library(tidyverse) 
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library(dplyr)
library(stringr) 
library(rvest)
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library(lubridate)
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TV show

This data set is record with the TV show rating. We want to use this dataset to know the highest rated TV show each year and the each category.

tv_url<- "https://raw.githubusercontent.com/Benson90/Project2/main/Dataset_Superhero-TV-Shows.txt"
tvdata <-read.csv(tv_url)

Data Transformation

We were selected some of the variable from the dataset into data frame and converting the character to Numbers. Also, read the variable year as a strings.

tvworkingdata <- tvdata %>%  
select("show_title","imdb_rating","release_year","runtime","genre","parental_guideline")

tvworkingdata <- tvworkingdata[!(tvworkingdata$imdb_rating=="Not-Rated"),]

tvworkingdata$imdb_rating <-as.numeric(tvworkingdata$imdb_rating)
suppressWarnings(tvworkingdata$runtime <-as.numeric(tvworkingdata$runtime))

tvworkingdata <- tvworkingdata %>% filter_at(vars(2), any_vars(. > 0))
tvworkingdata <- tvworkingdata %>% filter_at(vars(4), any_vars(. > 0))

tvworkingdata$release_year <- str_extract(tvworkingdata$release_year, "^\\d{4}")

head(tvworkingdata,20)
##                   show_title imdb_rating release_year runtime
## 1                 Peacemaker         8.5         2022      40
## 2  The Legend of Vox Machina         8.6         2022      30
## 3                  Daredevil         8.6         2015      54
## 4                   The Boys         8.7         2019      60
## 5               Raising Dion         7.2         2019      50
## 6                     Titans         7.6         2018      45
## 7  Star Wars: The Clone Wars         8.3         2008      23
## 8               The Punisher         8.5         2017      53
## 9                  The Flash         7.6         2014      43
## 10           Superman & Lois         7.9         2021      42
## 11      The Umbrella Academy         8.0         2019      60
## 12    Agents of S.H.I.E.L.D.         7.5         2013      45
## 13               What If...?         7.5         2021      32
## 14                    Gotham         7.8         2014      42
## 15                     Arrow         7.5         2012      42
## 16                Invincible         8.7         2021      50
## 17             Jessica Jones         7.9         2015      56
## 18  DC's Legends of Tomorrow         6.8         2016      42
## 19               Doom Patrol         7.9         2019      60
## 20         Star Wars: Rebels         8.0         2014      22
##                           genre parental_guideline
## 1     Action, Adventure, Comedy              TV-MA
## 2  Animation, Action, Adventure              TV-MA
## 3          Action, Crime, Drama              TV-MA
## 4          Action, Crime, Drama              TV-MA
## 5                 Drama, Sci-Fi               TV-G
## 6      Action, Adventure, Crime              TV-MA
## 7  Animation, Action, Adventure              TV-PG
## 8          Action, Crime, Drama              TV-MA
## 9      Action, Adventure, Drama              TV-PG
## 10     Action, Adventure, Drama              TV-14
## 11    Action, Adventure, Comedy              TV-14
## 12     Action, Adventure, Drama              TV-PG
## 13 Animation, Action, Adventure              TV-14
## 14         Action, Crime, Drama              TV-14
## 15     Action, Adventure, Crime              TV-14
## 16 Animation, Action, Adventure              TV-MA
## 17         Action, Crime, Drama              TV-MA
## 18     Action, Adventure, Drama              TV-14
## 19    Action, Adventure, Comedy              TV-MA
## 20 Animation, Action, Adventure           TV-Y7-FV

Sorting data

Firstly, we sort the year and the category. Then the rating.

tvworkingdatayr <- tvworkingdata[order(tvworkingdata$release_year,tvworkingdata$imdb_rating, decreasing = TRUE), ]
tvworkingdatatype <- tvworkingdata[order(tvworkingdata$parental_guideline,tvworkingdata$imdb_rating, decreasing = TRUE), ]

