Week 2 Data Dive
2023-09-04
Importing libraries to run.
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## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorsInitially setting our directories and loading our data.
knitr::opts_knit$set(root.dir = 'C:/Users/Prana/OneDrive/Documents/Topics in Info FA23(Grad)')
youtube <- read_delim("./Global Youtube Statistics.csv", delim = ",")## Rows: 995 Columns: 28
## ── Column specification ────────────────────────────────────────────────────────
## Delimiter: ","
## chr (7): Youtuber, category, Title, Country, Abbreviation, channel_type, cr...
## dbl (21): rank, subscribers, video views, uploads, video_views_rank, country...
##
## ℹ Use `spec()` to retrieve the full column specification for this data.
## ℹ Specify the column types or set `show_col_types = FALSE` to quiet this message.Performing summaries for some categorical columns of the dataset.
#summaries for Youtuber that includes unique values and counts
summary(youtube$Youtuber) ## Length Class Mode
## 995 character characterunique(youtube$Youtuber) ## [1] "T-Series"
## [2] "YouTube Movies"
## [3] "MrBeast"
## [4] "Cocomelon - Nursery Rhymes"
## [5] "SET India"
## [6] "Music"
## [7] "\xfd\xfd\xfd Kids Diana Show"
## [8] "PewDiePie"
## [9] "Like Nastya"
## [10] "Vlad and Niki"
## [11] "Zee Music Company"
## [12] "WWE"
## [13] "Gaming"
## [14] "BLACKPINK"
## [15] "Goldmines"
## [16] "Sony SAB"
## [17] "5-Minute Crafts"
## [18] "BANGTANTV"
## [19] "Sports"
## [20] "Justin Bieber"
## [21] "HYBE LABELS"
## [22] "Zee TV"
## [23] "Pinkfong Baby Shark - Kids' Songs & Stories"
## [24] "Canal KondZilla"
## [25] "ChuChu TV Nursery Rhymes & Kids Songs"
## [26] "Shemaroo Filmi Gaane"
## [27] "Colors TV"
## [28] "T-Series Bhakti Sagar"
## [29] "Dude Perfect"
## [30] "Movieclips"
## [31] "Tips Official"
## [32] "El Reino Infantil"
## [33] "Wave Music"
## [34] "Aaj Tak"
## [35] "Sony Music India"
## [36] "EminemMusic"
## [37] "Marshmello"
## [38] "YRF"
## [39] "LooLoo Kids - Nursery Rhymes and Children's Songs"
## [40] "Ed Sheeran"
## [41] "Infobells - Hindi"
## [42] "Taylor Swift"
## [43] "Ariana Grande"
## [44] "BillionSurpriseToys - Nursery Rhymes & Cartoons"
## [45] "JuegaGerman"
## [46] "Billie Eilish"
## [47] "Get Movies"
## [48] "Shemaroo"
## [49] "Badabun"
## [50] "SonyMusicIndiaVEVO"
## [51] "A4"
## [52] "Bad Bunny"
## [53] "Fernanfloo"
## [54] "Voot Kids"
## [55] "Felipe Neto"
## [56] "Voc���"
## [57] "HAR PAL GEO"
## [58] "BRIGHT SIDE"
## [59] "Katy Perry"
## [60] "whinderssonnunes"
## [61] "ABS-CBN Entertainment"
## [62] "Alan Walker"
## [63] "HolaSoyGerman."
## [64] "Shakira"
## [65] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [66] "ARY Digital HD"
## [67] "Speed Records"
## [68] "Masha and The Bear"
## [69] "Like Nastya Show"
## [70] "Rihanna"
## [71] "Ishtar Music"
## [72] "Kimberly Loaiza"
## [73] "Little Baby Bum - Nursery Rhymes & Kids Songs"
## [74] "Luisito Comunica"
## [75] "elrubiusOMG"
## [76] "Toys and Colors"
## [77] "shfa2 - ��"
## [78] "LUCCAS NETO - LUCCAS TOON"
## [79] "CarryMinati"
## [80] "XXXTENTACION"
## [81] "Super Simple Songs - Kids Songs"
## [82] "Mikecrack"
## [83] "WorkpointOfficial"
## [84] "GR6 EXPLODE"
## [85] "TEDx Talks"
## [86] "shfa"
## [87] "Goldmines Gaane Sune Ansune"
## [88] "One Direction"
## [89] "TheEllenShow"
## [90] "Sony PAL"
## [91] "Daddy Yankee"
## [92] "Vlad v��\xef"
## [93] "Like Nastya ESP"
## [94] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd one31"
## [95] "Jkk Entertainment"
## [96] "ABP NEWS"
## [97] "Maria Clara & JP"
## [98] "Bruno Mars"
## [99] "Maroon 5"
## [100] "Ultra Bollywood"
## [101] "PowerKids TV"
## [102] "YouTube"
## [103] "News"
## [104] "Ozuna"
## [105] "MrBeast Gaming"
## [106] "La Granja de Zen�"
## [107] "Saregama Music"
## [108] "IndiaTV"
## [109] "T-Series Bollywood Classics"
## [110] "Total Gaming"
## [111] "Markiplier"
## [112] "Ryan's World"
## [113] "Genevieve's Playhouse - Learning Videos for Kids"
## [114] "T-Series Apna Punjab"
## [115] "Techno Gamerz"
## [116] "Geet MP3"
## [117] "J Balvin"
## [118] "Jess No Limit"
## [119] "Jingle Toons"
## [120] "VEGETTA777"
## [121] "Galinha Pintadinha"
## [122] "SSSniperWolf"
## [123] "Desi Music Factory"
## [124] "Selena Gomez"
## [125] "Rajshri"
## [126] "Ch3Thailand"
## [127] "KHANDESHI MOVIES"
## [128] "NoCopyrightSounds"
## [129] "CVS 3D Rhymes & Kids Songs"
## [130] "Ricis Official"
## [131] "BabyBus - Kids Songs and Cartoons"
## [132] "Eros Now Music"
## [133] "BETER B��"
## [134] "DisneyMusicVEVO"
## [135] "The Weeknd"
## [136] "WowKidz"
## [137] "KAROL G"
## [138] "Mr Bean"
## [139] "rezendeevil"
## [140] "StarPlus"
## [141] "SMTOWN"
## [142] "GMA Network"
## [143] "GENIAL"
## [144] "MR. INDIAN HACKER"
## [145] "Worldwide Records Bhojpuri"
## [146] "DONA ��"
## [147] "Dream"
## [148] "Lucas and Marcus"
## [149] "JustinBieberVEVO"
## [150] "Luis Fonsi"
## [151] "Peppa Pig - Official Channel"
## [152] "YOLO AVENTURAS"
## [153] "The Tonight Show Starring Jimmy Fallon"
## [154] "TheDonato"
## [155] "ImagineDragons"
## [156] "Diana and Roma ESP"
## [157] "Round2hell"
## [158] "Zee News"
## [159] "AboFlah"
## [160] "AH"
## [161] "Trap Nation"
## [162] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [163] "Boram Tube Vlog [��������\xef\xbf"
## [164] "Adele"
## [165] "Talking Tom"
## [166] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd | toyoraljanahtv"
## [167] "Frost Diamond"
## [168] "Spinnin' Records"
## [169] "Little Angel: Nursery Rhymes & Kids Songs"
## [170] "jacksepticeye"
## [171] "Shawn Mendes"
## [172] "ashish chanchlani vines"
## [173] "Ultra Records"
## [174] "Popular on YouTube"
## [175] "Maluma"
## [176] "Zhong"
## [177] "Enaldinho"
## [178] "AuronPlay"
## [179] "Shorts Break"
## [180] "infobells - Tamil"
## [181] "Aditya Music India"
## [182] "The Late Late Show with James Corden"
## [183] "Aditya Movies"
## [184] "Masha y el Oso"
## [185] "infobells - Telugu"
## [186] "HUM TV"
## [187] "Shemaroo Movies"
## [188] "Michael Jackson"
## [189] "Drake"
## [190] "Goldmines Dishoom"
## [191] "Sandeep Maheshwari"
## [192] "Bounce Patrol - Kids Songs"
## [193] "toycantando"
## [194] "MrBeast 2"
## [195] "Wiz Khalifa"
## [196] "JYP Entertainment"
## [197] "\xfd\xfd\xfd Kids Roma Show"
## [198] "DanTDM"
## [199] "Nick Jr."
## [200] "Crazy XYZ"
## [201] "ToyPuddingTV"
## [202] "Dushyant kukreja"
## [203] "Gulshan Kalra"
## [204] "Brent Rivera"
## [205] "Renato Garcia YT"
## [206] "Beast Reacts"
## [207] "enchufetv"
## [208] "Netflix"
## [209] "Raffy Tulfo in Action"
## [210] "WORLDSTARHIPHOP"
## [211] "Goldmines Bollywood"
## [212] "Alan Chikin Chow"
## [213] "PANDA BOI"
## [214] "BB Ki Vines"
## [215] "D Billions"
## [216] "Junya.