Assignment 3- Jaden’s Work
Jaden Savoy
2024-11-21
Set Up Working Directory
getwd()## [1] "/Users/jadensavoy/Desktop/MKTG 3P98/Excel Files"setwd("/Users/jadensavoy/Desktop/MKTG 3P98/Excel Files")Load in Libraries
library(readxl)
library(ggplot2)
library(readr) # To Read CSV Files
library(stringr)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(janitor)##
## Attaching package: 'janitor'## The following objects are masked from 'package:stats':
##
## chisq.test, fisher.testImport Both Data Sets
Movie_General<-read.csv("Movie_General.csv")
Movie_Financial<-read.csv("Movie_Financial.csv")View Both Data Sets
head(Movie_General)## original_title type
## 1 The Departed\xca Feature Film
## 2 Exodus: Gods and Kings\xca Feature Film
## 3 Spectre\xca Feature Film
## 4 The X Files\xca Feature Film
## 5 Star Wars: Episode VII - The Force Awakens\xca Feature Film
## 6 John Carter\xca Documentary
## genre runtime mpaa_rating imdb_rating imdb_num_votes critics_rating
## 1 Drama 118 Unrated 2.1 9904 Fresh
## 2 Drama 131 PG-13 3.3 1010 Fresh
## 3 Comedy 84 R 7.6 22381 Certified Fresh
## 4 Drama 97 PG 2.5 54363 Rotten
## 5 Horror 90 R 7.2 35096 Certified Fresh
## 6 Documentary 78 Unrated 7.8 333 Fresh
## critics_score audience_rating audience_score best_pic_nom Facebook_Likes
## 1 10 Upright 21 no 48
## 2 43 Upright 34 no 490
## 3 91 Upright 91 no 11700
## 4 27 Upright 23 no 230
## 5 81 Upright 77 no 172221
## 6 91 Upright 86 no 211873head(Movie_Financial)## original_title budget..Millions.
## 1 The Departed\xca 1.0
## 2 Exodus: Gods and Kings\xca 2.0
## 3 Spectre\xca 110.0
## 4 The X Files\xca 2.9
## 5 Star Wars: Episode VII - The Force Awakens\xca 190.0
## 6 John Carter\xca 135.0
## revenue..Millions. language country
## 1 0.01 English USA
## 2 0.05 English UK
## 3 295.24 English UK
## 4 0.30 English USA
## 5 1506.25 French France
## 6 532.95 English USAMerge Both Data Sets Into 1 Master Data Set
Movie_Total<-merge(Movie_Financial,Movie_General,by= "original_title")Find Any Duplicates in the Original Title Name
Movie_Total_Clean<-clean_names(Movie_Total)
Movie_Total_Clean%>% get_dupes(original_title)## original_title dupe_count budget_millions
## 1 Fantastic Four\xca 4 17.0
## 2 Fantastic Four\xca 4 17.0
## 3 Fantastic Four\xca 4 13.0
## 4 Fantastic Four\xca 4 13.0
## 5 Godzilla Resurgence\xca 4 8.9
## 6 Godzilla Resurgence\xca 4 8.9
## 7 Godzilla Resurgence\xca 4 1.9
## 8 Godzilla Resurgence\xca 4 1.9
## 9 Hercules\xca 4 20.0
## 10 Hercules\xca 4 20.0
## 11 Hercules\xca 4 6.0
## 12 Hercules\xca 4 6.0
## 13 Pan\xca 4 4.0
## 14 Pan\xca 4 4.0
## 15 Pan\xca 4 3.0
## 16 Pan\xca 4 3.0
## 17 The Fast and the Furious\xca 4 35.0
## 18 The Fast and the Furious\xca 4 35.0
## 19 The Fast and the Furious\xca 4 20.0
## 20 The Fast and the Furious\xca 4 20.0
## 21 The Legend of Tarzan\xca 4 35.0
## 22 The Legend of Tarzan\xca 4 35.0
## 23 The Legend of Tarzan\xca 4 6.0
## 24 The Legend of Tarzan\xca 4 6.0
## 25 The Twilight Saga: Breaking Dawn - Part 2\xca 4 1.0
## 26 The Twilight Saga: Breaking Dawn - Part 2\xca 4 1.0
## 27 The Twilight Saga: Breaking Dawn - Part 2\xca 4 0.5
## 28 The Twilight Saga: Breaking Dawn - Part 2\xca 4 0.5
## revenue_millions language country type genre runtime
## 1 136.62 English USA Feature Film Mystery & Suspense 106
## 2 136.62 English USA Feature Film Drama 101
## 3 45.30 English USA Feature Film Mystery & Suspense 106
## 4 45.30 English USA Feature Film Drama 101
## 5 4.16 Japanese Japan Feature Film Comedy 93
## 6 4.16 Japanese Japan Feature Film Drama 98
## 7 157.11 Japanese Japan Feature Film Comedy 93
## 8 157.11 Japanese Japan Feature Film Drama 98
## 9 34.08 English USA Feature Film Drama 105
## 10 34.08 English USA Documentary Documentary 107
## 11 1.27 English USA Feature Film Drama 105
## 12 1.27 English USA Documentary Documentary 107
## 13 1.60 English USA Feature Film Drama 130
## 14 1.60 English USA Feature Film Other 90
## 15 0.70 English USA Feature Film Drama 130
## 16 0.70 English USA Feature Film Other 90
## 17 77.48 English USA Feature Film Drama 104
## 18 77.48 English USA Feature Film Drama 95
## 19 18.22 English USA Feature Film Drama 104
## 20 18.22 English USA Feature Film Drama 95
## 21 82.35 English USA Documentary Documentary 92
## 22 82.35 English USA Feature Film Drama 94
## 23 11.12 English USA Documentary Documentary 92
## 24 11.12 English USA Feature Film Drama 94
## 25 3.39 English USA Documentary Documentary 98
## 26 3.39 English USA Feature Film Comedy 95
## 27 1025.47 English USA Documentary Documentary 98
## 28 1025.47 English USA Feature Film Comedy 95
## mpaa_rating imdb_rating imdb_num_votes critics_rating critics_score
## 1 R 6.3 25054 Rotten 43
## 2 R 2.1 9904 Fresh 35
## 3 R 6.3 25054 Rotten 43
## 4 R 2.1 9904 Fresh 35
## 5 PG 4.2 182983 Certified Fresh 34
## 6 PG-13 6.3 50340 Fresh 60
## 7 PG 4.2 182983 Certified Fresh 34
## 8 PG-13 6.3 50340 Fresh 60
## 9 R 3.0 9216 Rotten 50
## 10 Unrated 3.8 10522 Fresh 21
## 11 R 3.0 9216 Rotten 50
## 12 Unrated 3.8 10522 Fresh 21
## 13 R 2.0 9216 Rotten 34
## 14 PG 3.6 1010 Fresh 33
## 15 R 2.0 9216 Rotten 34
## 16 PG 3.6 1010 Fresh 33
## 17 R 7.1 128361 Fresh 68
## 18 R 7.2 35635 Certified Fresh 93
## 19 R 7.1 128361 Fresh 68
## 20 R 7.2 35635 Certified Fresh 93
## 21 Unrated 6.8 1942 Certified Fresh 66
## 22 R 3.4 57933 Rotten 25
## 23 Unrated 6.8 1942 Certified Fresh 66
## 24 R 3.4 57933 Rotten 25
## 25 Unrated 3.1 1010 Fresh 45
## 26 PG 7.5 880 Fresh 90
## 27 Unrated 3.1 1010 Fresh 45
## 28 PG 7.5 880 Fresh 90
## audience_rating audience_score best_pic_nom facebook_likes
## 1 Spilled 49 no 1261
## 2 Upright 26 no 51261
## 3 Spilled 49 no 1261
## 4 Upright 26 no 51261
## 5 Upright 33 yes 5699
## 6 Spilled 67 no 699
## 7 Upright 33 yes 5699
## 8 Spilled 67 no 699
## 9 Upright 40 no 16235
## 10 Upright 20 no 235
## 11 Upright 40 no 16235
## 12 Upright 20 no 235
## 13 Upright 24 no 393
## 14 Upright 24 no 393
## 15 Upright 24 no 393
## 16 Upright 24 no 393
## 17 Upright 78 no 125327
## 18 Upright 80 no 45327
## 19 Upright 78 no 125327
## 20 Upright 80 no 45327
## 21 Upright 68 no 121175
## 22 Spilled 39 no 11175
## 23 Upright 68 no 121175
## 24 Spilled 39 no 11175
## 25 Upright 46 no 1177
## 26 Upright 89 no 359177
## 27 Upright 46 no 1177
## 28 Upright 89 no 359177Delete all Duplicated Title Names
Movie_Total_Unique <- Movie_Total_Clean %>% distinct(original_title, .keep_all = TRUE)
print(Movie_Total_Unique)## original_title
## 1 10,000 B.C.\xca
## 2 102 Dalmatians\xca
## 3 2 Fast 2 Furious\xca
## 4 2012\xca
## 5 300: Rise of an Empire\xca
## 6 47 Ronin\xca
## 7 50 First Dates\xca
## 8 A Beautiful Mind\xca
## 9 A Christmas Carol\xca
## 10 A Good Day to Die Hard\xca
## 11 A Sound of Thunder\xca
## 12 A.I. Artificial Intelligence\xca
## 13 Abraham Lincoln: Vampire Hunter\xca
## 14 After Earth\xca
## 15 Agora\xca
## 16 Air Force One\xca
## 17 Alexander\xca
## 18 Alice in Wonderland\xca
## 19 Alice Through the Looking Glass\xca
## 20 Ali\xca
## 21 All That Jazz\xca
## 22 Allegiant\xca
## 23 Alvin and the Chipmunks: Chipwrecked\xca
## 24 Alvin and the Chipmunks: The Road Chip\xca
## 25 Alvin and the Chipmunks: The Squeakquel\xca
## 26 American Gangster\xca
## 27 Angels & Demons\xca
## 28 Anna and the King\xca
## 29 Ant-Man\xca
## 30 Armageddon\xca
## 31 Around the World in 80 Days\xca
## 32 Arthur and the Invisibles\xca
## 33 Arthur Christmas\xca
## 34 Asterix at the Olympic Games\xca
## 35 Atlantis: The Lost Empire\xca
## 36 Australia\xca
## 37 Avatar\xca
## 38 Avengers: Age of Ultron\xca
## 39 AVP: Alien vs. Predator\xca
## 40 Babe: Pig in the City\xca
## 41 Bad Boys II\xca
## 42 Bad Company\xca
## 43 Ballistic: Ecks vs. Sever\xca
## 44 Bandits\xca
## 45 Basic Instinct 2\xca
## 46 Batman & Robin\xca
## 47 Batman Begins\xca
## 48 Batman Forever\xca
## 49 Batman Returns\xca
## 50 Batman v Superman: Dawn of Justice\xca
## 51 Battle Los Angeles\xca
## 52 Battlefield Earth\xca
## 53 Battleship\xca
## 54 Be Cool\xca
## 55 Bedtime Stories\xca
## 56 Bee Movie\xca
## 57 Ben-Hur\xca
## 58 Beowulf\xca
## 59 Bewitched\xca
## 60 Bicentennial Man\xca
## 61 Big Fish\xca
## 62 Big Hero 6\xca
## 63 Black Hawk Down\xca
## 64 Blackhat\xca
## 65 Blood Diamond\xca
## 66 Body of Lies\xca
## 67 Bolt\xca
## 68 Braveheart\xca
## 69 Brave\xca
## 70 Bruce Almighty\xca
## 71 Captain America: Civil War\xca
## 72 Captain America: The First Avenger\xca
## 73 Captain America: The Winter Soldier\xca
## 74 Carriers\xca
## 75 Cars 2\xca
## 76 Cars\xca
## 77 Casino Royale\xca
## 78 Cast Away\xca
## 79 Cats & Dogs: The Revenge of Kitty Galore\xca
## 80 Catwoman\xca
## 81 Charlie and the Chocolate Factory\xca
## 82 Charlie Wilson's War\xca
## 83 Charlie's Angels: Full Throttle\xca
## 84 Charlie's Angels\xca
## 85 Charlotte's Web\xca
## 86 Children of Men\xca
## 87 Cinderella Man\xca
## 88 Cinderella\xca
## 89 Clash of the Titans\xca
## 90 Click\xca
## 91 Cloud Atlas\xca
## 92 Cloudy with a Chance of Meatballs 2\xca
## 93 Cloudy with a Chance of Meatballs\xca
## 94 Cold Mountain\xca
## 95 Collateral Damage\xca
## 96 Con Air\xca
## 97 Conan the Barbarian\xca
## 98 Conspiracy Theory\xca
## 99 Constantine\xca
## 100 Contact\xca
## 101 Creepshow\xca
## 102 Cutthroat Island\xca
## 103 Dante's Peak\xca
## 104 Daredevil\xca
## 105 Dark Shadows\xca
## 106 Dawn of the Planet of the Apes\xca
## 107 Daylight\xca
## 108 Deep Impact\xca
## 109 Despicable Me 2\xca
## 110 Despicable Me\xca
## 111 Die Another Day\xca
## 112 Die Hard 2\xca
## 113 Die Hard with a Vengeance\xca
## 114 Dinner for Schmucks\xca
## 115 Dinosaur\xca
## 116 Divergent\xca
## 117 Django Unchained\xca
## 118 DĚ©j\xcc\xca Vu\xca
## 119 Doctor Dolittle\xca
## 120 Doom\xca
## 121 Dr. Dolittle 2\xca
## 122 Dracula Untold\xca
## 123 Dreamgirls\xca
## 124 Dredd\xca
## 125 Driven\xca
## 126 Eagle Eye\xca
## 127 Edge of Tomorrow\xca
## 128 Elysium\xca
## 129 Enchanted\xca
## 130 End of Days\xca
## 131 Ender's Game\xca
## 132 Enemy at the Gates\xca
## 133 Enemy of the State\xca
## 134 Entrapment\xca
## 135 Epic\xca
## 136 Eragon\xca
## 137 Eraser\xca
## 138 Escape Plan\xca
## 139 Evan Almighty\xca
## 140 Evolution\xca
## 141 Exodus: Gods and Kings\xca
## 142 Exorcist: The Beginning\xca
## 143 Face/Off\xca
## 144 Fantasia 2000\xca
## 145 Fantastic 4: Rise of the Silver Surfer\xca
## 146 Fantastic Four\xca
## 147 Fast Five\xca
## 148 Final Fantasy: The Spirits Within\xca
## 149 Finding Nemo\xca
## 150 First Knight\xca
## 151 Flight of the Phoenix\xca
## 152 Flubber\xca
## 153 Flushed Away\xca
## 154 Fool's Gold\xca
## 155 Four Christmases\xca
## 156 Frozen\xca
## 157 Fun with Dick and Jane\xca
## 158 Funny People\xca
## 159 Furious 7\xca
## 160 Fury\xca
## 161 G-Force\xca
## 162 G.I. Joe: Retaliation\xca
## 163 G.I. Joe: The Rise of Cobra\xca
## 164 Gangs of New York\xca
## 165 Get Smart\xca
## 166 Ghost Rider\xca
## 167 Ghostbusters\xca
## 168 Gladiator\xca
## 169 Gods of Egypt\xca
## 170 Godzilla Resurgence\xca
## 171 Gone in Sixty Seconds\xca
## 172 Gravity\xca
## 173 Green Lantern\xca
## 174 Green Zone\xca
## 175 Grown Ups 2\xca
## 176 Grown Ups\xca
## 177 Guardians of the Galaxy\xca
## 178 Gulliver's Travels\xca
## 179 Hairspray\xca
## 180 Hall Pass\xca
## 181 Hancock\xca
## 182 Hannibal\xca
## 183 Happy Feet 2\xca
## 184 Happy Feet\xca
## 185 Hard Rain\xca
## 186 Harry Potter and the Chamber of Secrets\xca
## 187 Harry Potter and the Deathly Hallows: Part II\xca
## 188 Harry Potter and the Deathly Hallows: Part I\xca
## 189 Harry Potter and the Goblet of Fire\xca
## 190 Harry Potter and the Half-Blood Prince\xca
## 191 Harry Potter and the Order of the Phoenix\xca
## 192 Harry Potter and the Prisoner of Azkaban\xca
## 193 Harry Potter and the Sorcerer's Stone\xca
## 194 Hart's War\xca
## 195 Hellboy II: The Golden Army\xca
## 196 Hercules\xca
## 197 Hidalgo\xca
## 198 Hollow Man\xca
## 199 Hollywood Homicide\xca
## 200 Home on the Range\xca
## 201 Home\xca
## 202 Hook\xca
## 203 Hostage\xca
## 204 Hotel for Dogs\xca
## 205 Hotel Transylvania 2\xca
## 206 Hotel Transylvania\xca
## 207 How Do You Know\xca
## 208 How the Grinch Stole Christmas\xca
## 209 How to Train Your