8nEEdXTaX0
## 5 Psy in minecraft!!! drop a like for psy's most epic skin ever..\n\ndownload:http://www.planetminecraft.com/skin/psy-gangnam-style-1461208/\n\n\n\n\n\n\nsong: jam on it
## 6
## 7 This is the first time i ever encountered the yellow block or so called "sponge" in minecraft.\n\n\n\n\n\nsince when is this a block?
## 8 This mod adds craftable emerald tools and armor to minecraft.\n\nmod:http://www.planetminecraft.com/mod/emeralds-mod-146147/
## 9 This mod adds coke, sprite, and sproke. \n\nmod:http://www.planetminecraft.com/mod/drinks-mod-beta-1/\n\ndrinks in minecraft mod
## 10 mod:http://www.minecraftforum.net/topic/867079-147-xray-mod/\n\npress x to see through stuff\npress c for the coordinates in the top left\n\nunlimited diamonds minecraft
## channel_id channel_title viewCount likeCount dislikeCount
## 1 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 694 656 395
## 2 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 693 NA NA
## 3 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 692 655 372
## 4 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 691 654 394
## 5 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 690 653 393
## 6 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 689 652 392
## 7 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 688 651 391
## 8 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 687 650 390
## 9 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 686 NA NA
## 10 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 685 649 365
## favoriteCount commentCount url
## 1 0 565 https://www.youtube.com/watch?v=2XVcLrB7B3Y
## 2 0 564 https://www.youtube.com/watch?v=jP82d277Cc8
## 3 0 563 https://www.youtube.com/watch?v=Z8nEEdXTaX0
## 4 0 562 https://www.youtube.com/watch?v=Y74b7WlcEpk
## 5 0 267 https://www.youtube.com/watch?v=7qj3nuF9Dzw
## 6 0 561 https://www.youtube.com/watch?v=M82VAcabSiA
## 7 0 560 https://www.youtube.com/watch?v=t8aM4HuVLrQ
## 8 0 559 https://www.youtube.com/watch?v=atCPtw4dg7g
## 9 0 558 https://www.youtube.com/watch?v=gchqnwXlxJw
## 10 0 557 https://www.youtube.com/watch?v=m3lTwO0aNywTop 10 Most Liked Videos
MrBeastTop10Likes <- MrBeast %>% arrange(-likeCount) %>% slice(1:10)
MrBeastTop10Likes## id title
## 1 2XVcLrB7B3Y Worst Minecraft Saw Trap Ever???
## 2 Z8nEEdXTaX0 Boxy item mod Minecraft. EPIC
## 3 Y74b7WlcEpk More birds IN MINECRAFT!!
## 4 7qj3nuF9Dzw Most Epic minecraft skin EVER (Psy)
## 5 M82VAcabSiA Scary minecraft pig skin!
## 6 t8aM4HuVLrQ This is a block? Since when lol.
## 7 atCPtw4dg7g Emerald tool mod! (minecraft)
## 8 m3lTwO0aNyw How to get unlimited diamonds! minecraft (x-ray)
## 9 clcN3OA8SNw Best Minecraft Castle Ever?
## 10 Yox25V8Qsm4 Crazy Illulsions In Minecraft. (Bigre)
## publication_date
## 1 2012-02-20T22:42:32Z
## 2 2013-01-12T22:34:11Z
## 3 2013-01-12T23:35:45Z
## 4 2013-01-13T01:59:21Z
## 5 2013-01-13T16:53:17Z
## 6 2013-01-21T22:30:09Z
## 7 2013-01-23T22:34:58Z
## 8 2013-01-26T19:34:43Z
## 9 2013-01-27T01:52:40Z
## 10 2013-01-27T02:11:30Z
## description
## 1 This is the worst saw trap ever done in minecraft\n\n\n\n\n\nTAGS IGNORE\nWorst saw trap in minecraft epic stupid saw trap minecraft horrible saw trap
## 2 At the begining i said i was mrbeast6000.... i recently changed my name to videogames rule\n\nThis is the boxy tool's mod! its pretty cool and fun to use it does not really change the game but adds something new and fun,\n\nMinecraft mod epic\n\nDownload:http://www.planetminecraft.com/mod/minecraft-boxy-tools-mod-146/
## 3 Basically what this mod does is adds more birds to minecraft.\n\ni forgot to mention that you can find nest which have eggs in them....\n\ndownload:https://www.youtube.com/watch?v=Z8nEEdXTaX0
## 4 Psy in minecraft!!! drop a like for psy's most epic skin ever..\n\ndownload:http://www.planetminecraft.com/skin/psy-gangnam-style-1461208/\n\n\n\n\n\n\nsong: jam on it
## 5
## 6 This is the first time i ever encountered the yellow block or so called "sponge" in minecraft.\n\n\n\n\n\nsince when is this a block?