����"
## [217] "Smosh"
## [218] "1MILLION Dance Studio"
## [219] "NichLmao"
## [220] "Beyonc\xef\xbf"
## [221] "Mar�����"
## [222] "Indosiar"
## [223] "VanossGaming"
## [224] "David Guetta"
## [225] "LosPolinesios"
## [226] "Nicki Minaj"
## [227] "Fede Vigevani"
## [228] "TaylorSwiftVEVO"
## [229] "ZHC"
## [230] "Post Malone"
## [231] "Rans Entertainment"
## [232] "LankyBox"
## [233] "Coldplay"
## [234] "Las Ratitas"
## [235] "WB Kids"
## [236] "ABPLIVE"
## [237] "Chris Brown"
## [238] "The Lallantop"
## [239] "RihannaVEVO"
## [240] "WatchMojo.com"
## [241] "TRANS7 OFFICIAL"
## [242] "Anuel AA"
## [243] "Dan Rhodes"
## [244] "Yuya"
## [245] "America's Got Talent"
## [246] "mujjuu___14"
## [247] "EminemVEVO"
## [248] "Chloe Ting"
## [249] "KatyPerryVEVO"
## [250] "Mark Rober"
## [251] "1theK (����\xef"
## [252] "Like Nastya AE"
## [253] "Amit Bhadana"
## [254] "Pen Movies"
## [255] "MrBeast en Espa�\xef"
## [256] "shfa show India"
## [257] "Super JoJo - Nursery Rhymes & Kids Songs"
## [258] "Alejo Igoa"
## [259] "Daniel LaBelle"
## [260] "netd m�\xef\xbf"
## [261] "DJ Snake"
## [262] "Diana and Roma ARA"
## [263] "KSI"
## [264] "Spider Slack"
## [265] "Goldmines Movies"
## [266] "Preston"
## [267] "James Charles"
## [268] "Collins Key"
## [269] "Diana and Roma EN"
## [270] "Venus Entertainment"
## [271] "Troom Troom"
## [272] "Enrique Iglesias"
## [273] "Ninja"
## [274] "FaZe Rug"
## [275] "Mister Max"
## [276] "That Little Puff"
## [277] "NickyJamTV"
## [278] "Juan De Dios Pantoja"
## [279] "Logan Paul"
## [280] "Maya and Mary"
## [281] "Peppa Pig Espa���������"
## [282] "Jelly"
## [283] "Miss Katy"
## [284] "Tilak"
## [285] "Valentina Pontes ofc"
## [286] "Sesame Street"
## [287] "Happy Lives"
## [288] "Lady Gaga"
## [289] "Akshay Nagwadiya"
## [290] "Wave Music Bhojpuri"
## [291] "GMM GRAMMY OFFICIAL"
## [292] "TED"
## [293] "unknown boy varun"
## [294] "Kids TV - Nursery Rhymes And Baby Songs"
## [295] "Tsuriki Show"
## [296] "Technical Guruji"
## [297] "DrossRotzank"
## [298] "White Hill Music"
## [299] "Ultra Movie Parlour"
## [300] "Alan Becker"
## [301] "toyorbabytv"
## [302] "BabyBus - Canciones Infantiles & Videos para Ni�\xef"
## [303] "KL BRO Biju Rithvik"
## [304] "Vania Mania Kids"
## [305] "Like Nastya PRT"
## [306] "Sun TV"
## [307] "Heroindori"
## [308] "The Chainsmokers"
## [309] "mmoshaya"
## [310] "Sia"
## [311] "LeoNata Family"
## [312] "Goldmines Cineplex"
## [313] "Vlad and Niki Arabic"
## [314] "SSundee"
## [315] "Paulo Londra"
## [316] "Smile Family"
## [317] "FGTeeV"
## [318] "Kinder Spielzeug Kanal (Kidibli)"
## [319] "Charlie Puth"
## [320] "Vlad and Niki ESP"
## [321] "Sagawa /���"
## [322] "Ben Azelart"
## [323] "Zach Choi ASMR"
## [324] "Topper Guild"
## [325] "Disney Latinoam��"
## [326] "Stokes Twins"
## [327] "National Geographic"
## [328] "Dua Lipa"
## [329] "OneDirectionVEVO"
## [330] "Rotana"
## [331] "Netflix India"
## [332] "Sourav Joshi Vlogs"
## [333] "ZAMZAM ELECTRONICS TRADING"
## [334] "DUDU e CAROL"
## [335] "Village Cooking Channel"
## [336] "Eva Bravo Play"
## [337] "Tekashi 6ix9ine"
## [338] "Tlnovelas"
## [339] "SMOL"
## [340] "invictor"
## [341] "YOLO"
## [342] "Sidhu Moose Wala"
## [343] "The Royalty Family"
## [344] "Becky G"
## [345] "Ishaan Ali 11"
## [346] "Infinite"
## [347] "Azhan5star"
## [348] "Dangal TV Channel"
## [349] "Khan GS Research Centre"
## [350] "GMA Public Affairs"
## [351] "Tasty"
## [352] "Baim Paula"
## [353] "nigahiga"
## [354] "Rafa & Luiz"
## [355] "Lyrical Lemonade"
## [356] "Vlad and Niki IDN"
## [357] "Dr. Vivek Bindra: Motivational Speaker"
## [358] "Fatos Desconhecidos"
## [359] "Brave Wilderness"
## [360] "LIV Crime"
## [361] "Minecraft - Topic"
## [362] "Romeo Santos"
## [363] "Canal Canalha"
## [364] "Kurzgesagt �����\xef\xbf"
## [365] "Yoeslan"
## [366] "5-Minute Crafts DIY"
## [367] "Zach King"
## [368] "tuzelity SHUFFLE"
## [369] "NBA"
## [370] "Deddy Corbuzier"
## [371] "Bizarrap"
## [372] "Avicii"
## [373] "Mnet K-POP"
## [374] "LazarBeam"
## [375] "Ninja Kidz TV"
## [376] "Totoy kids - Portugu�"
## [377] "Jake Paul"
## [378] "Linkin Park"
## [379] "Vijay Television"
## [380] "SlivkiShow"
## [381] "Emiway Bantai"
## [382] "Got Talent Global"
## [383] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd - Genevieve's Playhouse"
## [384] "BabyBus - Cerita & Lagu Anak-anak"
## [385] "Ami Rodriguez"
## [386] "Noor Stars"
## [387] "Family GamesTV"
## [388] "Kiddiestv Hindi - Nursery Rhymes & Kids Songs"
## [389] "dednahype"
## [390] "Marta and Rustam"
## [391] "MiawAug"
## [392] "CookieSwirlC"
## [393] "Skrillex"
## [394] "AuthenticGames"
## [395] "Robin Hood Gamer"
## [396] "Pencilmation"
## [397] "7clouds"
## [398] "5-Minute Crafts PLAY"
## [399] "Marvel Entertainment"
## [400] "BuzzFeedVideo"
## [401] "REACT"
## [402] "Vevo"
## [403] "Gordon Ramsay"
## [404] "Pentatonix"
## [405] "Green Gold TV - Official Channel"
## [406] "Gusttavo Lima Oficial"
## [407] "HaerteTest"
## [408] "Crafty Panda"
## [409] "SOMOY TV"
## [410] "JennaMarbles"
## [411] "Troom Troom Es"
## [412] "Official Pink Panther"
## [413] "Britain's Got Talent"
## [414] "SCTV"
## [415] "AS Gaming"
## [416] "Sony AATH"
## [417] "tabii Urdu"
## [418] "DaFuq!?Boom!"
## [419] "Clash of Clans"
## [420] "RKD Studios"
## [421] "DLS News"
## [422] "JukiLop"
## [423] "etvteluguindia"
## [424] "FIFA"
## [425] "Manoj parihar"
## [426] "Vsauce"
## [427] "Unbox Therapy"
## [428] "shane"
## [429] "Sonotek"
## [430] "Jimmy Kimmel Live"
## [431] "TheOdd1sOut"
## [432] "Goldmines Great Indian Comedy"
## [433] "Lil Nas X"
## [434] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd"
## [435] "SUPER SLICK SLIME SAM"
## [436] "Wow Kidz Action"
## [437] "Turma da M��"
## [438] "Calvin Harris"
## [439] "KBS WORLD TV"
## [440] "HiMan"
## [441] "Masha e o Urso"
## [442] "Little Angel Espa���������"
## [443] "TED-Ed"
## [444] "Sidemen"
## [445] "Cardi B"
## [446] "Busy Fun Ltd"
## [447] "Farruko"
## [448] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [449] "Triggered Insaan"
## [450] "CKN"
## [451] "Ali-A"
## [452] "Shemaroo Comedy"
## [453] "Smile Family Spanish"
## [454] "GRAMMY GOLD OFFICIAL"
## [455] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd | Arab Games Network"
## [456] "Dan-Sa / Daniel Saboya"
## [457] "Marmok"
## [458] "The ACE Family"
## [459] "Like Nastya Vlog"
## [460] "Willie Salim"
## [461] "PDK Films"
## [462] "TheWillyrex"
## [463] "RsiamMusic : ��������"
## [464] "Dhar Mann"
## [465] "shakiraVEVO"
## [466] "Naisa Alifia Yuriza (N.A.Y)"
## [467] "Miley Cyrus"
## [468] "IShowSpeed"
## [469] "Good Mythical Morning"
## [470] "Bobby chourasiya"
## [471] "INCR�\xef\xbf"
## [472] "Jake Fellman"
## [473] "GEN HALILINTAR"
## [474] "SQUEEZIE"
## [475] "Blippi - Educational Videos for Kids"
## [476] "officialpsy"
## [477] "Ajay Sharma"
## [478] "Manual do Mundo"
## [479] "How Ridiculous"
## [480] "And TV"
## [481] "Sebasti���"
## [482] "SonyMusicSouthVEVO"
## [483] "TheGrefg"
## [484] "BeatboxJCOP"
## [485] "David Dobrik"
## [486] "KatieAngel"
## [487] "RobleisIUTU"
## [488] "Lele Pons"
## [489] "Demi Lovato"
## [490] "Like Nastya VNM"
## [491] "Jason Derulo"
## [492] "MGC Playhouse"
## [493] "Zuni and Family"
## [494] "Priyal Kukreja"
## [495] "MSA previously My Story Animated"
## [496] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd KIMPRO"
## [497] "Jane ASMR ��"
## [498] "ArianaGrandeVevo"
## [499] "jaanvi patel"
## [500] "tanboy kun"
## [501] "Lil Pump"
## [502] "Porta dos Fundos"
## [503] "News 24"
## [504] "Les' Copaque Production"
## [505] "El Payaso Plim Plim"
## [506] "zbing z."
