DVLAB-WEEK4
J.SPANDANA
2023-10-10
R Markdown(ANIME DATASET)
These datasets typically include information about anime shows, such as titles, genres, episodes, and user ratings. You can find such datasets on websites like Kaggle or Anime News Network.
#anime dataset
data=read.csv("C://Users//Jammi Spandana//OneDrive//Documents//Book1.csv")#summary and structure of data
summary(data)## Rank Name Japanese_name Type
## Min. : 1.00 Length:100 Length:100 Length:100
## 1st Qu.: 25.75 Class :character Class :character Class :character
## Median : 50.50 Mode :character Mode :character Mode :character
## Mean : 50.50
## 3rd Qu.: 75.25
## Max. :100.00
##
## Episodes Studio Release_season Tags
## Min. : 1.00 Length:100 Length:100 Length:100
## 1st Qu.: 12.00 Class :character Class :character Class :character
## Median : 13.00 Mode :character Mode :character Mode :character
## Mean : 20.64
## 3rd Qu.: 25.00
## Max. :148.00
## NA's :22
## Rating Release_year End_year
## Min. :4.350 Min. :1997 Min. :1999
## 1st Qu.:4.360 1st Qu.:2014 1st Qu.:2011
## Median :4.430 Median :2018 Median :2015
## Mean :4.426 Mean :2016 Mean :2014
## 3rd Qu.:4.460 3rd Qu.:2020 3rd Qu.:2018
## Max. :4.600 Max. :2022 Max. :2021
## NA's :81str(data)## 'data.frame': 100 obs. of 11 variables:
## $ Rank : int 1 2 3 4 5 6 7 8 9 10 ...
## $ Name : chr "Demon Slayer: Kimetsu no Yaiba - Entertainment District Arc" "Fruits Basket the Final Season" "Mo Dao Zu Shi 3" "Fullmetal Alchemist: Brotherhood" ...
## $ Japanese_name : chr " Kimetsu no Yaiba: Yuukaku-hen" " Fruits Basket the Final" " The Founder of Diabolism 3" " Hagane no Renkinjutsushi: Full Metal Alchemist" ...
## $ Type : chr "TV " "TV " "Web " "TV " ...
## $ Episodes : int NA 13 12 64 10 24 NA 16 NA 10 ...
## $ Studio : chr "ufotable" "TMS Entertainment" "B.C MAY PICTURES" "Bones" ...
## $ Release_season: chr "Fall " "Spring" "" "Spring" ...
## $ Tags : chr "Action, Adventure, Fantasy, Shounen, Demons, Historical, Martial Arts, Orphans, Siblings, Swordplay, Based on a"| __truncated__ "Drama, Fantasy, Romance, Shoujo, Animal Transformation, Contemporary Fantasy, Curse, Dysfunctional Families, Me"| __truncated__ "Fantasy, Ancient China, Chinese Animation, Cultivation, Xianxia, Based on a Web Novel" "Action, Adventure, Drama, Fantasy, Mystery, Shounen, Conspiracy, Death of a Loved One, Military, Siblings, Base"| __truncated__ ...
