Project 3
Kyle VanEvery
2025-03-12
Step 1: Here I am setting up the directory and loading in the file used for the Project. As Well, all libraries used are loaded here as well. We displayed the first few rows of the loaded movie theater file.
getwd()## [1] "C:/Users/kylev/OneDrive/Documents"setwd("C:/Users/kylev/OneDrive/Documents")
library(tidyverse)## Warning: package 'tidyverse' was built under R version 4.3.3## Warning: package 'ggplot2' was built under R version 4.3.3## Warning: package 'tidyr' was built under R version 4.3.3## Warning: package 'dplyr' was built under R version 4.3.3## Warning: package 'stringr' was built under R version 4.3.3## Warning: package 'lubridate' was built under R version 4.3.3## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
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## ✔ lubridate 1.9.4 ✔ tidyr 1.3.1
## ✔ purrr 1.0.2
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## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(dplyr)
library(data.table)## Warning: package 'data.table' was built under R version 4.3.3##
## Attaching package: 'data.table'
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library(openxlsx)## Warning: package 'openxlsx' was built under R version 4.3.3library(ggplot2)
library(broom)## Warning: package 'broom' was built under R version 4.3.3financials <- read.xlsx("Movie Dataset_Financials.xlsx", sheet ="Sheet1")
audience <- read.xlsx("Movie Dataset_General Audience.xlsx", sheet = "Sheet 1")
head(financials)## original_title budget.(Millions)
## 1 The Departed 1.0
## 2 Exodus: Gods and Kings 2.0
## 3 Spectre 110.0
## 4 The X Files 2.9
## 5 Star Wars: Episode VII - The Force Awakens 190.0
## 6 John Carter 135.0
## revenue.(Millions) language country
## 1 0.009318 English USA
## 2 0.045431 English UK
## 3 295.238201 English UK
## 4 0.296557 English USA
## 5 1506.249360 French France
## 6 532.950503 English USAhead(audience)## original_title type
## 1 The Departed Feature Film
## 2 Exodus: Gods and Kings Feature Film
## 3 Spectre Feature Film
## 4 The X Files Feature Film
## 5 Star Wars: Episode VII - The Force Awakens Feature Film
## 6 John Carter 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 211873Next here we rename some of the columns in the dataset with different names. We replace and shorten the titles. As well we remove spaces between the title of the movies in the title column.
financials <- financials|>
rename(
title = original_title,
budget = `budget.(Millions)`,
revenue = `revenue.(Millions)`,
)
audience <- audience |>
rename(
title = original_title)financials <- financials|>
mutate(
title = str_trim(title),
title = str_squish(title)
)
audience <- audience|>
mutate(
title = str_trim(title),
title = str_squish(title)
)The next thing we do is go through and remove all duplicated observations through the title column. We first look at the duplicated files, and then we take a look at the specific movie “Tarzan” and how it was duplicated in both files. Finally we simplify and remove the duplicated files, keeping the instance of each name.