## [507] "MissaSinfonia"
## [508] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd Liziqi"
## [509] "The Game Theorists"
## [510] "DeGoBooM"
## [511] "JFlaMusic"
## [512] "FactTechz"
## [513] "News18 India"
## [514] "Fun For Kids TV - Hindi Rhymes"
## [515] "IGN"
## [516] "Aphmau"
## [517] "AMARINTV : ������������"
## [518] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd - Al-Remas"
## [519] "Koray Zeynep"
## [520] "Apple"
## [521] "Stubborn Facts"
## [522] "Taarak Mehta Ka Ooltah Chashmah"
## [523] "HowToBasic"
## [524] "PopularMMOs"
## [525] "Marques Brownlee"
## [526] "Anitta"
## [527] "Jason Vlogs"
## [528] "El Reino a Jugar"
## [529] "Willyrex"
## [530] "TheBrianMaps"
## [531] "TRANS TV Official"
## [532] "Liza Koshy"
## [533] "Queen Official"
## [534] "Prajapati News"
## [535] "Gaby and Alex"
## [536] "LuisFonsiVEVO"
## [537] "Pop Chartbusters"
## [538] "Guava Juice"
## [539] "EeOneGuy"
## [540] "VICE"
## [541] "Aayu and Pihu Show"
## [542] "Danny Fitt"
## [543] "Bispo Bruno Leonardo"
## [544] "DeToxoMoroxo"
## [545] "Doggy Doggy Cartoons"
## [546] "deepesh zo"
## [547] "Like Nastya IDN"
## [548] "Gato Galactico | GAL�\xef\xbf"
## [549] "Salman Noman"
## [550] "CoryxKenshin"
## [551] "With Kids[����\xef"
## [552] "Travis Scott"
## [553] "Tu COSMOPOLIS"
## [554] "Ivana Alawi"
## [555] "Werever2morro"
## [556] "IDEAS EN 5 MINUTOS"
## [557] "NMF News"
## [558] "SriBalajiMovies"
## [559] "Lahari Music - TSeries"
## [560] "Younes Zarou"
## [561] "Jordan Matter"
## [562] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [563] "FailArmy"
## [564] "BBC News Hindi"
## [565] "FunFun Toy Doll TV"
## [566] "Sandra Cires Art"
## [567] "Kaykai Salaider"
## [568] "UFC - Ultimate Fighting Championship"
## [569] "Ch7HD"
## [570] "RCTI - LAYAR DRAMA INDONESIA"
## [571] "Alfredo Larin"
## [572] "GMMTV OFFICIAL��"
## [573] "Matt Stonie"
## [574] "Boyce Avenue"
## [575] "Camila Cabello"
## [576] "Little Mix"
## [577] "SAM SMITH"
## [578] "Pitbull"
## [579] "Bollywood Classics"
## [580] "Technoblade"
## [581] "W2S"
## [582] "Jennifer Lopez"
## [583] "Kids Play"
## [584] "T3ddy"
## [585] "JJ Olatunji"
## [586] "POPS Kids"
## [587] "Thairath Online"
## [588] "LEGO"
## [589] "XO TEAM"
## [590] "AdMe"
## [591] "ExtraPolinesios"
## [592] "Dyland PROS"
## [593] "Live"
## [594] "Vlad and Niki ARA"
## [595] "Canal IN"
## [596] "TWICE"
## [597] "Daily Dose Of Internet"
## [598] "FitDance"
## [599] "Panda Shorts"
## [600] "Disney Junior"
## [601] "La Rosa de Guadalupe"
## [602] "sagar kalra (Shorts)"
## [603] "wifistudy"
## [604] "Antrax"
## [605] "Enes Batur"
## [606] "Totoy kids - Espa�\xef"
## [607] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [608] "DopeLyrics"
## [609] "jeffreestar"
## [610] "Lyna"
## [611] "MK MUSIC"
## [612] "Unspeakable"
## [613] "Camilo"
## [614] "Dear Sir"
## [615] "Narendra Modi"
## [616] "Arif muhammad"
## [617] "Rotten Tomatoes Trailers"
## [618] "Volga Video"
## [619] "DM - Desi Melodies"
## [620] "MY FAMILY"
## [621] "Team Films Bhojpuri"
## [622] "Zee Music Classic"
## [623] "Prime Video India"
## [624] "Caeli YT"
## [625] "Kuplinov ��\xef\xbf"
## [626] "Linus Tech Tips"
## [627] "Juliana Baltar"
## [628] "5-Minute Crafts FAMILY"
## [629] "Blippi Espa�\xef"
## [630] "Super Senya"
## [631] "Katakit Baby TV"
## [632] "Infobells Bangla"
## [633] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [634] "Henrique e Juliano"
## [635] "Mr DegrEE"
## [636] "Kashvi Adlakha"
## [637] "Talking Tom & Friends"
## [638] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd 5 \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [639] "Harsh Beniwal"
## [640] "FFUNTV"
## [641] "Mobile Legends: Bang Bang"
## [642] "Roman Atwood Vlogs"
## [643] "Mrwhosetheboss"
## [644] "Genierock"
## [645] "zayn"
## [646] "Kerajinan 5-Menit"
## [647] "FC Barcelona"
## [648] "Dave and Ava - Nursery Rhymes and Baby Songs"
## [649] "LOKESH GAMER"
## [650] "ILYA BORZOV"
## [651] "Mazhavil Manorama"
## [652] "Pok���������"
## [653] "The MriDul"
## [654] "Niana Guerrero"
## [655] "SRK MUSIC"
## [656] "Sony LIV"
## [657] "T-Series Hamaar Bhojpuri"
## [658] "Oyuncak Av\xef\xbf"
## [659] "CNN"
## [660] "NDTV India"
## [661] "It's Mamix"
## [662] "Kim Loaiza"
## [663] "Daftar Populer"
## [664] "Musas"
## [665] "Ranz Kyle"
## [666] "PowerfulJRE"
## [667] "Mariale"
## [668] "Makiman131"
## [669] "Hongyu ASMR ��"
## [670] "Mohamed Ramadan I ������\xef"
## [671] "EdisonPts"
## [672] "BIGBANG"
## [673] "Rub������"
## [674] "ABS-CBN News"
## [675] "Chapitosiki"
## [676] "AdeleVEVO"
## [677] "MoreAliA"
## [678] "Chetan Monga Vlogs"
## [679] "Little Angel - M����������"
## [680] "League of Legends"
## [681] "TheRichest"
## [682] "XpressTV"
## [683] "PlayStation"
## [684] "Kwebbelkop"
## [685] "Republic Bharat"
## [686] "THE BROWN SIBLINGS"
## [687] "Sony Music South"
## [688] "BigSchool"
## [689] "Ray William Johnson"
## [690] "KOMPASTV"
## [691] "ISSEI / ����"
## [692] "Z������\xef"
## [693] "A2 Motivation by Arvind Arora"
## [694] "50 Cent"
## [695] "MNCTV OFFICIAL"
## [696] "ERB"
## [697] "melanie martinez"
## [698] "iTownGamePlay *Terror&Diversi�\xef"
## [699] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd8 : Thai Ch8"
## [700] "ZutiGang"
## [701] "\xfd\xfd\xfd\xfd\xfd\xfd"
## [702] "TazerCraft"
## [703] "Bayashi TV"
## [704] "Fueled By Ramen"
## [705] "CrashCourse"
## [706] "MattyBRaps"
## [707] "Lachlan"
## [708] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [709] "Meghan Trainor"
## [710] "Jorge & Mateus Oficial"
## [711] "Major Lazer Official"
## [712] "Beast Philanthropy"
## [713] "Filaretiki"
## [714] "5-Minute Crafts Recycle"
## [715] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [716] "Maha Fun Tv"
## [717] "Canal Nostalgia"
## [718] "The Slow Mo Guys"
## [719] "StudyIQ IAS"
## [720] "Chad Wild Clay"
## [721] "CollegeHumor"
## [722] "Netflix Jr."
## [723] "Colors Rishtey"
## [724] "ABC News"
## [725] "Camila Loures"
## [726] "Doc Tops"
## [727] "Auron"
## [728] "Jesser"
## [729] "Planeta das G��"
## [730] "PrestonPlayz"
## [731] "Martin Garrix"
## [732] "O Reino Infantil"
## [733] "Fifth Harmony"
## [734] "Mis Pastelitos"
## [735] "Noman Official"
## [736] "LEGENDA FUNK"
## [737] "Like Nastya Stories"
## [738] "les boys tv2"
## [739] "Lotus Music"
## [740] "IDEIAS INCR��"
## [741] "Reaction Time"
## [742] "BBC News"
## [743] "Eli Kids - Cartoons & Songs"
## [744] "Boram Tube ToysReview [��������\xef\xbf"
## [745] "Aadishakti Films"
## [746] "Telemundo"
## [747] "GMM25Thailand"
## [748] "TV9 Bharatvarsh"
## [749] "Maroon5VEVO"
## [750] "Saad Lamjarred | �����\xef\xbf"
## [751] "Hear This Music"
## [752] "Lilly Singh"
## [753] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [754] "Gyan Gaming�"
## [755] "Drawblogs"
## [756] "NOBRU"
## [757] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd I \xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [758] "Cyprien"