## $ Rating : num 4.6 4.6 4.58 4.58 4.57 4.56 4.56 4.55 4.54 4.53 ...
## $ Release_year : int 2021 2021 2021 2009 2019 2020 2022 2020 2020 2016 ...
## $ End_year : int NA NA NA 2010 NA 2021 NA 2021 NA NA ...Including Plots
#ANIME
data## Rank Name
## 1 1 Demon Slayer: Kimetsu no Yaiba - Entertainment District Arc
## 2 2 Fruits Basket the Final Season
## 3 3 Mo Dao Zu Shi 3
## 4 4 Fullmetal Alchemist: Brotherhood
## 5 5 Attack on Titan 3rd Season: Part II
## 6 6 Jujutsu Kaisen
## 7 7 Attack on Titan The Final Season: Part II
## 8 8 Attack on Titan The Final Season
## 9 9 Demon Slayer: Kimetsu no Yaiba Movie - Mugen Train
## 10 10 Haikyuu!! Karasuno High School vs Shiratorizawa Academy
## 11 11 your name.
## 12 12 Haikyuu!! Second Season
## 13 13 Demon Slayer: Kimetsu no Yaiba
## 14 14 Hunter x Hunter (2011)
## 15 15 A Silent Voice
## 16 16 Violet Evergarden Movie
## 17 17 Haikyuu!! To the Top: Part II
## 18 18 Heaven Official's Blessing Special
## 19 19 That Time I Got Reincarnated as a Slime Season 2
## 20 20 Given
## 21 21 Code Geass: Lelouch of the Rebellion R2
## 22 22 Mo Dao Zu Shi 2
## 23 23 Gintama: The Very Final
## 24 24 Link Click
## 25 25 Mob Psycho 100 II
## 26 26 Haikyuu!! To the Top
## 27 27 Fruits Basket 2nd Season
## 28 28 The Promised Neverland
## 29 29 Spirited Away
## 30 30 That Time I Got Reincarnated as a Slime Season 2: Part II
## 31 31 Heaven Official's Blessing
## 32 32 Ranking of Kings
## 33 33 Mushoku Tensei: Jobless Reincarnation - Part II
## 34 34 Gintama.: Shirogane no Tamashii-hen 2
## 35 35 Clannad After Story
## 36 36 Mo Dao Zu Shi
## 37 37 Gintama': Enchousen
## 38 38 Banana Fish
## 39 39 Douluo Dalu 2
## 40 40 Gintama Kanketsu-hen: Yorozuya yo Eien Nare
## 41 41 Gintama.
## 42 42 Gintama.: Shirogane no Tamashii-hen
## 43 43 Attack on Titan 3rd Season
## 44 44 Steins;Gate
## 45 45 Haikyuu!!
## 46 46 Gintama'
## 47 47 One-Punch Man
## 48 48 Demon Slayer: Kimetsu no Yaiba - Mugen Train
## 49 49 Gintama°
## 50 50 Howl's Moving Castle
## 51 51 Natsume's Book of Friends Season 6
## 52 52 JoJo's Bizarre Adventure: Golden Wind
## 53 53 JoJo's Bizarre Adventure: Stone Ocean
## 54 54 Vinland Saga
## 55 55 Natsume's Book of Friends Season 4
## 56 56 Assassination Classroom 2nd Season
## 57 57 Natsume's Book of Friends Season 5
## 58 58 My Hero Academia 3
## 59 59 Violet Evergarden
## 60 60 That Time I Got Reincarnated as a Slime
## 61 61 My Hero Academia 2
## 62 62 Wolf Children
## 63 63 SK8 the Infinity
## 64 64 Hajime no Ippo: The Fighting!
## 65 65 Code Geass: Lelouch of the Rebellion
## 66 66 JoJo’s Bizarre Adventure: Stardust Crusaders - Battle in Egypt
## 67 67 Yona of the Dawn: Zeno Arc
## 68 68 JoJo's Bizarre Adventure: Diamond is Unbreakable
## 69 69 Kamisama Kiss: Kako-hen
## 70 70 Hajime no Ippo: New Challenger
## 71 71 Mushishi Zoku Shou 2nd Season
## 72 72 Attack on Titan
## 73 73 Haikyuu!! Tokushuu! Harukou Volley ni Kaketa Seishun
## 74 74 Kaguya-sama: Love Is War?
## 75 75 Gintama: Porori-hen
## 76 76 March Comes in like a Lion 2nd Season
## 77 77 Natsume's Book of Friends Season 3
## 78 78 Attack on Titan 2nd Season
## 79 79 I Want to Eat Your Pancreas
## 80 80 Rascal Does Not Dream of a Dreaming Girl
## 81 81 Given Movie
## 82 82 Mushishi Zoku Shou
## 83 83 Princess Mononoke
## 84 84 Kuroko's Basketball 3
## 85 85 BTS: We are Bulletproof - the Eternal
## 86 86 Haikyuu!! Movie 4: Battle of Concepts
## 87 87 Dr. Stone
## 88 88 Attack on Titan: No Regrets
## 89 89 Horimiya
## 90 90 Cowboy Bebop
## 91 91 Hotarubi no Mori e
## 92 92 The Disastrous Life of Saiki K. 2nd Season
## 93 93 Monogatari Series: Second Season
## 94 94 Castlevania Season 4
## 95 95 Doukyuusei
## 96 96 ERASED
## 97 97 The Rising of the Shield Hero
## 98 98 To Your Eternity
## 99 99 Hajime no Ippo: Rising
## 100 100 Josee, the Tiger and the Fish
## Japanese_name Type Episodes
## 1 Kimetsu no Yaiba: Yuukaku-hen TV NA
## 2 Fruits Basket the Final TV 13
## 3 The Founder of Diabolism 3 Web 12
## 4 Hagane no Renkinjutsushi: Full Metal Alchemist TV 64
## 5 Shingeki no Kyojin Season 3: Part II TV 10
## 6 TV 24
## 7 Shingeki no Kyojin The Final Season: Part II TV NA
## 8 Shingeki no Kyojin The Final Season TV 16
## 9 Kimetsu no Yaiba Movie: Mugen Ressha-hen Movie NA
## 10 Haikyuu!! Karasuno Koukou vs Shiratorizawa Gakuen Koukou TV 10
## 11 Kimi no Na wa. Movie NA
## 12 TV 25
## 13 Kimetsu no Yaiba TV 26
## 14 TV 148
## 15 Koe no Katachi Movie NA
## 16 Movie NA
## 17 TV 12
## 18 