Dragon 2\xca
## 210 How to Train Your Dragon\xca
## 211 Hugo\xca
## 212 Hulk\xca
## 213 I Am Legend\xca
## 214 I Spy\xca
## 215 I, Robot\xca
## 216 Ice Age: Continental Drift\xca
## 217 Ice Age: Dawn of the Dinosaurs\xca
## 218 Ice Age: The Meltdown\xca
## 219 Immortals\xca
## 220 In the Heart of the Sea\xca
## 221 Inception\xca
## 222 Independence Day: Resurgence\xca
## 223 Independence Day\xca
## 224 Indiana Jones and the Kingdom of the Crystal Skull\xca
## 225 Inglourious Basterds\xca
## 226 Inside Out\xca
## 227 Inspector Gadget\xca
## 228 Insurgent\xca
## 229 Interstellar\xca
## 230 Iron Man 2\xca
## 231 Iron Man 3\xca
## 232 Iron Man\xca
## 233 It's Complicated\xca
## 234 Jack and Jill\xca
## 235 Jack the Giant Slayer\xca
## 236 Jarhead\xca
## 237 Jason Bourne\xca
## 238 John Carter\xca
## 239 Journey 2: The Mysterious Island\xca
## 240 Jumper\xca
## 241 Jupiter Ascending\xca
## 242 Jurassic Park III\xca
## 243 Jurassic World\xca
## 244 Just Go with It\xca
## 245 K-19: The Widowmaker\xca
## 246 Killer Elite\xca
## 247 Killers\xca
## 248 King Kong\xca
## 249 Kingdom of Heaven\xca
## 250 Knight and Day\xca
## 251 Kung Fu Panda 2\xca
## 252 Kung Fu Panda 3\xca
## 253 Kung Fu Panda\xca
## 254 Lady in the Water\xca
## 255 Land of the Lost\xca
## 256 Lara Croft Tomb Raider: The Cradle of Life\xca
## 257 Lara Croft: Tomb Raider\xca
## 258 Last Action Hero\xca
## 259 Last Man Standing\xca
## 260 Legend of the Guardians: The Owls of Ga'Hoole\xca
## 261 Legends of Oz: Dorothy's Return\xca
## 262 Lethal Weapon 4\xca
## 263 Life of Pi\xca
## 264 Life\xca
## 265 Lilo & Stitch\xca
## 266 Little Fockers\xca
## 267 Little Nicky\xca
## 268 Live Free or Die Hard\xca
## 269 Looney Tunes: Back in Action\xca
## 270 Lost in Space\xca
## 271 Mad Max: Fury Road\xca
## 272 Madagascar 3: Europe's Most Wanted\xca
## 273 Madagascar: Escape 2 Africa\xca
## 274 Madagascar\xca
## 275 Maleficent\xca
## 276 Man of Steel\xca
## 277 Mars Attacks!\xca
## 278 Mars Needs Moms\xca
## 279 Master and Commander: The Far Side of the World\xca
## 280 Meet Joe Black\xca
## 281 Megamind\xca
## 282 Memoirs of a Geisha\xca
## 283 Men in Black 3\xca
## 284 Men in Black II\xca
## 285 Men in Black\xca
## 286 Miami Vice\xca
## 287 Mighty Joe Young\xca
## 288 Minions\xca
## 289 Minority Report\xca
## 290 Mirror Mirror\xca
## 291 Mission to Mars\xca
## 292 Mission: Impossible - Ghost Protocol\xca
## 293 Mission: Impossible - Rogue Nation\xca
## 294 Mission: Impossible III\xca
## 295 Mission: Impossible II\xca
## 296 Mission: Impossible\xca
## 297 Money Train\xca
## 298 Monkeybone\xca
## 299 Monster House\xca
## 300 Monsters University\xca
## 301 Monsters vs. Aliens\xca
## 302 Monsters, Inc.\xca
## 303 Mr. & Mrs. Smith\xca
## 304 Mr. Peabody & Sherman\xca
## 305 Mulan\xca
## 306 Munich\xca
## 307 Mystery Men\xca
## 308 National Treasure\xca
## 309 Need for Speed\xca
## 310 Night at the Museum: Battle of the Smithsonian\xca
## 311 Night at the Museum: Secret of the Tomb\xca
## 312 Night at the Museum\xca
## 313 Nine\xca
## 314 Noah\xca
## 315 Now You See Me 2\xca
## 316 Now You See Me\xca
## 317 Nutty Professor II: The Klumps\xca
## 318 Oblivion\xca
## 319 Ocean's Eleven\xca
## 320 Ocean's Thirteen\xca
## 321 Ocean's Twelve\xca
## 322 Oceans\xca
## 323 Olympus Has Fallen\xca
## 324 Open Season\xca
## 325 Osmosis Jones\xca
## 326 Over the Hedge\xca
## 327 Oz the Great and Powerful\xca
## 328 Pacific Rim\xca
## 329 Pan\xca
## 330 Pearl Harbor\xca
## 331 Penguins of Madagascar\xca
## 332 Percy Jackson & the Olympians: The Lightning Thief\xca
## 333 Percy Jackson: Sea of Monsters\xca
## 334 Pirates of the Caribbean: At World's End\xca
## 335 Pirates of the Caribbean: Dead Man's Chest\xca
## 336 Pirates of the Caribbean: On Stranger Tides\xca
## 337 Pirates of the Caribbean: The Curse of the Black Pearl\xca
## 338 Pixels\xca
## 339 Planet of the Apes\xca
## 340 Point Break\xca
## 341 Pompeii\xca
## 342 Poseidon\xca
## 343 Prince of Persia: The Sands of Time\xca
## 344 Prometheus\xca
## 345 Public Enemies\xca
## 346 Puss in Boots\xca
## 347 Quantum of Solace\xca
## 348 R.I.P.D.\xca
## 349 Rango\xca
## 350 Ransom\xca
## 351 Ratatouille\xca
## 352 Real Steel\xca
## 353 RED 2\xca
## 354 Red Dragon\xca
## 355 Red Planet\xca
## 356 Rio 2\xca
## 357 Rio\xca
## 358 Rise of the Guardians\xca
## 359 Rise of the Planet of the Apes\xca
## 360 Road to Perdition\xca
## 361 Robin Hood\xca
## 362 RoboCop\xca
## 363 Robots\xca
## 364 Rock of Ages\xca
## 365 Rollerball\xca
## 366 Runaway Bride\xca
## 367 Rush Hour 2\xca
## 368 Rush Hour 3\xca
## 369 S.W.A.T.\xca
## 370 Safe House\xca
## 371 Sahara\xca
## 372 Salt\xca
## 373 San Andreas\xca
## 374 Saving Private Ryan\xca
## 375 Scooby-Doo\xca
## 376 Scott Pilgrim vs. the World\xca
## 377 Seabiscuit\xca
## 378 Seven Years in Tibet\xca
## 379 Seventh Son\xca
## 380 Sex and the City 2\xca
## 381 Shark Tale\xca
## 382 Sherlock Holmes: A Game of Shadows\xca
## 383 Sherlock Holmes\xca
## 384 Shrek 2\xca
## 385 Shrek Forever After\xca
## 386 Shrek the Third\xca
## 387 Shutter Island\xca
## 388 Signs\xca
## 389 Six Days Seven Nights\xca
## 390 Sky Captain and the World of Tomorrow\xca
## 391 Skyfall\xca
## 392 Sleepy Hollow\xca
## 393 Snake Eyes\xca
## 394 Snow White and the Huntsman\xca
## 395 Soldier\xca
## 396 Something's Gotta Give\xca
## 397 Son of the Mask\xca
## 398 Space Jam\xca
## 399 Spanglish\xca
## 400 Spectre\xca
## 401 Speed 2: Cruise Control\xca
## 402 Speed Racer\xca
## 403 Sphere\xca
## 404 Spider-Man 2\xca
## 405 Spider-Man 3\xca
## 406 Spider-Man\xca
## 407 Spirit: Stallion of the Cimarron\xca
## 408 Spy Game\xca
## 409 Star Trek Beyond\xca
## 410 Star Trek Into Darkness\xca
## 411 Star Trek: Insurrection\xca
## 412 Star Trek\xca
## 413 Star Wars: Episode I - The Phantom Menace\xca
## 414 Star Wars: Episode II - Attack of the Clones\xca
## 415 Star Wars: Episode III - Revenge of the Sith\xca
## 416 Star Wars: Episode VII - The Force Awakens\xca
## 417 Stardust\xca
## 418 Starship Troopers\xca
## 419 Stealth\xca
## 420 Stuart Little 2\xca
## 421 Stuart Little\xca
## 422 Sucker Punch\xca
## 423 Suicide Squad\xca
## 424 Superman Returns\xca
## 425 Surf's Up\xca
## 426 Surrogates\xca
## 427 Swordfish\xca
## 428 Talladega Nights: The Ballad of Ricky Bobby\xca
## 429 Tangled\xca
## 430 Tears of the Sun\xca
## 431 Ted 2\xca
## 432 Teenage Mutant Ninja Turtles: Out of the Shadows\xca
## 433 Teenage Mutant Ninja Turtles\xca
## 434 Terminator 2: Judgment Day\xca
## 435 Terminator 3: Rise of the Machines\xca
## 436 Terminator Genisys\xca
## 437 Terminator Salvation\xca
## 438 The 13th Warrior\xca
## 439 The 6th Day\xca
## 440 The A-Team\xca
## 441 The Abyss\xca
## 442 The Adventures of Pluto Nash\xca
## 443 The Adventures of Rocky & Bullwinkle\xca
## 444 The Adventures of Tintin\xca
## 445 The Alamo\xca
## 446 The Amazing Spider-Man 2\xca
## 447 The Amazing Spider-Man\xca
## 448 The Angry Birds Movie\xca
## 449 The Avengers\xca
## 450 The Aviator\xca
## 451 The BFG\xca
## 452 The Book of Eli\xca
## 453 The Bourne Legacy\xca
## 454 The Bourne Supremacy\xca
## 455 The Bourne Ultimatum\xca
## 456 The Brothers Grimm\xca
## 457 The Campaign\xca
## 458 The Cat in the Hat\xca
## 459 The Chronicles of Narnia: Prince Caspian\xca
## 460 The Chronicles of Narnia: The Lion, the Witch and the Wardrobe\xca
## 461 The Chronicles of Narnia: The Voyage of the Dawn Treader\xca
## 462 The Chronicles of Riddick\xca
## 463 The Core\xca
## 464 The Croods\xca
## 465 The Curious Case of Benjamin Button\xca
## 466 The Da Vinci Code\xca
## 467 The Dark Knight Rises\xca
## 468 The Dark Knight\xca
## 469 The Day After Tomorrow\xca
## 470 The Day the Earth Stood Still\xca
## 471 The Departed\xca
## 472 The Devil's Own\xca
## 473 The Dilemma\xca
## 474 The Edge\xca
## 475 The Emperor's New Groove\xca
## 476 The Expendables 2\xca
## 477 The Expendables 3\xca
## 478 The Expendables\xca
## 479 The Fast and the Furious: Tokyo Drift\xca
## 480 The Fast and the Furious\xca
## 481 The Fifth Element\xca
## 482 The Finest Hours\xca
## 483 The Flowers of War\xca
## 484 The Girl with the Dragon Tattoo\xca
## 485 The Golden Compass\xca
## 486 The Good Dinosaur\xca
## 487 The Great Gatsby\xca
## 488 The Green Hornet\xca
## 489 The Hangover Part II\xca
## 490 The Haunted Mansion\xca
## 491 The Haunting\xca
## 492 The Hobbit: An Unexpected Journey\xca
## 493 The Hobbit: The Battle of the Five Armies\xca
## 494 The Hobbit: The Desolation of Smaug\xca
## 495 The Holiday\xca
## 496 The Hunchback of Notre Dame\xca
## 497 The Hunger Games: Catching Fire\xca
## 498 The Hunger Games: Mockingjay - Part 1\xca
## 499 The Hunger Games: Mockingjay - Part 2\xca
## 500 The Hunger Games\xca
## 501 The Huntsman: Winter's War\xca
## 502 The Incredible Hulk\xca
## 503 The Incredibles\xca
## 504 The Insider\xca
## 505 The Interpreter
## 506 The Invasion\xca
## 507 The Island\xca
## 508 The Jungle Book\xca
## 509 The Kingdom\xca
## 510 The Last Airbender\xca
## 511 The Last Legion\xca
## 512 The Last Samurai\xca
## 513 The Last Witch Hunter\xca
## 514 The League of Extraordinary Gentlemen\xca
## 515 The Legend of Hercules\xca
## 516 The Legend of Tarzan\xca
## 517 The Legend of Zorro\xca
## 518 The Lion King\xca
## 519 The Little Prince\xca
## 520 The Lone Ranger\xca
## 521 The Longest Yard\xca
## 522 The Lord of the Rings: The Fellowship of the Ring\xca
## 523 The Lord of the Rings: The Return of the King\xca
## 524 The Lord of the Rings: The Two Towers\xca
## 525 The Lost World: Jurassic Park\xca
## 526 The Lovely Bones\xca
## 527 The Lovers\xca
## 528 The Majestic\xca
## 529 The Man from U.N.C.L.E.\xca
## 530 The Manchurian Candidate\xca
## 531 The Martian\xca
## 532 The Matrix Reloaded\xca
## 533 The Matrix Revolutions\xca
## 534 The Monuments Men\xca
## 535 The Mummy Returns\xca
## 536 The Mummy: Tomb of the Dragon Emperor\xca
## 537 The Nutcracker in 3D\xca
## 538 The Other Guys\xca
## 539 The Patriot\xca
## 540 The Peanuts Movie\xca
## 541 The Perfect Storm\xca
## 542 The Pink Panther\xca
## 543 The Polar Express\xca
## 544 The Postman\xca
## 545 The Princess and the Frog\xca
## 546 The Revenant\xca
## 547 The Road to El Dorado\xca
## 548 The Rock\xca
## 549 The Rundown\xca
## 550 The Saint\xca
## 551 The Score\xca
## 552 The Secret Life of Pets\xca
## 553 The Secret Life of Walter Mitty\xca
## 554 The Siege\xca
## 555 The Simpsons Movie\xca
## 556 The Smurfs 2\xca
## 557 The Smurfs\xca
## 558 The Sorcerer's Apprentice\xca
## 559 The Spanish Prisoner\xca
## 560 The Spiderwick Chronicles\xca
## 561 The SpongeBob Movie: Sponge Out of Water\xca
## 562 The Stepford Wives\xca
## 563 The Sum of All Fears\xca
## 564 The Taking of Pelham 1 2 3\xca
## 565 The Terminal\xca
## 566 The Three Musketeers\xca
## 567 The Time Machine\xca
## 568 The Tourist\xca
## 569 The Twilight Saga: Breaking Dawn - Part 2\xca
## 570 The Twilight Saga: Eclipse\xca
## 571 The Village\xca
## 572 The Wolf of Wall Street\xca
## 573 The Wolfman\xca
## 574 The Wolverine\xca
## 575 The World Is Not Enough\xca
## 576 The X Files\xca
## 577 Thirteen Days\xca
## 578 Thor: The Dark World\xca
## 579 Thor\xca
## 580 Timeline\xca
## 581 Titan A.E.