## [759] "Rclbeauty101"
## [760] "Coke Studio"
## [761] "Indore Physical Academy"
## [762] "Rosanna Pansino"
## [763] "Harry Styles"
## [764] "Vlad and Niki PRT"
## [765] "RS 1313 SHORTS"
## [766] "Zig & Sharko"
## [767] "SelenaGomezVEVO"
## [768] "ZEE5"
## [769] "Super Polina"
## [770] "Rebecca Zamolo"
## [771] "Wish 107.5"
## [772] "Invento na Hora"
## [773] "SIS vs BRO"
## [774] "NikkieTutorials"
## [775] "TommyInnit"
## [776] "E-MasterSensei"
## [777] "infobells - Kannada"
## [778] "Crazy Frog"
## [779] "The Dodo"
## [780] "SEVENGERS"
## [781] "Zee Bangla"
## [782] "DangMattSmith"
## [783] "Neha Kakkar"
## [784] "#Refugio Mental"
## [785] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [786] "Trap City"
## [787] "Supercar Blondie"
## [788] "Yudist Ardhana"
## [789] "Lana Del Rey"
## [790] "MalumaVEVO"
## [791] "F2Freestylers - Ultimate Soccer Skills Channel"
## [792] "Bie The Ska"
## [793] "AM3NlC"
## [794] "Narins Beauty"
## [795] "TV Ana Emilia"
## [796] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [797] "Luli Pamp�"
## [798] "Gallina Pintadita"
## [799] "ViralHog"
## [800] "ETV Jabardasth"
## [801] "Zee Telugu"
## [802] "Crescendo com Luluca"
## [803] "Jazzghost"
## [804] "karameeshchannel"
## [805] "Darkar Company Studios"
## [806] "Dental Digest"
## [807] "T-Series Regional"
## [808] "ADEL et SAMI"
## [809] "Jamuna TV"
## [810] "Atlantic Records"
## [811] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [812] "Veritasium"
## [813] "Alexa Rivera"
## [814] "Airrack"
## [815] "Hacksmith Industries"
## [816] "JD Pantoja"
## [817] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd/Atro"
## [818] "123 GO! Spanish"
## [819] "Geo News"
## [820] "Kids TV India Hindi Nursery Rhymes"
## [821] "Think Music India"
## [822] "O Que N�����\xef\xbf"
## [823] "Goldmines Premiere"
## [824] "MAIKI021"
## [825] "The Vishal bhatt"
## [826] "NishaMadhulika"
## [827] "MyMissAnand"
## [828] "FAPTV"
## [829] "Wesley Safad�"
## [830] "infobells"
## [831] "Desi Gamers"
## [832] "Acenix"
## [833] "Zeinab Harake"
## [834] "DALLMYD"
## [835] "Lindsey Stirling"
## [836] "JOJO TV - Hindi Stories"
## [837] "BBC"
## [838] "Saturday Night Live"
## [839] "BUDI01 GAMING"
## [840] "Typical Gamer"
## [841] "Anaysa"
## [842] "JULIA GISELLA"
## [843] "Awakening Music"
## [844] "Lady Diana"
## [845] "Sanjoy Das Official"
## [846] "Woody & Kleiny"
## [847] "Vijay Kumar Viner Vlogs"
## [848] "Conor Maynard"
## [849] "Wengie"
## [850] "Vlad y Niki Show"
## [851] "Codiscos"
## [852] "The World Adventures ������"
## [853] "Vibhu 96"
## [854] "Blockbuster Movies"
## [855] "ATHLEAN-X�"
## [856] "My Mate Nate"
## [857] "H2ODelirious"
## [858] "GMA Integrated News"
## [859] "Peet Montzingo"
## [860] "The Q"
## [861] "Trakin Tech"
## [862] "theRadBrad"
## [863] "Matt Steffanina"
## [864] "Stray Kids"
## [865] "Kurt Hugo Schneider"
## [866] "Vogue"
## [867] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [868] "Kids Line�������"
## [869] "VexTrex"
## [870] "penguinz0"
## [871] "Just For Laughs Gags"
## [872] "Kabita's Kitchen"
## [873] "BanderitaX"
## [874] "AzzyLand"
## [875] "HUBA��"
## [876] "BIBO �����\xef\xbf"
## [877] "Brawl Stars"
## [878] "Ei Nerd"
## [879] "Sonotek Bhakti"
## [880] "Vilmei"
## [881] "MC Divertida"
## [882] "The Infographics Show"
## [883] "jbalvinVEVO"
## [884] "\xfd\xfd\xfd\xfd\xfd\xfdTwinsFromRussia"
## [885] "Technology Gyan"
## [886] "CookingShooking Hindi"
## [887] "Ryan Trahan"
## [888] "Alex Gonzaga Official"
## [889] "WiederDude"
## [890] "Ian Boggs"
## [891] "Lokdhun Punjabi"
## [892] "Knowledge Tv ������"
## [893] "Painzeiro"
## [894] "Peppa Pig em Portugu��������\xef\xbf"
## [895] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd Ms Yeah"
## [896] "Hungria Hip Hop"
## [897] "RaptorGamer"
## [898] "RedeTV"
## [899] "twenty one pilots"
## [900] "DJ Khaled"
## [901] "Davie504"
## [902] "Everson Zoio"
## [903] "Calon Sarjana"
## [904] "Lofi Girl"
## [905] "Jomy Production"
## [906] "GH'S"
## [907] "JesseAndMike"
## [908] "Wolfoo Channel"
## [909] "Susy Mouriz"
## [910] "7 Minutoz"
## [911] "The LaBrant Fam"
## [912] "Pastor Ant����\xef"
## [913] "Matheus Yurley"
## [914] "gymvirtual"
## [915] "BIBO����\xef"
## [916] "Top Viral Talent"
## [917] "Akon"
## [918] "AlArabiya ����\xef\xbf"
## [919] "Rauw Alejandro"
## [920] "EnriqueIglesiasVEVO"
## [921] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [922] "The Shiny Peanut"
## [923] "Talking Angela"
## [924] "Melon City Show - ����������\xef\xbf"
## [925] "Duo Tiempo De Sol"
## [926] "Troom Troom India"
## [927] "MrSuicideSheep"
## [928] "Adam W"
## [929] "Right to Shiksha"
## [930] "Beyonc��"
## [931] "FACT FIRE KING"
## [932] "Ian Lucas"
## [933] "Franco Escamilla"
## [934] "Adexe & Nau"
## [935] "Diana and Roma IND"
## [936] "Jass Records"
## [937] "Future"
## [938] "YoungBoy Never Broke Again"
## [939] "Blossom"
## [940] "#Ref����"
## [941] "Piuzinho"
## [942] "Heidi y Zidane"
## [943] "Go Ami Go!"
## [944] "Morgz"
## [945] "CaseyNeistat"
## [946] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfdSULGI"
## [947] "NickiMinajAtVEVO"
## [948] "Ellie Goulding"
## [949] "colinfurze"
## [950] "People Vs Food"
## [951] "Wolfoo Family"
## [952] "Ja Mill"
## [953] "Health Time"
## [954] "Yair17"
## [955] "Little Baby Bum en Espa�\xef"
## [956] "First We Feast"
## [957] "M����"
## [958] "Bebefinn - Nursery Rhymes & Kids Songs"
## [959] "Troom Troom PT"
## [960] "Parafernalha"
## [961] "NDTV"
## [962] "elcarteldesantatv"
## [963] "Family Fitness"
## [964] "Zee Tamil"
## [965] "Flowers Comedy"
## [966] "Mundo Bita"
## [967] "Wave Music Bhakti"
## [968] "Troom Troom Indonesia"
## [969] "CKM"
## [970] "Quantum Tech HD"
## [971] "_vector_"
## [972] "DEV Ke Facts"
## [973] "Hero Movies 2023"
## [974] "LOUD"
## [975] "Gibby :)"
## [976] "Gustavo Par��"
## [977] "SAAIHALILINTAR"
## [978] "Timba Vk"
## [979] "Heidi and Zidane HZHtube"
## [980] "DaniRep | +6 V����������\xef"
## [981] "Zee Kids"
## [982] "Pari's Lifestyle"
## [983] "DisneyChannelUK"
## [984] "MoniLina"
## [985] "bharatzkitchen HINDI"
## [986] "TKOR"
## [987] "ANNA KOVA"
## [988] "Avril Lavigne"
## [989] "Caylus"
## [990] "Migos ATL"
## [991] "Natan por A\xef\xbf"
## [992] "Free Fire India Official"
## [993] "Panda"
## [994] "RobTopGames"
## [995] "Make Joke Of"count(youtube,youtube$Youtuber) ## # A tibble: 995 × 2
## `youtube$Youtuber` n
## <chr> <int>
## 1 "#Refugio Mental" 1
## 2 "#Ref����" 1
## 3 "123 GO! Spanish" 1
## 4 "1MILLION Dance Studio" 1
## 5 "1theK (\xef\xbf\xbd\xef\xbf\xbd\xef\xbf\xbd\xef\xbf\xbd\xef" 1
## 6 "5-Minute Crafts" 1
## 7 "5-Minute Crafts DIY" 1
## 8 "5-Minute Crafts FAMILY" 1
## 9 "5-Minute Crafts PLAY" 1
## 10 "5-Minute Crafts Recycle" 1
## # ℹ 985 more rows#summaries for category that includes unique values and counts
summary(youtube$category) ## Length Class Mode
## 995 character characterunique(youtube$category)## [1] "Music" "Film & Animation" "Entertainment"
## [4] "Education" "Shows" "nan"
## [7] "People & Blogs" "Gaming" "Sports"
## [10] "Howto & Style" "News & Politics" "Comedy"
## [13] "Trailers" "Nonprofits & Activism" "Science & Technology"
## [16] "Movies" "Pets & Animals" "Autos & Vehicles"
## [19] "Travel & Events"count(youtube,youtube$category) ## # A tibble: 19 × 2
## `youtube$category` n
## <chr> <int>
## 1 Autos & Vehicles 2
## 2 Comedy 69
## 3 Education 45
## 4 Entertainment 241
## 5 Film & Animation 46
## 6 Gaming 94
## 7 Howto & Style 40
## 8 Movies 2
## 9 Music 202
## 10 News & Politics 26
## 11 Nonprofits & Activism 2
## 12 People & Blogs 132
## 13 Pets & Animals 4
## 14 Science & Technology 17
## 15 Shows 13
## 16 Sports 11
## 17 Trailers 2
## 18 Travel & Events 1
## 19 nan 46#summaries for Country that includes unique values and counts
summary(youtube$Country) ## Length Class Mode
## 995 character characterunique(youtube$Country)## [1] "India" "United States" "nan"
## [4] "Japan" "Russia" "South Korea"
## [7] "United Kingdom" "Canada" "Brazil"
## [10] "Argentina" "Chile" "Cuba"
## [13] "El Salvador" "Pakistan" "Philippines"
## [16] "Thailand" "Colombia" "Barbados"
## [19] "Mexico" "United Arab Emirates" "Spain"
## [22] "Saudi Arabia" "Indonesia" "Turkey"
## [25] "Venezuela" "Kuwait" "Jordan"
## [28] "Netherlands" "Singapore" "Australia"
## [31] "Italy" "Germany" "France"
## [34] "Sweden" "Afghanistan" "Ukraine"
## [37] "Latvia" "Switzerland" "Vietnam"
## [40] "Malaysia" "China" "Iraq"
## [43] "Egypt" "Andorra" "Ecuador"
## [46] "Morocco" "Peru" "Bangladesh"
## [49] "Finland" "Samoa"count(youtube,youtube$Country)## # A tibble: 50 × 2
## `youtube$Country` n
## <chr> <int>
## 1 Afghanistan 1
## 2 Andorra 1
## 3 Argentina 13
## 4 Australia 9
## 5 Bangladesh 1
## 6 Barbados 1
## 7 Brazil 62
## 8 Canada 15
## 9 Chile 3
## 10 China 1
## # ℹ 40 more rows#summaries for Title that includes unique values and counts
summary(youtube$Title) ## Length Class Mode