Tian Guan Ci Fu Special Web 1
## 19 Tensei Shitara Slime Datta Ken Season 2 TV 12
## 20 TV 11
## 21 Code Geass: Hangyaku no Lelouch R2 TV 25
## 22 The Founder of Diabolism 2 Web 8
## 23 Gintama: The Final Movie NA
## 24 Shiguang Dailiren Web 11
## 25 TV 13
## 26 TV 13
## 27 TV 25
## 28 Yakusoku no Neverland TV 12
## 29 Sen to Chihiro no Kamikakushi Movie NA
## 30 Tensei Shitara Slime Datta Ken Season 2: Part II TV 12
## 31 Tian Guan Ci Fu Web 11
## 32 Ousama Ranking TV NA
## 33 Mushoku Tensei: Isekai Ittara Honki Dasu - Part II TV 12
## 34 Gintama: Silver Soul Arc 2 TV 14
## 35 TV 24
## 36 The Founder of Diabolism Web 15
## 37 TV 13
## 38 TV 24
## 39 Soul Land 2 Web 16
## 40 Gintama The Movie: The Final Chapter - Be Forever Yorozuya Movie NA
## 41 TV 12
## 42 Gintama: Silver Soul Arc TV 12
## 43 Shingeki no Kyojin 3rd Season TV 12
## 44 TV 24
## 45 TV 25
## 46 TV 51
## 47 TV 12
## 48 Kimetsu no Yaiba: Mugen Ressha-hen TV NA
## 49 TV 51
## 50 Howl no Ugoku Shiro Movie NA
## 51 Natsume Yuujinchou Roku TV 11
## 52 JoJo no Kimyou na Bouken: Ougon no Kaze TV 39
## 53 Jojo no Kimyou na Bouken: Stone Ocean Web 12
## 54 TV 24
## 55 Natsume Yuujinchou Shi TV 13
## 56 Ansatsu Kyoushitsu 2nd Season TV 25
## 57 Natsume Yuujinchou Go TV 11
## 58 Boku no Hero Academia 3 TV 25
## 59 TV 13
## 60 Tensei Shitara Slime Datta Ken TV 24
## 61 Boku no Hero Academia 2 TV 25
## 62 Ookami Kodomo no Ame to Yuki Movie NA
## 63 TV 12
## 64 Fighting Spirit TV 75
## 65 Code Geass: Hangyaku no Lelouch TV 25
## 66 JoJo no Kimyou na Bouken: Stardust Crusaders - Egypt-hen TV 24
## 67 Akatsuki no Yona: Zeno Arc OVA 2
## 68 JoJo no Kimyou na Bouken: Diamond wa Kudakenai TV 39
## 69 Kamisama Hajimemashita: Kako-hen OVA 4
## 70 Fighting Spirit: New Challenger TV 26
## 71 Mushishi -Next Passage- 2nd Season TV 10
## 72 Shingeki no Kyojin TV 25
## 73 OVA 1
## 74 Kaguya-sama wa Kokurasetai? Tensai-tachi no Renai Zunousen TV 12
## 75 Gintama: Slip Arc TV 13
## 76 3-gatsu no Lion 2nd Season TV 22
## 77 Natsume Yuujinchou San TV 13
## 78 Shingeki no Kyojin 2nd Season TV 12
## 79 Kimi no Suizou wo Tabetai Movie NA
## 80 Seishun Buta Yarou wa Yumemiru Shoujo no Yume wo Minai Movie NA
## 81 Movie NA
## 82 Mushishi -Next Passage- TV 10
## 83 Mononoke Hime Movie NA
## 84 Kuroko no Basket 3 TV 25
## 85 Music NA
## 86 Haikyuu!! Movie 4: Concept no Tatakai Movie NA
## 87 TV 24
## 88 Shingeki no Kyojin: Kuinaki Sentaku OVA 2
## 89 TV 13
## 90 TV 26
## 91 To the Forest of Firefly Lights Movie NA
## 92 Saiki Kusuo no Psi Nan 2nd Season TV 24
## 93 TV 26
## 94 Web 10
## 95 Doukyuusei -Classmates- Movie NA
## 96 Boku dake ga Inai Machi TV 12
## 97 Tate no Yuusha no Nariagari TV 25
## 98 Fumetsu no Anata e TV 20
## 99 Fighting Spirit: Rising TV 25
## 100 Josee to Tora to Sakana-tachi Movie NA
## Studio Release_season
## 1 ufotable Fall
## 2 TMS Entertainment Spring
## 3 B.C MAY PICTURES
## 4 Bones Spring
## 5 WIT Studio Spring
## 6 MAPPA Fall
## 7 MAPPA Winter
## 8 MAPPA Winter
## 9 ufotable
## 10 Production I.G Fall
## 11 CoMix Wave Films
## 12 Production I.G Fall
## 13 ufotable Spring
## 14 MADHOUSE Fall
## 15 Kyoto Animation
## 16 Kyoto Animation
## 17 Production I.G Fall
## 18 Haoliners Animation League
## 19 8-Bit Winter
## 20 Lerche Summer
## 21 Sunrise Spring
## 22 B.C MAY PICTURES
## 23 BN Pictures
## 24 Studio LAN
## 25 Bones Winter
## 26 Production I.G Winter
## 27 8 Pan Spring
## 28 CloverWorks Winter
## 29 Studio Ghibli
## 30 8-Bit Summer
## 31 Haoliners Animation League
## 32 WIT Studio Fall
## 33 Studio Bind Fall
## 34 BN Pictures Summer
## 35 Kyoto Animation Fall
## 36 B.C MAY PICTURES
## 37 Sunrise Fall
## 38 MAPPA Summer
## 39 Sparkly Key Animation Studio
## 40 Sunrise
## 41 BN Pictures Winter
## 42 BN Pictures Winter
## 43 WIT Studio Summer
## 44 WHITE FOX Spring
## 45 Production I.G Spring
## 46 Sunrise Spring
## 47 MADHOUSE Fall
## 48 ufotable Fall
## 49 BN Pictures Spring
## 50 Studio Ghibli
## 51 Shuka Spring
## 52 David Production Fall
## 53 David Production Fall
## 54 WIT Studio Summer
## 55 Brain's Base Winter
## 56 Lerche Winter
## 57 Shuka Fall
## 58 Bones Spring
## 59 Kyoto Animation Winter
## 60 8-Bit Fall
## 61 Bones Spring
## 62 Studio Chizu
## 63 Bones Winter
## 64 MADHOUSE Fall
## 65 Sunrise Fall
## 66 David Production Winter
## 67 Pierrot
## 68 David Production Spring
## 69 TMS Entertainment
## 70 MADHOUSE Winter
## 71 Artland Fall
## 72 WIT Studio Spring
## 73 Production I.G
## 74 A-1 Pictures Spring