financials |>
filter(duplicated(financials$title))## title budget revenue language country
## 1 The Legend of Tarzan 6.0 11.122090 English USA
## 2 Pan 3.0 0.695269 English USA
## 3 The Twilight Saga: Breaking Dawn - Part 2 0.5 1025.467110 English USA
## 4 Fantastic Four 13.0 45.300000 English USA
## 5 The Fast and the Furious 35.0 77.477008 English USA
## 6 Godzilla Resurgence 1.9 157.107755 Japanese Japan
## 7 Hercules 6.0 1.270522 English USAaudience |>
filter(duplicated(audience$title))## title type genre runtime
## 1 The Legend of Tarzan Feature Film Drama 94
## 2 Pan Feature Film Other 90
## 3 The Twilight Saga: Breaking Dawn - Part 2 Feature Film Comedy 95
## 4 Fantastic Four Feature Film Drama 101
## 5 The Fast and the Furious Feature Film Drama 104
## 6 Godzilla Resurgence Feature Film Drama 98
## 7 Hercules Documentary Documentary 107
## mpaa_rating imdb_rating imdb_num_votes critics_rating critics_score
## 1 R 3.4 57933 Rotten 25
## 2 PG 3.6 1010 Fresh 33
## 3 PG 7.5 880 Fresh 90
## 4 R 2.1 9904 Fresh 35
## 5 R 7.1 128361 Fresh 68
## 6 PG-13 6.3 50340 Fresh 60
## 7 Unrated 3.8 10522 Fresh 21
## audience_rating audience_score best_pic_nom Facebook_Likes
## 1 Spilled 39 no 11175
## 2 Upright 24 no 393
## 3 Upright 89 no 359177
## 4 Upright 26 no 51261
## 5 Upright 78 no 125327
## 6 Spilled 67 no 699
## 7 Upright 20 no 235financials |>
filter(title == "The Legend of Tarzan")## title budget revenue language country
## 1 The Legend of Tarzan 35 82.34766 English USA
## 2 The Legend of Tarzan 6 11.12209 English USAaudience |>
filter(title == "The Legend of Tarzan") ## title type genre runtime mpaa_rating imdb_rating
## 1 The Legend of Tarzan Documentary Documentary 92 Unrated 6.8
## 2 The Legend of Tarzan Feature Film Drama 94 R 3.4
## imdb_num_votes critics_rating critics_score audience_rating audience_score
## 1 1942 Certified Fresh 66 Upright 68
## 2 57933 Rotten 25 Spilled 39
## best_pic_nom Facebook_Likes
## 1 no 121175
## 2 no 11175financials <- financials |>
filter(!duplicated(financials$title))
audience <- audience |>
filter(!duplicated(audience$title))Step 2 Next we merge the two files, Audiences and Finances together using the variable title. As well we filter the data set again to make sure that the whole data set is there.
df <- left_join(
audience,
financials,
by = "title"
)
head(df)## title type genre runtime
## 1 The Departed Feature Film Drama 118
## 2 Exodus: Gods and Kings Feature Film Drama 131
## 3 Spectre Feature Film Comedy 84
## 4 The X Files Feature Film Drama 97
## 5 Star Wars: Episode VII - The Force Awakens Feature Film Horror 90
## 6 John Carter Documentary Documentary 78
## mpaa_rating imdb_rating imdb_num_votes critics_rating critics_score
## 1 Unrated 2.1 9904 Fresh 10
## 2 PG-13 3.3 1010 Fresh 43
## 3 R 7.6 22381 Certified Fresh 91
## 4 PG 2.5 54363 Rotten 27
## 5 R 7.2 35096 Certified Fresh 81
## 6 Unrated 7.8 333 Fresh 91
## audience_rating audience_score best_pic_nom Facebook_Likes budget revenue
## 1 Upright 21 no 48 1.0 0.009318
## 2 Upright 34 no 490 2.0 0.045431
## 3 Upright 91 no 11700 110.0 295.238201
## 4 Upright 23 no 230 2.9 0.296557
## 5 Upright 77 no 172221 190.0 1506.249360
## 6 Upright 86 no 211873 135.0 532.950503
## language country
## 1 English USA
## 2 English UK
## 3 English UK
## 4 English USA
## 5 French France
## 6 English USAdf |>
filter(complete.cases(df))## title type