## 995 character characterunique(youtube$Title)## [1] "T-Series"
## [2] "youtubemovies"
## [3] "MrBeast"
## [4] "Cocomelon - Nursery Rhymes"
## [5] "SET India"
## [6] "Music"
## [7] "\xfd\xfd\xfd Kids Diana Show"
## [8] "PewDiePie"
## [9] "Like Nastya Vlog"
## [10] "Vlad and Niki"
## [11] "Zee Music Company"
## [12] "WWE"
## [13] "Gaming"
## [14] "BLACKPINK"
## [15] "goldmines"
## [16] "Sony SAB"
## [17] "5-Minute Crafts 2.0"
## [18] "BANGTANTV"
## [19] "sports"
## [20] "Justin Bieber"
## [21] "HYBE LABELS"
## [22] "Zee TV"
## [23] "Pinkfong Baby Shark - Kids' Songs & Stories"
## [24] "Canal KondZilla"
## [25] "ChuChu TV Nursery Rhymes & Kids Songs"
## [26] "Shemaroo Filmi Gaane"
## [27] "Colors TV"
## [28] "T- SERIES BHAKTI SAGAR"
## [29] "Dude Perfect"
## [30] "Movieclips"
## [31] "Tips Official"
## [32] "El Reino Infantil"
## [33] "Wave Music"
## [34] "Aaj Tak"
## [35] "Sony Music India"
## [36] "EminemMusic"
## [37] "Marshmello"
## [38] "YRF"
## [39] "LooLoo Kids - Nursery Rhymes and Children's �"
## [40] "Ed Sheeran"
## [41] "Infobells - Hindi"
## [42] "Taylor Swift"
## [43] "Ariana Grande"
## [44] "BillionSurpriseToys - Nursery Rhymes & Cart�"
## [45] "JuegaGerman"
## [46] "Billie Eilish"
## [47] "Get Movies"
## [48] "Shemaroo"
## [49] "badabun"
## [50] "SonyMusicIndiaVEVO"
## [51] "aefour"
## [52] "badbunny"
## [53] "Fernanfloo"
## [54] "Voot Kids"
## [55] "Felipe Neto"
## [56] "Voc���"
## [57] "HAR PAL GEO"
## [58] "brightside"
## [59] "Katy Perry"
## [60] "whinderssonnunes"
## [61] "ABS-CBN Entertainment"
## [62] "alanwalker"
## [63] "holasoygerman. 2"
## [64] "Shakira"
## [65] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [66] "ARY Digital HD"
## [67] "Speed Records"
## [68] "Masha and The Bear"
## [69] "Like Nastya Show"
## [70] "Rihanna"
## [71] "Ishtar Music"
## [72] "Kimberly Loaiza"
## [73] "Little Baby Bum - Nursery Rhymes & Kids Songs"
## [74] "Luis Arturo Villar Sudek"
## [75] "elrubiusOMG"
## [76] "Toys and colors"
## [77] "shfa2 - ��"
## [78] "LUCCAS NETO- LUCCAS TOON"
## [79] "CarryMinati"
## [80] "XXXTENTACION"
## [81] "Super Simple Songs - Kids Songs"
## [82] "Mikecrack"
## [83] "WorkpointOfficial"
## [84] "GR6 EXPLODE"
## [85] "TEDx Talks"
## [86] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd"
## [87] "Goldmines Gaane Sune Ansune"
## [88] "21 Savage"
## [89] "TheEllenShow"
## [90] "Sony PAL"
## [91] "Daddy Yankee"
## [92] "Vlad v��\xef"
## [93] "Like Nastya ESP"
## [94] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd one31"
## [95] "Jkk Entertainment"
## [96] "ABP NEWS"
## [97] "Maria Clara & JP"
## [98] "Bruno Mars"
## [99] "Maroon 5"
## [100] "Ultra Bollywood"
## [101] "PowerKids TV"
## [102] "YouTube"
## [103] "News"
## [104] "Ozuna"
## [105] "MrBeastGaming"
## [106] "La Granja de Zen�"
## [107] "Saregama Music"
## [108] "IndiaTV"
## [109] "T-Series Bollywood Classics"
## [110] "totalgaming"
## [111] "Markiplier"
## [112] "Ryan's World"
## [113] "Genevieve's Playhouse - Learning Videos for �"
## [114] "T- Series Apna Punjab"
## [115] "TechnoGamerz"
## [116] "Geet MP3"
## [117] "J Balvin"
## [118] "Jess No Limit"
## [119] "Jingle Toons"
## [120] "VEGETTA777"
## [121] "Galinha Pintadinha"
## [122] "SSSniperWolf"
## [123] "Desi music factory"
## [124] "Selena Gomez"
## [125] "Rajshri"
## [126] "Ch3Thailand"
## [127] "KHANDESHI MOVIES"
## [128] "NoCopyrightSounds"
## [129] "CVS 3D Rhymes & Kids Songs"
## [130] "Ricis Official"
## [131] "BabyBus - Kids Songs and Cartoons"
## [132] "Mzaalo"
## [133] "BETER B��"
## [134] "DisneyMusicVEVO"
## [135] "The Weeknd"
## [136] "wowkidz"
## [137] "KAROL G"
## [138] "Mr Bean"
## [139] "rezendeevil"
## [140] "StarPlus"
## [141] "SMTOWN"
## [142] "GMA Network"
## [143] "GENIAL"
## [144] "MR. INDIAN HACKER"
## [145] "Worldwide Records Bhojpuri"
## [146] "DONA ��"
## [147] "Dream"
## [148] "Lucas and Marcus"
## [149] "JustinBieberVEVO"
## [150] "luisfonsi"
## [151] "Peppa Pig - Official Channel"
## [152] "YOLO AVENTURAS"
## [153] "The Tonight Show Starring Jimmy Fallon"
## [154] "TheDonato"
## [155] "ImagineDragons"
## [156] "Diana and Roma ESP"
## [157] "Round2hell"
## [158] "Zee News"
## [159] "AboFlah"
## [160] "AH"
## [161] "Trap Nation"
## [162] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [163] "Boram Tube Vlog [��������\xef\xbf"
## [164] "Adele"
## [165] "TalkingTom"
## [166] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd | toyoraljanahtv"
## [167] "frostdiamond"
## [168] "Spinnin' Records"
## [169] "Little Angel: Nursery Rhymes & Kids Songs"
## [170] "jacksepticeye"
## [171] "Shawn Mendes"
## [172] "ashish chanchlani vines"
## [173] "Ultra Records"
## [174] "Popular on Youtube"
## [175] "MaLuMa"
## [176] "Zhong"
## [177] "Enaldinho"
## [178] "AuronPlay"
## [179] "shorts break"
## [180] "infobells - Tamil"
## [181] "Aditya Music"
## [182] "The Late Late Show with James Corden"
## [183] "Aditya Movies"
## [184] "Masha y El oso"
## [185] "infobells - Telugu"
## [186] "HUM TV"
## [187] "Shemaroo Movies"
## [188] "Michael Jackson"
## [189] "drake"
## [190] "Goldmines Dishoom"
## [191] "Sandeepmaheshwari"
## [192] "Bounce Patrol - Kids Songs"
## [193] "toycantando"
## [194] "Leaux Pass"
## [195] "Wiz Khalifa"
## [196] "JYP Entertainment"
## [197] "\xfd\xfd\xfd Kids Roma Show"
## [198] "DanTDM"
## [199] "Nick Jr."
## [200] "Crazy XYZ"
## [201] "ToyPudding TV[����\xef"
## [202] "Dushyant kukreja"
## [203] "Gulshan Kalra"
## [204] "Brent Rivera"
## [205] "Renato Garcia YT"
## [206] "Beast Reacts"
## [207] "enchufetv"
## [208] "Netflix"
## [209] "Raffy Tulfo in Action"
## [210] "WORLDSTARHIPHOP"
## [211] "Goldmines Bollywood"
## [212] "Alan Chikin Chow"
## [213] "PANDA BOI"
## [214] "BB Ki Vines"
## [215] "D Billions"
## [216] "Junya.����"
## [217] "Smosh"
## [218] "1MILLION Dance Studio"
## [219] "NichLmao"
## [220] "Beyonc\xef\xbf"
## [221] "mariliamendonca"
## [222] "Indosiar"
## [223] "VanossGaming"
## [224] "David Guetta"
## [225] "LosPolinesios"
## [226] "Nicki Minaj"
## [227] "Fede Vigevani"
## [228] "TaylorSwiftVEVO"
## [229] "zhc"
## [230] "Post Malone"
## [231] "Rans Entertainment"
## [232] "LankyBox"
## [233] "Coldplay"
## [234] "LAS RATITAS"
## [235] "WB Kids"
## [236] "ABPLIVE"
## [237] "ChrisBrown"
## [238] "The Lallantop"
## [239] "RihannaVEVO"
## [240] "WatchMojo.com"
## [241] "TRANS7 OFFICIAL"
## [242] "Anuel AA"
## [243] "Dan Rhodes"
## [244] "Yuya"
## [245] "America's Got Talent"
## [246] "mujjuu___14"
## [247] "EminemVEVO"
## [248] "Chloe Ting"
## [249] "KatyPerryVEVO"
## [250] "Mark Rober"
## [251] "1theK (����\xef"
## [252] "Like Nastya AE"
## [253] "Amit Bhadana"
## [254] "Pen Movies"
## [255] "MrBeast en Espa�\xef"
## [256] "shfa show India"
## [257] "Super JoJo - Nursery Rhymes & Kids Songs"
## [258] "Alejo Igoa"
## [259] "Daniel LaBelle"
## [260] "netd m�\xef\xbf"
## [261] "DJ Snake"
## [262] "Diana and Roma ARA"
## [263] "KSI"
## [264] "Spider Slack"
## [265] "Ti Ti"
## [266] "Preston"
## [267] "James Charles"
## [268] "Collins Key"
## [269] "Diana and Roma EN"
## [270] "Venus Entertainment"
## [271] "Troom Troom"
## [272] "Enrique Iglesias"
## [273] "Ninja"
## [274] "FaZeRug"
## [275] "Mister Max"
## [276] "That Little Puff"
## [277] "NickyJamTV"
## [278] "Juan De Dios Pantoja"
## [279] "Logan Paul"
## [280] "Maya and Mary"
## [281] "Peppa Pig Espa���������"
## [282] "Jelly"
## [283] "Miss Katy"
## [284] "Tilak"
## [285] "Valentina Pontes ofc"
## [286] "Sesame Street"
## [287] "Happy Lives"
## [288] "Lady Gaga"
## [289] "Akshay Nagwadiya"
## [290] "Wave Music Bhojpuri"
## [291] "GMM GRAMMY OFFICIAL"
## [292] "TED"
## [293] "unknown boy varun"
## [294] "Kids TV - Nursery Rhymes And Baby Songs"
## [295] "Tsuriki Show"
## [296] "Technical Guruji"
## [297] "DrossRotzank"
## [298] "White Hill Music"
## [299] "Ultra Movie Parlour"
## [300] "Alan Becker"
## [301] "toyorbabytv"
## [302] "BabyBus - Canciones Infantiles & Videos para�"
## [303] "KL BRO Biju Rithvik"
## [304] "Vania Mania Kids"
## [305] "Like Nastya PRT"
## [306] "Sun TV"
## [307] "Heroindori"
## [308] "The Chainsmokers"
## [309] "mmoshaya"
## [310] "Sia"
## [311] "LeoNata Family"
## [312] "Goldmines Cineplex"
## [313] "Vlad and Niki Arabic"
## [314] "SSundee"
## [315] "Paulo Londra"
## [316] "SMILE Family"
## [317] "FGTeeV"
## [318] "Kinder Spielzeug Kanal (Kidibli)"
## [319] "Charlie