\xca
## 582 Titanic\xca
## 583 Tomorrow Never Dies\xca
## 584 Tomorrowland\xca
## 585 Top Cat Begins\xca
## 586 Total Recall\xca
## 587 Tower Heist\xca
## 588 Town & Country\xca
## 589 Toy Story 2\xca
## 590 Toy Story 3\xca
## 591 Transcendence\xca
## 592 Transformers: Age of Extinction\xca
## 593 Transformers: Dark of the Moon\xca
## 594 Transformers: Revenge of the Fallen\xca
## 595 Transformers\xca
## 596 Treasure Planet\xca
## 597 TRON: Legacy\xca
## 598 Tropic Thunder\xca
## 599 Troy\xca
## 600 True Lies\xca
## 601 Turbo\xca
## 602 Twister\xca
## 603 Two Brothers\xca
## 604 Unbreakable\xca
## 605 Underworld: Awakening\xca
## 606 Unstoppable\xca
## 607 Up\xca
## 608 Valkyrie\xca
## 609 Vanilla Sky\xca
## 610 Vertical Limit\xca
## 611 Volcano\xca
## 612 Walking with Dinosaurs 3D\xca
## 613 Wall Street: Money Never Sleeps\xca
## 614 WALL\xe1E\xca
## 615 Wanted\xca
## 616 War Horse\xca
## 617 War of the Worlds\xca
## 618 Warcraft\xca
## 619 Watchmen\xca
## 620 Waterworld\xca
## 621 We Were Soldiers\xca
## 622 What Dreams May Come\xca
## 623 What Lies Beneath\xca
## 624 What Women Want\xca
## 625 Where the Wild Things Are\xca
## 626 White House Down\xca
## 627 Wild Wild West\xca
## 628 Windtalkers\xca
## 629 Wolf\xca
## 630 World War Z\xca
## 631 Wrath of the Titans\xca
## 632 Wreck-It Ralph\xca
## 633 X-Men 2\xca
## 634 X-Men Origins: Wolverine\xca
## 635 X-Men: Apocalypse\xca
## 636 X-Men: Days of Future Past\xca
## 637 X-Men: First Class\xca
## 638 X-Men: The Last Stand\xca
## 639 X-Men\xca
## 640 xXx\xca
## 641 Yogi Bear\xca
## 642 You Don't Mess with the Zohan\xca
## 643 Zodiac\xca
## 644 Zookeeper\xca
## budget_millions revenue_millions language country type
## 1 12.60 18.66 Feature Film
## 2 45.00 60.22 English USA Feature Film
## 3 16.00 31.56 English USA Feature Film
## 4 3.50 0.75 English USA Feature Film
## 5 16.00 19.68 English USA Feature Film
## 6 50.00 240.36 English USA Feature Film
## 7 50.00 36.35 English USA Feature Film
## 8 26.00 43.32 English USA Feature Film
## 9 65.00 235.67 English USA Feature Film
## 10 8.50 5.77 English USA Feature Film
## 11 50.00 40.83 English UK Feature Film
## 12 70.00 61.28 English USA Feature Film
## 13 150.00 341.13 English USA Feature Film
## 14 9.50 293.33 English USA Documentary
## 15 48.00 85.50 English Spain Feature Film
## 16 52.00 216.49 English USA Feature Film
## 17 74.00 311.59 English Germany Feature Film
## 18 58.00 150.17 English USA Feature Film
## 19 12.00 32.25 English USA Feature Film
## 20 12.00 305.15 English USA Feature Film
## 21 21.80 64.57 English USA Documentary
## 22 100.00 243.40 English USA Feature Film
## 23 14.00 30.75 English USA Documentary
## 24 6.00 3.02 English USA Feature Film
## 25 98.00 433.01 English USA Feature Film
## 26 4.90 3.49 English USA Feature Film
## 27 18.00 41.33 English USA Feature Film
## 28 25.00 84.57 English USA Feature Film
## 29 3.50 825.50 English USA Feature Film
## 30 13.00 11.78 English USA Feature Film
## 31 45.00 86.17 English USA Feature Film
## 32 18.50 31.91 English France Feature Film
## 33 20.00 32.01 English UK Feature Film
## 34 145.00 609.12 French France Feature Film
## 35 0.60 1.83 English USA Feature Film
## 36 2.50 91.38 English Australia Feature Film
## 37 150.00 451.35 English USA Feature Film
## 38 74.00 1156.73 English USA Documentary
## 39 140.00 449.22 English USA Feature Film
## 40 5.00 9.76 English Australia Feature Film
## 41 20.00 543.51 English USA Feature Film
## 42 45.00 141.22 English USA Feature Film
## 43 68.00 203.39 English USA Feature Film
## 44 80.00 90.87 English USA Documentary
## 45 137.00 85.13 English UK Feature Film
## 46 18.00 103.22 English USA Feature Film
## 47 6.00 41.39 English USA Feature Film
## 48 1.00 17.51 English USA Feature Film
## 49 90.00 16.18 English USA Feature Film
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## 52 20.00 34.56 English USA Feature Film
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## 54 37.00 48.45 English USA Feature Film
## 55 40.00 672.81 English USA Feature Film
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## 60 0.32 0.12 English USA Documentary
## 61 37.00 165.34 English USA Feature Film
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## 63 22.50 15.52 English USA Feature Film
## 64 40.00 141.07 English USA Feature Film
## 65 50.00 151.17 English Germany Feature Film
## 66 22.00 40.27 English USA Documentary
## 67 12.00 60.27 English USA Feature Film
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## 69 15.00 31.43 English USA Feature Film
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## 71 81.00 403.80 English USA Feature Film
## 72 10.00 8.33 English Canada Feature Film
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## 84 5.00 33.33 English USA Feature Film
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## 88 8.50 7.50 English USA Feature Film
## 89 250.00 955.12 English USA Feature Film
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## 91 5.00 41.80 English Germany Feature Film
## 92 3.00 2.36 English USA Documentary
## 93 30.00 13.87 English USA Documentary
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## 95 36.00 64.57 English USA Feature Film
## 96 11.00 235.48 English USA Feature Film
## 97 1.00 12.36 English USA Feature Film
## 98 65.00 162.09 English USA Feature Film
## 99 11.00 68.23 English USA Feature Film
## 100 30.00 25.31 English USA Feature Film
## 101 24.00 23.08 English USA Feature Film
## 102 2.00 1.05 English USA Feature Film
## 103 95.00 114.18 English USA Feature Film
## 104 100.00 206.07 English USA Feature Film
## 105 60.00 7.59 English Canada Feature Film
## 106 50.00 48.32 English Canada Feature Film
## 107 53.00 126.69 English USA Feature Film
## 108 10.00 7.50 English Canada Feature Film
## 109 30.00 114.66 English USA Feature Film
## 110 60.00 105.18 English USA Feature Film
## 111 2.24 10.84 English UK Feature Film
## 112 115.00 562.82 English USA Documentary
## 113 50.00 80.38 English USA Feature Film
## 114 10.00 40.27 English USA Feature Film
## 115 3.00 35.69 English USA Feature Film
## 116 47.00 10.54 English USA Feature Film
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## 119 75.00 61.46 English USA Feature Film
## 120 90.00 347.33 English UK Documentary
## 121 25.00 10.59 English USA Feature Film
## 122 92.00 172.99 English USA Feature Film
## 123 13.00 10.65 English USA Documentary
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## 125 40.00 28.17 English USA Feature Film
## 126 66.00 212.40 English USA Feature Film
## 127 34.00 63.01 English USA Feature Film
## 128 3.30 3.99 English USA Feature Film
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## 131 40.00 123.49 English USA Feature Film
## 132 20.00 80.55 English USA Feature Film
## 133 35.00 115.66 English USA Feature Film
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## 136 10.00 28.88 English USA Feature Film
## 137 65.00 133.82 English USA Feature Film
## 138 42.00 35.40 English USA Feature Film
## 139 2.50 5.21 English Canada Feature Film
## 140 200.00 325.23 French France Feature Film
## 141 2.00 0.05 English UK Feature Film
## 142 39.00 101.23 English USA Documentary
## 143 60.00 284.60 English USA Feature Film
## 144 40.00 177.26 English USA Feature Film
## 145 250.00 746.00 English USA TV Movie
## 146 17.00 136.62 English USA Feature Film
## 147 20.00 78.74 English USA Feature Film
## 148 5.00 2.33 English USA Feature Film
## 149 12.50 49.00 English USA Feature Film
## 150 6.50 28.45 English USA Feature Film
## 151 15.00 12.86 English USA Feature Film
## 152 42.00 363.89 English USA Feature Film
## 153 7.00 5.35 English UK Feature Film
## 154 35.00 92.22 English USA Feature Film
## 155 0.81 1.26 English Germany Feature Film
## 156 2.00 1.48 English USA Feature Film
## 157 8.00 64.11 English USA Feature Film
## 158 70.00 39.04 English USA Feature Film
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## 160 90.00 886.69 English USA Feature Film
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## 162 9.00 21.57 English USA Feature Film
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## 165 3.00 30.00 English USA Documentary
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## 169 6.00 97.38 English USA Feature Film
## 170 8.90 4.16 Japanese Japan Feature Film
## 171 40.00 196.78 English USA Feature Film
## 172 13.00 469.16 English UK Feature Film
## 173 25.00 42.63 English USA Feature Film
## 174 27.00 28.83 English France Feature Film
## 175 6.00 30.00 English USA Documentary
## 176 38.00 45.47 English USA Feature Film
## 177 15.00 14.86 English USA Feature Film
## 178 7.00 3.36 English USA Feature Film
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## 181 40.00 10.66 English USA Documentary
## 182 8.00 3.45 English USA Feature Film
## 183 0.45 0.77 English Australia Feature Film
## 184 19.00 49.83 English USA Feature Film
## 185 25.00 64.44 English USA Feature Film
## 186 103.00 500.19 English UK Feature Film
## 187 3.40 74.95 English UK Feature Film
## 188 1.00 18.41 English UK Feature Film
## 189 11.00 43.97 English UK Feature Film
## 190 175.00 853.71 English UK Feature Film
## 191 20.00 43.97 English UK Feature Film
## 192 0.65 31.72 English UK Feature Film
## 193 1.30 31.33 English UK Feature Film
## 194 22.00 33.79 English USA Feature Film
## 195 3.20 5.33 English USA Feature Film
## 196 20.00 34.08 English USA Feature Film
## 197 15.00 8.46 English USA Feature Film
## 198 18.00 25.31 English USA Feature Film
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## 200 20.00 12.01 English USA Feature Film
## 201 2.00 327.80 English USA Feature Film
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## 205 23.60 102.39 English USA Feature Film
## 206 40.00 357.85 English USA Feature Film
## 207 200.00 705.72 English USA Feature Film
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## 210 30.00 49.26 English USA Documentary
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## 212 5.30 21.57 English USA Feature Film
## 213 1.00 62.88 English USA Feature Film
## 214 45.00 104.88 English USA Feature Film
## 215 20.00 11.11 English USA Feature Film
## 216 9.00 7.50 English USA Feature Film
## 217 6.60 1.55 English USA Feature Film
## 218 27.00 29.00 English USA Feature Film
## 219 75.00 108.00 English USA Documentary
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## 221 53.00 99.78 English USA Feature Film
## 222 4.00 50.16 English USA Feature Film
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## 234 80.00 214.10 English USA Feature Film
## 235 35.00 101.23 English USA Feature Film
## 236 20.00 15.02 English Germany Feature Film
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## 238 135.00 532.95 English USA Documentary
## 239 175.00 381.51 English USA Feature Film
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## 241 50.10 153.96 English USA Documentary
## 242 22.00 67.80 English USA Feature Film
## 243 61.00 311.26 English USA Documentary
## 244 10.50 75.90 English USA Feature Film
## 245 5.00 10.43 English UK Feature Film
## 246 28.00 77.52 English UK Feature Film
## 247 40.00 128.80 English USA Feature Film
## 248 150.00 682.33 English New Zealand Feature Film
## 249 60.00 50.55 English USA Feature Film
## 250 178.00 370.54 English USA Feature Film
## 251 20.00 6.42 English USA Feature Film
## 252 4.00 0.14 English USA Feature Film
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## 254 85.00 450.72 English USA Feature Film
## 255 24.00 70.18 English USA Feature Film
## 256 5.50 5.00 English Australia Feature Film
## 257 13.30 5.38 English USA Feature Film
## 258 75.00 98.16 English USA Documentary
## 259 4.00 4.10 English Australia Feature Film
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## 261 102.00 147.08 English USA Feature Film
## 262 20.00 21.57 English USA Feature Film
## 263 40.00 463.36 English USA Feature Film
## 264 13.00 10.75 English USA Feature Film
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## 266 130.00 117.83 English USA Feature Film
## 267 60.00 124.60 English USA Feature Film
## 268 18.00 268.16 English USA Feature Film
## 269 33.00 20.65 English Germany Feature Film
## 270 150.00 356.61 English USA Feature Film
## 271 15.00 27.39 English Australia Feature Film
## 272 15.00 13.02 English USA Feature Film
## 273 40.00 34.23 English USA Feature Film
## 274 16.00 76.51 English USA Feature Film
## 275 4.00 0.19 English Canada Feature Film
## 276 44.00 155.76 English USA Feature Film
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## 278 11.00 7.00 English USA Feature Film
## 279 3.00 3.39 English USA Feature Film
## 280 35.00 93.25 English USA Feature Film
## 281 1.00 71.66 English USA Feature Film
## 282 26.00 67.92 English USA Feature Film
## 283 160.00 650.52 English USA Feature Film
## 284 8.00 6.41 English USA Feature Film
## 285 5.50 49.83 English USA Feature Film
## 286 1.00 97.38 English USA Feature Film
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## 288 65.00 117.76 English USA Feature Film