## 1 The Departed Feature Film
## 2 Exodus: Gods and Kings Feature Film
## 3 Spectre Feature Film
## 4 The X Files Feature Film
## 5 Star Wars: Episode VII - The Force Awakens Feature Film
## 6 John Carter Documentary
## 7 Rio Feature Film
## 8 The Expendables Feature Film
## 9 Avengers: Age of Ultron Documentary
## 10 Cutthroat Island Feature Film
## 11 Batman v Superman: Dawn of Justice Feature Film
## 12 Percy Jackson: Sea of Monsters Feature Film
## 13 Quantum of Solace Feature Film
## 14 Pirates of the Caribbean: Dead Man's Chest Feature Film
## 15 The Lone Ranger Feature Film
## 16 Pan Feature Film
## 17 Atlantis: The Lost Empire Feature Film
## 18 The Stepford Wives Feature Film
## 19 Pirates of the Caribbean: On Stranger Tides Feature Film
## 20 Seventh Son Feature Film
## 21 The Secret Life of Walter Mitty Feature Film
## 22 The Amazing Spider-Man Documentary
## 23 Master and Commander: The Far Side of the World Feature Film
## 24 Hannibal Feature Film
## 25 The Golden Compass Documentary
## 26 King Kong Feature Film
## 27 Pompeii Feature Film
## 28 Captain America: Civil War Feature Film
## 29 Battleship Feature Film
## 30 Jurassic World Documentary
## 31 Skyfall Feature Film
## 32 Spider-Man 2 Feature Film
## 33 Iron Man 3 Feature Film
## 34 Alice in Wonderland Feature Film
## 35 X-Men: The Last Stand Feature Film
## 36 Monsters University Feature Film
## 37 Night at the Museum: Battle of the Smithsonian Feature Film
## 38 The Matrix Revolutions Feature Film
## 39 Oz the Great and Powerful Feature Film
## 40 Two Brothers Feature Film
## 41 Rise of the Planet of the Apes Feature Film
## 42 Last Man Standing Feature Film
## 43 Star Trek Feature Film
## 44 Toy Story 3 Feature Film
## 45 Spanglish Feature Film
## 46 Furious 7 Feature Film
## 47 Mulan Feature Film
## 48 Kung Fu Panda Feature Film
## 49 Lara Croft Tomb Raider: The Cradle of Life Feature Film
## 50 Rango Feature Film
## 51 The Great Gatsby Documentary
## 52 Flushed Away Feature Film
## 53 Pacific Rim Feature Film
## 54 Stealth Feature Film
## 55 The Hangover Part II Feature Film
## 56 Jumper Feature Film
## 57 The Campaign Feature Film
## 58 White House Down Feature Film
## 59 WALL·E Feature Film
## 60 Rush Hour 3 Feature Film
## 61 2012 Feature Film
## 62 Mars Needs Moms Feature Film
## 63 Jupiter Ascending Documentary
## 64 The Legend of Tarzan Documentary
## 65 The Chronicles of Narnia: The Lion, the Witch and the Wardrobe Feature Film
## 66 X-Men: Apocalypse Feature Film
## 67 The Dark Knight Documentary
## 68 Up Feature Film
## 69 Deep Impact Feature Film
## 70 Dark Shadows Feature Film
## 71 The Hunger Games: Mockingjay - Part 1 Feature Film
## 72 Wild Wild West Feature Film
## 73 The Mummy: Tomb of the Dragon Emperor Feature Film
## 74 Suicide Squad Feature Film
## 75 Evan Almighty Feature Film
## 76 The Jungle Book Feature Film
## 77 Waterworld Feature Film
## 78 Pearl Harbor Feature Film
## 79 Inside Out Feature Film
## 80 Captain America: The First Avenger Feature Film
## 81 The Expendables 3 Feature Film
## 82 Snow White and the Huntsman Feature Film
## 83 Maleficent Feature Film
## 84 Dawn of the Planet of the Apes Feature Film
## 85 Babe: Pig in the City Feature Film
## 86 K-19: The Widowmaker Feature Film
## 87 Divergent Feature Film
## 88 Dr. Dolittle 2 Feature Film
## 89 Life Feature Film
## 90 Big Hero 6 Feature Film
## 91 Inspector Gadget Feature Film
## 92 The Polar Express