Puth"
## [320] "Vlad and Niki ESP"
## [321] "Sagawa /���"
## [322] "Ben Azelart"
## [323] "Zach Choi ASMR"
## [324] "Topper Guild"
## [325] "disneylatinoamerica"
## [326] "Stokes Twins"
## [327] "National Geographic"
## [328] "Dua Lipa"
## [329] "OneDirectionVEVO"
## [330] "rotana5018"
## [331] "NETFLIX INDIA"
## [332] "Sourav Joshi Vlogs"
## [333] "ZAMZAM ELECTRONICS TRADING"
## [334] "DUDU e CAROL"
## [335] "Village Cooking Channel"
## [336] "Eva Bravo Play"
## [337] "Tekashi 6ix9ine"
## [338] "tlnovelas"
## [339] "Claudio"
## [340] "INVICTOR"
## [341] "YOLO"
## [342] "Sidhu Moose Wala"
## [343] "The Royalty Family"
## [344] "Becky G"
## [345] "Ishaan Ali 11"
## [346] "Infinite"
## [347] "Azhan5star"
## [348] "Dangal TV Channel"
## [349] "KHAN GS RESEARCH CENTRE"
## [350] "GMA Public Affairs"
## [351] "Tasty"
## [352] "Baim Paula"
## [353] "nigahiga"
## [354] "Rafa & Luiz"
## [355] "Lyrical Lemonade"
## [356] "Vlad and Niki IDN"
## [357] "Dr. Vivek Bindra: Motivational Speaker"
## [358] "Fatos Desconhecidos"
## [359] "Brave Wilderness"
## [360] "LIV Crime"
## [361] "Minecraft - Topic"
## [362] "RomeoSantos"
## [363] "Canal Canalha"
## [364] "Kurzgesagt �����\xef\xbf"
## [365] "Yoeslan"
## [366] "5-Minute Crafts DIY"
## [367] "Zach King"
## [368] "tuzelity SHUFFLE"
## [369] "NBA"
## [370] "deddycorbuzier"
## [371] "Bizarrap"
## [372] "Avicii"
## [373] "Mnet K-POP"
## [374] "LazarBeam"
## [375] "Ninja Kidz TV"
## [376] "Totoy kids - Portugu�"
## [377] "Jake Paul"
## [378] "linkinpark"
## [379] "Vijay Television"
## [380] "SlivkiShow"
## [381] "Emiway Bantai"
## [382] "Got Talent Global"
## [383] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd - Genevieve's Playhouse"
## [384] "BabyBus - Cerita & Lagu Anak-anak"
## [385] "Ami Rodriguez"
## [386] "Noor Stars"
## [387] "FamilyGamesTV"
## [388] "Kiddiestv Hindi - Nursery Rhymes & Kids Songs"
## [389] "dednahype"
## [390] "Marta and Rustam"
## [391] "MiawAug"
## [392] "CookieSwirlC"
## [393] "Skrillex"
## [394] "AuthenticGames"
## [395] "Homem Aranha player"
## [396] "Pencilmation"
## [397] "7clouds"
## [398] "5-Minute Crafts PLAY"
## [399] "MarvelEntertainment"
## [400] "BuzzFeedVideo"
## [401] "REACT"
## [402] "Vevo"
## [403] "Gordon Ramsay"
## [404] "pentatonix"
## [405] "Green Gold TV - Official Channel"
## [406] "Gusttavo Lima Oficial"
## [407] "HaerteTest"
## [408] "Crafty Panda"
## [409] "TIME NEWS"
## [410] "JennaMarbles"
## [411] "Troom Troom Es"
## [412] "OfficialPinkPanther"
## [413] "Britain's Got Talent"
## [414] "SCTV"
## [415] "ASGaming"
## [416] "Sony AATH"
## [417] "tabii Urdu"
## [418] "DaFuq!?Boom!"
## [419] "Clash of Clans"
## [420] "RKD Studios"
## [421] "DLS News"
## [422] "JukiLop"
## [423] "etvteluguindia"
## [424] "FIFA"
## [425] "Manoj parihar"
## [426] "Vsauce"
## [427] "Unbox Therapy"
## [428] "shane"
## [429] "Sonotek"
## [430] "Jimmy Kimmel Live"
## [431] "TheOdd1sOut"
## [432] "Goldmines Great Indian Comedy"
## [433] "Lil Nas X"
## [434] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd"
## [435] "SUPER SLICK SLIME SAM"
## [436] "Wow Kidz Action"
## [437] "Turma da M��"
## [438] "Calvin Harris"
## [439] "KBS WORLD TV"
## [440] "HiMan"
## [441] "Masha e o Urso"
## [442] "Little Angel Espa���������"
## [443] "TED-Ed"
## [444] "Sidemen"
## [445] "Cardi B"
## [446] "TG MAYANK YT"
## [447] "Farruko"
## [448] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [449] "Triggered Insaan"
## [450] "cKn"
## [451] "ali-a"
## [452] "Shemaroo Comedy"
## [453] "Smile Family Spanish"
## [454] "GRAMMY GOLD OFFICIAL"
## [455] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd | Arab Games \xfd\xfd\xfd"
## [456] "Dan-Sa / Daniel Saboya"
## [457] "Marmok"
## [458] "The ACE Family"
## [459] "Willie Salim"
## [460] "PDK Films"
## [461] "TheWillyrex"
## [462] "RsiamMusic : ��������"
## [463] "Alejandro Basalo"
## [464] "shakiraVEVO"
## [465] "Naisa Alifia Yuriza (N.A.Y)"
## [466] "Miley Cyrus"
## [467] "IShowSpeed"
## [468] "Goodmythicalmorning"
## [469] "Bobby chourasiya"
## [470] "INCR�\xef\xbf"
## [471] "Jake Fellman"
## [472] "GEN HALILINTAR"
## [473] "SQUEEZIE"
## [474] "Blippi - Educational Videos for Kids"
## [475] "officialpsy"
## [476] "Ajay Sharma"
## [477] "Manual do Mundo"
## [478] "How Ridiculous"
## [479] "ANDtv"
## [480] "Sebasti���"
## [481] "SonyMusicSouthVEVO"
## [482] "TheGrefg"
## [483] "BeatboxJCOP"
## [484] "David Dobrik"
## [485] "KatieAngel"
## [486] "RobleisIUTU"
## [487] "Lele Pons"
## [488] "Demi Lovato"
## [489] "Like Nastya VNM"
## [490] "Jason Derulo"
## [491] "MGC Playhouse"
## [492] "zuni and family"
## [493] "Priyal Kukreja"
## [494] "MSA Previously My Story Animated"
## [495] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd KIMPRO"
## [496] "Jane ASMR ��"
## [497] "ArianaGrandeVevo"
## [498] "jaanvi patel"
## [499] "tanboy kun"
## [500] "Lil Pump"
## [501] "Porta dos Fundos"
## [502] "24 ���\xef"
## [503] "Les' Copaque Production"
## [504] "El Payaso Plim Plim"
## [505] "zbing z."
## [506] "MissaSinfonia"
## [507] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd Liziqi"
## [508] "TheGameTheorists"
## [509] "DeGoBooM"
## [510] "JFlaMusic"
## [511] "FactTechz"
## [512] "News18 India"
## [513] "Fun For Kids TV - Hindi Rhymes"
## [514] "IGN"
## [515] "Aphmau"
## [516] "AMARINTV : ������������"
## [517] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd - Al-Remas"
## [518] "Koray Zeynep"
## [519] "Apple"
## [520] "Stubborn Facts"
## [521] "Taarak Mehta Ka Ooltah Chashmah"
## [522] "HowToBasic"
## [523] "PopularMMOs"
## [524] "Marques Brownlee"
## [525] "Anitta"
## [526] "Jason Oo"
## [527] "El Reino a Jugar"
## [528] "Willyrex"
## [529] "TheBrianMaps"
## [530] "TRANS TV Official"
## [531] "Liza Koshy"
## [532] "Queen Official"
## [533] "Prajapati News"
## [534] "gabyandalex"
## [535] "LuisFonsiVEVO"
## [536] "Pop Chartbusters"
## [537] "Guava Juice"
## [538] "EeOneGuy"
## [539] "VICE"
## [540] "Aayu and Pihu Show"
## [541] "Danny Fitt"
## [542] "Bispo Bruno Leonardo"
## [543] "de toxomoroxo"
## [544] "Doggy Doggy Cartoons"
## [545] "deepesh zo"
## [546] "Like Nastya IDN"
## [547] "Gato Galactico | GAL�\xef\xbf"
## [548] "salman Noman"
## [549] "CoryxKenshin"
## [550] "With Kids[����\xef"
## [551] "Travis Scott"
## [552] "Tu COSMOPOLIS"
## [553] "Ivana Alawi"
## [554] "werever2morro"
## [555] "Ideas En 5 Minutos"
## [556] "NMF News"
## [557] "SriBalajiMovies"
## [558] "Lahari Music - TSeries"
## [559] "Younes Zarou"
## [560] "Jordan Matter"
## [561] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [562] "FailArmy"
## [563] "BBC News Hindi"
## [564] "FunFun Toy Doll TV"
## [565] "Sandra Cires Art"
## [566] "Kaykai Salaider"
## [567] "UFC - Ultimate Fighting Championship"
## [568] "Ch7HD"
## [569] "RCTI - LAYAR DRAMA INDONESIA"
## [570] "Alfredo Larin"
## [571] "GMMTV OFFICIAL��"
## [572] "MattStonie"
## [573] "Boyce Avenue"
## [574] "Camila Cabello"
## [575] "Little Mix"
## [576] "SAM SMITH"
## [577] "Pitbull"
## [578] "Bollywood Classics"
## [579] "Technoblade"
## [580] "W2S"
## [581] "Jennifer Lopez"
## [582] "Kids Play"
## [583] "T3ddy"
## [584] "JJ Olatunji"
## [585] "POPS Kids"
## [586] "Thairath Online"
## [587] "LEGO"
## [588] "XO TEAM Family"
## [589] "Aday C����\xef"
## [590] "Extra polinesios"
## [591] "Dyland PROS"
## [592] "Live"
## [593] "Vlad and Niki ARA"
## [594] "Canal IN"
## [595] "TWICE"
## [596] "Daily Dose Of Internet"
## [597] "Fitdance Academy"
## [598] "Panda Shorts"
## [599] "Disney Junior"
## [600] "larosadeguadalupe"
## [601] "sagar kalra (Shorts)"
## [602] "wifistudy by Unacademy"
## [603] "Antrax"
## [604] "enesbatur"
## [605] "Totoy kids - Espa�\xef"
## [606] "Kung Fu Padla"
## [607] "DopeLyrics"
## [608] "jeffreestar"
## [609] "Lyna"
## [610] "MK MUSIC"
## [611] "Unspeakable"
## [612] "Camilo"
## [613] "Dear Sir"
## [614] "Narendra Modi"
## [615] "Arif muhammad"
## [616] "Rotten Tomatoes Trailers"
## [617] "Volga Video"
## [618] "DM - Desi Melodies"
## [619] "My Family"
## [620] "Team Films Bhojpuri"
## [621] "Zee Music Classic"
## [622] "Prime Video India"
## [623] "Caeli YT"
## [624] "Kuplinov ��\xef\xbf"
## [625] "Linus Tech Tips"
## [626] "Juliana Baltar"
## [627] "5-Minute Crafts FAMILY"
## [628] "Blippi Espa�\xef"
## [629] "Super Senya"
## [630] "Katakit Baby TV"
## [631] "Infobells Bangla"
## [632] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [633] "Henrique e Juliano"
## [634] "MrDegree"
## [635] "Kashvi Adlakha"
## [636] "Talking Tom & Friends"
## [637] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd 5 \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [638] "Harsh Beniwal"