tvworkingdatayr
##                                       show_title imdb_rating release_year
## 2                      The Legend of Vox Machina         8.6         2022
## 1                                     Peacemaker         8.5         2022
## 388                                     El Deafo         8.2         2022
## 401                                  Action Pack         6.3         2022
## 16                                    Invincible         8.7         2021
## 92                                 Bad and Crazy         8.3         2021
## 380                           Kamen Rider Revice         8.2         2021
## 88                     Marvel Studios: Assembled         8.0         2021
## 10                               Superman & Lois         7.9         2021
## 40                                    Hit-Monkey         7.9         2021
## 49                                    Hit-Monkey         7.9         2021
## 144                                   Kid Cosmic         7.9         2021
## 451                       Kikai Sentai Zenkaiger         7.6         2021
## 13                                   What If...?         7.5         2021
## 169                                 Super Crooks         7.2         2021
## 183                                        Trese         7.0         2021
## 41                            Star Trek: Prodigy         6.9         2021
## 53                            Star Trek: Prodigy         6.9         2021
## 101                      Power Rangers Dino Fury         6.8         2021
## 486                               SSSS.Dynazenon         6.8         2021
## 65                              Jupiter's Legacy         6.7         2021
## 213                      Marvel Studios: Legends         6.5         2021
## 111                                      Q-Force         6.4         2021
## 156                          Marvel's M.O.D.O.K.         6.3         2021
## 422                                   Ghostforce         6.3         2021
## 134               Spidey and His Amazing Friends         6.1         2021
## 146       He-Man and the Masters of the Universe         6.0         2021
## 147             Resident Evil: Infinite Darkness         5.8         2021
## 348                                         Zero         5.6         2021
## 75           Masters of the Universe: Revelation         5.2         2021
## 511                      Mashin Sentai Kiramager         8.0         2020
## 626                                   Ultraman Z         7.9         2020
## 61                        Star Trek: Lower Decks         7.3         2020
## 197      Transformers: War for Cybertron Trilogy         7.3         2020
## 34                                      Stargirl         7.2         2020
## 499                            Kamen Rider Saber         6.9         2020
## 290                  Ghost in the Shell SAC_2045         6.3         2020
## 489                Magical Girl Friendship Squad         2.5         2020
## 364                             ThunderCats Roar         2.0         2020
## 4                                       The Boys         8.7         2019
## 39                                  Harley Quinn         8.5         2019
## 48                                  Harley Quinn         8.5         2019
## 11                          The Umbrella Academy         8.0         2019
## 433                         Kamen Rider Zero-One         8.0         2019
## 19                                   Doom Patrol         7.9         2019
## 82                                   Swamp Thing         7.5         2019
## 329                     Wolverine: Lost Chapters         7.4         2019
## 5                                   Raising Dion         7.2         2019
## 181                          DC Super Hero Girls         7.1         2019
## 202                                     The Rook         6.8         2019
## 220                                     Ultraman         6.8         2019
## 221                 Power Rangers Beast Morphers         6.7         2019
## 389                                 The Neighbor         6.6         2019
## 26                                  Wu Assassins         6.4         2019
## 25                                      Batwoman         3.4         2019
## 98            She-Ra and the Princesses of Power         7.8         2018
## 6                                         Titans         7.6         2018
## 287                  Constantine: City of Demons         7.6         2018
## 470                                 SSSS.Gridman         7.0         2018
## 129                                      Krypton         6.9         2018
## 556                             Kamen Rider Zi-O         6.9         2018
## 120                               Cloak & Dagger         6.7         2018
## 323         The Epic Tales of Captain Underpants         6.7         2018
## 97                                 The Protector         6.6         2018
## 416                                      Famalam         6.3         2018
## 204     Rise of the Teenage Mutant Ninja Turtles         5.5         2018
## 441                                  Super Drags         5.4         2018
## 387                    ReBoot: The Guardian Code         3.8         2018
## 412                 The Adventures of Kid Danger         2.1         2018
## 8                                   The Punisher         8.5         2017
## 494                            Kamen Rider Build         8.5         2017
## 36                                        Legion         8.2         2017
## 591                        Uchu Sentai Kyuranger         7.4         2017
## 70                                    The Gifted         7.3         2017
## 211                       Big Hero 6: The Series         7.2         2017
## 74                                      Runaways         7.0         2017
## 29                                     Iron Fist         6.4         2017
## 267                                    Powerless         6.4         2017
## 286                     OK K.O.! Let's Be Heroes         6.4         2017
## 493        Stretch Armstrong & the Flex Fighters         6.4         2017
## 421                     Power Rangers HyperForce         6.3         2017
## 150                                   Spider-Man         6.2         2017
## 76                               Black Lightning         6.1         2017
## 182                    Power Rangers Ninja Steel         6.0         2017
## 464                    Freedom Fighters: The Ray         5.8         2017
## 66                                      Inhumans         5.0         2017
## 86                                Mob Psycho 100         8.6         2016
## 23                              My Hero Academia         8.4         2016
## 127               Trollhunters: Tales of Arcadia         8.4         2016
## 151                  Voltron: Legendary Defender         8.0         2016
## 602                          Kamen Rider Amazons         7.8         2016
## 341                        Justice League Action         7.6         2016
## 99                                      The Tick         7.4         2016
## 28                                     Luke Cage         7.3         2016
## 482                               Gotham Stories         7.3         2016
## 170                                    Lucky Man         7.2         2016
## 500                   Kulipari: An Army of Frogs         7.0         2016
## 18                      DC's Legends of Tomorrow         6.8         2016
## 439                                World of Winx         6.8         2016
## 609                                    Zak Storm         6.8         2016
## 276                        Lab Rats: Elite Force         6.5         2016
## 60                                   Van Helsing         6.2         2016
## 272                          The Powerpuff Girls         3.4         2016
## 160                                       Ben 10         3.1         2016
## 35                                 One Punch Man         8.7         2015
## 3                                      Daredevil         8.6         2015
## 83                             Dragon Ball Super         8.3         2015
## 17                                 Jessica Jones         7.9         2015
## 44                                  Agent Carter         7.9         2015
## 59                                  Agent Carter         7.9         2015
## 130                  Star vs. the Forces of Evil         7.8         2015
## 22       Miraculous: Tales of Ladybug & Cat Noir         7.7         2015
## 229                                 SuperMansion         7.6         2015
## 625 Justice League: Gods and Monsters Chronicles         7.6         2015
## 233                      Guardians of the Galaxy         7.3         2015
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## 471                             Batman Unlimited         6.8         2015
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## 425                             Inspector Gadget         4.7         2015
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## 317                                 The Awesomes         7.3         2013
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## 100                              Teen Titans Go!         5.3         2013
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## 508                                  Bridal Mask         8.4         2012
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## 58                           The Legend of Korra         8.3         2012
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## 104                 Teenage Mutant Ninja Turtles         7.8         2012
## 179                                         RWBY         7.6         2012
## 15                                         Arrow         7.5         2012
## 126                          Ultimate Spider-Man         7.2         2012
## 109                            Avengers Assemble         7.0         2012
## 145                                     Lab Rats         6.6         2012
## 362            Randy Cunningham: 9th Grade Ninja         6.6         2012
## 448                               Smile PreCure!         