Feature Film
## 93 Independence Day: Resurgence Feature Film
## 94 How to Train Your Dragon Documentary
## 95 Unbreakable Feature Film
## 96 Troy Feature Film
## 97 Die Another Day Feature Film
## 98 Inception Feature Film
## 99 Godzilla Resurgence Feature Film
## 100 The Hobbit: An Unexpected Journey Documentary
## 101 xXx Feature Film
## 102 I, Robot Feature Film
## 103 Captain America: The Winter Soldier Feature Film
## 104 The Sorcerer's Apprentice Feature Film
## 105 Scott Pilgrim vs. the World Feature Film
## 106 Catwoman Feature Film
## 107 Shark Tale Feature Film
## 108 Warcraft Feature Film
## 109 Terminator Genisys Feature Film
## 110 The Chronicles of Narnia: The Voyage of the Dawn Treader Feature Film
## 111 Beowulf Feature Film
## 112 Conan the Barbarian Feature Film
## 113 Alexander Feature Film
## 114 Harry Potter and the Order of the Phoenix Feature Film
## 115 Madagascar 3: Europe's Most Wanted Feature Film
## 116 Hancock Documentary
## 117 I Am Legend Feature Film
## 118 Charlie and the Chocolate Factory Feature Film
## 119 Ratatouille Documentary
## 120 Toy Story 2 Feature Film
## 121 The Last Samurai Feature Film
## 122 Guardians of the Galaxy Feature Film
## 123 X-Men Origins: Wolverine Feature Film
## 124 Salt Feature Film
## 125 Frozen Feature Film
## 126 The Matrix Reloaded Feature Film
## 127 Thor: The Dark World Feature Film
## 128 Jarhead Feature Film
## 129 Black Hawk Down Feature Film
## 130 Thor Documentary
## 131 Hall Pass Feature Film
## 132 G-Force Feature Film
## 133 Wrath of the Titans Documentary
## 134 The Wolf of Wall Street Feature Film
## 135 Sucker Punch Feature Film
## 136 The Wolfman Feature Film
## 137 X-Men: First Class Feature Film
## 138 Bee Movie Feature Film
## 139 Kung Fu Panda 2 Feature Film
## 140 The Last Airbender Feature Film
## 141 The Fast and the Furious Feature Film
## 142 Tomorrowland Feature Film
## 143 Money Train Feature Film
## 144 The Martian Feature Film
## 145 Mr. Peabody & Sherman Feature Film
## 146 RED 2 Feature Film
## 147 Hook Feature Film
## 148 Ghostbusters Feature Film
## 149 Armageddon Feature Film
## 150 Men in Black II Feature Film
## 151 Noah Feature Film
## 152 Kung Fu Panda 3 Feature Film
## 153 Mission: Impossible - Ghost Protocol Feature Film
## 154 Looney Tunes: Back in Action Feature Film
## 155 Fun with Dick and Jane Feature Film
## 156 Zodiac Feature Film
## 157 Lethal Weapon 4 Feature Film
## 158 G.I. Joe: Retaliation Feature Film
## 159 Star Trek Beyond Feature Film
## 160 How to Train Your Dragon 2 Feature Film
## 161 Charlie Wilson's War Feature Film
## 162 The Simpsons Movie Feature Film
## 163 Watchmen Documentary
## 164 The Majestic Feature Film
## 165 Hulk Feature Film
## 166 G.I. Joe: The Rise of Cobra Feature Film
## 167 Sahara Feature Film
## 168 Final Fantasy: The Spirits Within Feature Film
## 169 Mirror Mirror Feature Film
## 170 The World Is Not Enough Feature Film
## 171 Mission: Impossible - Rogue Nation Feature Film
## 172 The Twilight Saga: Breaking Dawn - Part 2 Documentary
## 173 Happy Feet 2 Feature Film
## 174 The Adventures of Pluto Nash Feature Film
## 175 Mission: Impossible III Feature Film
## 176 Mad Max: Fury Road Feature Film
## 177 The Revenant Feature Film
## 178 The Good Dinosaur Feature Film
## 179 Hotel for Dogs Feature Film
## 180 Penguins of Madagascar Feature Film
## 181 The Score Feature Film
## 182 Driven Feature Film
## 183 