## [639] "FFUNTV"
## [640] "Mobile Legends: Bang Bang"
## [641] "Roman Atwood Vlogs"
## [642] "Mrwhosetheboss"
## [643] "Genierock"
## [644] "zayn"
## [645] "Kerajinan 5-Menit"
## [646] "FC Barcelona"
## [647] "Dave and Ava - Nursery Rhymes and Baby Songs"
## [648] "LOKESH GAMER"
## [649] "ILYA BORZOV"
## [650] "Mazhavil Manorama"
## [651] "Pok���������"
## [652] "The MriDul"
## [653] "Niana Guerrero"
## [654] "SRK MUSIC"
## [655] "Sony LIV"
## [656] "T-Series Hamaar Bhojpuri"
## [657] "Oyuncak Av\xef\xbf"
## [658] "CNN"
## [659] "NDTV India"
## [660] "It's Mamix"
## [661] "Kim Loaiza"
## [662] "Daftar Populer"
## [663] "Jordi Sala"
## [664] "Ranz Kyle"
## [665] "PowerfulJRE"
## [666] "Mariale"
## [667] "Makiman131"
## [668] "Hongyu ASMR ��\xef"
## [669] "Mohamed Ramadan I ������\xef"
## [670] "EdisonPts"
## [671] "BIGBANG"
## [672] "Rub������"
## [673] "ABS-CBN News"
## [674] "Chapitosiki"
## [675] "AdeleVEVO"
## [676] "MoreAliA"
## [677] "Chetan Monga Vlogs"
## [678] "Little Angel - M�����������"
## [679] "League of Legends"
## [680] "Therichest"
## [681] "XpressTV"
## [682] "PlayStation"
## [683] "Kwebbelkop"
## [684] "Gyani Beast"
## [685] "THE BROWN SIBLINGS"
## [686] "Sony Music South"
## [687] "Big School"
## [688] "Ray William Johnson"
## [689] "KOMPASTV"
## [690] "ISSEI / ����"
## [691] "Z������\xef"
## [692] "A2 Motivation by Arvind Arora"
## [693] "50 Cent"
## [694] "MNCTV OFFICIAL"
## [695] "ERB"
## [696] "melanie martinez"
## [697] "iTownGamePlay *Terror&Diversi�\xef"
## [698] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd8 : Thai Ch8"
## [699] "ZutiGang"
## [700] "\xfd\xfd\xfd\xfd\xfd\xfd"
## [701] "TazerCraft"
## [702] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfdBAYASHITV"
## [703] "Fueled By Ramen"
## [704] "CrashCourse"
## [705] "MattyBRaps"
## [706] "Lachlan"
## [707] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [708] "Meghan Trainor"
## [709] "Jorge & Mateus Oficial"
## [710] "MajorLazerOfficial"
## [711] "Beast Philanthropy"
## [712] "Filaretiki"
## [713] "5-Minute Crafts Recycle"
## [714] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [715] "Maha Fun Tv"
## [716] "Canal Nostalgia TV"
## [717] "The Slow Mo Guys"
## [718] "StudyIQ IAS"
## [719] "Chad Wild Clay"
## [720] "CollegeHumor"
## [721] "Netflix Jr."
## [722] "Colors Rishtey"
## [723] "ABC News"
## [724] "Camila Loures"
## [725] "Doc Tops"
## [726] "Auron"
## [727] "Jesser"
## [728] "Planeta das G��"
## [729] "Martin Garrix"
## [730] "O Reino Infantil"
## [731] "Fifth Harmony"
## [732] "Mis Pastelitos"
## [733] "Noman Official"
## [734] "LegendaFUNK"
## [735] "Like Nastya Stories"
## [736] "les boys tv2"
## [737] "Lotus Music"
## [738] "IDEIAS INCR��"
## [739] "Reaction Time"
## [740] "BBC News"
## [741] "Eli Kids - Cartoons & Songs"
## [742] "Boram Tube ToysReview [��������\xef"
## [743] "Aadishakti Films"
## [744] "Telemundo"
## [745] "GMM25Thailand"
## [746] "TV9 Bharatvarsh"
## [747] "Maroon5VEVO"
## [748] "Saad Lamjarred | �����\xef\xbf"
## [749] "Hear This Music"
## [750] "Lilly Singh"
## [751] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [752] "Gyan Gaming�"
## [753] "Drawblogs"
## [754] "nobru"
## [755] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd I \xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [756] "Cyprien"