6.6         2012
## 128                            Ben 10: Omniverse         6.1         2012
## 616                                       SheZow         5.9         2012
## 222                             Batgirl: Spoiled         5.7         2012
## 509                      Kaizoku Sentai Gokaiger         8.5         2011
## 261                               Black Dynamite         8.1         2011
## 337           Green Lantern: The Animated Series         8.0         2011
## 594                              New Teen Titans         7.5         2011
## 219                        Mortal Kombat: Legacy         7.4         2011
## 139                Ninjago: Masters of Spinjitzu         7.3         2011
## 445                                Tiger & Bunny         7.3         2011
## 247        Kung Fu Panda: Legends of Awesomeness         7.1         2011
## 519                 The Adventures of Superseven         7.0         2011
## 432                                Voltron Force         6.9         2011
## 350                    Transformers: Rescue Bots         6.5         2011
## 310                                     The Cape         5.8         2011
## 569                                   Super Girl         5.5         2011
## 235                        Power Rangers Samurai         5.1         2011
## 638                        Nightwing: Escalation         5.1         2011
## 38                                 Young Justice         8.7         2010
## 46                                 Young Justice         8.7         2010
## 177       The Avengers: Earth's Mightiest Heroes         8.3         2010
## 135             Scooby-Doo! Mystery Incorporated         8.0         2010
## 191                           Transformers Prime         7.9         2010
## 131                       Ben 10: Ultimate Alien         7.7         2010
## 232                                Generator Rex         7.7         2010
## 153                           No Ordinary Family         6.9         2010
## 457                                     Iron Man         6.4         2010
## 292                                Team Umizoomi         6.1         2010
## 297                                          Mad         5.8         2010
## 502                                     Sidekick         4.3         2010
## 32              Fullmetal Alchemist: Brotherhood         9.1         2009
## 515                                        Darna         8.6         2009
## 606                    Samurai Sentai Shinkenger         8.4         2009
## 622                                Kamen Rider W         8.3         2009
## 42                                       Misfits         8.2         2009
## 57                                       Misfits         8.2         2009
## 194                            Dragon Ball Z Kai         8.2         2009
## 560                            Superman: Red Son         7.1         2009
## 295                         Power Rangers R.P.M.         6.6         2009
## 565                     The League of Super Evil         6.5         2009
## 7                      Star Wars: The Clone Wars         8.3         2008
## 141                   The Spectacular Spider-Man         8.3         2008
## 345                                The Middleman         8.1         2008
## 254                      Wolverine and the X-Men         8.0         2008
## 121                          Ben 10: Alien Force         7.3         2008
## 201               Batman: The Brave and the Bold         7.3         2008
## 547                                Casshern Sins         7.2         2008
## 431                   Kamen Rider: Dragon Knight         6.9         2008
## 311                    Power Rangers Jungle Fury         6.6         2008
## 282                 Iron Man: Armored Adventures         6.5         2008
## 405                                The Mighty B!         5.3         2008
## 501             Speed Racer: The Next Generation         4.1         2008
## 27                             Naruto: Shippûden         8.6         2007
## 72                              Phineas and Ferb         8.0         2007
## 253                            Darker Than Black         7.7         2007
## 627                            Kamen Rider Den-O         7.7         2007
## 559                                  Storm Hawks         7.1         2007
## 158                                     WordGirl         6.9         2007
## 352                       Transformers: Animated         6.6         2007
## 391                                   Super Why!         6.1         2007
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## 285                                 Bionic Woman         5.8         2007
## 367            Power Rangers Operation Overdrive         5.5         2007
## 548                                   Dino Squad         5.5         2007
## 473                            Chop Socky Chooks         4.4         2007
## 338                                 Frisky Dingo         8.1         2006
## 460                        GoGo Sentai Boukenger         7.8         2006
## 33                                        Heroes         7.5         2006
## 398      Fantastic Four: World's Greatest Heroes         6.8         2006
## 312                   Power Rangers Mystic Force         6.7         2006
## 453                                  Kappa Mikey         6.6         2006
## 557                         Biker Mice from Mars         6.4         2006
## 186                            Blade: The Series         6.3         2006
## 498                                   Grossology         6.3         2006
## 479                                 Yin Yang Yo!         6.0         2006
## 21                    Avatar: The Last Airbender         9.3         2005
## 529                                         Garo         7.8         2005
## 579                 Guyver: The Bioboosted Armor         7.8         2005
## 78                                        Ben 10         7.4         2005
## 543                    Hero Bhakti Hi Shakti Hai         7.4         2005
## 617                      Mahou Sentai Magiranger         7.4         2005
## 249                         Power Rangers S.P.D.         6.7         2005
## 206                   American Dragon: Jake Long         6.6         2005
## 455            The Life and Times of Juniper Lee         6.5         2005
## 538                      Transformers: Cybertron         6.5         2005
## 347                          Krypto the Superdog         5.8         2005
## 415                                     Robotboy         5.8         2005
## 454                          Loonatics Unleashed         5.6         2005
## 291                                  Johnny Test         5.2         2005
## 572                            G.I. Joe: Sigma 6         5.2         2005
## 116                     Justice League Unlimited         8.7         2004
## 592                               Ultraman Nexus         8.6         2004
## 37                                        Bleach         8.2         2004
## 382                                    Megas XLR         8.2         2004
## 550                               Dragon Booster         7.4         2004
## 132                                   The Batman         7.3         2004
## 246                                   W.I.T.C.H.         7.3         2004
## 157                               Drawn Together         7.0         2004
## 600                                  Pretty Cure         7.0         2004
## 281                    Power Rangers DinoThunder         6.8         2004
## 478       Super Robot Monkey Team Hyperforce Go!         6.5         2004
## 180                                    Winx Club         6.2         2004
## 542                        Transformers: Energon         6.1         2004
## 484                                 Atomic Betty         5.4         2004
## 112                          Fullmetal Alchemist         8.5         2003
## 123                            The Venture Bros.         8.5         2003
## 636                          Action League Now!!         8.1         2003
## 96                                   Teen Titans         7.9         2003
## 94                         Star Wars: Clone Wars         7.8         2003
## 140                 Teenage Mutant Ninja Turtles         7.8         2003
## 372                                 Duck Dodgers         7.7         2003
## 327                             Xiaolin Showdown         7.4         2003
## 608                  Pretty Guardian Sailor Moon         7.4         2003
## 301                                   Code Lyoko         7.3         2003
## 163                                Danny Phantom         7.1         2003
## 266                                   Spider-Man         7.0         2003
## 467                                    Astro Boy         7.0         2003
## 357                                     Jake 2.0         6.8         2003
## 314                    Power Rangers Ninja Storm         6.4         2003
## 633                        Sabrina's Secret Life         6.4         2003
## 226                                      Sonic X         6.3         2003
## 172                                 Stripperella         5.6         2003
## 196      Ghost in the Shell: Stand Alone Complex         8.5         2002
## 31                                        Naruto         8.3         2002
## 599                            Kamen Rider Ryuki         7.8         2002
## 540       Ultimate Muscle: The Kinnikuman Legacy         7.6         2002
## 302       He-Man and the Masters of the Universe         7.5         2002
## 215                      What's New, Scooby-Doo?         7.3         2002
## 133                                 Kim Possible         7.2         2002
## 166                     Codename: Kids Next Door         7.2         2002
## 411                         Transformers: Armada         7.1         2002
## 461                                Tokyo Mew Mew         7.0         2002
## 223                   My Life as a Teenage Robot         6.9         2002
## 417                                  Ozzy & Drix         6.9         2002
## 152                                Birds of Prey         6.4         2002
## 313                     Power Rangers Wild Force         6.3         2002
## 537                  Aaryaman Brahmand Ka Yoddha         6.2         2002
## 108                                     LazyTown         6.0         2002
## 397                                ¡Mucha Lucha!         5.8         2002
## 620                                Teamo Supremo         4.1         2002
## 93                                  Samurai Jack         8.5         2001
## 105                               Justice League         8.5         2001
## 228                                     The Tick         7.8         2001
## 85                                 Robot Chicken         7.7         2001
## 613                                   Cyborg 009         7.5         2001
## 110                            Fairly OddParents         7.2         2001
## 200                               Totally Spies!         7.1         2001
## 277                     Power Rangers Time Force         7.1         2001
## 487                             The Zeta Project         7.1         2001
## 607                                  Rave Master         7.0         2001
## 440                          MegaMan: NT Warrior         6.9         2001
## 396                         The Legend of Tarzan         6.8         2001
## 234                                   Witchblade         6.5         2001
## 630                          The Ripping Friends         6.4         2001
## 188                                     Mutant X         6.0         2001
## 334                    RoboCop: Prime Directives         4.7         2001
## 264              Harvey Birdman, Attorney at Law         8.0         2000
## 239                             X-Men: Evolution         7.8         2000
## 138                       Aqua Teen Hunger Force         7.6         2000
## 321                            The Invisible Man         7.5         2000
## 89                                    Dark Angel         7.4         2000
## 212                       Jackie Chan Adventures         7.4         2000
## 428                                 Gotham Girls         7.4         2000
## 245                                 Static Shock         7.3         2000
## 409                              Queen of Swords         7.1         2000
## 218                           Happy Tree Friends         7.0         2000
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## 171               Buzz Lightyear of Star Command         6.7         2000
## 339                                    Max Steel         6.7         2000
## 615                                   Action Man         6.7         2000
## 225                                      My Hero         6.6         2000
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## 568          Sherlock Holmes in the 22nd Century         7.4         1999
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## 355                            Sonic Underground         6.1         1999
## 381                 Sabrina, the Animated Series         5.9         1999
## 510                  Avengers: United They Stand         5.5         1999
## 47                                  Cowboy Bebop         8.9         1998
## 610                                 Captain Vyom         8.4         1998
## 214                                       Trigun         8.2         1998
## 142                          The Powerpuff Girls         7.3         1998
## 273                       Power Rangers in Space         7.3         1998
## 430                                Silver Surfer         7.1         1998
## 332                         Godzilla: The Series         6.8         1998
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## 539                                Devilman Lady         6.4         1998