## 7 This mod adds craftable emerald tools and armor to minecraft.\n\nmod:http://www.planetminecraft.com/mod/emeralds-mod-146147/
## 8 mod:http://www.minecraftforum.net/topic/867079-147-xray-mod/\n\npress x to see through stuff\npress c for the coordinates in the top left\n\nunlimited diamonds minecraft
## 9 10 likes would make my day xD\n\nThis is currently the BEST minecraft castle i have ever seen. I played survival on it and one problem i faced is the outside as you can tell is not lit up very well and lots of mobs spawn but besides that its an amazing map and i would highly reccommend you download it and check it out :)\n\n\n\nmap: http://www.planetminecraft.com/project/royal-palace/\n\nsong: http://www.youtube.com/watch?v=30ScfAfEBJg\n\nhope you enjoy and dont forget to subscribe!!!!
## 10 These are insane! Dont forget to subscribe!\n\nThis was made by brige. I am just show casing it.
## channel_id channel_title viewCount likeCount dislikeCount
## 1 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 694 656 395
## 2 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 692 655 372
## 3 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 691 654 394
## 4 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 690 653 393
## 5 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 689 652 392
## 6 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 688 651 391
## 7 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 687 650 390
## 8 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 685 649 365
## 9 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 684 648 390
## 10 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 683 647 308
## favoriteCount commentCount url
## 1 0 565 https://www.youtube.com/watch?v=2XVcLrB7B3Y
## 2 0 563 https://www.youtube.com/watch?v=Z8nEEdXTaX0
## 3 0 562 https://www.youtube.com/watch?v=Y74b7WlcEpk
## 4 0 267 https://www.youtube.com/watch?v=7qj3nuF9Dzw
## 5 0 561 https://www.youtube.com/watch?v=M82VAcabSiA
## 6 0 560 https://www.youtube.com/watch?v=t8aM4HuVLrQ
## 7 0 559 https://www.youtube.com/watch?v=atCPtw4dg7g
## 8 0 557 https://www.youtube.com/watch?v=m3lTwO0aNyw
## 9 0 556 https://www.youtube.com/watch?v=clcN3OA8SNw
## 10 0 555 https://www.youtube.com/watch?v=Yox25V8Qsm4Top 10 Most Commented Videos
Just below the R chunk of code, there is a graphic derrived from the data (made using Photoshop).
MrBeastTop10Comments <- MrBeast %>% arrange(-commentCount) %>% slice(1:10)
MrBeastTop10Comments## id title
## 1 2XVcLrB7B3Y Worst Minecraft Saw Trap Ever???
## 2 jP82d277Cc8 Harry Potter Mod In Minecraft! EPIC MUST SEE MOD!!!
## 3 Z8nEEdXTaX0 Boxy item mod Minecraft. EPIC
## 4 Y74b7WlcEpk More birds IN MINECRAFT!!
## 5 M82VAcabSiA Scary minecraft pig skin!
## 6 t8aM4HuVLrQ This is a block? Since when lol.
## 7 atCPtw4dg7g Emerald tool mod! (minecraft)
## 8 gchqnwXlxJw Drinks in minecraft (mod)
## 9 m3lTwO0aNyw How to get unlimited diamonds! minecraft (x-ray)
## 10 clcN3OA8SNw Best Minecraft Castle Ever?
## publication_date
## 1 2012-02-20T22:42:32Z
## 2 2012-03-09T23:29:03Z
## 3 2013-01-12T22:34:11Z
## 4 2013-01-12T23:35:45Z
## 5 2013-01-13T16:53:17Z
## 6 2013-01-21T22:30:09Z
## 7 2013-01-23T22:34:58Z
## 8 2013-01-26T16:26:34Z
## 9 2013-01-26T19:34:43Z
## 10 2013-01-27T01:52:40Z
## description
## 1 This is the worst saw trap ever done in minecraft\n\n\n\n\n\nTAGS IGNORE\nWorst saw trap in minecraft epic stupid saw trap minecraft horrible saw trap
## 2 One of the coolest mods i have ever seen\n\nMod: http://www.planetminecraft.com/mod/123-quidcraft-quidditch-mod/
## 3 At the begining i said i was mrbeast6000.... i recently changed my name to videogames rule\n\nThis is the boxy tool's mod! its pretty cool and fun to use it does not really change the game but adds something new and fun,\n\nMinecraft mod epic\n\nDownload:http://www.planetminecraft.com/mod/minecraft-boxy-tools-mod-146/
## 4 Basically what this mod does is adds more birds to minecraft.\n\ni forgot to mention that you can find nest which have eggs in them....\n\ndownload:https://www.youtube.com/watch?v=Z8nEEdXTaX0
## 5
## 6 This is the first time i ever encountered the yellow block or so called "sponge" in minecraft.\n\n\n\n\n\nsince when is this a block?