## 75 BN Pictures Fall
## 76 SHAFT Fall
## 77 Brain's Base Summer
## 78 WIT Studio Spring
## 79 Studio VOLN
## 80 CloverWorks
## 81 Lerche
## 82 Artland Spring
## 83 Studio Ghibli
## 84 Production I.G Winter
## 85 Studio Pivote
## 86 Production I.G
## 87 8 Pan Summer
## 88 WIT Studio
## 89 CloverWorks Winter
## 90 Sunrise Spring
## 91 Brain's Base
## 92 J.C.Staff Winter
## 93 SHAFT Summer
## 94 Tiger Animation Spring
## 95 A-1 Pictures
## 96 A-1 Pictures Winter
## 97 Kinema Citrus Winter
## 98 Brain's Base Spring
## 99 MADHOUSE Fall
## 100 Bones
## Tags
## 1 Action, Adventure, Fantasy, Shounen, Demons, Historical, Martial Arts, Orphans, Siblings, Swordplay, Based on a Manga, Explicit Violence
## 2 Drama, Fantasy, Romance, Shoujo, Animal Transformation, Contemporary Fantasy, Curse, Dysfunctional Families, Mental Illness, Orphans, Based on a Manga, Emotional Abuse,, Mature Themes,, Physical Abuse,, Suicide,, Violence,, Domestic Abuse
## 3 Fantasy, Ancient China, Chinese Animation, Cultivation, Xianxia, Based on a Web Novel
## 4 Action, Adventure, Drama, Fantasy, Mystery, Shounen, Conspiracy, Death of a Loved One, Military, Siblings, Based on a Manga, Animal Abuse,, Mature Themes,, Violence,, Domestic Abuse
## 5 Action, Fantasy, Horror, Shounen, Dark Fantasy, Isolated Society, Military, Outside World, Post-apocalyptic, Based on a Manga, Cannibalism,, Explicit Violence
## 6 Action, Horror, Shounen, Curse, Exorcists, Monsters, School Life, Supernatural, Based on a Manga, Explicit Violence
## 7 Action, Drama, Fantasy, Horror, Shounen, Dark Fantasy, Military, War, Based on a Manga
## 8 Action, Drama, Fantasy, Horror, Shounen, Dark Fantasy, Military, War, Based on a Manga, Explicit Violence,, Mature Themes,, Physical Abuse,, Suicide
## 9 Action, Drama, Fantasy, Shounen, Demons, Historical, Martial Arts, Orphans, Siblings, Swordplay, Trains, Based on a Manga, Mature Themes,, Suicide,, Violence
## 10 Shounen, Sports, Animeism, School Club, School Life, Tournaments, Volleyball, Based on a Manga
## 11 Drama, Romance, Body Swapping, Gender Bender, Opposites Attract, School Life, Supernatural, Original Work
## 12 Shounen, Sports, School Club, School Life, Tournaments, Volleyball, Based on a Manga
## 13 Action, Adventure, Comedy, Drama, Fantasy, Shounen, Death of a Loved One, Demons, Historical, Martial Arts, Orphans, Siblings, Swordplay, Based on a Manga, Violence
## 14 Action, Adventure, Drama, Fantasy, Shounen, Monsters, Superpowers, Based on a Manga, Violence
## 15 Drama, Shounen, Disability, Melancholy, Mental Illness, School Life, Based on a Manga, Bullying,, Mature Themes,, Suicide
## 16 Drama, Melancholy, War, Based on a Light Novel, Violence
## 17 Shounen, Sports, Animeism, School Club, Tournaments, Volleyball, Based on a Manga
## 18 BL, Romance, Shounen-ai, Afterlife, Ancient China, Chinese Animation, Demon King, Ghosts, Gods, Interspecies Relationship, Non-Human Protagonists, Opposites Attract, Royalty, Supernatural, Xianxia, Based on a Web Novel
## 19 Action, Adventure, Fantasy, Shounen, Cheats, Demons, Isekai, Kingdom Building, Magic, Management, Modern Knowledge, Monsters, Person in a Strange World, Political, Reincarnation, RPG, Slimes, Based on a Manga
## 20 BL, Drama, Romance, Shounen-ai, Death of a Loved One, Music, noitaminA, Based on a Manga, Mature Themes,, Suicide
## 21 Mecha, Sci Fi, Conspiracy, Mind Games, Overpowered Main Characters, Political, Psychological, Real Robot, Rebellions, Rivalries, Royalty, Secret Identity, Superpowers, Terrorism, Original Work
## 22 Action, Fantasy, Mystery, Ancient China, Chinese Animation, Cultivation, Historical, Martial Arts, Overpowered Main Characters, Supernatural, Swordplay, War, Xianxia, Zombies, Based on a Web Novel, Violence
## 23 Action, Comedy, Drama, Sci Fi, Shounen, Aliens, Feudal Japan, Gag, Parody, Samurai, Swordplay, Based on a Manga, Violence
## 24 Drama, Fantasy, Chinese Animation, Contemporary Fantasy, Superpowers, Time Travel, Urban Fantasy, Original Work, Violence
## 25 Action, Comedy, Exorcists, Psychic Powers, Psychological, School Life, Supernatural, Superpowers, Based on a Manga, Violence
## 26 Shounen, Sports, Animeism, School Club, Tournaments, Volleyball, Based on a Manga
## 27 Comedy, Drama, Fantasy, Romance, Shoujo, Animal Transformation, Contemporary Fantasy, Curse, Dysfunctional Families, Love Triangle, Mental Illness, Orphans, Based on a Manga, Bullying,, Emotional Abuse,, Mature Themes,, Physical