## 238                      Mortal Kombat: Conquest         6.3         1998
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## 125                                   Shaktimaan         8.2         1997
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## 442                                      Timecop         6.5         1997
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## 370             Ninja Turtles: The Next Mutation         4.5         1997
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## 385           The Real Adventures of Jonny Quest         7.7         1996
## 563                                Kaiketsu Zoro         7.7         1996
## 598           Captain Simian & The Space Monkeys         7.6         1996
## 477                                  Road Rovers         7.2         1996
## 231                               Dragon Ball GT         6.8         1996
## 300                          The Incredible Hulk         6.8         1996
## 54                     Sabrina the Teenage Witch         6.7         1996
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## 584                     Chouriki Sentai Ohranger         7.4         1995
## 344                                     The Mask         7.0         1995
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## 593                                   Ultraforce         6.2         1995
## 549                                   Action Man         6.1         1995
## 525        Mortal Kombat: Defenders of the Realm         6.0         1995
## 497          Street Fighter: The Animated Series         5.9         1995
## 81               Spider-Man: The Animated Series         8.4         1994
## 137                                    Gargoyles         8.1         1994
## 265                                       ReBoot         7.8         1994
## 303                                     The Tick         7.8         1994
## 526                                 Phantom 2040         7.2         1994
## 465               Superhuman Samurai Syber-Squad         7.0         1994
## 167                                Weird Science         6.8         1994
## 491                                     Mega Man         6.8         1994
## 318                                     Iron Man         6.7         1994
## 462                                     The Head         6.6         1994
## 358          Fantastic Four: The Animated Series         6.5         1994
## 340                                 M.A.N.T.I.S.         6.4         1994
## 395                                Street Sharks         6.3         1994
## 342                                V.R. Troopers         5.8         1994
## 248                                      RoboCop         5.7         1994
## 373              Swat Kats: The Radical Squadron         8.4         1993
## 522                                     Exosquad         8.4         1993
## 577                       Gosei Sentai Dairanger         8.1         1993
## 252                   Space Ghost Coast to Coast         7.9         1993
## 447                                   Mighty Max         7.8         1993
## 595                      Cadillacs and Dinosaurs         7.1         1993
## 379                         Biker Mice from Mars         7.0         1993
## 269                           Sonic the Hedgehog         6.8         1993
## 77  Lois & Clark: The New Adventures of Superman         6.7         1993
## 79                  Mighty Morphin Power Rangers         6.5         1993
## 612                                Double Dragon         6.5         1993
## 361             Adventures of Sonic the Hedgehog         6.4         1993
## 637                  Ultraman: The Ultimate Hero         6.4         1993
## 45                   Batman: The Animated Series         9.0         1992
## 80                    X-Men: The Animated Series         8.4         1992
## 173                   Yu Yu Hakusho: Ghost Files         8.4         1992
## 192                The Adventures of Pete & Pete         8.3         1992
## 527                  Dinosaur Squadron Zyuranger         7.9         1992
## 178                                  Sailor Moon         7.8         1992
## 468                         Conan the Adventurer         7.3         1992
## 555            Wild West C.O.W.-Boys of Moo Mesa         7.3         1992
## 580       King Arthur and the Knights of Justice         7.3         1992
## 618                        Choujin Sentai Jetman         8.3         1991
## 237                                     Æon Flux         7.8         1991
## 260                                Darkwing Duck         7.6         1991
## 420                 The Legend of Prince Valiant         7.4         1991
## 635              Bucky O'Hare and the Toad Wars!         7.4         1991
## 535                            Super Mario World         7.0         1991
## 581                              Toxic Crusaders         6.6         1991
## 480                               James Bond Jr.         6.1         1991
## 575                                     ProStars         5.7         1991
## 590                           Samurai Pizza Cats         7.4         1990
## 436        The Adventures of Super Mario Bros. 3         7.3         1990
## 113                                    The Flash         7.1         1990
## 475                                  Super Force         7.0         1990
## 195                                        Zorro         6.8         1990
## 243            Captain Planet and the Planeteers         6.7         1990
## 376                                  Swamp Thing         6.5         1990
## 561                 The New Adventures of He-Man         5.5         1990
## 55                                 Dragon Ball Z         8.7         1989
## 159                                Dragon Ball Z         8.7         1989
## 495                 Guyver: The Bioboosted Armor         7.6         1989
## 293            The Super Mario Bros. Super Show!         6.4         1989
## 444                   Captain N: The Game Master         6.4         1989
## 400                          The Legend of Zelda         6.3         1989
## 472                               Ronin Warriors         7.4         1988
## 241                           My Secret Identity         7.3         1988
## 410                                     Superman         7.1         1988
## 427                                  Dino-Riders         7.1         1988
## 333                       A Pup Named Scooby-Doo         6.8         1988
## 198                                     Superboy         6.2         1988
## 531                                      RoboCop         6.1         1988
## 546                            Kamen Rider Black         8.2         1987
## 315                                     Werewolf         8.0         1987
## 114                 Teenage Mutant Ninja Turtles         7.9         1987
## 443    Visionaries: Knights of the Magical Light         7.8         1987
## 346 Captain Power and the Soldiers of the Future         7.6         1987
## 520                                   Bionic Six         7.4         1987
## 533                  G-Force: Guardians of Space         7.4         1987
## 554                                        Sable         7.4         1987
## 408                                   BraveStarr         7.1         1987
## 605                Transformers: The Headmasters         7.1         1987
## 63                          Beauty and the Beast         7.0         1987
## 623             Mighty Mouse: The New Adventures         7.0         1987
## 375                               The Highwayman         6.6         1987
## 558                                  Dinosaucers         6.5         1987
## 485                          Journey to the West         8.7         1986
## 91                                   Dragon Ball         8.5         1986
## 424                                   Centurions         7.7         1986
## 136                        The Real Ghostbusters         7.6         1986
## 534         The Adventures of the Galaxy Rangers         7.6         1986
## 589                                  InHumanoids         7.5         1986
## 378                                  Silverhawks         7.3         1986
## 588            The New Adventures of Jonny Quest         7.2         1986
## 413                       Defenders of the Earth         7.1         1986
## 280                                 Ghostbusters         6.4         1986
## 394                                        Rambo         6.4         1986
## 573               Chuck Norris: Karate Kommandos         5.8         1986
## 366                                     Robotech         8.5         1985
## 190                                  Thundercats         7.9         1985
## 103                                The Equalizer         7.8         1985
## 52                                      MacGyver         7.7         1985
## 349                                     Stingray         7.5         1985
## 308                           Misfits of Science         7.4         1985
## 304                                         MASK         7.2         1985
## 585                  Galtar and the Golden Lance         7.1         1985
## 244                    She-Ra: Princess of Power         6.9         1985
## 257                                  Street Hawk         6.8         1985
## 404                                   Super Gran         6.4         1985
## 360                                        Ewoks         6.0         1985
## 210                                   Robin Hood         8.4         1984
## 330                       Fist of the North Star         8.3         1984
## 155                             The Transformers         8.0         1984
## 271            Voltron: Defender of the Universe         7.9         1984
## 512                               Sherlock Hound         7.5         1984
## 118                            Highway to Heaven         6.8         1984
## 73                                       Airwolf         6.7         1984
## 326                                 Blue Thunder         6.2         1984
## 309                                   The Master         4.5         1984
## 536                                       Perman         8.1         1983
## 270                           Dungeons & Dragons         8.0         1983
## 56                                    The A-Team         7.5         1983
## 154       He-Man and the Masters of the Universe         7.5         1983
## 299                                      Automan         6.9         1983
## 504                                     SuperTed         6.9         1983
## 216                             Inspector Gadget         6.8         1983
## 456                                    Bananaman         6.7         1983
## 259                                      Manimal         6.5         1983
## 423          The New Scooby and Scrappy-Doo Show         6.5         1983
## 50                                  Knight Rider         6.9         1982
## 614                          The Incredible Hulk         6.8         1982
## 209                   The Powers of Matthew Star         6.2         1982
## 325                                 Danger Mouse         7.4         1981
## 107                   The Greatest American Hero         7.3         1981
## 298           Spider-Man and His Amazing Friends         7.2         1981
## 466                                  The Phoenix         7.1         1981
## 359                                   Spider-Man         7.0         1981
## 634                                    Blackstar         6.8         1981
## 631                                   Chespirito         