The Hunger Games: Mockingjay - Part 2 TV Movie
## 184 The Hunger Games: Catching Fire Feature Film
## 185 First Knight Feature Film
## 186 World War Z Feature Film
## 187 Transformers: Dark of the Moon Feature Film
## 188 The Terminal Feature Film
## 189 The Nutcracker in 3D Feature Film
## 190 Surf's Up Feature Film
## 191 Brave Feature Film
## 192 Vertical Limit Feature Film
## 193 Australia Feature Film
## 194 After Earth Documentary
## 195 Harry Potter and the Prisoner of Azkaban Feature Film
## 196 Harry Potter and the Deathly Hallows: Part II Feature Film
## 197 Night at the Museum: Secret of the Tomb Documentary
## 198 Megamind Feature Film
## 199 Harry Potter and the Sorcerer's Stone Feature Film
## 200 R.I.P.D. Documentary
## 201 Transformers Feature Film
## 202 Alice Through the Looking Glass Feature Film
## 203 Harry Potter and the Deathly Hallows: Part I Feature Film
## 204 Star Wars: Episode I - The Phantom Menace Feature Film
## 205 Monsters vs. Aliens Feature Film
## 206 Walking with Dinosaurs 3D Feature Film
## 207 X-Men 2 Feature Film
## 208 Fast Five Feature Film
## 209 Sherlock Holmes: A Game of Shadows Feature Film
## 210 Hart's War Feature Film
## 211 Total Recall Feature Film
## 212 Hercules Feature Film
## 213 The Bourne Legacy Feature Film
## 214 Madagascar: Escape 2 Africa Feature Film
## 215 How the Grinch Stole Christmas Feature Film
## 216 The Day After Tomorrow Feature Film
## 217 Mission: Impossible II Feature Film
## 218 The Perfect Storm Feature Film
## 219 Fantastic 4: Rise of the Silver Surfer TV Movie
## 220 TRON: Legacy Feature Film
## 221 Ghost Rider Feature Film
## 222 Wanted Feature Film
## 223 Dinosaur Feature Film
## 224 Prometheus Documentary
## 225 Spider-Man Feature Film
## 226 Elysium Feature Film
## 227 Prince of Persia: The Sands of Time Feature Film
## 228 RoboCop Feature Film
## 229 Speed Racer Documentary
## 230 X-Men: Days of Future Past Feature Film
## 231 Charlie's Angels: Full Throttle Feature Film
## 232 Oblivion Feature Film
## 233 Funny People Feature Film
## 234 Star Wars: Episode II - Attack of the Clones Feature Film
## 235 The Invasion Feature Film
## 236 Dinner for Schmucks Feature Film
## 237 A Sound of Thunder Feature Film
## 238 The Croods Feature Film
## 239 Asterix at the Olympic Games Feature Film
## 240 Windtalkers Documentary
## 241 The Huntsman: Winter's War Feature Film
## 242 Soldier Feature Film
## 243 Gravity Feature Film
## 244 Angels & Demons Feature Film
## 245 Teenage Mutant Ninja Turtles: Out of the Shadows Feature Film
## 246 Fantastic Four Feature Film
## 247 Night at the Museum Feature Film
## 248 San Andreas Feature Film
## 249 Batman Begins Feature Film
## 250 Click Feature Film
## 251 Green Lantern Feature Film
## 252 Iron Man Feature Film
## 253 Harry Potter and the Goblet of Fire Feature Film
## 254 Gulliver's Travels Feature Film
## 255 The Green Hornet Documentary
## 256 The A-Team Feature Film
## 257 300: Rise of an Empire Feature Film
## 258 The Smurfs Feature Film
## 259 Home on the Range Feature Film
## 260 What Dreams May Come Feature Film
## 261 Real Steel Feature Film
## 262 Hostage Feature Film
## 263 Cast Away Feature Film
## 264 Ender's Game Feature Film
## 265 Live Free or Die Hard Feature Film
## 266 Zookeeper Feature Film
## 267 Around the World in 80 Days Feature Film
## 268 Be Cool Feature Film
## 269 Happy Feet Feature Film
## 270 The Holiday