## 289 65.00 39.41 English USA Feature Film
## 290 20.00 24.15 English USA Feature Film
## 291 6.00 1.03 English USA Feature Film
## 292 8.00 35.99 English USA Feature Film
## 293 25.00 24.90 English China Feature Film
## 294 26.00 26.25 English USA Feature Film
## 295 127.00 349.42 English USA Feature Film
## 296 24.00 83.19 English USA Feature Film
## 297 3.00 18.49 English USA Feature Film
## 298 64.00 74.61 English USA Feature Film
## 299 68.00 29.76 English USA Feature Film
## 300 175.00 331.93 English USA Feature Film
## 301 13.00 32.85 English USA Feature Film
## 302 160.00 529.08 English USA Feature Film
## 303 50.00 188.44 English USA Feature Film
## 304 9.60 8.54 English USA Feature Film
## 305 2.00 4.64 English Australia Feature Film
## 306 51.00 36.91 English France Feature Film
## 307 19.80 87.75 English USA Feature Film
## 308 60.00 108.26 English USA Feature Film
## 309 25.00 4.39 English USA Feature Film
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## 311 3.00 67.79 English USA Documentary
## 312 70.00 215.53 English USA Feature Film
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## 320 25.00 9.19 English USA Documentary
## 321 25.00 66.98 English USA Feature Film
## 322 40.00 108.33 French France Feature Film
## 323 115.00 274.70 English USA Feature Film
## 324 40.00 90.03 English USA Feature Film
## 325 92.00 143.05 English USA Feature Film
## 326 1.80 67.74 English USA Feature Film
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## 329 4.00 1.60 English USA Feature Film
## 330 15.00 8.24 English Canada Feature Film
## 331 2.00 2.80 English USA Feature Film
## 332 1.00 48.19 English UK Feature Film
## 333 3.15 1.09 English USA Feature Film
## 334 150.00 378.44 English USA Feature Film
## 335 88.00 243.64 English USA Feature Film
## 336 95.00 542.35 English USA Feature Film
## 337 13.50 152.26 English USA Feature Film
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## 339 70.00 154.98 English USA Feature Film
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## 341 47.00 3.55 English Canada Feature Film
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## 343 60.00 36.13 English USA Feature Film
## 344 210.00 245.50 English USA Documentary
## 345 20.00 66.79 English USA Feature Film
## 346 0.60 274.47 English USA Feature Film
## 347 15.00 36.87 English UK Feature Film
## 348 3.00 271.43 English USA Documentary
## 349 10.00 5.02 English Australia Feature Film
## 350 20.00 17.44 English USA Feature Film
## 351 10.00 104.30 English USA Documentary
## 352 125.00 362.64 English USA Feature Film
## 353 1.99 19.15 English USA Feature Film
## 354 40.00 129.54 English Germany Feature Film
## 355 100.00 150.17 English USA Feature Film
## 356 170.00 773.31 English USA Feature Film
## 357 1.00 0.40 English USA Feature Film
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## 363 80.00 415.89 English USA Feature Film
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## 372 7.50 14.90 English USA Feature Film
## 373 132.00 373.55 English USA Feature Film
## 374 40.00 19.26 English USA Feature Film
## 375 55.00 89.52 English USA Feature Film
## 376 14.00 11.76 English USA Feature Film
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## 388 25.00 163.67 English USA Feature Film
## 389 35.00 459.27 English USA Feature Film
## 390 30.00 17.83 English USA Feature Film
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## 392 60.00 484.41 English USA Feature Film
## 393 12.00 11.64 English USA Feature Film
## 394 35.00 95.44 English Canada Feature Film
## 395 5.00 40.85 English UK Feature Film
## 396 6.00 14.72 English USA Feature Film
## 397 6.50 255.27 English USA Feature Film
## 398 2.00 11.54 English USA Feature Film
## 399 34.00 4.22 English Australia Feature Film
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## 401 12.00 83.72 English USA Feature Film
## 402 42.00 106.65 English USA Documentary
## 403 15.00 100.73 English USA Feature Film
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## 405 155.00 440.60 English USA Feature Film
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## 408 8.00 64.57 English Germany Documentary
## 409 70.00 22.85 English USA Feature Film
## 410 11.80 51.42 English USA Feature Film
## 411 60.00 313.54 English USA Feature Film
## 412 7.00 4.14 English Australia Feature Film
## 413 15.00 32.56 English USA Feature Film
## 414 140.00 268.03 English USA Feature Film
## 415 58.80 542.31 English USA Feature Film
## 416 190.00 1506.25 French France Feature Film
## 417 65.00 117.49 English UK Documentary
## 418 13.20 53.83 English USA Feature Film
## 419 10.00 6.33 English Australia Feature Film
## 420 30.00 174.60 English USA Feature Film
## 421 50.00 222.81 English Germany Feature Film
## 422 21.00 17.76 English USA Feature Film
## 423 25.00 52.40 English Canada Feature Film
## 424 176.00 183.99 English USA Feature Film
## 425 60.00 30.80 English USA Feature Film
## 426 26.00 183.29 English USA Feature Film
## 427 38.00 205.30 English USA Feature Film
## 428 8.00 10.63 English USA Feature Film
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## 448 87.00 100.73 English USA Feature Film
## 449 130.00 518.60 English USA Feature Film
## 450 55.00 259.21 English USA TV Movie
## 451 5.00 130.65 English UK Feature Film
## 452 16.00 53.48 English USA Feature Film
## 453 34.00 348.32 English USA Feature Film
## 454 10.00 12.00 English USA Documentary
## 455 27.00 825.50 English USA Feature Film
## 456 150.00 413.11 English USA Feature Film
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## 458 25.00 154.00 English USA Feature Film
## 459 48.00 325.77 English USA Feature Film
## 460 100.00 93.82 English USA Feature Film
## 461 10.00 78.10 English USA Feature Film
## 462 170.00 708.20 English USA Feature Film
## 463 80.00 140.07 English USA Feature Film
## 464 5.00 102.53 English USA Feature Film
## 465 5.00 54.42 English USA Feature Film
## 466 165.00 621.75 English USA Feature Film
## 467 200.00 2068.18 English USA Feature Film
## 468 35.00 137.94 English USA Documentary
## 469 68.00 211.82 English USA Feature Film
## 470 45.00 90.68 English USA Feature Film
## 471 1.00 0.01 English USA Feature Film
## 472 7.00 14.62 English USA Documentary
## 473 16.00 66.47 English USA Feature Film
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## 475 66.00 203.28 English USA Feature Film
## 476 22.00 88.88 English USA Feature Film
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## 478 2.00 0.57 English USA Feature Film
## 479 100.00 288.35 English USA Feature Film
## 480 35.00 77.48 English USA Feature Film
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## 482 23.00 36.64 English USA Feature Film
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## 488 11.00 45.97 English USA Documentary
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## 491 33.00 310.94 English USA Feature Film
## 492 15.00 61.55 English USA Documentary
## 493 190.00 209.04 English New Zealand Feature Film
## 494 40.00 569.65 English USA Feature Film
## 495 30.00 51.15 English USA Feature Film
## 496 13.00 54.84 English USA Feature Film
## 497 0.70 623.93 English USA Feature Film
## 498 2.00 7.64 English Canada Feature Film
## 499 28.00 28.21 English USA TV Movie
## 500 40.00 58.79 English USA Feature Film
## 501 90.00 206.17 English USA Feature Film
## 502 1.95 64.11 English USA Feature Film
## 503 30.00 30.13 English USA Feature Film
## 504 57.00 147.85 English USA Feature Film
## 505 2.40 1.09 English UK Feature Film
## 506 15.00 40.11 English USA Feature Film
## 507 120.00 239.38 English USA Feature Film
## 508 11.00 7.86 English UK Feature Film
## 509 8.00 39.04 English USA Feature Film
## 510 37.00 26.25 English USA Feature Film
## 511 6.00 6.67 English UK Feature Film
## 512 35.00 14.43 English USA Feature Film
## 513 150.00 292.82 English USA Documentary
## 514 4.50 3.61 English USA Feature Film
## 515 35.00 73.03 English USA Feature Film
## 516 35.00 82.35 English USA Documentary
## 517 100.00 242.99 Spanish USA Feature Film
## 518 32.00 27.64 English USA Feature Film
## 519 20.00 41.60 English France Feature Film
## 520 280.00 1405.04 English USA Feature Film
## 521 69.00 86.39 English USA Feature Film
## 522 11.00 78.87 English New Zealand Feature Film
## 523 25.00 38.31 English USA Feature Film
## 524 5.50 5.48 English USA Feature Film
## 525 60.00 87.78 English USA Feature Film
## 526 40.00 67.35 English USA Feature Film
## 527 5.00 58.98 English Belgium Feature Film
## 528 10.00 22.94 English USA Feature Film
## 529 27.00 56.87 English USA Feature Film
## 530 105.00 267.05 English USA Feature Film
## 531 7.00 18.66 English USA Feature Film
## 532 12.00 1.48 English USA Feature Film
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## 534 21.00 71.44 English USA Feature Film
## 535 20.00 100.53 English USA Feature Film
## 536 35.00 48.62 English Canada Feature Film
## 537 19.00 29.92 English UK Feature Film
## 538 26.00 35.93 English USA Feature Film
## 539 110.00 337.58 English USA Feature Film
## 540 28.00 68.90 English USA Feature Film
## 541 85.00 288.75 English USA Feature Film
## 542 90.00 60.29 English USA Feature Film
## 543 30.00 107.60 English USA Feature Film
## 544 50.00 155.45 English USA Feature Film
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## 546 6.00 97.38 English USA Feature Film
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## 548 50.00 106.30 English USA Feature Film
## 549 2.00 7.87 English USA Feature Film
## 550 1.20 93.25 English USA Feature Film
## 551 72.00 27.64 English USA Feature Film
## 552 75.00 443.14 English Japan Feature Film
## 553 5.00 2.45 English USA Feature Film
## 554 18.00 141.77 English USA Feature Film
## 555 20.00 22.94 English USA Feature Film
## 556 50.00 83.72 English USA Feature Film
## 557 4.00 44.35 English USA Feature Film
## 558 11.00 61.62 English USA Feature Film
## 559 2.00 6.68 English USA Feature Film
## 560 3.50 5.16 English USA Documentary
## 561 85.00 363.16 English USA Feature Film
## 562 5.00 2.37 English USA Feature Film
## 563 10.00 59.22 English USA Feature Film
## 564 15.00 52.50 English USA Feature Film
## 565 17.00 29.54 English USA Feature Film
## 566 20.00 136.15 English Germany Feature Film
## 567 175.00 302.47 English USA Feature Film
## 568 25.00 160.60 English USA Feature Film
## 569 1.00 3.39 English USA Documentary
## 570 35.00 74.56 English USA Feature Film
## 571 7.50 26.10 English USA Feature Film
## 572 35.00 17.51 English USA Feature Film
## 573 14.00 16.00 English USA Feature Film
## 574 180.00 758.41 English USA Feature Film
## 575 6.00 2.09 English UK Feature Film
## 576 2.90 0.30 English USA Feature Film
## 577 16.00 47.80 English USA Documentary
## 578 11.00 27.39 English USA Feature Film
## 579 0.63 1.10 English USA Documentary
## 580 26.00 90.84 English USA Feature Film
## 581 25.00 13.00 English USA Feature Film
## 582 68.00 215.86 English USA Feature Film
## 583 50.00 212.90 English UK Feature Film
## 584 11.93 18.34 English USA Feature Film
## 585 70.00 171.84 Spanish Mexico Feature Film
## 586 165.00 652.11 English USA Feature Film
## 587 8.00 6.49 English USA Feature Film
## 588 100.00 103.04 English New Line Feature Film
## 589 15.00 14.00 English USA Feature Film
## 590 10.00 14.33 English Australia Feature Film
## 591 6.00 3.49 English UK Feature Film
## 592 11.00 62.08 English USA Feature Film
## 593 20.00 29.54 English USA Feature Film
## 594 50.00 71.56 English USA Feature Film
## 595 19.50 32.19 English USA Feature Film
## 596 12.25 11.30 English USA Feature Film
## 597 30.00 34.44 English USA Feature Film
## 598 36.00 52.42 English USA Feature Film
## 599 10.00 10.84 English USA Feature Film
## 600 17.00 52.50 English USA TV Movie
## 601 4.40 97.38 English USA Feature Film
## 602 112.00 237.38 English USA Feature Film
## 603 9.00 3.99 English France Feature Film
## 604 23.00 10.83 English USA Feature Film
## 605 17.00 209.95 English USA Feature Film
## 606 21.00 216.49 English USA Feature Film
## 607 35.00 140.80 English Canada Feature Film
## 608 12.00 101.33 English USA Feature Film
## 609 25.00 281.93 English USA Feature Film
## 610 7.00 31.43 English USA Feature Film
## 611 30.00 23.45 English USA Feature Film
## 612 30.00 33.33 English USA Feature Film
## 613 70.00 96.98 English USA Feature Film
## 614 30.00 12.21 English USA Feature Film
## 615 22.00 35.42 English USA Feature Film
## 616 100.00 362.21 English USA Feature Film
## 617 1.00 954.31 English USA Feature Film
## 618 55.00 74.68 English USA Feature Film
## 619 21.00 21.57 English USA Documentary
## 620 80.00 466.18 English Canada Feature Film
## 621 120.00 186.05 English USA Feature Film
## 622 40.00 46.47 English USA Feature Film
## 623 6.50 13.87 English USA Feature Film
## 624 35.00 4.39 English USA Feature Film
## 625 18.00 266.59 English Germany Feature Film
## 626 28.00 7.00 English Australia Feature Film
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## 629 52.50 179.21 English USA Feature Film