8.1         1980
## 402                       Thundarr the Barbarian         7.5         1980
## 611                                     Astroboy         7.4         1980
## 496                                 Flash Gordon         7.0         1979
## 67               Buck Rogers in the 25th Century         6.9         1979
## 551                                  Plastic Man         6.5         1979
## 371                   Scooby-Doo and Scrappy-Doo         6.4         1979
## 296                   Legends of the Superheroes         5.8         1979
## 469                                 Spider-Woman         5.8         1979
## 336                        Battle of the Planets         7.6         1978
## 553                Challenge of the Superfriends         7.6         1978
## 383                        Jason of Star Command         6.5         1978
## 306                                   Spider Man         6.4         1978
## 566                                     Godzilla         6.4         1978
## 513               The All-New Super Friends Hour         7.2         1977
## 434                 The New Adventures of Batman         7.1         1977
## 87                           The Incredible Hulk         7.0         1977
## 578                          Bigfoot and Wildboy         6.7         1977
## 240                            Man from Atlantis         6.5         1977
## 406          Captain Caveman and the Teen Angels         6.4         1977
## 162                       The Amazing Spider-Man         6.3         1977
## 435                                Monster Squad         7.7         1976
## 597                   Tarzan, Lord of the Jungle         7.7         1976
## 331                 The Scooby-Doo/Dynomutt Hour         7.6         1976
## 283                             The New Avengers         7.2         1976
## 320                  Electra Woman and Dyna Girl         6.8         1976
## 164                             The Bionic Woman         6.7         1976
## 603                          Dynomutt Dog Wonder         6.7         1976
## 64                              Charlie's Angels         6.5         1976
## 481                                    Wonderbug         6.5         1976
## 532                              Holmes and Yoyo         5.9         1976
## 84                                  Wonder Woman         7.1         1975
## 275                          The Secrets of Isis         6.8         1975
## 386                            The Invisible Man         6.7         1975
## 102                   The Six Million Dollar Man         7.1         1974
## 368                             Hong Kong Phooey         6.9         1974
## 184                                      Shazam!         6.7         1974
## 449                         El Chapulín Colorado         8.5         1973
## 224               Star Trek: The Animated Series         7.4         1973
## 242                          The Tomorrow People         7.3         1973
## 255                                Super Friends         7.3         1973
## 521                                    Gatchaman         7.8         1972
## 524                                   Mazinger Z         7.8         1972
## 119                                      Kung Fu         7.7         1972
## 289                    The New Scooby-Doo Movies         7.7         1972
## 250                Fat Albert and the Cosby Kids         6.8         1972
## 523                                     Devilman         6.6         1972
## 203                         The Electric Company         8.1         1971
## 418                                  Kamen Rider         7.8         1971
## 124                   Scooby Doo, Where Are You!         7.9         1969
## 316                                The Champions         7.6         1968
## 629                     The Batman/Superman Hour         7.5         1968
## 187                           Land of the Giants         7.1         1968
## 149                                    Mod Squad         6.9         1968
## 530                                   Ultraseven         8.2         1967
## 506                                     He & She         8.0         1967
## 392            Captain Scarlet and the Mysterons         7.8         1967
## 263                                   Spider-Man         7.4         1967
## 459                               The Herculoids         7.4         1967
## 278                                  Speed Racer         7.2         1967
## 505                                 Captain Nice         7.1         1967
## 492                                      Aquaman         6.9         1967
## 452                                      Birdman         6.8         1967
## 438                               Fantastic Four         6.7         1967
## 514                              The Lone Ranger         7.7         1966
## 541                             The Space Giants         7.6         1966
## 51                                        Batman         7.5         1966
## 236                             The Green Hornet         7.4         1966
## 576               The New Adventures of Superman         7.4         1966
## 390                                  Space Ghost         7.3         1966
## 176                                       Tarzan         7.1         1966
## 570                          Adam Adamant Lives!         7.0         1966
## 354                     The Girl from U.N.C.L.E.         6.9         1966
## 446                                 Mr. Terrific         6.9         1966
## 621                            Rocket Robin Hood         6.5         1966
## 106                                    Get Smart         8.2         1965
## 230                                 Thunderbirds         7.9         1965
## 393   Ultraman: A Special Effects Fantasy Series         7.9         1965
## 528                     The Secret Squirrel Show         6.8         1965
## 251                                  Jonny Quest         7.8         1964
## 567                                    Astro Boy         7.4         1963
## 95                                     The Saint         7.5         1962
## 619         The New Hanna-Barbera Cartoon Series         7.5         1962
## 90                                  The Avengers         8.3         1961
## 574                          The Dick Tracy Show         6.1         1961
## 365                            Popeye the Sailor         7.1         1960
## 458                            Quick Draw McGraw         6.8         1959
## 503                            The Invisible Man         7.3         1958
## 571                                 Steve Canyon         7.2         1958
## 189                                        Zorro         8.2         1957
## 483                  Sheena: Queen of the Jungle         6.9         1955
## 518                             Captain Midnight         8.0         1954
## 516                                 Flash Gordon         5.9         1954
## 552   Commando Cody: Sky Marshal of the Universe         6.0         1953
## 122                       Adventures of Superman         7.7         1952
## 604                                   Dick Tracy         7.6         1950
## 407                                  Buck Rogers         6.6         1950
## 193                              The Lone Ranger         7.7         1949
## 429          Captain Video and His Video Rangers         7.5         1949
##     runtime                         genre parental_guideline
## 2        30  Animation, Action, Adventure              TV-MA
## 1        40     Action, Adventure, Comedy              TV-MA
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## 11       60     Action, Adventure, Comedy              TV-14
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## 329      28                        Action                   
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## 389      30                Action, Comedy                   
## 26       44          Action, Crime, Drama              TV-MA
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## 98       30  Animation, Action, Adventure           TV-Y7-FV
## 6        45      Action, Adventure, Crime              TV-MA
## 287       6      Animation, Short, Action                  R
## 470      23  Animation, Action, Adventure              TV-14
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## 556      24     Action, Adventure, Comedy              TV-PG
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## 323      24      Animation, Short, Action              TV-Y7
## 97       40       Action, Fantasy, Sci-Fi              TV-MA
## 416      20                        Comedy                   
## 204      22  Animation, Action, Adventure           TV-Y7-FV
## 441      30    Animation, Comedy, Fantasy              TV-MA
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## 412      30  Animation, Action, Adventure              TV-Y7
## 8        53          Action, Crime, Drama              TV-MA
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## 70       43        Action, Drama, Fantasy              TV-14
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## 74       60         Action, Drama, Sci-Fi              TV-14
## 29       55      Action, Adventure, Crime              TV-MA
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## 286      11      Animation, Short, Action           TV-Y7-FV
## 493      22      Animation, Short, Action           TV-Y7-FV
## 421     180    Action, Adventure, Fantasy              TV-PG
## 150      44  Animation, Action, Adventure              TV-Y7
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## 464       6    Animation, Action, Fantasy                   
## 66       43     Action, Adventure, Sci-Fi              TV-PG
## 86       24     Animation, Action, Comedy              TV-14
## 23       24  Animation, Action, Adventure              TV-14
## 127      23  Animation, Action, Adventure              TV-Y7
## 151      23  Animation, Action, Adventure           TV-Y7-FV
## 602      45      Action, Adventure, Drama              TV-PG
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## 35       24     Animation, Action, Comedy              TV-PG
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## 130      22  Animation, Action, Adventure              TV-Y7
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## 471       3                     Animation                   
## 208      42          Action, Crime, Drama              TV-MA
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## 24       43      Action, Adventure, Drama              TV-PG
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## 20       22  Animation, Action, Adventure           TV-Y7-FV
## 274      24  Animation, Action, Adventure              TV-14
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## 100      10      Animation, Short, Action              TV-PG
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## 30       30  Animation, Action, Adventure              TV-14
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## 616      30  Animation, Action, Adventure                   
## 222      13                        Action                   
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## 337      25  Animation, Action, Adventure              TV-PG
## 594       1    Animation, Fantasy, Sci-Fi                   
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## 638      20                        Action                   
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## 135      23  Animation, Adventure, Comedy           TV-Y7-FV
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## 450      44                Action, Sci-Fi                   
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## 579      23  Animation, Action, Adventure              TV-MA
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## 543      30      Action, Adventure, Drama                   