Abuse,, Domestic Abuse
## 28 Fantasy, Horror, Mystery, Sci Fi, Shounen, Dark Fantasy, Isolated Society, Mind Games, noitaminA, Orphans, Outside World, Psychological, Thriller, Based on a Manga, Mature Themes,, Domestic Abuse,, Self-Harm
## 29 Adventure, Fantasy, Curse, Family Friendly, Japanese Mythology, Magic, Person in a Strange World, Youkai, Original Work
## 30 Action, Adventure, Fantasy, Shounen, Cheats, Demons, Isekai, Kingdom Building, Magic, Management, Modern Knowledge, Monsters, Person in a Strange World, Political, Reincarnation, RPG, Slimes, Based on a Manga, Physical Abuse
## 31 Action, BL, Comedy, Drama, Romance, Shounen-ai, Afterlife, Ancient China, Chinese Animation, Demon King, Demons, Ghosts, Gods, Heaven, Historical, Interspecies Relationship, Non-Human Protagonists, Opposites Attract, Religion, Royalty, Supernatural, Xianxia, Based on a Web Novel, Bullying,, Violence
## 32 Action, Adventure, Fantasy, Coming of Age, Disability, Royalty, Based on a Manga, Violence
## 33 Action, Adventure, Drama, Fantasy, Romance, Demons, Isekai, Magic, NEET, Person in a Strange World, Reincarnation, Based on a Light Novel, Mature Themes,, Violence
## 34 Action, Comedy, Drama, Sci Fi, Shounen, Aliens, Crude, Feudal Japan, Gag, Samurai, Slapstick, Swordplay, Based on a Manga
## 35 Drama, Romance, Adult Couples, Coming of Age, Family Life, Illness, Based on a Visual Novel, Drug Use,, Mature Themes
## 36 Action, Adventure, Mystery, Ancient China, Chinese Animation, Cultivation, Historical, Rebellions, Supernatural, Swordplay, War, Xianxia, Zombies, Based on a Web Novel, Violence
## 37 Action, Comedy, Drama, Sci Fi, Shounen, Aliens, Crude, Feudal Japan, Gag, Parody, Samurai, Slapstick, Swordplay, Based on a Manga
## 38 Action, Drama, Shoujo, America, Criminals, Gangs, noitaminA, Based on a Manga, Drug Use,, Mature Themes,, Physical Abuse,, Prostitution,, Sexual Abuse,, Violence
## 39 Action, Fantasy, Chinese Animation, Cultivation, Xianxia, Based on a Web Novel, CG Animation
## 40 Action, Comedy, Drama, Sci Fi, Shounen, Aliens, Feudal Japan, Samurai, Swordplay, Time Travel, Based on a Manga
## 41 Action, Comedy, Drama, Sci Fi, Shounen, Aliens, Crude, Feudal Japan, Gag, Samurai, Slapstick, Swordplay, Based on a Manga
## 42 Action, Comedy, Drama, Sci Fi, Shounen, Aliens, Crude, Feudal Japan, Gag, Samurai, Slapstick, Swordplay, Based on a Manga
## 43 Action, Fantasy, Horror, Dark Fantasy, Isolated Society, Military, Outside World, Political, Post-apocalyptic, Based on a Manga, Cannibalism,, Explicit Violence
## 44 Sci Fi, Conspiracy, LGBT Themes, Psychological, Thriller, Time Travel, Based on a Visual Novel, Mature Themes,, Suicide
## 45 Shounen, Sports, School Club, School Life, Tournaments, Volleyball, Based on a Manga
## 46 Action, Comedy, Drama, Sci Fi, Shounen, Aliens, Breaking the Fourth Wall, Crude, Feudal Japan, Gag, Parody, Samurai, Slapstick, Swordplay, Based on a Manga
## 47 Action, Comedy, Sci Fi, Seinen, Cyborgs, Monsters, Overpowered Main Characters, Parody, Satire, Superheroes, Superpowers, Based on a Manga, Explicit Violence
## 48 Action, Drama, Fantasy, Shounen, Demons, Historical, Orphans, Siblings, Swordplay, Trains, Based on a Manga, Mature Themes,, Suicide,, Violence
## 49 Action, Comedy, Drama, Sci Fi, Shounen, Aliens, Breaking the Fourth Wall, Crude, Feudal Japan, Gag, Parody, Samurai, Slapstick, Swordplay, Based on a Manga
## 50 Adventure, Fantasy, Romance, Curse, Family Friendly, Lifestyle Change, Magic, Witches, Based on a Novel
## 51 Drama, Fantasy, Shoujo, Bodyguards, Cats, Countryside, Episodic, Iyashikei, Japanese Mythology, Orphans, Supernatural, Youkai, Based on a Manga
## 52 Action, Adventure, Shounen, Europe, Italy, Supernatural, Based on a Manga, Animal Abuse,, Mature Themes
## 53 Action, Adventure, Shounen, America, Prison, Supernatural, Based on a Manga
## 54 Action, Seinen, Death of a Loved One, England, Europe, Historical, Medieval, Revenge, Swordplay, War, Weak to Strong, Based on a Manga, Violence
## 55 Drama, Shoujo, Slice of Life, Bodyguards, Cats, Countryside, Episodic, Iyashikei, Japanese Mythology, Orphans, Supernatural, Youkai, Based on a Manga
## 56 Action, Comedy, Sci Fi, Shounen, Assassins, Non-Human Protagonists, Overpowered Main Characters, Parody, School Life, Teaching, Based on a Manga
## 57 Drama, Shoujo, Slice of Life, Bodyguards, Cats, Countryside, Episodic, Iyashikei, Japanese Mythology, Orphans, Supernatural, Youkai, Based on a