## 630 30.00 29.00 English USA Feature Film
## 631 40.00 106.51 English USA Documentary
## 632 10.00 52.88 English USA Feature Film
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## 634 1.80 34.23 English USA Feature Film
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## genre runtime mpaa_rating imdb_rating imdb_num_votes
## 1 Drama 134 R 6.8 9025
## 2 Drama 108 PG 4.9 5136
## 3 Mystery & Suspense 97 PG-13 6.3 54771
## 4 Comedy 98 PG-13 6.3 8646
## 5 Action & Adventure 111 PG-13 6.0 103789
## 6 Drama 106 PG 7.8 12450
## 7 Comedy 87 R 5.4 6811
## 8 Action & Adventure 83 G 7.6 78862
## 9 Drama 100 R 7.0 8320
## 10 Action & Adventure 86 R 4.1 739
## 11 Drama 95 R 6.2 1935
## 12 Musical & Performing Arts 121 R 5.2 275125
## 13 Mystery & Suspense 88 PG 6.8 16366
## 14 Documentary 74 Unrated 7.3 285
## 15 Drama 100 R 6.1 13682
## 16 Drama 93 R 7.0 36909
## 17 Comedy 89 PG-13 8.5 893008
## 18 Mystery & Suspense 124 R 7.1 259822
## 19 Drama 90 R 5.7 390
## 20 Drama 112 R 7.8 246587
## 21 Documentary 122 PG 7.9 1346
## 22 Drama 85 PG 7.8 26628
## 23 Documentary 86 Unrated 2.1 122980
## 24 Comedy 86 PG-13 2.1 9904
## 25 Other 127 PG-13 7.0 79866
## 26 Science Fiction & Fantasy 113 R 2.0 9216
## 27 Drama 98 R 7.5 4515
## 28 Drama 84 PG 7.6 17960
## 29 Drama 107 R 7.4 1268
## 30 Musical & Performing Arts 117 PG 3.6 1010
## 31 Comedy 97 PG-13 6.9 12606
## 32 Comedy 94 PG 5.1 1674
## 33 Horror 100 R 4.5 16824
## 34 Horror 97 R 7.1 25264
## 35 Drama 106 PG-13 2.1 9904
## 36 Comedy 90 PG 7.2 44741
## 37 Drama 80 R 7.5 899
## 38 Documentary 88 Unrated 7.5 880
## 39 Action & Adventure 81 R 7.6 123769
## 40 Drama 120 PG 7.5 21623
## 41 Drama 100 R 7.8 414650
## 42 Drama 97 PG-13 6.9 2857
## 43 Comedy 96 PG 6.2 12402
## 44 Documentary 90 Unrated 7.8 180
## 45 Mystery & Suspense 121 R 6.7 58907
## 46 Drama 83 PG-13 5.3 1308
## 47 Drama 120 PG-13 3.7 132215
## 48 Horror 108 R 3.0 9216
## 49 Science Fiction & Fantasy 85 R 2.1 122980
## 50 Action & Adventure 127 PG 6.8 71979
## 51 Documentary 93 PG 8.4 390
## 52 Action & Adventure 93 R 6.3 42295
## 53 Art House & International 115 R 6.4 3688
## 54 Drama 108 R 3.8 10522
## 55 Drama 89 R 7.1 25264
## 56 Action & Adventure 92 PG 5.6 205065
## 57 Mystery & Suspense 122 R 2.1 9904
## 58 Drama 102 PG 3.6 1010
## 59 Drama 95 PG-13 7.1 25264
## 60 Documentary 86 Unrated 2.1 9904
## 61 Horror 91 R 6.9 19539
## 62 Comedy 100 R 5.9 82737
## 63 Drama 113 PG-13 5.8 2295
## 64 Drama 134 PG-13 6.2 12402
## 65 Drama 97 R 6.5 4251
## 66 Musical & Performing Arts 103 PG 7.7 11197
## 67 Drama 107 R 7.4 71572
## 68 Documentary 40 G 7.0 723
## 69 Drama 115 R 5.3 183
## 70 Action & Adventure 85 PG 6.0 1680
## 71 Horror 84 R 5.6 19285
## 72 Drama 129 PG-13 3.2 1010
## 73 Drama 94 R 5.9 82737
## 74 Drama 90 PG 7.7 56919
## 75 Drama 130 R 7.8 75468
## 76 Drama 124 R 7.2 247105
## 77 Drama 91 R 7.4 30641
## 78 Drama 107 R 6.7 297034
## 79 Comedy 119 PG-13 6.3 124250
## 80 Drama 140 R 4.0 9216
## 81 Action & Adventure 103 G 5.6 70209
## 82 Drama 101 G 3.8 10522
## 83 Drama 104 PG-13 5.4 56329
## 84 Action & Adventure 98 PG-13 3.2 9904
## 85 Comedy 87 R 6.2 11259
## 86 Mystery & Suspense 115 R 3.8 10522
## 87 Mystery & Suspense 92 PG-13 5.9 44248
## 88 Action & Adventure 94 PG 4.3 739
## 89 Drama 146 R 6.4 3138
## 90 Drama 124 R 7.7 183747
## 91 Comedy 91 R 3.0 9216
## 92 Documentary 83 PG 3.8 10522
## 93 Documentary 180 Unrated 3.2 9904
## 94 Musical & Performing Arts 115 PG 6.7 134031
## 95 Action & Adventure 100 PG 4.5 10651
## 96 Action & Adventure 91 PG 6.7 134031
## 97 Drama 111 R 2.1 9904
## 98 Drama 104 R 5.9 4072
## 99 Action & Adventure 95 R 7.6 128298
## 100 Comedy 87 PG-13 1.9 73219
## 101 Comedy 88 PG-13 4.5 16824
## 102 Drama 100 R 4.1 739
## 103 Drama 110 PG-13 5.7 2701
## 104 Mystery & Suspense 133 R 6.7 134031
## 105 Drama 118 R 1.2 12819
## 106 Action & Adventure 83 R 5.5 5035
## 107 Art House & International 115 Unrated 7.5 9990
## 108 Drama 155 PG 2.1 122980
## 109 Drama 88 R 6.0 1890
## 110 Drama 95 R 4.9 2120
## 111 Drama 115 PG-13 3.6 1010
## 112 Documentary 94 Unrated 7.4 1935
## 113 Action & Adventure 104 R 3.2 9904
## 114 Drama 114 R 7.4 96787
## 115 Drama 105 R 4.7 9525
## 116 Drama 114 R 5.7 5425
## 117 Mystery & Suspense 93 R 5.6 44257
## 118 Drama 97 R 6.8 2530
## 119 Drama 92 PG 6.9 15449
## 120 Documentary 89 Unrated 7.8 9675
## 121 Drama 106 PG-13 3.8 10522
## 122 Drama 80 PG 7.5 27601
## 123 Documentary 78 Unrated 3.8 10522
## 124 Horror 91 R 5.5 73617
## 125 Drama 118 R 6.8 51534
## 126 Drama 112 R 6.7 134031
## 127 Drama 130 R 6.0 3745
## 128 Art House & International 86 R 6.5 5762
## 129 Drama 137 R 7.0 9725
## 130 Drama 94 R 6.3 63219
## 131 Comedy 101 PG 6.1 14901
## 132 Other 105 PG 6.3 4550
## 133 Action & Adventure 118 PG 5.9 24472
## 134 Drama 88 G 7.2 134270
## 135 Drama 88 PG-13 5.6 37938
## 136 Science Fiction & Fantasy 86 PG-13 5.2 46233
## 137 Drama 110 R 7.1 99192
## 138 Action & Adventure 112 PG-13 5.6 57251
## 139 Horror 101 PG 6.5 24783
## 140 Drama 103 PG 6.6 68871
## 141 Drama 131 PG-13 3.3 1010
## 142 Documentary 99 R 7.1 32338
## 143 Comedy 93 R 7.1 25264
## 144 Action & Adventure 103 R 7.0 15491
## 145 Other 90 R 7.1 25264
## 146 Mystery & Suspense 106 R 6.3 25054
## 147 Mystery & Suspense 149 R 7.4 94983
## 148 Horror 85 R 3.2 1010
## 149 Mystery & Suspense 105 PG-13 4.3 739
## 150 Drama 102 R 6.4 34253
## 151 Mystery & Suspense 118 R 4.9 18005
## 152 Drama 104 PG 6.3 19383
## 153 Drama 155 PG 6.7 13092
## 154 Action & Adventure 110 R 6.7 290958
## 155 Mystery & Suspense 96 R 2.1 122980
## 156 Comedy 91 R 1.2 12819
## 157 Comedy 86 PG-13 4.5 3096
## 158 Drama 123 R 7.1 3146
## 159 Comedy 113 PG-13 5.4 9654
## 160 Animation 108 PG 6.5 126257
## 161 Comedy 91 PG 3.4 57933
## 162 Drama 91 R 3.1 1010
## 163 Drama 99 R 4.9 1493
## 164 Horror 81 R 5.8 3145
## 165 Documentary 81 G 2.1 122980
## 166 Comedy 112 R 6.9 87215
## 167 Action & Adventure 127 PG-13 3.6 1010
## 168 Art House & International 107 R 6.8 9025
## 169 Drama 120 PG-13 7.4 82378
## 170 Comedy 93 PG 4.2 182983
## 171 Drama 106 R 6.8 9025
## 172 Mystery & Suspense 85 R 7.1 25264
## 173 Drama 98 R 4.5 48519
## 174 Action & Adventure 119 R 2.0 9216
## 175 Documentary 94 Unrated 2.1 122980
## 176 Horror 87 R 3.8 10522
## 177 Drama 109 R 3.2 6552
## 178 Horror 107 R 6.9 74294
## 179 Documentary 89 PG 6.9 1943
## 180 Drama 112 R 7.1 6946
## 181 Musical & Performing Arts 96 Unrated 5.5 32751
## 182 Drama 137 R 8.0 490295
## 183 Action & Adventure 103 R 3.1 1010
## 184 Drama 96 R 7.6 4143
## 185 Documentary 91 Unrated 7.3 9906
## 186 Mystery & Suspense 116 R 7.2 252661
## 187 Action & Adventure 95 PG-13 4.7 9525
## 188 Action & Adventure 91 PG 5.7 5564
## 189 Drama 123 PG 5.5 32751
## 190 Drama 119 Unrated 6.6 12496
## 191 Mystery & Suspense 102 R 5.8 32751
## 192 Drama 115 R 4.7 9525
## 193 Comedy 94 PG 4.7 9525
## 194 Drama 100 R 6.0 2441
## 195 Comedy 105 PG-13 5.5 73617
## 196 Drama 105 R 3.0 9216
## 197 Horror 94 R 3.8 10522
## 198 Science Fiction & Fantasy 95 PG 3.1 8319
## 199 Mystery & Suspense 110 R 6.2 83424
## 200 Action & Adventure 95 R 6.8 26731
## 201 Drama 105 PG 7.6 6114
## 202 Drama 109 R 3.8 10522
## 203 Drama 126 PG 6.7 12498
## 204 Drama 99 PG 3.8 10522
## 205 Drama 105 R 6.4 60483
## 206 Action & Adventure 103 PG 6.4 54829
## 207 Drama 95 R 7.1 25264
## 208 Musical & Performing Arts 85 R 6.9 87215
## 209 Action & Adventure 114 PG-13 3.3 1010
## 210 Comedy 94 R 6.2 3851
## 211 Drama 135 R 6.5 12450
## 212 Comedy 128 PG-13 3.1 1010
## 213 Action & Adventure 127 R 6.6 123989
## 214 Drama 91 R 7.6 7545
## 215 Drama 108 Unrated 2.0 9216
## 216 Musical & Performing Arts 122 R 4.3 739
## 217 Comedy 134 R 3.2 9904
## 218 Other 97 PG 3.8 10522
## 219 Musical & Performing Arts 139 Unrated 7.5 281
## 220 Comedy 100 PG-13 2.0 9216
## 221 Mystery & Suspense 117 R 7.2 68429
## 222 Mystery & Suspense 94 R 5.8 11192
## 223 Mystery & Suspense 121 PG 6.8 72176
## 224 Drama 162 R 5.3 183
## 225 Mystery & Suspense 122 PG 6.6 16137
## 226 Comedy 100 PG-13 4.4 5616
## 227 Drama 93 PG-13 3.8 10522
## 228 Drama 100 R 6.5 42613
## 229 Drama 104 PG-13 5.7 390
## 230 Drama 116 R 7.3 4451
## 231 Science Fiction & Fantasy 85 G 7.7 33101
## 232 Drama 119 PG 5.1 4375
## 233 Action & Adventure 92 R 6.6 115026
## 234 Drama 99 R 6.5 152216
## 235 Drama 125 R 7.4 69338
## 236 Drama 152 PG-13 7.7 106171
## 237 Drama 115 R 8.0 168032
## 238 Documentary 78 Unrated 7.8 333
## 239 Drama 115 R 7.1 34298
## 240 Drama 119 R 5.5 73617
## 241 Documentary 106 Unrated 8.5 2362
## 242 Drama 95 PG 4.1 739
## 243 Musical & Performing Arts 100 R 7.9 3488
## 244 Horror 83 R 3.4 2959
## 245 Drama 84 R 2.1 9904
## 246 Drama 108 PG-13 6.2 12402
## 247 Horror 89 R 6.0 59076
## 248 Comedy 97 PG 7.2 66489
## 249 Action & Adventure 120 PG-13 7.0 201787
## 250 Drama 110 R 7.6 184656
## 251 Comedy 100 R 5.6 205065
## 252 Action & Adventure 99 PG-13 3.6 1010
## 253 Drama 92 R 4.1 7658
## 254 Drama 109 PG 7.7 20738
## 255 Mystery & Suspense 124 R 3.0 9216
## 256 Drama 134 PG-13 2.1 9904
## 257 Mystery & Suspense 108 R 4.1 739
## 258 Documentary 83 Unrated 8.4 1571
## 259 Drama 116 PG 5.2 11657
## 260 Comedy 93 R 3.0 9216
## 261 Comedy 95 R 6.2 12402
## 262 Drama 125 R 3.1 1010
## 263 Drama 124 PG-13 6.9 87215
## 264 Drama 128 R 3.8 10522
## 265 Drama 110 R 7.2 14589
## 266 Drama 90 R 6.7 20655
## 267 Drama 144 PG-13 6.3 8685
## 268 Mystery & Suspense 97 R 6.4 1361
## 269 Drama 126 PG-13 7.6 329613
## 270 Comedy 97 PG 6.8 2530
## 271 Drama 93 R 6.7 26010
## 272 Drama 118 PG-13 3.6 1010
## 273 Drama 86 R 3.7 132215
## 274 Drama 99 R 6.6 6804
## 275 Action & Adventure 117 R 2.7 60335
## 276 Drama 96 R 7.0 240033
## 277 Comedy 97 PG-13 6.4 60483
## 278 Drama 96 Unrated 5.6 205065
## 279 Drama 107 R 3.1 1010
## 280 Art House & International 89 Unrated 7.5 6061
## 281 Comedy 91 R 4.7 9525
## 282 Comedy 88 PG-13 4.9 10271
## 283 Drama 90 PG-13 7.8 333
## 284 Mystery & Suspense 123 PG-13 3.6 1010
## 285 Horror 92 PG 4.1 739
## 286 Drama 108 R 6.7 23821
## 287 Comedy 85 PG-13 7.0 15491
## 288 Mystery & Suspense 94 R 6.9 15444
## 289 Comedy 87 PG 5.1 3336
## 290 Drama 96 R 5.8 1886
## 291 Mystery & Suspense 113 R 2.1 9904
## 292 Action & Adventure 100 PG 6.3 3153
## 293 Drama 126 PG-13 3.4 57933
## 294 Drama 92 PG 5.6 205065
## 295 Mystery & Suspense 110 R 6.4 71112
## 296 Comedy 117 R 5.4 19603
## 297 Drama 99 PG 6.8 111132
## 298 Drama 106 R 7.5 10250
## 299 Mystery & Suspense 90 R 4.2 3302
## 300 Action & Adventure 108 PG 6.5 290356
## 301 Drama 90 R 5.4 21704
## 302 Drama 90 R 6.4 1406
## 303 Drama 128 PG-13 5.9 11001
## 304 Action & Adventure 113 G 3.6 1010
## 305 Drama 88 R 2.1 9904
## 306 Action & Adventure 84 PG-13 3.8 10522
## 307 Mystery & Suspense 99 PG-13 5.9 63672
## 308 Art House & International 104 PG-13 6.0 2960
## 309 Action & Adventure 120 PG 3.4 66054
## 310 Drama 99 R 3.5 27769
## 311 Documentary 84 Unrated 4.7 9525
## 312 Comedy 84 R 3.8 1510
## 313 Mystery & Suspense 105 R 6.4 42408
## 314 Drama 123 PG-13 5.5 93331
## 315 Documentary 87 R 7.1 4907
## 316 Mystery & Suspense 98 R 3.8 10522
## 317 Drama 107 PG-13 6.8 40133
## 318 Mystery & Suspense 89 R 7.2 2098
## 319 Other 112 PG 5.8 1816
## 320 