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## 291      30  Animation, Action, Adventure              TV-Y7
## 572      30  Animation, Action, Adventure           TV-Y7-FV
## 116      23  Animation, Action, Adventure           TV-Y7-FV
## 592      24      Action, Adventure, Drama              TV-14
## 37       24  Animation, Action, Adventure              TV-14
## 382      30      Animation, Short, Action           TV-Y7-FV
## 550      30  Adventure, Action, Animation              TV-Y7
## 132      22  Animation, Action, Adventure              TV-Y7
## 246      30  Animation, Action, Adventure              TV-Y7
## 157      22 Animation, Comedy, Reality-TV              TV-MA
## 600      25  Animation, Action, Adventure              TV-PG
## 281      30     Action, Adventure, Sci-Fi              TV-Y7
## 478      30  Animation, Action, Adventure           TV-Y7-FV
## 180      25  Animation, Action, Adventure              TV-Y7
## 542      24  Animation, Action, Adventure              TV-Y7
## 484      30  Animation, Action, Adventure              TV-Y7
## 112      24  Animation, Action, Adventure              TV-PG
## 123      22  Animation, Action, Adventure              TV-MA
## 636      25     Animation, Comedy, Family              TV-Y7
## 96       23  Animation, Action, Adventure           TV-Y7-FV
## 94      133  Animation, Action, Adventure              TV-Y7
## 140      30  Animation, Action, Adventure              TV-Y7
## 372      30      Animation, Short, Action              TV-Y7
## 327      30  Animation, Action, Adventure              TV-Y7
## 608      30    Action, Adventure, Fantasy                   
## 301      26  Animation, Action, Adventure              TV-Y7
## 163      30  Animation, Action, Adventure           TV-Y7-FV
## 266      21  Animation, Action, Adventure              TV-PG
## 467      30  Animation, Action, Adventure              TV-Y7
## 357      60                 Drama, Sci-Fi                   
## 314      30     Action, Adventure, Family              TV-Y7
## 633      30             Animation, Family               TV-Y
## 226      30  Animation, Action, Adventure              TV-Y7
## 172      30     Animation, Action, Comedy              TV-MA
## 196      24      Animation, Action, Crime              TV-MA
## 31       24  Animation, Action, Adventure              TV-PG
## 599      25      Action, Adventure, Drama              TV-PG
## 540      30     Comedy, Action, Animation              TV-Y7
## 302      30  Animation, Action, Adventure              TV-Y7
## 215      30  Animation, Adventure, Comedy              TV-Y7
## 133      30  Animation, Action, Adventure               TV-G
## 166      23  Animation, Action, Adventure              TV-Y7
## 411      30  Action, Animation, Adventure              TV-Y7
## 461      24  Animation, Action, Adventure              TV-Y7
## 223      23  Animation, Action, Adventure               TV-Y
## 417      30      Animation, Short, Action              TV-Y7
## 152      60      Action, Adventure, Drama              TV-14
## 313      30      Action, Adventure, Drama              TV-Y7
## 537      45     Action, Adventure, Sci-Fi                   
## 108      30     Adventure, Comedy, Family               TV-Y
## 397      22      Animation, Short, Action           TV-Y7-FV
## 620      30  Animation, Action, Adventure               TV-Y
## 93       25  Animation, Action, Adventure              TV-14
## 105      22  Animation, Action, Adventure              TV-PG
## 228      23        Action, Comedy, Sci-Fi               TV-G
## 85       11   Animation, Short, Adventure              TV-MA
## 613     160  Animation, Action, Adventure                   
## 110      30  Animation, Adventure, Comedy              TV-Y7
## 200      22  Animation, Action, Adventure              TV-Y7
## 277      30      Action, Adventure, Crime              TV-Y7
## 487      30  Animation, Action, Adventure              TV-Y7
## 607      24  Animation, Action, Adventure              TV-Y7
## 440      25  Animation, Action, Adventure              TV-Y7
## 396      22  Animation, Action, Adventure               TV-Y
## 234      60        Action, Drama, Fantasy                   
## 630      30             Animation, Comedy              TV-PG
## 188      60      Action, Adventure, Drama              TV-PG
## 334     375         Action, Crime, Sci-Fi                  R
## 264      15     Animation, Comedy, Sci-Fi              TV-14
## 239      23      Animation, Action, Drama              TV-Y7
## 138      15             Animation, Comedy              TV-MA
## 321     120        Action, Comedy, Sci-Fi                   
## 89       60        Action, Drama, Mystery              TV-14
## 212      30  Animation, Action, Adventure              TV-Y7
## 428       3      Animation, Comedy, Crime              TV-PG
## 245      30  Animation, Action, Adventure              TV-Y7
## 409      30    Action, Adventure, Western                   
## 218      21     Animation, Comedy, Horror              TV-14
## 545      22  Animation, Action, Adventure              TV-Y7
## 171      30  Animation, Action, Adventure              TV-Y7
## 339      23  Animation, Action, Adventure           TV-Y7-FV
## 615      30      Animation, Action, Sport              TV-Y7
## 225      30      Comedy, Fantasy, Romance                   
## 377      30      Action, Adventure, Drama              TV-Y7
## 517      30     Animation, Action, Sci-Fi              TV-Y7
## 544       2      Animation, Short, Action              TV-MA
## 284      24     Action, Adventure, Family              TV-Y7
## 115      23  Animation, Action, Adventure              TV-Y7
## 568      30  Animation, Action, Adventure              TV-Y7
## 262      30     Action, Adventure, Family              TV-Y7
## 488      30  Animation, Action, Adventure              TV-Y7
## 288      22  Animation, Action, Adventure              TV-Y7
## 562      23  Animation, Adventure, Comedy               TV-Y
## 355      30      Animation, Short, Action              TV-Y7
## 381      30     Animation, Comedy, Family               TV-Y
## 510      30  Animation, Action, Adventure              TV-Y7
## 47       24  Animation, Action, Adventure              TV-14
## 610      24                Action, Sci-Fi                   
## 214      24  Animation, Action, Adventure              TV-14
## 142      30  Animation, Action, Adventure           TV-Y7-FV
## 273      30     Action, Adventure, Family              TV-Y7
## 430      30  Animation, Action, Adventure              TV-Y7
## 332      30      Animation, Action, Crime              TV-Y7
## 205      30  Animation, Action, Adventure              TV-Y7
## 351      43          Action, Crime, Drama                   
## 539      30      Animation, Action, Drama              TV-MA
## 238      40    Action, Adventure, Fantasy              TV-PG
## 143      30  Animation, Action, Adventure              TV-PG
## 125      60     Action, Adventure, Family          Not Rated
## 175      30  Animation, Action, Adventure              TV-MA
## 328      30  Animation, Action, Adventure              TV-Y7
## 217      23  Animation, Action, Adventure              TV-Y7
## 624      30  Animation, Family, Adventure                   
## 442      60      Action, Adventure, Crime                   
## 227      45      Action, Adventure, Drama              TV-14
## 369      30     Action, Adventure, Family              TV-Y7
## 370      20     Action, Adventure, Comedy              TV-Y7
## 199      24  Animation, Action, Adventure              TV-14
## 148      30  Animation, Action, Adventure              TV-PG
## 207      30  Animation, Action, Adventure              TV-Y7
## 168      23  Animation, Adventure, Comedy               TV-G
## 419      30      Animation, Action, Crime              TV-Y7
## 474      30     Action, Adventure, Comedy              TV-Y7
## 385      21  Animation, Action, Adventure              TV-PG
## 563     105  Animation, Action, Adventure                   
## 598      22        Comedy, Family, Sci-Fi                   
## 477      30     Animation, Action, Comedy               TV-Y
## 231      24  Animation, Action, Adventure              TV-PG
## 300      20  Animation, Action, Adventure              TV-Y7
## 54       22       Comedy, Family, Fantasy               TV-G
## 305      45      Action, Adventure, Crime                   
## 307      21     Action, Adventure, Family              TV-Y7
## 356      30      Animation, Short, Action              TV-Y7
## 353      23     Action, Adventure, Comedy              TV-Y7
## 632      30  Animation, Action, Adventure              TV-PG
## 165      24  Animation, Action, Adventure              TV-14
## 174      24  Animation, Action, Adventure               TV-Y
## 324      30      Animation, Short, Action               TV-G
## 426      22  Animation, Action, Adventure              TV-Y7
## 463      30      Animation, Short, Action               TV-Y
## 584      20     Action, Adventure, Comedy              TV-PG
## 344      30      Animation, Short, Action              TV-Y7
## 507      30     Action, Adventure, Comedy              TV-Y7
## 586      22  Animation, Action, Adventure                   
## 593      25     Animation, Action, Sci-Fi                   
## 549      30  Animation, Action, Adventure              TV-Y7
## 525      30  Animation, Action, Adventure              TV-Y7
## 497      22  Animation, Action, Adventure              TV-Y7
## 81       23  Animation, Action, Adventure               TV-Y
## 137      30  Animation, Action, Adventure              TV-Y7
## 265      30      Animation, Short, Action              TV-Y7
## 303      30  Animation, Action, Adventure              TV-Y7
## 526      30      Animation, Action, Crime                   
## 465      20     Animation, Family, Action              TV-Y7
## 167      30       Comedy, Fantasy, Sci-Fi              TV-PG
## 491      22  Animation, Action, Adventure              TV-Y7
## 318      30  Animation, Action, Adventure              TV-Y7
## 462      22  Animation, Action, Adventure              TV-14
## 358      22     Animation, Action, Sci-Fi                   
## 340      60                Action, Sci-Fi               TV-G
## 395      22  Animation, Action, Adventure              TV-Y7
## 342      30     Action, Adventure, Family              TV-Y7
## 248      90      Action, Adventure, Crime              TV-14
## 373      22     Animation, Action, Family              TV-PG
## 522      30      Animation, Drama, Sci-Fi              TV-Y7
## 577      25     Action, Adventure, Comedy              TV-PG
## 252      15     Animation, Comedy, Sci-Fi                   
## 447      30  Animation, Action, Adventure              TV-Y7
## 595      30  Animation, Adventure, Sci-Fi                   
## 379      30  Animation, Action, Adventure              TV-Y7
## 269      30      Animation, Short, Action           TV-Y7-FV
## 77       46      Adventure, Comedy, Drama              TV-PG
## 79       30     Action, Adventure, Family              TV-Y7
## 612      30  Animation, Action, Adventure              TV-Y7
## 361      30      Animation, Short, Action               TV-Y
## 637      27      Action, Adventure, Drama              TV-PG
## 45       23  Animation, Action, Adventure              TV-PG
## 80       23     Animation, Action, Family              TV-Y7
## 173      24  Animation, Action, Adventure              TV-PG
## 192      30         Comedy, Drama, Family               TV-Y
## 527      25     Action, Adventure, Comedy              TV-PG
## 178      30  Animation, Action, Adventure              TV-PG
## 468      25    Animation, Action, Fantasy              TV-Y7
## 555      30      Animation, Short, Action              TV-Y7
## 580      30  Animation, Adventure, Family                   
## 618      25     Action, Adventure, Comedy              TV-14
## 237      30  Animation, Adventure, Sci-Fi              TV-MA
## 260      30  Animation, Action, Adventure              TV-Y7
## 420      22  Animation, Action, Adventure                   
## 635      30  Animation, Action, Adventure                   