## [757] "Rclbeauty101"
## [758] "Rohail Hyatt"
## [759] "Indore Physical Academy"
## [760] "Rosanna Pansino"
## [761] "harrystyles"
## [762] "Vlad and Niki PRT"
## [763] "RS 1313 SHORTS"
## [764] "Zig & Sharko"
## [765] "SelenaGomezVEVO"
## [766] "ZEE5"
## [767] "Super Polina"
## [768] "RebeccaZamolo"
## [769] "Wish 107.5"
## [770] "Invento na Hora"
## [771] "SiS"
## [772] "NikkieTutorials"
## [773] "TommyInnit"
## [774] "E-MasterSensei"
## [775] "infobells - Kannada"
## [776] "CrazyFrog"
## [777] "Dorukhan G��\xef"
## [778] "SEVENGERS"
## [779] "Zee Bangla"
## [780] "DangMattSmith"
## [781] "Neha Kakkar"
## [782] "#Refugio Mental"
## [783] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [784] "TrapCity"
## [785] "Supercar Blondie"
## [786] "Yudist Ardhana"
## [787] "Lana Del Rey"
## [788] "MalumaVEVO"
## [789] "F2Freestylers - Ultimate Soccer Skills Chann�"
## [790] "Bie The Ska"
## [791] "AM3NlC"
## [792] "Narins Beauty"
## [793] "TV Ana Emilia"
## [794] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [795] "Luli Pamp�"
## [796] "Gallina Pintadita"
## [797] "ViralHog"
## [798] "ETV Jabardasth"
## [799] "zeetelugu"
## [800] "Crescendo com Luluca"
## [801] "Jazzghost"
## [802] "karameeshchannel"
## [803] "Darkar Company Studios"
## [804] "Dental Digest"
## [805] "T-Series Regional"
## [806] "ADEL et SAMI"
## [807] "jamuna tv24"
## [808] "Atlantic Records"
## [809] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [810] "Veritasium"
## [811] "Alexa Rivera"
## [812] "Airrack"
## [813] "Hacksmith Industries"
## [814] "JD Pantoja"
## [815] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd/Atro"
## [816] "123 GO! Spanish"
## [817] "Geo News"
## [818] "Kids TV India Hindi Nursery Rhymes"
## [819] "Think Music India"
## [820] "O Que N�����\xef\xbf"
## [821] "Goldmines Premiere"
## [822] "MAIKI021"
## [823] "The Vishal bhatt"
## [824] "NishaMadhulika"
## [825] "MyMissAnand"
## [826] "FAPTV"
## [827] "Wesley Safad�"
## [828] "infobells"
## [829] "Desi gamers"
## [830] "Acenix"
## [831] "Zeinab Harake"
## [832] "DALLMYD"
## [833] "Lindsey Stirling"
## [834] "JOJO TV - Hindi Stories"
## [835] "BBC"
## [836] "Saturday Night Live"
## [837] "BUDI01 GAMING"
## [838] "Typical Gamer"
## [839] "Anaysa"
## [840] "Julia Gisella"
## [841] "Awakening Music"
## [842] "Lady Diana"
## [843] "Sanjoy Das Official"
## [844] "Woody & Kleiny"
## [845] "Vijay Kumar Viner Vlogs"
## [846] "Conor Maynard"
## [847] "Wengie"
## [848] "Vlad y Niki Show"
## [849] "Codiscos"
## [850] "The World Adventures ������"
## [851] "Vibhu 96"
## [852] "Blockbuster Movies"
## [853] "ATHLEAN-X�"
## [854] "My Mate Nate"
## [855] "H2ODelirious"
## [856] "GMA Integrated News"
## [857] "Peet Montzingo"
## [858] "Tom Duggan"
## [859] "Trakin Tech"
## [860] "theRadBrad"
## [861] "Matt Steffanina"
## [862] "straykids"
## [863] "Kurt Hugo Schneider"
## [864] "Vogue"
## [865] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [866] "Kids Line�������"
## [867] "VexTrex"
## [868] "penguinz0"
## [869] "Just For Laughs Gags"
## [870] "Kabita's Kitchen"
## [871] "BanderitaX"
## [872] "AzzyLand"
## [873] "HUBA��"
## [874] "BIBO �����\xef\xbf"
## [875] "Brawl Stars"
## [876] "Einerd"
## [877] "Sonotek Bhakti"
## [878] "Vilmei"
## [879] "MC Divertida"
## [880] "The Infographics Show"
## [881] "jbalvinVEVO"
## [882] "\xfd\xfd\xfd\xfd\xfd\xfdTwinsFromRussia"
## [883] "Technology Gyan"
## [884] "CookingShooking Hindi"
## [885] "Ryan Trahan"
## [886] "Alex Gonzaga Official"
## [887] "WiederDude"
## [888] "Ian Boggs"
## [889] "Lokdhun Punjabi"
## [890] "Knowledge Tv ������"
## [891] "Painzeiro"
## [892] "Peppa Pig em Portugu���������"
## [893] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd Ms Yeah"
## [894] "Hungria Hip Hop"
## [895] "RaptorGamer"
## [896] "RedeTV"
## [897] "twenty one pilots"
## [898] "DjKhaled"
## [899] "Davie504"
## [900] "Everson Zoio"
## [901] "Calon Sarjana"
## [902] "Lofi Girl"
## [903] "SRK Edie soon"
## [904] "GH'S"
## [905] "JesseAndMike"
## [906] "Wolfoo Channel"
## [907] "Susy Mouriz"
## [908] "7 Minutoz"
## [909] "The LaBrant Fam"
## [910] "Pastor Ant����\xef"
## [911] "Matheus Yurley"
## [912] "gymvirtual"
## [913] "BIBO����\xef"
## [914] "Top Viral Talent"
## [915] "Akon"
## [916] "AlArabiya ����\xef\xbf"
## [917] "Rauw Alejandro"
## [918] "EnriqueIglesiasVEVO"
## [919] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd \xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd"
## [920] "The Shiny Peanut"
## [921] "Talking Angela"
## [922] "Melon City Show - ���������\xef\xbf"
## [923] "Duo Tiempo De Sol"
## [924] "Troom Troom India"
## [925] "MrSuicideSheep"
## [926] "Adam W"
## [927] "Right to Shiksha"
## [928] "Beyonc��"
## [929] "FACT FIRE KING"
## [930] "Ian Lucas"
## [931] "Franco Escamilla"
## [932] "Adexe & Nau"
## [933] "Diana and Roma IND"
## [934] "JassRecords"
## [935] "Future AMV's"
## [936] "YoungBoy Never Broke Again"
## [937] "Blossom"
## [938] "Piuzinho"
## [939] "Heidi y Zidane"
## [940] "Go Ami Go!"
## [941] "Morgz"
## [942] "CaseyNeistat"
## [943] "\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfd\xfdSULGI"
## [944] "NickiMinajAtVEVO"
## [945] "Ellie Goulding"
## [946] "colinfurze"
## [947] "People Vs Food"
## [948] "Wolfoo Family"
## [949] "jamill"
## [950] "Health Time"
## [951] "Yair17"
## [952] "Little Baby Bum en Espa�\xef"
## [953] "First We Feast"
## [954] "M����"
## [955] "Bebefinn - Nursery Rhymes & Kids Songs"
## [956] "Troom Troom PT"
## [957] "Parafernalha"
## [958] "NDTV"
## [959] "elcarteldesantatv"
## [960] "Family Fitness"
## [961] "Zee Tamil"
## [962] "Flowers Comedy"
## [963] "Mundo Bita"
## [964] "Wave Music Bhakti"
## [965] "TROOM TROOM INDONESIA"
## [966] "CKM"
## [967] "Mr_Mughall Gaming"
## [968] "_vector_"
## [969] "DEV Ke Facts"
## [970] "Hero Movies 2023"
## [971] "WatchLOUD"
## [972] "Gibby :)"
## [973] "GustavoParodias"
## [974] "SAAIHALILINTAR"
## [975] "Timba Vk"
## [976] "Heidi and Zidane HZHtube"
## [977] "DaniRep | +6 V����������\xef"
## [978] "Zee Kids"
## [979] "Pari's Lifestyle"
## [980] "DisneyChannelUK"
## [981] "MoniLinaFamily"
## [982] "bharatzkitchen HINDI"
## [983] "TKoR"
## [984] "annakova"
## [985] "Avril Lavigne"
## [986] "Caylus"
## [987] "Migos ATL"
## [988] "Natan por A\xef\xbf"
## [989] "Free Fire India Official"
## [990] "HybridPanda"
## [991] "RobTopGames"
## [992] "Make Joke Of"count(youtube,youtube$Title)## # A tibble: 992 × 2
## `youtube$Title` n
## <chr> <int>
## 1 "#Refugio Mental" 2
## 2 "123 GO! Spanish" 1
## 3 "1MILLION Dance Studio" 1
## 4 "1theK (\xef\xbf\xbd\xef\xbf\xbd\xef\xbf\xbd\xef\xbf\xbd\xef" 1
## 5 "21 Savage" 1
## 6 "24 \xef\xbf\xbd\xef\xbf\xbd\xef\xbf\xbd\xef" 1
## 7 "5-Minute Crafts 2.0" 1
## 8 "5-Minute Crafts DIY" 1
## 9 "5-Minute Crafts FAMILY" 1
## 10 "5-Minute Crafts PLAY" 1
## # ℹ 982 more rows#summaries for channel_type that includes unique values and counts
summary(youtube$channel_type) ## Length Class Mode
## 995 character characterunique(youtube$channel_type)## [1] "Music" "Games" "Entertainment" "Education"
## [5] "People" "Sports" "Film" "News"
## [9] "nan" "Comedy" "Howto" "Nonprofit"
## [13] "Autos" "Tech" "Animals"count(youtube,youtube$channel_type)## # A tibble: 15 × 2
## `youtube$channel_type` n
## <chr> <int>
## 1 Animals 3
## 2 Autos 3
## 3 Comedy 51
## 4 Education 49
## 5 Entertainment 304
## 6 Film 42
## 7 Games 98
## 8 Howto 36
## 9 Music 216
## 10 News 30
## 11 Nonprofit 2
## 12 People 101
## 13 Sports 13
## 14 Tech 17
## 15 nan 30From the above summaries, we obtained the respective unique values of each column and identified the number of occurrences of values in each column. Some intersting observations from the above summaries: - The dataset consists of only 50 unique countries. - 992 out of the 995 Youtube channels have the same Channel name and Title. - There are 15 channel types and 19 Categories.
Performing summaries for some numerical columns of the dataset.
summary(youtube$subscribers)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 12300000 14500000 17700000 22982412 24600000 245000000summary(youtube$`video views`)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.000e+00 4.288e+09 7.761e+09 1.104e+10 1.355e+10 2.280e+11summary(youtube$uploads)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0.0 194.5 729.0 9187.1 2667.5 301308.0summary(youtube$video_views_for_the_last_30_days)## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 1.000e+00 2.014e+07 6.408e+07 1.756e+08 1.688e+08 6.589e+09 56summary(youtube$lowest_monthly_earnings)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0 2700 13300 36886 37900 850900summary(youtube$highest_monthly_earnings)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 0 43500 212700 589808 606800 13600000summary(youtube$subscribers_for_last_30_days)## Min. 1st Qu. Median Mean 3rd Qu. Max. NA's
## 1 100000 200000 349079 400000 8000000 337From the above summaries, we obtained min/max, central tendency, and some notion of distribution (e.g., quantiles). These give us valuable information into the trends and patterns of these Youtubers. Some intersting observations from the above summaries: - There are channels that have earned no money in their monthly earnings. These channels are owned by Youtube that also uploads no content as they are hash tags and contain videos released by other Youtubers using that respective hash tag. - There is a Youtube channel that has gained about 8 million subscribers last 30 days in comparison to the average of 345,079 subscribers. - There is a Youtube channel that has posted about 301208 videos in comparison to the average of just 9187.1
Let us use more aggregate functions to see if we find something interesting about our data.
sd(youtube$subscribers)## [1] 17526105sd(youtube$highest_monthly_earnings)## [1] 1148622youtube|>
filter(Country=="India")|>
pluck("subscribers")|>
sum()## [1] 4310600000youtube|>
group_by(Country)|>
summarise(max_subscribers=max(subscribers))## # A tibble: 50 × 2
## Country max_subscribers
## <chr> <dbl>
## 1 Afghanistan 20400000
## 2 Andorra 15100000
## 3 Argentina 58400000
## 4 Australia 27800000
## 5 Bangladesh 13900000
## 6 Barbados 41900000
## 7 Brazil 66500000
## 8 Canada 71600000
## 9 Chile 48100000
## 10 China 17600000
## # ℹ 40 more rowsSome interesting observations from the above use of aggregate functions: - There are totally 4310600000 subscribers amongst Indian youtube channels alone! - The standard deviation of subscribers is 17526105. This means that 68% of the YouTube channels in the set have a subscriber count within 17526105. - The standard deviation of highest_monthly_earnings is 1148622 dollars. This means that 68% of the YouTube channels in the set earn a highest monthly earning of about 1148622 dollars. - We can also see the maximum subscriber count of a Youtube channel in each country.
Project goal: To analyze and visualize YouTube Influencer Trends. Purpose: To explore and gain insights from the dataset of YouTubers. By using RStudio for data analysis and visualization, we can explore the distribution of content categories among YouTubers, explore potential correlations between variables, perform demographic analysis and more.
Based on the project goal and purpose, summaries of columns and data documentation, we can come up with some novel questions to investigate. Some of them include:
- Do YouTubers from certain countries tend to have more subscribers or higher video views on average?
This can be analyzed by creating a box plot between countries and video views & between countries and subscribers as we are comparing a continuous vs categorical variable Since there are too many countries, Country wasn’t taken as a legend to show the subscriber and view count among countries in one graph.
ggplot(data = youtube) +
geom_boxplot(mapping = aes(x = Country, y = `video views`))+
theme(axis.text.x = element_text(angle = 90, hjust = 1))
ggplot(data = youtube) +
geom_boxplot(mapping = aes(x = Country, y = subscribers))+
theme(axis.text.x = element_text(angle = 90, hjust = 1))
From the above two box plots, we can see that YouTubers from certain countries have more video views and subscribers. For example, Youtubers from India and United States have more subscribers and video views than Youtubers from other countries. This could be due to the population factor from India and also the amount of screen time an average person has in the United States.
- Is there a relationship between a YouTuber’s content category and their subscribers or video views? Are certain content categories more likely to attract larger audiences?
This can be analyzed by creating a plot between subscribers and video views keeping category as a legend to assess the relationship. In this case, the legend is classified based on color.
ggplot(data = youtube) +
geom_point(mapping = aes(x = subscribers, y = `video views`,color=category))+
theme(axis.text.x = element_text(angle = 90, hjust = 1))
From the above scatter plot, we can see that high views and subscribers come from Youtube channel that produce music or movies. But the Youtube channels producing ‘Entertainment’, ‘People & Blogs’ contribute a lot to the average views and subscribers.
- Do Youtubers that upload more earn more?
This can be analyzed by first finding the average yearly earnings by using the columns ‘highest_yearly_earnings’ and ‘lowest_yearly_earnings’. This is mutated to the dataset. Then we can create a line plot to analyze the average yearly earnings of Youtubers based on the number of uploads.
youtube |>
mutate(avg_yr_earn=(highest_yearly_earnings+lowest_yearly_earnings)/2) |>
ggplot() +
geom_line(mapping = aes(x = uploads,y = avg_yr_earn)) 
From the above line plot, we noticed that there was no relation between the number of uploads and average earnings. This means that a Youtuber’s earnings doesn’t depend on the frequency of videos uploaded.
- Does the age of the Youtube channel attribute to the success of the channel?
This can be analyzed by first mutating a new column ‘age’ by subtracting the current year with created_year of the channel. Then we create a line plot between age and rank of the channel to see the trend of the success.
cur=as.numeric(format(Sys.Date(), "%Y"))
youtube |>
mutate(age=cur-created_year)|>
ggplot()+
geom_line(mapping = aes(x = age,y = rank))## Warning: Removed 5 rows containing missing values (`geom_line()`).
From the plot, we notice that there is no trend identifiable for the success of the channel with respect to the age. Hence, the age of the channel doesn’t attribute to its success.
There was also an anomaly spotted in this graph. There was a Youtube Channel that had the age of 60 which isn’t possible.
- What are the most prevalent channel types in different countries?
This can be analyzed by creating a bar plot between country and channel type. This will give a count of the channel type in the respective countries.
youtube |>
ggplot() +
geom_bar(mapping = aes(x = Country,fill=channel_type))+
theme(axis.text.x = element_text(angle = 90, hjust = 1))
The plot gives us few observations: - The United States prefers more of Entertainment, Film and Games. - India prefers music and news more. - UAE prefers People and sports more. Similarly, different countries have their own preferences.
Conclusion: This weeks data dive has consisted of using summary statistics of different columns along with the usage of more aggregate functions. Along with the project goal and purpose, a set of questions were investigated to analyze trends and correlations between columns to fulfill the goal of the project. These questions were answered with their respective visualizations.