Feature Film
## 271 Kingdom of Heaven Feature Film
## 272 Stuart Little Feature Film
## 273 The Princess and the Frog Documentary
## 274 Star Trek Into Darkness Feature Film
## 275 True Lies TV Movie
## 276 The Island Feature Film
## 277 Town & Country Feature Film
## 278 The Taking of Pelham 1 2 3 Feature Film
## 279 Gladiator Feature Film
## 280 Minority Report Feature Film
## 281 Harry Potter and the Chamber of Secrets Feature Film
## 282 Wreck-It Ralph Feature Film
## 283 Insurgent Feature Film
## 284 The Book of Eli Feature Film
## 285 Public Enemies Feature Film
## 286 American Gangster Feature Film
## 287 Starship Troopers Feature Film
## 288 The Curious Case of Benjamin Button Feature Film
## 289 The Hunchback of Notre Dame Feature Film
## 290 The Other Guys Feature Film
## 291 The Lovers Feature Film
## 292 Django Unchained Feature Film
## 293 The Sum of All Fears Feature Film
## 294 The Emperor's New Groove Feature Film
## 295 Cars Feature Film
## 296 National Treasure Feature Film
## 297 Eragon Feature Film
## 298 Where the Wild Things Are Feature Film
## 299 102 Dalmatians Feature Film
## 300 Bolt Feature Film
## 301 The Tourist Feature Film
## 302 Seven Years in Tibet Feature Film
## 303 You Don't Mess with the Zohan Feature Film
## 304 Doctor Dolittle Feature Film
## 305 Batman Forever Feature Film
## 306 Transformers: Age of Extinction Feature Film
## 307 Cloud Atlas Feature Film
## 308 Legend of the Guardians: The Owls of Ga'Hoole Feature Film
## 309 Edge of Tomorrow Feature Film
## 310 Rise of the Guardians Feature Film
## 311 Treasure Planet Feature Film
## 312 Land of the Lost Feature Film
## 313 The Incredible Hulk Feature Film
## 314 Point Break Feature Film
## 315 The Dilemma Feature Film
## 316 In the Heart of the Sea Feature Film
## 317 Ocean's Twelve Feature Film
## 318 Green Zone Feature Film
## 319 The Peanuts Movie Feature Film
## 320 The Spanish Prisoner Feature Film
## 321 The Lovely Bones Feature Film
## 322 Gangs of New York Feature Film
## 323 Jurassic Park III Feature Film
## 324 Indiana Jones and the Kingdom of the Crystal Skull Feature Film
## 325 Nutty Professor II: The Klumps Feature Film
## 326 Transformers: Revenge of the Fallen Feature Film
## 327 Shrek the Third Feature Film
## 328 The Fifth Element Feature Film
## 329 The Road to El Dorado Feature Film
## 330 Ice Age: Continental Drift Feature Film
## 331 Cinderella Feature Film
## 332 Monkeybone Feature Film
## 333 Finding Nemo Feature Film
## 334 The Lord of the Rings: The Return of the King Feature Film
## 335 The Lord of the Rings: The Two Towers Feature Film
## 336 Madagascar Feature Film
## 337 Lara Croft: Tomb Raider Feature Film
## 338 Transcendence Feature Film
## 339 Killer Elite Feature Film
## 340 The Spiderwick Chronicles Documentary
## 341 A Good Day to Die Hard Feature Film
## 342 The Alamo Feature Film
## 343 The Incredibles Feature Film
## 344 The Lord of the Rings: The Fellowship of the Ring Feature Film
## 345 Percy Jackson & the Olympians: The Lightning Thief Feature Film
## 346 Men in Black Feature Film
## 347 Terminator 3: Rise of the Machines Feature Film
## 348 Unstoppable Feature Film
## 349 Rush Hour 2 Feature Film
## 350 What Lies Beneath Feature Film
## 351 Cloudy with a Chance of Meatballs Documentary
## 352 Ice Age: Dawn of the Dinosaurs Feature Film
## 353 Rock of Ages Feature Film
## 354 Charlie's Angels Feature Film
## 355 