## 535      30  Animation, Adventure, Comedy              TV-Y7
## 581      24     Animation, Action, Comedy              TV-Y7
## 480      30  Animation, Action, Adventure               TV-Y
## 575      30   Animation, Short, Adventure                   
## 590      30     Animation, Action, Comedy              TV-Y7
## 436      11  Animation, Adventure, Comedy              TV-Y7
## 113      48        Action, Crime, Fantasy              TV-PG
## 475      30      Action, Adventure, Crime                   
## 195      30    Adventure, Family, Romance                   
## 243      23      Animation, Short, Action              TV-Y7
## 376      30                        Sci-Fi                   
## 561      30  Animation, Action, Adventure                   
## 55       24  Animation, Action, Adventure              TV-PG
## 159      24  Animation, Action, Adventure              TV-PG
## 495      53     Animation, Action, Sci-Fi                   
## 293      30  Animation, Action, Adventure              TV-Y7
## 444      25  Animation, Action, Adventure              TV-Y7
## 400      15  Animation, Action, Adventure           TV-Y7-FV
## 472      23  Animation, Action, Adventure              PG-13
## 241      25     Action, Adventure, Comedy                   
## 410      30      Animation, Short, Action                   
## 427      22  Animation, Action, Adventure          Not Rated
## 333      30  Animation, Adventure, Comedy               TV-G
## 198      30    Adventure, Fantasy, Sci-Fi              TV-PG
## 531      21      Animation, Action, Crime              TV-Y7
## 546      25      Action, Adventure, Drama              TV-PG
## 315      30              Horror, Thriller                   
## 114      23  Animation, Action, Adventure              TV-Y7
## 443      30  Animation, Action, Adventure                   
## 346      30                Action, Sci-Fi          Not Rated
## 520      22     Animation, Action, Family                   
## 533      22  Animation, Action, Adventure              TV-Y7
## 554      60                     Adventure                   
## 408      30     Animation, Action, Family              TV-Y7
## 605      30  Animation, Action, Adventure                   
## 63       60         Crime, Fantasy, Drama              TV-PG
## 623      30  Animation, Action, Adventure              TV-Y7
## 375      60                Action, Sci-Fi                   
## 558      30     Animation, Action, Comedy              TV-Y7
## 485      45             Action, Adventure                   
## 91       24  Animation, Action, Adventure              TV-14
## 424      30     Animation, Action, Family           TV-Y7-FV
## 136      23     Animation, Action, Comedy              TV-Y7
## 534      30  Animation, Action, Adventure              TV-MA
## 589      30  Animation, Action, Adventure                   
## 378      23        Action, Sci-Fi, Family              TV-Y7
## 588      30     Action, Animation, Family              TV-Y7
## 413      30  Animation, Action, Adventure              TV-Y7
## 280      25  Animation, Adventure, Comedy              TV-Y7
## 394      30  Animation, Action, Adventure              TV-Y7
## 573      30     Animation, Action, Family              TV-Y7
## 366      30  Animation, Action, Adventure              TV-Y7
## 190      30  Animation, Action, Adventure              TV-Y7
## 103      48          Action, Crime, Drama              TV-PG
## 52       48      Action, Adventure, Crime              TV-PG
## 349      48         Crime, Drama, Mystery              TV-14
## 308      60     Adventure, Comedy, Sci-Fi                   
## 304      22  Animation, Action, Adventure              TV-Y7
## 585      30    Action, Animation, Fantasy                   
## 244      22  Animation, Action, Adventure              TV-Y7
## 257      60        Action, Crime, Mystery              TV-PG
## 404      60         Comedy, Crime, Family                   
## 360      30  Animation, Adventure, Family               TV-G
## 210      60        Action, Drama, Fantasy              TV-PG
## 330      25  Animation, Action, Adventure              TV-14
## 155      30  Animation, Action, Adventure              TV-Y7
## 271      24     Animation, Family, Sci-Fi              TV-Y7
## 512      24  Animation, Action, Adventure                   
## 118      60                Drama, Fantasy              TV-PG
## 73       60     Action, Adventure, Sci-Fi              TV-PG
## 326      60          Action, Crime, Drama                   
## 309      60      Adventure, Drama, Action                   
## 536      15  Animation, Action, Adventure              TV-Y7
## 270      30  Animation, Adventure, Comedy              TV-Y7
## 56       60      Action, Adventure, Crime              TV-PG
## 154      30  Animation, Action, Adventure              TV-Y7
## 299      70      Adventure, Comedy, Crime                   
## 504      10  Animation, Action, Adventure           TV-Y7-FV
## 216      30  Animation, Action, Adventure              TV-Y7
## 456       5     Animation, Comedy, Family                   
## 259      60     Adventure, Crime, Fantasy              TV-PG
## 423      30  Animation, Action, Adventure                   
## 50       46          Action, Crime, Drama              TV-PG
## 614      24  Action, Animation, Adventure              TV-Y7
## 209      60     Action, Adventure, Sci-Fi                   
## 325      25     Animation, Comedy, Family               TV-Y
## 107      60     Adventure, Comedy, Sci-Fi              TV-14
## 298      22     Animation, Action, Comedy              TV-Y7
## 466      60                        Sci-Fi                   
## 359      30  Animation, Action, Adventure              TV-Y7
## 634      30  Animation, Adventure, Family                   
## 631      60         Comedy, Crime, Family              TV-PG
## 402      30  Animation, Action, Adventure              TV-Y7
## 611      24  Animation, Action, Adventure               TV-G
## 496      30  Animation, Action, Adventure              TV-Y7
## 67       60     Action, Adventure, Sci-Fi               TV-G
## 551     120  Animation, Adventure, Family               TV-G
## 371      30  Animation, Adventure, Comedy               TV-G
## 296     100     Action, Comedy, Adventure                   
## 469      21     Animation, Action, Family              TV-Y7
## 336      30  Animation, Action, Adventure              TV-Y7
## 553      30     Animation, Action, Family              TV-Y7
## 383      30     Action, Adventure, Family                   
## 306      30     Action, Adventure, Family              TV-PG
## 566      30  Animation, Adventure, Family              TV-Y7
## 513      60  Animation, Action, Adventure                   
## 434      30  Animation, Action, Adventure                   
## 87       60      Action, Adventure, Drama              TV-PG
## 578      30                     Adventure                   
## 240      60    Adventure, Fantasy, Sci-Fi                   
## 406      11      Animation, Short, Comedy               TV-G
## 162      60      Action, Adventure, Crime              TV-PG
## 435      30     Adventure, Family, Horror                   
## 597      30  Animation, Action, Adventure                   
## 331      24  Animation, Adventure, Comedy               TV-G
## 283      60     Action, Mystery, Thriller                   
## 320      24                        Sci-Fi                   
## 164      60      Action, Adventure, Drama              TV-PG
## 603      30  Animation, Action, Adventure               TV-G
## 64       60      Action, Adventure, Crime              TV-PG
## 481      15     Action, Adventure, Comedy                   
## 532      30         Comedy, Crime, Sci-Fi                   
## 84       60    Action, Adventure, Fantasy               TV-G
## 275      30    Adventure, Family, Fantasy                   
## 386      60   Adventure, Sci-Fi, Thriller                   
## 102      60          Action, Crime, Drama              TV-PG
## 368      22  Animation, Action, Adventure               TV-G
## 184      30       Action, Family, Fantasy           TV-Y7-FV
## 449      25       Comedy, Family, Fantasy              TV-PG
## 224      30  Animation, Action, Adventure              TV-Y7
## 242      30        Drama, Fantasy, Sci-Fi                   
## 255      60  Animation, Action, Adventure               TV-G
## 521      25  Animation, Action, Adventure              TV-PG
## 524      30     Action, Animation, Sci-Fi                   
## 119      60     Adventure, Drama, Western              TV-PG
## 289      83  Animation, Adventure, Comedy               TV-G
## 250      30     Animation, Comedy, Family              TV-Y7
## 523      30    Animation, Action, Fantasy                   
## 203      28                Family, Comedy               TV-G
## 418      30      Action, Adventure, Drama               TV-G
## 124      22  Animation, Adventure, Comedy               TV-G
## 316      60   Adventure, Sci-Fi, Thriller                   
## 629      60  Animation, Action, Adventure                   
## 187      60                        Sci-Fi               TV-G
## 149      60          Action, Crime, Drama              TV-PG
## 530      30      Action, Adventure, Drama              TV-PG
## 506      30               Comedy, Romance                   
## 392      25     Animation, Action, Family              TV-PG
## 263      25  Animation, Action, Adventure              TV-Y7
## 459      10  Animation, Adventure, Sci-Fi              TV-Y7
## 278      30  Animation, Action, Adventure              TV-Y7
## 505      30                        Comedy                   
## 492      30  Animation, Action, Adventure              TV-Y7
## 452      30  Animation, Action, Adventure               TV-G
## 438      30  Animation, Action, Adventure           TV-Y7-FV
## 514      30    Animation, Family, Western                   
## 541      30                        Sci-Fi                   
## 51       25     Action, Adventure, Comedy               TV-G
## 236      99      Action, Adventure, Crime              TV-PG
## 576      30     Animation, Action, Sci-Fi           TV-Y7-FV
## 390      30  Animation, Action, Adventure              TV-Y7
## 176      60             Action, Adventure                   
## 570      50             Adventure, Sci-Fi                   
## 354      60     Action, Adventure, Comedy                   
## 446      30                        Comedy                   
## 621      22  Animation, Adventure, Family              TV-Y7
## 106      25     Action, Adventure, Comedy               TV-G
## 230      50  Animation, Action, Adventure               TV-G
## 393      30     Action, Adventure, Comedy              TV-14
## 528      30      Animation, Crime, Family               TV-G
## 251      30  Animation, Action, Adventure              TV-Y7
## 567      30  Animation, Action, Adventure              TV-Y7
## 95       50          Action, Crime, Drama              TV-PG
## 619      30     Animation, Family, Comedy                   
## 90       60         Action, Comedy, Crime              TV-14
## 574      23   Animation, Crime, Adventure                   
## 365      30  Animation, Adventure, Comedy               TV-G
## 458      30     Animation, Comedy, Family               TV-G
## 503      30       Drama, Sci-Fi, Thriller                   
## 571      30                     Adventure                   
## 189      30            Adventure, Western               TV-G
## 483      28                     Adventure                   
## 518      30                        Sci-Fi               TV-G
## 516      30     Action, Adventure, Family                   
## 552      30     Action, Adventure, Sci-Fi                   
## 122      30      Action, Adventure, Crime               TV-G
## 604      30                         Drama                   
## 407      30                        Sci-Fi                   
## 193      30                       Western               TV-G
## 429      30     Action, Sci-Fi, Adventure              TV-Y7