Documentary 95 Unrated 7.8 651
## 321 Drama 91 R 7.1 52449
## 322 Comedy 118 PG-13 5.9 2096
## 323 Action & Adventure 94 PG 6.3 24595
## 324 Comedy 93 R 3.8 18141
## 325 Drama 113 PG 6.2 12402
## 326 Other 107 PG-13 2.1 122980
## 327 Action & Adventure 137 R 8.4 466400
## 328 Mystery & Suspense 119 PG-13 5.3 183
## 329 Drama 130 R 2.0 9216
## 330 Drama 109 PG-13 4.2 3467
## 331 Comedy 100 PG 3.1 1010
## 332 Mystery & Suspense 202 R 4.1 739
## 333 Drama 110 PG 2.1 9904
## 334 Drama 101 PG-13 7.3 12285
## 335 Comedy 100 PG-13 5.9 25808
## 336 Horror 91 R 4.4 37769
## 337 Drama 92 R 6.0 2934
## 338 Action & Adventure 105 R 5.2 275125
## 339 Drama 83 NC-17 7.0 22601
## 340 Documentary 91 R 3.0 9216
## 341 Drama 110 PG 5.5 10522
## 342 Drama 102 R 6.4 14970
## 343 Drama 123 PG-13 5.3 183
## 344 Documentary 90 Unrated 7.6 2849
## 345 Other 110 PG 2.0 9216
## 346 Drama 104 R 7.7 13285
## 347 Comedy 110 R 3.7 201779
## 348 Documentary 82 Unrated 7.7 13285
## 349 Drama 135 R 3.1 1010
## 350 Comedy 107 PG 3.8 10522
## 351 Documentary 111 Unrated 7.8 541
## 352 Comedy 92 PG-13 7.0 149437
## 353 Drama 107 PG-13 2.1 122980
## 354 Drama 111 PG 7.3 2869
## 355 Science Fiction & Fantasy 95 R 5.6 1915
## 356 Drama 126 R 8.2 3967
## 357 Drama 107 R 2.1 9904
## 358 Drama 123 R 6.0 1887
## 359 Drama 108 R 4.1 739
## 360 Drama 122 R 7.9 99582
## 361 Drama 107 R 6.2 16717
## 362 Action & Adventure 103 R 6.6 191935
## 363 Comedy 93 PG 7.1 25264
## 364 Drama 90 R 7.5 3448
## 365 Action & Adventure 90 PG 5.7 3373
## 366 Comedy 119 R 8.0 13614
## 367 Musical & Performing Arts 116 PG-13 3.2 9904
## 368 Mystery & Suspense 108 R 6.4 6247
## 369 Mystery & Suspense 109 R 6.4 15116
## 370 Comedy 95 R 5.2 7881
## 371 Horror 97 R 3.2 1010
## 372 Drama 112 R 5.9 725
## 373 Action & Adventure 118 G 7.4 8544
## 374 Action & Adventure 87 R 5.9 10087
## 375 Action & Adventure 85 PG-13 6.2 3416
## 376 Drama 139 R 4.5 16824
## 377 Drama 146 PG-13 8.1 303529
## 378 Drama 112 R 6.0 19898
## 379 Drama 109 PG 4.1 739
## 380 Documentary NA Unrated 4.3 739
## 381 Drama 120 R 3.8 10522
## 382 Other 119 R 7.0 56185
## 383 Mystery & Suspense 122 PG 3.2 9904
## 384 Other 132 PG 6.2 9832
## 385 Drama 91 R 5.9 82737
## 386 Drama 122 R 6.2 35868
## 387 Mystery & Suspense 111 R 2.1 122980
## 388 Comedy 106 PG 5.7 2181
## 389 Comedy 93 PG 7.0 15491
## 390 Horror 104 R 5.4 7284
## 391 Mystery & Suspense 85 R 7.1 82851
## 392 Drama 139 R 7.3 183717
## 393 Comedy 89 PG-13 5.6 14986
## 394 Comedy 90 R 6.8 12269
## 395 Drama 114 R 6.3 1803
## 396 Other 75 R 2.1 122980
## 397 Drama 135 R 6.4 8604
## 398 Art House & International 90 R 5.3 3461
## 399 Drama 99 R 3.8 10522
## 400 Comedy 84 R 7.6 22381
## 401 Drama 81 R 7.8 157701
## 402 Documentary 267 Unrated 7.8 872
## 403 Comedy 86 R 4.7 13525
## 404 Animation 87 PG 7.0 56128
## 405 Drama 142 PG-13 7.2 5016
## 406 Drama 97 R 3.3 1010
## 407 Drama 102 R 6.8 2530
## 408 Documentary 85 PG-13 7.5 679
## 409 Drama 102 R 5.5 1628
## 410 Drama 106 PG 5.4 9654
## 411 Art House & International 112 Unrated 7.0 16883
## 412 Drama 126 R 3.3 1010
## 413 Drama 108 Unrated 5.6 9003
## 414 Action & Adventure 92 PG 4.8 19187
## 415 Drama 143 PG-13 7.1 25264
## 416 Horror 90 R 7.2 35096
## 417 Documentary 94 R 7.8 3998
## 418 Drama 87 R 3.0 9216
## 419 Drama 94 PG 5.1 3135
## 420 Drama 120 PG-13 6.8 26360
## 421 Mystery & Suspense 113 G 7.1 19000
## 422 Drama 99 PG 7.0 48756
## 423 Comedy 93 PG 5.8 6788
## 424 Drama 108 PG-13 6.0 9669
## 425 Drama 102 R 7.2 70994
## 426 Comedy 81 PG-13 6.4 60483
## 427 Comedy 82 PG 7.0 15491
## 428 Comedy 94 R 3.8 10522
## 429 Drama 93 R 7.8 333
## 430 Mystery & Suspense 107 PG-13 3.8 10522
## 431 Drama 133 R 5.9 103378
## 432 Comedy 97 R 4.8 18712
## 433 Drama 97 PG-13 7.1 25264
## 434 Drama 106 R 6.1 7076
## 435 Drama 97 R 5.8 1838
## 436 Comedy 97 PG 6.4 14970
## 437 Drama 154 PG-13 7.8 58668
## 438 Drama 103 PG-13 8.4 1141
## 439 Mystery & Suspense 108 R 5.5 73617
## 440 Action & Adventure 101 PG-13 5.1 703
## 441 Drama 94 PG-13 6.7 4077
## 442 Drama 112 R 2.0 9216
## 443 Drama 100 R 5.7 6343
## 444 Drama 154 R 7.4 9876
## 445 Mystery & Suspense 105 R 4.1 739
## 446 Drama 99 PG 7.4 69338
## 447 Documentary 82 Unrated 55.0 3459
## 448 Drama 127 PG-13 7.1 246343
## 449 Drama 106 R 6.9 6336
## 450 Drama 88 Unrated 6.5 3505
## 451 Drama 123 R 7.7 13285
## 452 Drama 129 PG-13 6.4 10126
## 453 Action & Adventure 114 PG 6.2 16681
## 454 Documentary 88 PG 8.4 3128
## 455 Drama 95 R 8.0 486
## 456 Action & Adventure 177 R 5.9 54597
## 457 Drama 91 R 5.5 2698
## 458 Drama 111 PG 7.6 42208
## 459 Drama 140 R 7.2 66489
## 460 Mystery & Suspense 115 PG-13 6.6 110238
## 461 Other 165 R 8.5 893008
## 462 Drama 94 R 7.1 25264
## 463 Drama 119 R 7.0 4121
## 464 Mystery & Suspense 110 R 6.3 5014
## 465 Drama 102 R 5.9 2569
## 466 Drama 98 PG 8.4 1141
## 467 Drama 139 PG 7.2 35096
## 468 Documentary 103 Unrated 8.1 14359
## 469 Action & Adventure 105 R 7.3 121245
## 470 Drama 126 R 8.3 572236
## 471 Drama 118 Unrated 2.1 9904
## 472 Documentary 90 PG 2.1 9904
## 473 Drama 107 R 6.9 10786
## 474 Drama 122 R 8.1 582091
## 475 Science Fiction & Fantasy 161 PG 7.4 368799
## 476 Drama 90 PG-13 6.2 2830
## 477 Drama 102 R 4.0 9216
## 478 Drama 130 R 2.1 122980
## 479 Action & Adventure 138 PG-13 6.6 204042
## 480 Drama 104 R 7.1 128361
## 481 Comedy 96 R 7.4 34652
## 482 Animation 92 PG 5.3 54363
## 483 Drama 108 R 5.8 19115
## 484 Comedy 82 PG-13 3.2 9904
## 485 Documentary 87 Unrated 7.6 4541
## 486 Drama 140 R 5.3 183
## 487 Documentary 65 Unrated 5.3 183
## 488 Documentary 86 G 7.5 1480
## 489 Drama 125 PG 6.8 71141
## 490 Art House & International 92 R 5.2 275125
## 491 Art House & International 128 R 7.4 8030
## 492 Documentary 132 Unrated 8.0 1147
## 493 Drama 124 R 7.0 56201
## 494 Drama 116 PG-13 7.2 66489
## 495 Drama 91 PG 6.5 2408
## 496 Drama 115 PG-13 6.7 77762
## 497 Action & Adventure 118 PG-13 7.4 1268
## 498 Drama 132 R 4.7 9525
## 499 Drama 105 R 5.7 390
## 500 Art House & International 91 R 7.8 1663
## 501 Action & Adventure 89 PG 6.7 137405
## 502 Drama 106 PG-13 5.7 17133
## 503 Mystery & Suspense 112 R 4.1 739
## 504 Drama 136 PG 6.7 58907
## 505 Documentary 116 R 2.1 9904
## 506 Drama 107 PG-13 7.1 110540
## 507 Horror 77 R 6.8 9025
## 508 Drama 106 R 4.6 10492
## 509 Mystery & Suspense 100 R 5.5 10886
## 510 Comedy 91 G 5.6 205065
## 511 Comedy 82 R 6.7 46794
## 512 Drama 97 R 3.3 1010
## 513 Documentary 103 R 7.8 39320
## 514 Science Fiction & Fantasy 98 PG 6.5 6909
## 515 Animation 85 G 2.8 3790
## 516 Documentary 92 Unrated 6.8 1942
## 517 Drama 102 PG 7.0 15491
## 518 Action & Adventure 96 PG-13 4.3 83724
## 519 Comedy 112 R 5.8 11838
## 520 Comedy 111 PG 7.5 880
## 521 Drama 112 R 2.1 122980
## 522 Drama 99 R 7.8 47065
## 523 Mystery & Suspense 129 PG-13 4.1 739
## 524 Action & Adventure 90 G 4.1 739
## 525 Drama 109 PG-13 7.1 2271
## 526 Drama 88 Unrated 4.3 739
## 527 Drama 140 PG-13 8.2 315051
## 528 Drama 122 R 7.7 294683
## 529 Comedy 127 PG-13 6.4 154148
## 530 Drama 130 PG-13 6.8 2530
## 531 Drama 101 R 5.9 12877
## 532 Horror 92 Unrated 1.2 12819
## 533 Drama 121 R 1.2 12819
## 534 Musical & Performing Arts 124 R 7.0 26943
## 535 Drama 134 Unrated 7.0 4821
## 536 Mystery & Suspense 101 R 5.9 2944
## 537 Drama 112 PG-13 3.8 18141
## 538 Comedy 89 PG 5.3 12322
## 539 Drama 88 R 6.7 151934
## 540 Action & Adventure 116 PG-13 2.0 9216
## 541 Comedy 90 PG-13 6.7 72295
## 542 Animation 68 G 6.4 3970
## 543 Action & Adventure 107 R 7.8 279704
## 544 Comedy 95 PG-13 6.4 60483
## 545 Documentary 92 R 2.0 9216
## 546 Action & Adventure 100 R 6.7 192052
## 547 Action & Adventure 86 PG-13 4.3 739
## 548 Drama 104 PG 6.9 2931
## 549 Other 125 Unrated 7.0 16262
## 550 Drama 131 R 7.6 318019
## 551 Drama 142 PG-13 7.3 675907
## 552 Comedy 135 R 7.7 309494
## 553 Drama 108 PG-13 3.2 9904
## 554 Drama 194 PG-13 7.7 756602
## 555 Drama 136 PG-13 7.2 88777
## 556 Drama 101 PG-13 6.7 9291
## 557 Art House & International 106 Unrated 7.5 42842
## 558 Comedy 84 PG-13 4.1 9853
## 559 Comedy 107 PG-13 2.0 9216
## 560 Documentary 94 PG-13 4.1 739
## 561 Drama 95 PG 7.6 4369
## 562 Drama 120 R 7.0 66233
## 563 Drama 119 R 5.7 8818
## 564 Drama 100 R 2.0 9216
## 565 Drama 115 R 3.8 10522
## 566 Drama 117 NC-17 6.4 1043
## 567 Mystery & Suspense 121 R 7.0 15491
## 568 Other 108 R 6.5 16480
## 569 Documentary 98 Unrated 3.1 1010
## 570 Mystery & Suspense 99 R 4.3 11125
## 571 Mystery & Suspense 128 R 7.1 5115
## 572 Drama 90 R 3.0 9216
## 573 Comedy 88 PG 3.4 57933
## 574 Drama 103 R 7.0 16755
## 575 Other 101 PG 3.1 1010
## 576 Drama 97 PG 2.5 54363
## 577 Documentary 100 R 8.2 6345
## 578 Comedy 95 R 6.2 17798
## 579 Documentary 39 Unrated 1.2 12819
## 580 Action & Adventure 88 PG 6.7 137222
## 581 Comedy 93 R 3.8 10522
## 582 Drama 178 PG-13 7.1 163490
## 583 Drama 103 R 7.3 8561
## 584 Drama 108 R 5.9 82737
## 585 Mystery & Suspense 96 R 5.4 2380
## 586 Mystery & Suspense 125 R 7.1 25264
## 587 Action & Adventure 83 PG-13 3.5 10055
## 588 Animation 74 G 6.8 9025
## 589 Drama 91 R 4.1 739
## 590 Comedy 94 R 5.4 13523
## 591 Horror 89 R 4.1 739
## 592 Drama 115 PG 4.3 2145
## 593 Drama 120 R 5.3 183
## 594 Drama 135 R 5.0 47297
## 595 Drama 126 R 5.0 117688
## 596 Science Fiction & Fantasy 91 R 2.0 9216
## 597 Drama 106 R 4.6 6228
## 598 Mystery & Suspense 110 R 3.2 9904
## 599 Drama 138 PG-13 3.6 1010
## 600 Drama 110 Unrated 2.0 9216
## 601 Drama 110 PG 6.9 211129
## 602 Drama 100 R 7.1 86953
## 603 Drama 112 R 6.9 3487
## 604 Drama 98 R 5.9 62773
## 605 Comedy 82 R 7.6 7545
## 606 Action & Adventure 109 PG 5.7 4180
## 607 Musical & Performing Arts 127 R 6.5 12450
## 608 Drama 129 PG-13 5.8 3358
## 609 Drama 104 R 7.5 64873
## 610 Drama 116 R 3.8 10522
## 611 Comedy 93 PG-13 2.1 9904
## 612 Drama 92 R 5.9 3473
## 613 Drama 103 R 6.2 63511
## 614 Mystery & Suspense 79 R 5.5 5587
## 615 Drama 94 R 8.2 448434
## 616 Horror 89 Unrated 6.1 26301
## 617 Drama 93 PG 7.4 1268
## 618 Action & Adventure 107 PG 5.4 41767
## 619 Documentary 90 PG 3.1 1010
## 620 Animation 101 G 7.8 12450
## 621 Animation 83 G 7.6 160237
## 622 Drama 129 PG-13 6.0 66171
## 623 Art House & International 84 PG 3.2 9904
## 624 Comedy 97 PG-13 4.2 43574
## 625 Art House & International 111 R 6.5 9980
## 626 Drama 100 R 5.6 205065
## 627 Comedy 91 R 6.5 12450
## 628 Documentary 94 PG-13 7.9 38076
## 629 Action & Adventure 116 PG 5.7 48718
## 630 Drama 115 PG-13 5.4 9654
## 631 Documentary 157 Unrated 7.5 1784
## 632 Drama 126 Unrated 5.9 82737
## 633 Mystery & Suspense 110 PG-13 7.1 287476
## 634 Comedy 101 PG-13 5.8 52635
## 635 Animation 87 G 4.4 21501
## 636 Drama 135 PG-13 5.4 9654
## 637 Drama 101 R 5.9 13980
## 638 Documentary 112 R 44.0 4908
## 639 Comedy 110 PG-13 5.2 10535
## 640 Drama 96 PG-13 3.8 10522
## 641 Drama 117 PG-13 6.1 15491
## 642 Drama 172 R 5.2 275125
## 643 Drama 131 R 5.5 73617
## 644 Drama 93 R 5.3 30495
## critics_rating critics_score audience_rating audience_score best_pic_nom
## 1 Fresh 60 Upright 76 no
## 2 Rotten 5 Spilled 13 no
## 3 Rotten 40 Spilled 49 no
## 4 Certified Fresh 44 Spilled 54 no
## 5 Rotten 51 Spilled 51 no
## 6 Fresh 75 Spilled 85 no
## 7 Rotten 35 Spilled 31 no
## 8 Rotten 50 Upright 81 no
## 9 Rotten 70 Spilled 74 no
## 10 Fresh 53 Upright 42 no
## 11 Rotten 35 Upright 70 no
## 12 Fresh 59 Upright 63 no
## 13 Fresh 77 Upright 73 no
## 14 Fresh 78 Upright 89 no
## 15 Rotten 54 Spilled 37 no
## 16 Fresh 78 Upright 71 no
## 17 Certified Fresh 88 Upright 91 no
## 18 Fresh 69 Upright 70 no
## 19 Rotten 29 Spilled 25 no
## 20 Certified Fresh 93 Upright 87 no
## 21 Fresh 94 Upright 85 no
## 22 Fresh 76 Upright 80 no
## 23 Certified Fresh 37 Upright 35 no
## 24 Fresh 11 Upright 22 no
## 25 Fresh 67 Upright 71 no
## 26 Rotten 34 Upright 24 no
## 27 Certified Fresh 79 Upright 76 no
## 28 Fresh 77 Upright 86 no
## 29 Rotten 77 Spilled 78 no
## 30 Fresh 39 Upright 30 no
## 31 Certified Fresh 85 Upright 69 no
## 32 Rotten 50 Spilled 38 no
## 33 Rotten 10 Spilled 31 no
## 34 Rotten 69 Spilled 78 no
## 35 Fresh 10 Upright 21 no
## 36 Fresh 76 Upright 80 no
## 37 Rotten 65 