Manga
## 58 Action, Comedy, Drama, Sci Fi, Shounen, Superheroes, Superpowers, Based on a Manga, Violence
## 59 Drama, Lifestyle Change, Melancholy, War, Based on a Light Novel, Violence
## 60 Action, Adventure, Comedy, Fantasy, Shounen, Cheats, Demons, Isekai, Kingdom Building, Magic, Management, Modern Knowledge, Monsters, Non-Human Protagonists, Overpowered Main Characters, Person in a Strange World, Political, Reincarnation, RPG, Slimes, Based on a Manga, Violence
## 61 Action, Comedy, Drama, Sci Fi, Shounen, School Life, Superheroes, Superpowers, Tournaments, Weak to Strong, Based on a Manga, Emotional Abuse,, Mature Themes,, Physical Abuse,, Violence,, Domestic Abuse
## 62 Fantasy, Slice of Life, Animal Characteristics, Animal Transformation, Childcare, Coming of Age, Contemporary Fantasy, Countryside, Death of a Loved One, Family Life, Lifestyle Change, Single Parent, Werewolves, Original Work, Nudity
## 63 Comedy, Sports, Racing, Original Work, Emotional Abuse,, Mature Themes,, Physical Abuse,, Domestic Abuse
## 64 Action, Drama, Shounen, Sports, Boxing, Hand to Hand Combat, Weak to Strong, Based on a Manga
## 65 Mecha, Sci Fi, Conspiracy, Mind Games, Overpowered Main Characters, Political, Psychological, Real Robot, Rebellions, Revenge, Rivalries, Royalty, Secret Identity, Superpowers, Terrorism, Original Work, Nudity,, Violence
## 66 Action, Adventure, Comedy, Shounen, Monster-of-the-week, Proxy Battles, Supernatural, Based on a Manga, Animal Abuse,, Explicit Violence,, Mature Themes
## 67 Action, Adventure, Drama, Fantasy, Romance, Shoujo, Death of a Loved One, Orphans, Political, Royalty, Based on a Manga, Violence
## 68 Action, Mystery, Shounen, Proxy Battles, Supernatural, Based on a Manga, Animal Abuse,, Mature Themes,, Violence
## 69 Comedy, Romance, Shoujo, Animal Characteristics, Interspecies Relationship, Japanese Mythology, Master-Servant Relationship, Non-Human Protagonists, Based on a Manga
## 70 Action, Drama, Shounen, Sports, Boxing, Hand to Hand Combat, Tournaments, Based on a Manga
## 71 Fantasy, Seinen, Episodic, Iyashikei, Supernatural, Based on a Manga
## 72 Action, Fantasy, Horror, Shounen, Dark Fantasy, Death of a Loved One, Isolated Society, Military, Outside World, Overpowered Main Characters, Post-apocalyptic, Revenge, Based on a Manga, Cannibalism,, Explicit Violence,, Mature Themes,, Suicide
## 73 Shounen, Sports, Recap, Volleyball, Based on a Manga
## 74 Comedy, Drama, Romance, Seinen, Episodic, Love Confession, Mind Games, School Life, Student Council, Based on a Manga
## 75 Action, Comedy, Drama, Sci Fi, Shounen, Aliens, Crude, Feudal Japan, Gag, Samurai, Slapstick, Swordplay, Based on a Manga
## 76 Drama, Seinen, Slice of Life, Board Games, Melancholy, Orphans, Psychological, Based on a Manga, Bullying,, Emotional Abuse
## 77 Drama, Shoujo, Slice of Life, Bodyguards, Cats, Countryside, Episodic, Iyashikei, Japanese Mythology, Orphans, Supernatural, Youkai, Based on a Manga
## 78 Action, Fantasy, Horror, Shounen, Dark Fantasy, Isolated Society, Military, Outside World, Overpowered Main Characters, Post-apocalyptic, Based on a Manga, Cannibalism,, Explicit Violence
## 79 Drama, Romance, Seinen, Coming of Age, Illness, Opposites Attract, School Life, Based on a Novel
## 80 Drama, Romance, Illness, Senpai-Kouhai Relationship, Supernatural, Time Travel, Based on a Light Novel
## 81 BL, Drama, Romance, Shounen-ai, Adult Couples, Codependency, Love Triangle, Mature Romance, Music, Based on a Manga, Emotional Abuse,, Mature Themes,, Physical Abuse,, Sexual Abuse,, Sexual Content
## 82 Fantasy, Seinen, Episodic, Iyashikei, Supernatural, Based on a Manga
## 83 Action, Adventure, Fantasy, Curse, Environmental, Feudal Japan, Forest, Japanese Mythology, Royalty, Original Work
## 84 Shounen, Sports, Basketball, School Club, Tournaments, Based on a Manga
## 85 Chibi, Korean Animation
## 86 Shounen, Sports, Recap, School Club, Tournaments, Volleyball, Based on a Manga
## 87 Adventure, Comedy, Sci Fi, Shounen, Person in a Strange World, Post-apocalyptic, Prehistoric, Survival, Based on a Manga
## 88 Action, Fantasy, Shoujo, Dark Fantasy, Isolated Society, Military, Outside World, Post-apocalyptic, Based on a Manga, Cannibalism,, Explicit Violence
## 89 Comedy, Romance, Shounen, Romantic Comedy, School Life, Based on a Manga
## 90 Action, Adventure, Drama, Sci Fi, Bounty Hunters, Episodic, Noir, Outer Space, Western, Original Work, Drug Use,, Mature