Summary

Then we found the the top rating each year and category by filter. Base on the tables we can easily find the top rating each year and each category.

Ranking_Year_DS <- Reduce(rbind,                                 
                    by(tvworkingdatayr,
                       tvworkingdatayr["release_year"],
                       head,
                       n = 1))
Ranking_Year_DS
##                                     show_title imdb_rating release_year runtime
## 193                            The Lone Ranger         7.7         1949      30
## 604                                 Dick Tracy         7.6         1950      30
## 122                     Adventures of Superman         7.7         1952      30
## 552 Commando Cody: Sky Marshal of the Universe         6.0         1953      30
## 518                           Captain Midnight         8.0         1954      30
## 483                Sheena: Queen of the Jungle         6.9         1955      28
## 189                                      Zorro         8.2         1957      30
## 503                          The Invisible Man         7.3         1958      30
## 458                          Quick Draw McGraw         6.8         1959      30
## 365                          Popeye the Sailor         7.1         1960      30
## 90                                The Avengers         8.3         1961      60
## 95                                   The Saint         7.5         1962      50
## 567                                  Astro Boy         7.4         1963      30
## 251                                Jonny Quest         7.8         1964      30
## 106                                  Get Smart         8.2         1965      25
## 514                            The Lone Ranger         7.7         1966      30
## 530                                 Ultraseven         8.2         1967      30
## 316                              The Champions         7.6         1968      60
## 124                 Scooby Doo, Where Are You!         7.9         1969      22
## 203                       The Electric Company         8.1         1971      28
## 521                                  Gatchaman         7.8         1972      25
## 449                       El Chapulín Colorado         8.5         1973      25
## 102                 The Six Million Dollar Man         7.1         1974      60
## 84                                Wonder Woman         7.1         1975      60
## 435                              Monster Squad         7.7         1976      30
## 513             The All-New Super Friends Hour         7.2         1977      60
## 336                      Battle of the Planets         7.6         1978      30
## 496                               Flash Gordon         7.0         1979      30
## 631                                 Chespirito         8.1         1980      60
## 325                               Danger Mouse         7.4         1981      25
## 50                                Knight Rider         6.9         1982      46
## 536                                     Perman         8.1         1983      15
## 210                                 Robin Hood         8.4         1984      60
## 366                                   Robotech         8.5         1985      30
## 485                        Journey to the West         8.7         1986      45
## 546                          Kamen Rider Black         8.2         1987      25
## 472                             Ronin Warriors         7.4         1988      23
## 55                               Dragon Ball Z         8.7         1989      24
## 590                         Samurai Pizza Cats         7.4         1990      30
## 618                      Choujin Sentai Jetman         8.3         1991      25
## 45                 Batman: The Animated Series         9.0         1992      23
## 373            Swat Kats: The Radical Squadron         8.4         1993      22
## 81             Spider-Man: The Animated Series         8.4         1994      23
## 165                                Dragon Ball         8.5         1995      24
## 199                            Rurouni Kenshin         8.4         1996      24
## 143                  The New Batman Adventures         8.5         1997      30
## 47                                Cowboy Bebop         8.9         1998      24
## 115                              Batman Beyond         8.1         1999      23
## 264            Harvey Birdman, Attorney at Law         8.0         2000      15
## 93                                Samurai Jack         8.5         2001      25
## 196    Ghost in the Shell: Stand Alone Complex         8.5         2002      24
## 112                        Fullmetal Alchemist         8.5         2003      24
## 116                   Justice League Unlimited         8.7         2004      23
## 21                  Avatar: The Last Airbender         9.3         2005      23
## 338                               Frisky Dingo         8.1         2006      11
## 27                           Naruto: Shippûden         8.6         2007      24
## 7                    Star Wars: The Clone Wars         8.3         2008      23
## 32            Fullmetal Alchemist: Brotherhood         9.1         2009      24
## 38                               Young Justice         8.7         2010      23
## 509                    Kaizoku Sentai Gokaiger         8.5         2011      25
## 30                    JoJo's Bizarre Adventure         8.5         2012      30
## 71                             Steven Universe         8.1         2013      11
## 20                           Star Wars: Rebels         8.0         2014      22
## 35                               One Punch Man         8.7         2015      24
## 86                              Mob Psycho 100         8.6         2016      24
## 8                                 The Punisher         8.5         2017      53
## 98          She-Ra and the Princesses of Power         7.8         2018      30
## 4                                     The Boys         8.7         2019      60
## 511                    Mashin Sentai Kiramager         8.0         2020      25
## 16                                  Invincible         8.7         2021      50
## 2                    The Legend of Vox Machina         8.6         2022      30
##                            genre parental_guideline
## 193                      Western               TV-G
## 604                        Drama                   
## 122     Action, Adventure, Crime               TV-G
## 552    Action, Adventure, Sci-Fi                   
## 518                       Sci-Fi               TV-G
## 483                    Adventure                   
## 189           Adventure, Western               TV-G
## 503      Drama, Sci-Fi, Thriller                   
## 458    Animation, Comedy, Family               TV-G
## 365 Animation, Adventure, Comedy               TV-G
## 90         Action, Comedy, Crime              TV-14
## 95          Action, Crime, Drama              TV-PG
## 567 Animation, Action, Adventure              TV-Y7
## 251 Animation, Action, Adventure              TV-Y7
## 106    Action, Adventure, Comedy               TV-G
## 514   Animation, Family, Western                   
## 530     Action, Adventure, Drama              TV-PG
## 316  Adventure, Sci-Fi, Thriller                   
## 124 Animation, Adventure, Comedy               TV-G
## 203               Family, Comedy               TV-G
## 521 Animation, Action, Adventure              TV-PG
## 449      Comedy, Family, Fantasy              TV-PG
## 102         Action, Crime, Drama              TV-PG
## 84    Action, Adventure, Fantasy               TV-G
## 435    Adventure, Family, Horror                   
## 513 Animation, Action, Adventure                   
## 336 Animation, Action, Adventure              TV-Y7
## 496 Animation, Action, Adventure              TV-Y7
## 631        Comedy, Crime, Family              TV-PG
## 325    Animation, Comedy, Family               TV-Y
## 50          Action, Crime, Drama              TV-PG
## 536 Animation, Action, Adventure              TV-Y7
## 210       Action, Drama, Fantasy              TV-PG
## 366 Animation, Action, Adventure              TV-Y7
## 485            Action, Adventure                   
## 546     Action, Adventure, Drama              TV-PG
## 472 Animation, Action, Adventure              PG-13
## 55  Animation, Action, Adventure              TV-PG
## 590    Animation, Action, Comedy              TV-Y7
## 618    Action, Adventure, Comedy              TV-14
## 45  Animation, Action, Adventure              TV-PG
## 373    Animation, Action, Family              TV-PG
## 81  Animation, Action, Adventure               TV-Y
## 165 Animation, Action, Adventure              TV-14
## 199 Animation, Action, Adventure              TV-14
## 143 Animation, Action, Adventure              TV-PG
## 47  Animation, Action, Adventure              TV-14
## 115 Animation, Action, Adventure              TV-Y7
## 264    Animation, Comedy, Sci-Fi              TV-14
## 93  Animation, Action, Adventure              TV-14
## 196     Animation, Action, Crime              TV-MA
## 112 Animation, Action, Adventure              TV-PG
## 116 Animation, Action, Adventure           TV-Y7-FV
## 21  Animation, Action, Adventure           TV-Y7-FV
## 338    Animation, Comedy, Sci-Fi              TV-MA
## 27  Animation, Action, Adventure              TV-PG
## 7   Animation, Action, Adventure              TV-PG
## 32  Animation, Action, Adventure              TV-14
## 38  Animation, Action, Adventure              TV-PG
## 509    Action, Adventure, Comedy              TV-PG
## 30  Animation, Action, Adventure              TV-14
## 71  Animation, Action, Adventure              TV-PG
## 20  Animation, Action, Adventure           TV-Y7-FV
## 35     Animation, Action, Comedy              TV-PG
## 86     Animation, Action, Comedy              TV-14
## 8           Action, Crime, Drama              TV-MA
## 98  Animation, Action, Adventure           TV-Y7-FV
## 4           Action, Crime, Drama              TV-MA
## 511    Action, Adventure, Comedy              TV-PG
## 16  Animation, Action, Adventure              TV-MA
## 2   Animation, Action, Adventure              TV-MA
Ranking_Category_DS <- Reduce(rbind,                                 
                    by(tvworkingdatatype,
                       tvworkingdatatype["parental_guideline"],
                       head,
                       n = 1))
Ranking_Category_DS
##                           show_title imdb_rating release_year runtime
## 485              Journey to the West         8.7         1986      45
## 125                       Shaktimaan         8.2         1997      60
## 472                   Ronin Warriors         7.4         1988      23
## 287      Constantine: City of Demons         7.6         2018       6
## 32  Fullmetal Alchemist: Brotherhood         9.1         2009      24
## 106                        Get Smart         8.2         1965      25
## 4                           The Boys         8.7         2019      60
## 45       Batman: The Animated Series         9.0         1992      23
## 81   Spider-Man: The Animated Series         8.4         1994      23
## 366                         Robotech         8.5         1985      30
## 21        Avatar: The Last Airbender         9.3         2005      23
##                            genre parental_guideline
## 485            Action, Adventure                   
## 125    Action, Adventure, Family          Not Rated
## 472 Animation, Action, Adventure              PG-13
## 287     Animation, Short, Action                  R
## 32  Animation, Action, Adventure              TV-14
## 106    Action, Adventure, Comedy               TV-G
## 4           Action, Crime, Drama              TV-MA
## 45  Animation, Action, Adventure              TV-PG
## 81  Animation, Action, Adventure               TV-Y
## 366 Animation, Action, Adventure              TV-Y7
## 21  Animation, Action, Adventure           TV-Y7-FV