Upright 73 no
## 38 Fresh 90 Upright 89 no
## 39 Fresh 72 Upright 87 no
## 40 Fresh 63 Upright 82 no
## 41 Certified Fresh 92 Upright 79 no
## 42 Fresh 71 Spilled 58 no
## 43 Fresh 63 Spilled 53 no
## 44 Fresh 84 Upright 79 no
## 45 Fresh 67 Upright 70 no
## 46 Rotten 40 Spilled 56 no
## 47 Rotten 48 Spilled 43 no
## 48 Rotten 45 Upright 35 no
## 49 Certified Fresh 33 Upright 31 no
## 50 Certified Fresh 89 Upright 75 no
## 51 Fresh 95 Upright 92 no
## 52 Rotten 25 Spilled 59 no
## 53 Fresh 64 Upright 54 no
## 54 Fresh 39 Upright 38 no
## 55 Rotten 69 Spilled 78 no
## 56 Rotten 37 Spilled 51 no
## 57 Fresh 29 Upright 20 no
## 58 Fresh 41 Upright 32 no
## 59 Rotten 69 Spilled 78 no
## 60 Fresh 31 Upright 22 no
## 61 Rotten 59 Upright 70 no
## 62 Rotten 46 Spilled 59 no
## 63 Rotten 22 Upright 66 no
## 64 Fresh 65 Spilled 55 yes
## 65 Fresh 71 Spilled 69 no
## 66 Certified Fresh 95 Upright 81 no
## 67 Certified Fresh 79 Upright 87 no
## 68 Fresh 100 Upright 68 no
## 69 Fresh 50 Upright 60 no
## 70 Rotten 33 Upright 65 no
## 71 Certified Fresh 77 Spilled 43 no
## 72 Fresh 42 Upright 43 no
## 73 Rotten 43 Spilled 56 no
## 74 Rotten 55 Upright 78 no
## 75 Fresh 90 Upright 88 no
## 76 Rotten 48 Upright 80 no
## 77 Certified Fresh 81 Upright 84 no
## 78 Certified Fresh 83 Upright 71 no
## 79 Certified Fresh 75 Spilled 52 no
## 80 Rotten 49 Upright 39 no
## 81 Rotten 38 Spilled 40 no
## 82 Fresh 35 Upright 34 no
## 83 Rotten 44 Spilled 31 no
## 84 Fresh 42 Upright 36 no
## 85 Rotten 53 Upright 67 no
## 86 Fresh 33 Upright 32 no
## 87 Rotten 55 Spilled 55 no
## 88 Fresh 56 Upright 44 no
## 89 Fresh 82 Upright 75 no
## 90 Certified Fresh 80 Upright 86 no
## 91 Rotten 47 Upright 37 no
## 92 Fresh 33 Upright 32 no
## 93 Fresh 39 Upright 33 no
## 94 Rotten 64 Spilled 78 no
## 95 Rotten 13 Spilled 31 no
## 96 Rotten 62 Spilled 76 no
## 97 Fresh 36 Upright 27 no
## 98 Rotten 53 Spilled 64 no
## 99 Certified Fresh 98 Upright 85 no
## 100 Rotten 32 Spilled 19 no
## 101 Rotten 10 Spilled 31 no
## 102 Fresh 56 Upright 45 no
## 103 Rotten 23 Spilled 40 no
## 104 Rotten 61 Spilled 75 no
## 105 Fresh 22 Upright 34 no
## 106 Rotten 29 Spilled 34 no
## 107 Fresh 71 Upright 86 no
## 108 Certified Fresh 34 Upright 32 no
## 109 Fresh 67 Spilled 49 no
## 110 Rotten 40 Spilled 35 no
## 111 Fresh 37 Upright 28 yes
## 112 Fresh 100 Upright 94 no
## 113 Fresh 47 Upright 41 no
## 114 Certified Fresh 90 Upright 81 yes
## 115 Certified Fresh 55 Upright 43 no
## 116 Rotten 46 Spilled 51 no
## 117 Rotten 28 Spilled 42 no
## 118 Fresh 75 Upright 75 no
## 119 Fresh 97 Upright 80 no
## 120 Certified Fresh 88 Upright 89 no
## 121 Fresh 22 Upright 21 no
## 122 Certified Fresh 90 Upright 79 no
## 123 Fresh 37 Upright 36 no
## 124 Rotten 14 Spilled 37 no
## 125 Certified Fresh 88 Upright 71 no
## 126 Rotten 63 Spilled 77 no
## 127 Rotten 54 Spilled 39 no
## 128 Fresh 64 Spilled 48 no
## 129 Rotten 54 Upright 60 no
## 130 Certified Fresh 80 Spilled 49 no
## 131 Fresh 67 Spilled 50 no
## 132 Fresh 71 Spilled 50 no
## 133 Rotten 32 Spilled 49 no
## 134 Certified Fresh 88 Upright 74 no
## 135 Rotten 51 Spilled 55 no
## 136 Rotten 24 Spilled 23 no
## 137 Rotten 51 Upright 76 no
## 138 Rotten 11 Spilled 48 no
## 139 Fresh 65 Spilled 55 no
## 140 Certified Fresh 80 Upright 79 no
## 141 Fresh 43 Upright 34 no
## 142 Certified Fresh 65 Upright 68 no
## 143 Rotten 68 Spilled 77 no
## 144 Rotten 77 Spilled 76 no
## 145 Rotten 69 Spilled 78 no
## 146 Rotten 43 Spilled 49 no
## 147 Fresh 67 Upright 86 no
## 148 Fresh 41 Upright 42 no
## 149 Fresh 58 Upright 46 no
## 150 Fresh 68 Spilled 49 no
## 151 Rotten 22 Spilled 22 no
## 152 Rotten 57 Spilled 59 no
## 153 Fresh 67 Spilled 59 no
## 154 Certified Fresh 72 Upright 69 no
## 155 Certified Fresh 32 Upright 21 no
## 156 Fresh 22 Upright 34 no
## 157 Rotten 34 Spilled 49 no
## 158 Fresh 89 Upright 71 no
## 159 Rotten 54 Upright 44 no
## 160 Certified Fresh 75 Upright 70 no
## 161 Rotten 23 Spilled 37 no
## 162 Fresh 39 Upright 40 no
## 163 Rotten 59 Spilled 47 no
## 164 Rotten 40 Spilled 41 no
## 165 Certified Fresh 39 Upright 37 no
## 166 Certified Fresh 64 Upright 72 no
## 167 Fresh 38 Upright 29 no
## 168 Fresh 61 Upright 77 no
## 169 Certified Fresh 91 Upright 74 no
## 170 Certified Fresh 34 Upright 33 yes
## 171 Fresh 60 Upright 76 no
## 172 Rotten 70 Spilled 79 no
## 173 Rotten 21 Upright 36 no
## 174 Rotten 53 Upright 43 no
## 175 Certified Fresh 38 Upright 36 no
## 176 Fresh 35 Upright 34 no
## 177 Rotten 44 Spilled 36 no
## 178 Rotten 53 Upright 78 no
## 179 Certified Fresh 81 Upright 72 no
## 180 Fresh 85 Upright 72 no
## 181 Rotten 15 Spilled 36 no
## 182 Certified Fresh 84 Upright 89 no
## 183 Fresh 46 Upright 47 no
## 184 Fresh 100 Upright 82 no
## 185 Fresh 63 Upright 74 no
## 186 Certified Fresh 93 Upright 76 no
## 187 Certified Fresh 56 Upright 44 no
## 188 Rotten 24 Spilled 55 no
## 189 Rotten 15 Spilled 36 no
## 190 Certified Fresh 83 Upright 66 no
## 191 Rotten 14 Spilled 35 no
## 192 Certified Fresh 55 Upright 43 no
## 193 Certified Fresh 59 Upright 47 no
## 194 Rotten 46 Spilled 55 no
## 195 Rotten 15 Spilled 38 no
## 196 Rotten 50 Upright 40 no
## 197 Fresh 33 Upright 32 no
## 198 Rotten 22 Spilled 17 no
## 199 Rotten 14 Spilled 44 no
## 200 Rotten 58 Upright 65 no
## 201 Fresh 100 Upright 85 no
## 202 Fresh 20 Upright 19 no
## 203 Fresh 75 Upright 67 no
## 204 Fresh 33 Upright 32 no
## 205 Fresh 71 Upright 61 no
## 206 Rotten 55 Spilled 65 no
## 207 Rotten 69 Spilled 78 no
## 208 Certified Fresh 63 Upright 71 no
## 209 Fresh 46 Upright 37 no
## 210 Rotten 40 Upright 75 no
## 211 Fresh 75 Spilled 65 no
## 212 Fresh 38 Upright 39 no
## 213 Rotten 52 Upright 64 no
## 214 Certified Fresh 87 Upright 88 no
## 215 Rotten 33 Upright 23 no
## 216 Fresh 55 Upright 43 no
## 217 Fresh 40 Upright 34 no
## 218 Fresh 33 Upright 32 no
## 219 Fresh 92 Upright 77 no
## 220 Rotten 51 Upright 41 no
## 221 Fresh 62 Upright 74 no
## 222 Fresh 78 Spilled 41 no
## 223 Fresh 66 Upright 65 no
## 224 Fresh 48 Upright 58 yes
## 225 Fresh 83 Spilled 79 no
## 226 Rotten 31 Spilled 24 no
## 227 Fresh 33 Upright 32 no
## 228 Fresh 63 Upright 64 no
## 229 Rotten 29 Spilled 25 no
## 230 Fresh 70 Upright 83 no
## 231 Fresh 69 Upright 85 no
## 232 Rotten 40 Upright 85 no
## 233 Rotten 29 Upright 63 no
## 234 Rotten 66 Upright 60 no
## 235 Certified Fresh 81 Upright 81 no
## 236 Certified Fresh 81 Upright 87 yes
## 237 Certified Fresh 98 Upright 90 no
## 238 Fresh 91 Upright 86 no
## 239 Fresh 71 Upright 77 no
## 240 Rotten 14 Spilled 37 no
## 241 Certified Fresh 96 Upright 96 no
## 242 Fresh 50 Upright 39 no
## 243 Fresh 73 Upright 79 no
## 244 Rotten 11 Spilled 24 no
## 245 Fresh 34 Upright 25 no
## 246 Fresh 63 Spilled 53 no
## 247 Rotten 74 Upright 65 no
## 248 Rotten 64 Upright 80 no
## 249 Certified Fresh 85 Upright 71 no
## 250 Certified Fresh 84 Upright 85 no
## 251 Rotten 38 Spilled 52 no
## 252 Fresh 42 Upright 33 no
## 253 Rotten 24 Spilled 17 no
## 254 Fresh 92 Upright 87 yes
## 255 Rotten 52 Upright 42 no
## 256 Fresh 31 Upright 22 no
## 257 Fresh 48 Upright 37 no
## 258 Fresh 90 Upright 93 no
## 259 Rotten 36 Spilled 35 no
## 260 Rotten 48 Upright 38 no
## 261 Fresh 64 Spilled 54 no
## 262 Fresh 37 Upright 38 no
## 263 Certified Fresh 63 Upright 71 no
## 264 Fresh 38 Upright 37 no
## 265 Fresh 91 Upright 78 no
## 266 Certified Fresh 83 Upright 66 no
## 267 Rotten 43 Spilled 52 no
## 268 Fresh 86 Spilled 81 no
## 269 Fresh 71 Upright 87 no
## 270 Fresh 73 Upright 73 no
## 271 Fresh 69 Upright 75 no
## 272 Fresh 36 Upright 27 no
## 273 Rotten 49 Spilled 44 no
## 274 Fresh 79 Upright 68 no
## 275 Rotten 32 Spilled 35 no
## 276 Certified Fresh 78 Upright 64 no
## 277 Fresh 71 Upright 61 no
## 278 Rotten 42 Spilled 56 no
## 279 Fresh 44 Upright 45 no
## 280 Certified Fresh 84 Upright 85 no
## 281 Certified Fresh 58 Upright 46 no
## 282 Rotten 8 Spilled 35 no
## 283 Fresh 91 Upright 86 no
## 284 Fresh 40 Upright 31 no
## 285 Fresh 58 Upright 47 no
## 286 Certified Fresh 79 Upright 70 no
## 287 Rotten 79 Spilled 78 no
## 288 Certified Fresh 68 Upright 60 no
## 289 Rotten 44 Spilled 40 no
## 290 Fresh 85 Spilled 49 no
## 291 Fresh 29 Upright 20 no
## 292 Rotten 33 Spilled 43 no
## 293 Rotten 23 Spilled 37 no
## 294 Rotten 40 Spilled 54 no
## 295 Rotten 22 Spilled 46 no
## 296 Rotten 40 Upright 60 no
## 297 Rotten 35 Upright 73 no
## 298 Certified Fresh 97 Upright 87 no
## 299 Rotten 27 Spilled 15 no
## 300 Rotten 52 Spilled 55 no
## 301 Fresh 63 Spilled 52 no
## 302 Fresh 60 Upright 61 no
## 303 Rotten 52 Spilled 56 no
## 304 Fresh 34 Upright 25 no
## 305 Fresh 11 Upright 22 no
## 306 Fresh 40 Upright 39 no
## 307 Rotten 45 Spilled 44 no
## 308 Rotten 21 Spilled 48 no
## 309 Rotten 22 Spilled 32 no
## 310 Rotten 35 Spilled 46 no
## 311 Certified Fresh 57 Upright 45 no
## 312 Rotten 10 Upright 63 no
## 313 Fresh 60 Spilled 50 no
## 314 Rotten 40 Upright 55 no
## 315 Certified Fresh 54 Upright 44 no
## 316 Fresh 34 Upright 33 no
## 317 Certified Fresh 78 Upright 79 no
## 318 Rotten 44 Upright 86 no
## 319 Rotten 38 Spilled 44 no
## 320 Certified Fresh 91 Upright 81 no
## 321 Certified Fresh 85 Upright 80 no
## 322 Fresh 67 Spilled 55 no
## 323 Rotten 6 Spilled 76 no
## 324 Fresh 46 Upright 51 no
## 325 Fresh 63 Spilled 53 no
## 326 Certified Fresh 34 Upright 32 no
## 327 Certified Fresh 98 Upright 94 no
## 328 Fresh 46 Upright 56 no
## 329 Rotten 34 Upright 24 no
## 330 Rotten 34 Upright 44 no
## 331 Fresh 23 Upright 24 no
## 332 Fresh 57 Upright 46 yes
## 333 Fresh 30 Upright 21 no
## 334 Certified Fresh 55 Upright 65 no
## 335 Rotten 45 Spilled 53 no
## 336 Rotten 19 Spilled 24 no
## 337 Fresh 61 Spilled 69 no
## 338 Fresh 58 Upright 62 no
## 339 Certified Fresh 86 Upright 71 no
## 340 Rotten 54 Upright 44 no
## 341 Fresh 54 Upright 45 no
## 342 Rotten 61 Spilled 70 no
## 343 Fresh 45 Upright 55 no
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## 345 Rotten 33 Upright 23 no
## 346 Fresh 85 Upright 87 no
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## 348 Fresh 85 Upright 87 no
## 349 Fresh 22 Upright 23 no
## 350 Fresh 21 Upright 20 no
## 351 Fresh 86 Upright 88 no
## 352 Fresh 80 Upright 85 no
## 353 Certified Fresh 35 Upright 33 no
## 354 Fresh 81 Upright 72 no
## 355 Rotten 57 Spilled 56 no
## 356 Fresh 71 Spilled 79 no
## 357 Fresh 30 Upright 21 no
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## 359 Fresh 51 Upright 40 no
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## 361 Fresh 66 Spilled 42 no
## 362 Rotten 30 Spilled 58 no
## 363 Rotten 67 Spilled 76 no
## 364 Fresh 100 Upright 89 no
## 365 Rotten 25 Upright 65 no
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## 367 Fresh 37 Upright 31 no
## 368 Fresh 34 Spilled 43 no
## 369 Fresh 82 Spilled 54 no
## 370 Rotten 11 Spilled 35 no
## 371 Fresh 40 Upright 41 no
## 372 Rotten 33 Spilled 41 no
## 373 Fresh 88 Upright 83 no
## 374 Fresh 80 Spilled 52 no
## 375 Rotten 21 Spilled 43 no
## 376 Rotten 10 Spilled 31 yes
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## 378 Rotten 46 Spilled 38 no
## 379 Fresh 47 Upright 36 no
## 380 Fresh 53 Upright 41 no
## 381 Fresh 36 Upright 35 no
## 382 Fresh 90 Upright 73 no
## 383 Fresh 48 Upright 42 yes
## 384 Fresh 77 Upright 81 no
## 385 Rotten 44 Spilled 57 no
## 386 Rotten 22 Spilled 48 no
## 387 Certified Fresh 41 Upright 39 no
## 388 Fresh 75 Spilled 34 no
## 389 Rotten 77 Spilled 76 no
## 390 Rotten 17 Spilled 35 no
## 391 Certified Fresh 91 Upright 71 no
## 392 Certified Fresh 85 Upright 79 yes
## 393 Rotten 19 Spilled 32 no
## 394 Fresh 71 Upright 81 no
## 395 Fresh 67 Upright 65 no
## 396 Certified Fresh 40 Upright 38 no
## 397 Rotten 68 Upright 74 no
## 398 Rotten 13 Spilled 29 no
## 399 Fresh 21 Upright 20 no
## 400 Certified Fresh 91 Upright 91 no
## 401 Certified Fresh 93 Upright 90 no
## 402 Fresh 100 Upright 73 no
## 403 Rotten 28 Spilled 44 no
## 404 Fresh 68 Upright 77 no
## 405 Rotten 57 Upright 76 no
## 406 Fresh 45 Upright 36 no
## 407 Fresh 73 Upright 73 no
## 408 Fresh 55 Upright 43 no
## 409 Rotten 46 Spilled 38 no
## 410 Rotten 57 Upright 47 no
## 411 Certified Fresh 89 Upright 70 no
## 412 Fresh 44 Upright 35 no
## 413 Fresh 64 Spilled 40 no
## 414 Rotten 41 Spilled 25 no
## 415 Rotten 69 Spilled 78 no
## 416 Certified Fresh 81 Upright 77 no
## 417 Certified Fresh 93 Upright 91 no
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## 419 Rotten 41 Upright 61 no