Themes,, Nudity,, Violence
## 91 Drama, Romance, Shoujo, Coming of Age, Forest, Japanese Mythology, Loneliness, Melancholy, Supernatural, Youkai, Based on a Manga
## 92 Comedy, Shounen, Slice of Life, Breaking the Fourth Wall, Gag, Psychic Powers, School Life, Supernatural, Superpowers, Based on a Manga
## 93 Action, Comedy, Drama, Ecchi, Mystery, Romance, Supernatural, Tsundere, Based on a Light Novel, Explicit Violence
## 94 Action, Adventure, Drama, Horror, 15th Century, Europe, Historical, Magic, Medieval, Supernatural, Vampires, Based on a Video Game, Animal Abuse,, Explicit Violence,, Mature Themes,, Suicide
## 95 BL, Drama, Romance, Shounen-ai, All-Boys School, LGBT Themes, Opposites Attract, School Life, Based on a Manga
## 96 Drama, Mystery, Seinen, Age Transformation, Crime, Death of a Loved One, Dysfunctional Families, Melancholy, noitaminA, Serial Killers, Supernatural, Thriller, Time Travel, Based on a Manga, Animal Abuse,, Mature Themes,, Physical Abuse,, Domestic Abuse
## 97 Action, Adventure, Drama, Fantasy, Seinen, Animal Characteristics, Betrayal, Dark Fantasy, Demons, Framed for a Crime, Isekai, Monsters, Person in a Strange World, RPG, Summoned Into Another World, Based on a Light Novel, Violence
## 98 Adventure, Drama, Fantasy, Shounen, Animal Transformation, Melancholy, Non-Human Protagonists, Supernatural, Survival, Based on a Manga, Violence
## 99 Action, Drama, Shounen, Sports, Boxing, Hand to Hand Combat, Based on a Manga
## 100 Drama, Romance, Disability, Based on a Novel
## Rating Release_year End_year
## 1 4.60 2021 NA
## 2 4.60 2021 NA
## 3 4.58 2021 NA
## 4 4.58 2009 2010
## 5 4.57 2019 NA
## 6 4.56 2020 2021
## 7 4.56 2022 NA
## 8 4.55 2020 2021
## 9 4.54 2020 NA
## 10 4.53 2016 NA
## 11 4.51 2016 NA
## 12 4.51 2015 2016
## 13 4.51 2019 NA
## 14 4.51 2011 2014
## 15 4.51 2016 NA
## 16 4.50 2020 NA
## 17 4.50 2020 NA
## 18 4.50 2021 NA
## 19 4.48 2021 NA
## 20 4.48 2019 NA
## 21 4.47 2008 NA
## 22 4.46 2019 NA
## 23 4.46 2021 NA
## 24 4.46 2021 NA
## 25 4.46 2019 NA
## 26 4.46 2020 NA
## 27 4.45 2020 NA
## 28 4.45 2019 NA
## 29 4.45 2001 NA
## 30 4.45 2021 NA
## 31 4.45 2020 2021
## 32 4.45 2021 NA
## 33 4.45 2021 NA
## 34 4.44 2018 NA
## 35 4.44 2008 2009
## 36 4.44 2018 NA
## 37 4.44 2012 2013
## 38 4.44 2018 NA
## 39 4.44 2018 NA
## 40 4.44 2013 NA
## 41 4.44 2017 NA
## 42 4.44 2018 NA
## 43 4.44 2018 NA
## 44 4.44 2011 NA
## 45 4.43 2014 NA
## 46 4.43 2011 2012
## 47 4.43 2015 NA
## 48 4.43 2021 NA
## 49 4.43 2015 2016
## 50 4.43 2004 NA
## 51 4.43 2017 NA
## 52 4.43 2018 2019
## 53 4.42 2021 NA
## 54 4.42 2019 NA
## 55 4.40 2012 NA
## 56 4.40 2016 NA
## 57 4.40 2016 NA
## 58 4.40 2018 NA
## 59 4.39 2018 NA
## 60 4.39 2018 2019
## 61 4.39 2017 NA
## 62 4.39 2012 NA
## 63 4.38 2021 NA
## 64 4.38 2000 2002
## 65 4.38 2006 2007
## 66 4.37 2015 NA
## 67 4.37 2016 NA
## 68 4.37 2016 NA
## 69 4.37 2015 2016
## 70 4.37 2009 NA
## 71 4.37 2014 NA
## 72 4.37 2013 NA
## 73 4.37 2017 NA
## 74 4.37 2020 NA
## 75 4.36 2017 NA
## 76 4.36 2017 2018
## 77 4.36 2011 NA
## 78 4.36 2017 NA
## 79 4.36 2018 NA
## 80 4.36 2019 NA
## 81 4.36 2020 NA
## 82 4.36 2014 NA
## 83 4.36 1997 NA
## 84 4.36 2015 NA
## 85 4.36 2020 NA
## 86 4.36 2017 NA
## 87 4.36 2019 NA
## 88 4.36 2014 2015
## 89 4.36 2021 NA
## 90 4.36 1998 1999
## 91 4.36 2011 NA
## 92 4.36 2018 NA
## 93 4.36 2013 NA
## 94 4.35 2021 NA
## 95 4.35 2016 NA
## 96 4.35 2016 NA
## 97 4.35 2019 NA
## 98 4.35 2021 NA
## 99 4.35 2013 2014
## 100 4.35 2020 NA#top five Anime
head(data)## Rank Name
## 1 1 Demon Slayer: Kimetsu no Yaiba - Entertainment District Arc
## 2 2 Fruits Basket the Final Season
## 3 3 Mo Dao Zu Shi 3
## 4 4 Fullmetal Alchemist: Brotherhood
## 5 5 Attack on Titan 3rd Season: Part II
## 6 6 Jujutsu Kaisen
## Japanese_name Type Episodes
## 1 Kimetsu no Yaiba: Yuukaku-hen TV NA
## 2 Fruits Basket the Final TV 13
## 3 The Founder of Diabolism 3 Web 12
## 4 Hagane no Renkinjutsushi: Full Metal Alchemist TV 64
## 5 Shingeki no Kyojin Season 3: Part II TV 10
## 6 TV 24
## Studio Release_season
## 1 ufotable Fall
## 2 TMS Entertainment Spring
## 3 B.C MAY PICTURES
## 4 Bones Spring
## 5 WIT Studio Spring
## 6 MAPPA Fall
## Tags
## 1 Action, Adventure, Fantasy, Shounen, Demons, Historical, Martial Arts, Orphans, Siblings, Swordplay, Based on a Manga, Explicit Violence
## 2 Drama, Fantasy, Romance, Shoujo, Animal Transformation, Contemporary Fantasy, Curse, Dysfunctional Families, Mental Illness, Orphans, Based