## 7 This mod adds craftable emerald tools and armor to minecraft.\n\nmod:http://www.planetminecraft.com/mod/emeralds-mod-146147/
## 8 This mod adds coke, sprite, and sproke. \n\nmod:http://www.planetminecraft.com/mod/drinks-mod-beta-1/\n\ndrinks in minecraft mod
## 9 mod:http://www.minecraftforum.net/topic/867079-147-xray-mod/\n\npress x to see through stuff\npress c for the coordinates in the top left\n\nunlimited diamonds minecraft
## 10 10 likes would make my day xD\n\nThis is currently the BEST minecraft castle i have ever seen. I played survival on it and one problem i faced is the outside as you can tell is not lit up very well and lots of mobs spawn but besides that its an amazing map and i would highly reccommend you download it and check it out :)\n\n\n\nmap: http://www.planetminecraft.com/project/royal-palace/\n\nsong: http://www.youtube.com/watch?v=30ScfAfEBJg\n\nhope you enjoy and dont forget to subscribe!!!!
## channel_id channel_title viewCount likeCount dislikeCount
## 1 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 694 656 395
## 2 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 693 NA NA
## 3 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 692 655 372
## 4 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 691 654 394
## 5 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 689 652 392
## 6 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 688 651 391
## 7 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 687 650 390
## 8 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 686 NA NA
## 9 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 685 649 365
## 10 UCX6OQ3DkcsbYNE6H8uQQuVA MrBeast 684 648 390
## favoriteCount commentCount url
## 1 0 565 https://www.youtube.com/watch?v=2XVcLrB7B3Y
## 2 0 564 https://www.youtube.com/watch?v=jP82d277Cc8
## 3 0 563 https://www.youtube.com/watch?v=Z8nEEdXTaX0
## 4 0 562 https://www.youtube.com/watch?v=Y74b7WlcEpk
## 5 0 561 https://www.youtube.com/watch?v=M82VAcabSiA
## 6 0 560 https://www.youtube.com/watch?v=t8aM4HuVLrQ
## 7 0 559 https://www.youtube.com/watch?v=atCPtw4dg7g
## 8 0 558 https://www.youtube.com/watch?v=gchqnwXlxJw
## 9 0 557 https://www.youtube.com/watch?v=m3lTwO0aNyw
## 10 0 556 https://www.youtube.com/watch?v=clcN3OA8SNw
Mr Beast’s Most commented Videos as of 12/29/2020
Video Like to Dislike Graph
MrBeast %>% ggplot(.,aes(dislikeCount,likeCount))+geom_point(colour = '#c24677') +labs(x="Disikes",y="Likes", options(scipen=3))+ggtitle("Mr Beast Videos Like to Dislike")+ geom_smooth(method = "lm") + geom_text_repel(aes(label=ifelse(likeCount>2500000,MrBeast$title,"")), size = 10/.pt, point.padding = .1, box.padding = 1, force = 1,min.segment.length = 0, seed = 42, max.overlaps = 65, colour = "white", bg.color = "black",bg.r = 0.25) + theme(panel.background = element_rect(fill = "#5dabbf",
colour = "#5dabbf",
size = 0.5, linetype = "solid"),
plot.background = element_rect(fill = "#93bac4"),
panel.grid.major.x = element_line(colour = "#93bac4"),
panel.grid.major.y = element_line(colour = "#93bac4"),
panel.grid.minor.x = element_line(colour = "#93bac4"),
panel.grid.minor.y = element_line(colour = "#93bac4"),
plot.title = element_text(size = 20, colour = "white"))
Video Like to View Graph
MrBeast %>% ggplot(.,aes(viewCount,likeCount))+geom_point(colour = '#c24677') +labs(x="Views",y="Likes", options(scipen=3))+ggtitle("Mr Beast Videos Likes to Views")+ geom_smooth(method = "lm") + geom_text_repel(aes(label=ifelse(likeCount>2500000,MrBeast$title,"")), size = 10/.pt, point.padding = .1, box.padding = 1, force = 1,min.segment.length = 0, seed = 42, max.overlaps = 50, colour = "white", bg.color = "black",bg.r = 0.25) + theme(panel.background = element_rect(fill = "#5dabbf",
colour = "#5dabbf",
size = 0.5, linetype = "solid"),
plot.background = element_rect(fill = "#93bac4"),
panel.grid.major.x = element_line(colour = "#93bac4"),
panel.grid.major.y = element_line(colour = "#93bac4"),
panel.grid.minor.x = element_line(colour = "#93bac4"),
panel.grid.minor.y = element_line(colour = "#93bac4"),
plot.title = element_text(size = 20, colour = "white"))