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## 422 Fresh 83 Upright 79 no
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## 430 Fresh 41 Upright 40 no
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## 434 Fresh 76 Spilled 42 no
## 435 Fresh 71 Spilled 43 no
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## 437 Fresh 88 Upright 94 yes
## 438 Fresh 83 Upright 75 no
## 439 Rotten 17 Spilled 40 no
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## 442 Rotten 52 Upright 42 no
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## 445 Fresh 54 Upright 43 no
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## 448 Fresh 60 Upright 73 no
## 449 Fresh 61 Upright 92 no
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## 451 Fresh 85 Upright 87 no
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## 454 Fresh 87 Upright 89 no
## 455 Rotten 87 Spilled 77 no
## 456 Rotten 9 Spilled 49 no
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## 459 Rotten 64 Upright 80 no
## 460 Rotten 43 Spilled 58 no
## 461 Certified Fresh 88 Upright 91 yes
## 462 Rotten 69 Spilled 78 no
## 463 Fresh 71 Upright 70 no
## 464 Fresh 75 Spilled 51 no
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## 644 55392Catagorize and Group by Genre
Movie_Total_Unique <- Movie_Total_Unique %>% #Call Data frame and Create New Column with New Groupings
mutate(Genre1 = case_when(genre == "Science Fiction & Fantasy" ~ "SciFi",
genre == "Mystery & Suspense" ~ "Mystery",
genre == "Drama" ~ "Drama",
genre == "Documentary" ~ "Documentary",
genre == "Comedy" ~ "Comedy",
genre == "Art House & International" ~ "Arts",
genre == "Other" ~ "Other",
genre == "Action & Adventure" ~ "Action",
genre == "Animation" ~ "Animation",
genre == "Horror" ~ "Horror",
genre == "Musical & Performing Arts" ~ "Arts",
TRUE ~ "Check"))QUESTION 1: Do Some Genres Generate More Revenue Than Others?
Create Table
Avg_Revenue <- Movie_Total_Unique %>%
group_by(Genre1) %>%
summarise(mean_revenue = mean(revenue_millions, na.rm = TRUE))
print(Avg_Revenue)## # A tibble: 10 Ă— 2
## Genre1 mean_revenue
## <chr> <dbl>
## 1 Action 129.
## 2 Animation 237.
## 3 Arts 132.
## 4 Comedy 128.
## 5 Documentary 120.
## 6 Drama 140.
## 7 Horror 189.
## 8 Mystery 133.
## 9 Other 180.
## 10 SciFi 67.2Graph
ggplot(Avg_Revenue, aes(x = Genre1, y = mean_revenue)) +
geom_bar(stat = "identity") +
theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
labs(title = "Average Revenue by Genre", x = "Genre", y = "Average Revenue (Millions)")
## Therefore, Animation films tend to generate the most average
revenue.
QUESTION 2: Do Critics have a Particular Preference for Certain Genres?
Create Table
Avg_Critic_Score <- Movie_Total_Unique %>%
group_by(Genre1) %>%
summarise(mean_critics_score = mean(critics_score, na.rm = TRUE))Graph
ggplot(Avg_Critic_Score, aes(x = Genre1, y = mean_critics_score)) +
geom_bar(stat = "identity") +
theme(axis.text.x = element_text(angle = 45, hjust = 1)) +
labs(title = "Average Critics Score by Genre", x = "Genre", y = "Average Critics Score")
## Therefore, Critics tend to have a preference for Documentary
Films
QUESTION 3: Is Critic Score more Important than Viewer Score?
Correlation Analysis
cor_critics <- cor(Movie_Total_Unique$critics_score, Movie_Total_Unique$revenue_millions, use = "complete.obs")cor_audience <- cor(Movie_Total_Unique$audience_score, Movie_Total_Unique$revenue_millions, use = "complete.obs")cat("Correlation with Critics Score:", cor_critics, "\n")## Correlation with Critics Score: 0.392774cat("Correlation with Audience Score:", cor_audience, "\n")## Correlation with Audience Score: 0.4428168Therefore, Audience score has a stronger linear relationship with revenue (millions)
Multiple Linear Regression
lm_model <- lm(revenue_millions ~ critics_score + audience_score, data = Movie_Total_Unique)
summary(lm_model)##
## Call:
## lm(formula = revenue_millions ~ critics_score + audience_score,
## data = Movie_Total_Unique)
##
## Residuals:
## Min 1Q Median 3Q Max
## -279.37 -88.33 -25.64 29.13 1835.76
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -119.6096 21.4587 -5.574 3.67e-08 ***
## critics_score 1.1282 0.5019 2.248 0.0249 *
## audience_score 3.4444 0.5540 6.218 9.10e-10 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 186.3 on 641 degrees of freedom
## Multiple R-squared: 0.2024, Adjusted R-squared: 0.1999
## F-statistic: 81.32 on 2 and 641 DF, p-value: < 2.2e-16Critics Score (1.1282): For every 1- unit increase in critics score, the revenue is expected to increase by 1.13 million dollars. The p-value (0.0249) is less than 0.05 meaning it is statistically significant
Audience Score (3.4444): For every 1- unit increase in audience score, the revenue is expected to increase by 3.44 million dollars. The p-value (9.10e - 10) is less than 0.05 meaning it is highly statistically significant
Audience score has a stronger impact on revenue compared to Critics score
Interaction Effects
lm_interaction <- lm(revenue_millions ~ critics_score * audience_score, data = Movie_Total_Unique)
summary(lm_interaction)##
## Call:
## lm(formula = revenue_millions ~ critics_score * audience_score,
## data = Movie_Total_Unique)
##
## Residuals:
## Min 1Q Median 3Q Max
## -299.02 -84.21 -25.48 20.35 1834.23
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -59.2411 51.9350 -1.141 0.2544
## critics_score -0.1927 1.1501 -0.168 0.8670
## audience_score 2.3249 1.0373 2.241 0.0254 *
## critics_score:audience_score 0.0217 0.0170 1.276 0.2023
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 186.2 on 640 degrees of freedom
## Multiple R-squared: 0.2044, Adjusted R-squared: 0.2007
## F-statistic: 54.81 on 3 and 640 DF, p-value: < 2.2e-16The p- value (0.2023) is greater than 0.05 menaing the interaction between Critics score and Audience score is not statistically significant, meaning their combimed influeunce does not significally impact revneue beyond their individual effects
Bar Plot of Coefficients
#Coefficients from the Regression Model
coefficients <- data.frame(
Variable = c("Critics Score", "Audience Score"),
Coefficient = c(1.1282, 3.4444)
)# Bar plot
library(ggplot2)
ggplot(coefficients, aes(x = Variable, y = Coefficient, fill = Variable)) +
geom_bar(stat = "identity", width = 0.6) +
labs(
title = "Impact of Critics and Audience Scores on Revenue",
y = "Coefficient Value",
x = "Variable"
) +
theme_minimal() +
scale_fill_manual(values = c("Critics Score" = "pink", "Audience Score" = "blue")) +
geom_text(aes(label = round(Coefficient, 2)), vjust = -0.2)
Audience Score is more important than Critics Score for predicting film revenue. It has a larger coefficient, meaning its influence on revenue is approximately 3 times greater than that of Critics Score.
Graph Audience Score vs Critics Score in Relation to Genre
options(repr.plot.res = 200, repr.plot.height = 5, repr.plot.width = 8)
ggplot(Movie_Total_Unique, aes(x = critics_score, y = audience_score)) +
geom_point(aes(colour = genre), alpha = 0.7) +
geom_smooth(method = "lm", se = FALSE, colour = "black") +
labs(
title = " Audience's Score vs Critics' Score",
x = "Critics Score",
y = "Audience Score",
colour = "Genre"
)## `geom_smooth()` using formula = 'y ~ x'
## Movies with higher critics’ scores tend to have higher audience
scores and vice versa, as seen from the upward-sloping trendline.
Visualize Correlation Between Audience Score and Critics Score and Revenue
correlation_matrix <- cor(Movie_Total_Unique[, c("critics_score", "audience_score", "revenue_millions")], use = "complete.obs")
print(correlation_matrix)## critics_score audience_score revenue_millions
## critics_score 1.0000000 0.7734838 0.3927740
## audience_score 0.7734838 1.0000000 0.4428168
## revenue_millions 0.3927740 0.4428168 1.0000000library("reshape2")Plot Correlation Matrix
library(reshape2)
melted_correlation <- melt(correlation_matrix)
ggplot(melted_correlation, aes(x = Var1, y = Var2, fill = value)) +
geom_tile() +
scale_fill_gradient2(low = "blue", high = "red", mid = "white", midpoint = 0, limit = c(-1, 1)) +
labs(title = "Correlation Matrix", x = "", y = "") +
theme_minimal()
## There is a strong positive correlation between Critics’ score and
Audience score, as indicated by the darker red ## The correlation
between revenue and Audience score is stronger (darker red) than the
correlation between revenue and Critics’ score. ## While Critics’ score
shows a positive correlation with revenue, the relationship appears
weaker compared to Audience score, as suggested by the lighter shade of
red.
Graph Each Predictor
# Critics' Score vs Revenue
ggplot(Movie_Total_Unique, aes(x = critics_score, y = log10(revenue_millions))) +
geom_point(alpha = 0.5) +
geom_smooth(method = "lm", colour = "red") +
labs(title = "Critics' Score vs Revenue (Log Scale)", x = "Critics Score", y = "Log10 Revenue")## `geom_smooth()` using formula = 'y ~ x'
## The graph shows a weak to moderate positive correlation between
Critics’ Score and Revenue, indicating that higher Critics’ scores
slightly increase movie revenue, but other factors likely play a more
significant role.
# Audience Score vs Revenue
ggplot(Movie_Total_Unique, aes(x = audience_score, y = log10(revenue_millions))) +
geom_point(alpha = 0.5) +
geom_smooth(method = "lm", colour = "blue") +
labs(title = "Audience Score vs Revenue (Log Scale)", x = "Audience Score", y = "Log10 Revenue")## `geom_smooth()` using formula = 'y ~ x'
## Moderate positive correlation between Audience Score and Revenue,
indicating that higher Audience scores are more strongly associated with
increased movie revenue compared to Critics’ scores
Comparing R- Squared Values for Individual Predictors
model_critics <- lm(revenue_millions ~ critics_score, data = Movie_Total_Unique)
model_audience <- lm(revenue_millions ~ audience_score, data = Movie_Total_Unique)
summary_critics <- summary(model_critics)
summary_audience <- summary(model_audience)
cat("R-squared for Critics Score Model:", summary_critics$r.squared, "\n")## R-squared for Critics Score Model: 0.1542714cat("R-squared for Audience Score Model:", summary_audience$r.squared, "\n")## R-squared for Audience Score Model: 0.1960867About 15.4% of the variance in movie revenue is explained by Critics’ scores alone.
About 19.6% of the variance in movie revenue is explained by Audience scores alone.
Neither variable explains the majority of the variance in revenue (both R-squared values are below 0.2)
Audience Score vs Critics’ Score by Movie Budget
Find Max and Min Budget Value
max_budget <- max(Movie_Total_Unique$budget_millions, na.rm = TRUE) # Remove NA values
min_budget <- min(Movie_Total_Unique$budget_millions, na.rm = TRUE)cat("Maximum budget:", max_budget, "\n")## Maximum budget: 280cat("Minimum budget:", min_budget, "\n")## Minimum budget: 0.32Break Budget Down into 4 Catagories
# Define 4 range groups
Movie_Total_Unique$budget_category <- cut(
Movie_Total_Unique$budget_millions,
breaks = c(0.32, 70, 140, 210, 280),
labels = c("Low", "Moderate", "High", "Very High"),
include.lowest = TRUE
)Graph
options(repr.plot.res = 100, repr.plot.height = 5, repr.plot.width = 8)
ggplot(Movie_Total_Unique, aes(x = critics_score, y = audience_score)) +
geom_point(aes(colour = budget_category)) +
facet_wrap(~genre) +
labs(
title = "Audience Score vs Critics' Score by Budget Category",
x = "Critics' Score",
y = "Audience Score",
colour = "Budget Category"
)
## The connection between Critics’ Scores and Audience Scores changes
depending on the genre. Higher-budget genres like Drama and Action &
Adventure tend to have more agreement, while lower-budget genres like
Horror and Sci-Fi often show bigger differences. Documentaries have the
most overlap between what critics and audiences like.