on a Manga, Emotional Abuse,, Mature Themes,, Physical Abuse,, Suicide,, Violence,, Domestic Abuse
## 3 Fantasy, Ancient China, Chinese Animation, Cultivation, Xianxia, Based on a Web Novel
## 4 Action, Adventure, Drama, Fantasy, Mystery, Shounen, Conspiracy, Death of a Loved One, Military, Siblings, Based on a Manga, Animal Abuse,, Mature Themes,, Violence,, Domestic Abuse
## 5 Action, Fantasy, Horror, Shounen, Dark Fantasy, Isolated Society, Military, Outside World, Post-apocalyptic, Based on a Manga, Cannibalism,, Explicit Violence
## 6 Action, Horror, Shounen, Curse, Exorcists, Monsters, School Life, Supernatural, Based on a Manga, Explicit Violence
## Rating Release_year End_year
## 1 4.60 2021 NA
## 2 4.60 2021 NA
## 3 4.58 2021 NA
## 4 4.58 2009 2010
## 5 4.57 2019 NA
## 6 4.56 2020 2021#few anime from down
tail(data)## Rank Name Japanese_name Type
## 95 95 Doukyuusei Doukyuusei -Classmates- Movie
## 96 96 ERASED Boku dake ga Inai Machi TV
## 97 97 The Rising of the Shield Hero Tate no Yuusha no Nariagari TV
## 98 98 To Your Eternity Fumetsu no Anata e TV
## 99 99 Hajime no Ippo: Rising Fighting Spirit: Rising TV
## 100 100 Josee, the Tiger and the Fish Josee to Tora to Sakana-tachi Movie
## Episodes Studio Release_season
## 95 NA A-1 Pictures
## 96 12 A-1 Pictures Winter
## 97 25 Kinema Citrus Winter
## 98 20 Brain's Base Spring
## 99 25 MADHOUSE Fall
## 100 NA Bones
## Tags
## 95 BL, Drama, Romance, Shounen-ai, All-Boys School, LGBT Themes, Opposites Attract, School Life, Based on a Manga
## 96 Drama, Mystery, Seinen, Age Transformation, Crime, Death of a Loved One, Dysfunctional Families, Melancholy, noitaminA, Serial Killers, Supernatural, Thriller, Time Travel, Based on a Manga, Animal Abuse,, Mature Themes,, Physical Abuse,, Domestic Abuse
## 97 Action, Adventure, Drama, Fantasy, Seinen, Animal Characteristics, Betrayal, Dark Fantasy, Demons, Framed for a Crime, Isekai, Monsters, Person in a Strange World, RPG, Summoned Into Another World, Based on a Light Novel, Violence
## 98 Adventure, Drama, Fantasy, Shounen, Animal Transformation, Melancholy, Non-Human Protagonists, Supernatural, Survival, Based on a Manga, Violence
## 99 Action, Drama, Shounen, Sports, Boxing, Hand to Hand Combat, Based on a Manga
## 100 Drama, Romance, Disability, Based on a Novel
## Rating Release_year End_year
## 95 4.35 2016 NA
## 96 4.35 2016 NA
## 97 4.35 2019 NA
## 98 4.35 2021 NA
## 99 4.35 2013 2014
## 100 4.35 2020 NAfor the plots,we are using ggplot2 library.ggplot2 is a popular R data visualization package that provides an intuitive and flexible framework for creating a wide range of high-quality, customized graphs and plots for data analysis and presentation.
library(ggplot2)## Warning: package 'ggplot2' was built under R version 4.3.1#barplot
ggplot(data, aes(x =Tags, y =Rating)) +
geom_bar(stat = "identity", fill = "blue") +
labs(title = "ggplot", x = "tags", y = "rating")
#histogram
ggplot(data, aes(x=Episodes))+
geom_histogram(binwidth = 5, fill = "green", color = "red") +
labs(title = "histogram", x = "Episodes", y = "Frequency")## Warning: Removed 22 rows containing non-finite values (`stat_bin()`).
we can conclude the same over here also
#scatter plot
ggplot(data, aes(x =Episodes, y =Studio)) +
geom_point(color = "red") +
labs(title = "scatter plot", x = "Episodes", y = "studio")## Warning: Removed 22 rows containing missing values (`geom_point()`).
a=table(data$Rating)
b=names(a)
a#displaying no of artist count##
## 4.35 4.36 4.37 4.38 4.39 4.4 4.42 4.43 4.44 4.45 4.46 4.47 4.48 4.5 4.51 4.53
## 7 19 9 3 4 4 2 8 11 7 5 1 2 3 5 1
## 4.54 4.55 4.56 4.57 4.58 4.6
## 1 1 2 1 2 2share = round(a/sum(a)*100)
a = paste(share,"%",sep="")the table created above shows rating of anime.
# Create a data frame with the data to be plotted
c <- data.frame(category = b, value = a)
# Create the pie chart using ggplot2
library(ggplot2)
ggplot(c, aes(x = "", y = value, fill = category)) +
geom_bar(stat = "identity", width = 1) +
coord_polar(theta = "y") +
geom_text(aes(label = value), position = position_stack(vjust = 0.5)) +
scale_fill_manual(values = rainbow(length(b))) +
labs(title = "Pie Chart Example")
shows the above analysis in the form of share of pie.
#boxplot
ggplot(data, aes(x =Release_season, y =Rating)) +
geom_boxplot(fill = "purple", color = "black") +
labs(title = "Box Plot Example", x = "Release_season", y = "Rating")
there are two outliers in the release season spring.