The Abyss Feature Film
## 356 The Smurfs 2 Feature Film
## 357 Tropic Thunder Feature Film
## 358 The Girl with the Dragon Tattoo Feature Film
## 359 Die Hard with a Vengeance Feature Film
## 360 Sherlock Holmes Feature Film
## 361 Ben-Hur Feature Film
## 362 Speed 2: Cruise Control Feature Film
## 363 Alvin and the Chipmunks: The Road Chip Feature Film
## 364 Anna and the King Feature Film
## 365 Agora Feature Film
## 366 Pixels Feature Film
## 367 A.I. Artificial Intelligence Feature Film
## 368 The Haunted Mansion Feature Film
## 369 Contact Feature Film
## 370 Hollow Man Feature Film
## 371 The Interpreter Feature Film
## 372 The Longest Yard Feature Film
## 373 The Lost World: Jurassic Park Feature Film
## 374 Now You See Me 2 Documentary
## 375 The Expendables 2 Feature Film
## 376 Spy Game Documentary
## 377 Mission to Mars Feature Film
## 378 The Day the Earth Stood Still Feature Film
## 379 Bicentennial Man Documentary
## 380 Volcano Feature Film
## 381 The Devil's Own Documentary
## 382 The Saint Feature Film
## 383 The Edge Feature Film
## 384 Ted 2 Feature Film
## 385 Cinderella Man Feature Film
## 386 Seabiscuit Feature Film
## 387 The Adventures of Tintin Feature Film
## 388 Wall Street: Money Never Sleeps Feature Film
## 389 Gods of Egypt Feature Film
## 390 Miami Vice Feature Film
## 391 Turbo Feature Film
## 392 The Bourne Supremacy Documentary
## 393 Shrek Forever After Feature Film
## 394 Ocean's Eleven Feature Film
## 395 Interstellar Feature Film
## 396 Hotel Transylvania Feature Film
## 397 The Mummy Returns Feature Film
## 398 The Flowers of War Feature Film
## 399 Safe House Feature Film
## 400 The Angry Birds Movie Feature Film
## 401 Tower Heist Feature Film
## 402 Jack the Giant Slayer Feature Film
## 403 Enemy of the State Feature Film
## 404 It's Complicated Feature Film
## 405 Ocean's Thirteen Documentary
## 406 Open Season Feature Film
## 407 Valkyrie Feature Film
## 408 Enemy at the Gates Feature Film
## 409 The Rundown Feature Film
## 410 Last Action Hero Documentary
## 411 Memoirs of a Geisha Feature Film
## 412 The Fast and the Furious: Tokyo Drift Feature Film
## 413 Arthur Christmas Feature Film
## 414 Meet Joe Black Feature Film
## 415 Collateral Damage Feature Film
## 416 All That Jazz Documentary
## 417 Hotel Transylvania 2 Feature Film
## 418 Batman & Robin Feature Film
## 419 Iron Man 2 TV Movie
## 420 I Spy Feature Film
## 421 Scooby-Doo Feature Film
## 422 Dredd Feature Film
## 423 Poseidon Feature Film
## 424 Creepshow Feature Film
## 425 Cats & Dogs: The Revenge of Kitty Galore Feature Film
## 426 Despicable Me Feature Film
## 427 Hellboy II: The Golden Army Feature Film
## 428 The Rock Feature Film
## 429 The 6th Day Feature Film
## 430 Bruce Almighty Feature Film
## 431 Cars 2 Feature Film
## 432 Mission: Impossible Feature Film
## 433 The Hunger Games Feature Film
## 434 Lilo & Stitch Feature Film
## 435 Batman Returns Feature Film
## 436 Over the Hedge Feature Film
## 437 Dante's Peak Feature Film
## 438 Charlotte's Web Feature Film
## 439 Despicable Me 2 Feature Film
## 440 Little Fockers Feature Film
## 441 Carriers Feature Film
## 442 Alvin and the Chipmunks: Chipwrecked Documentary
## 443 Grown Ups 2 Documentary
## 444 Get Smart Documentary
## 445 Something's Gotta Give Feature Film
## 446 Shutter Island Feature Film
## 447 Four Christmases Feature Film
## 448 Robots Feature Film
## 449 Face/Off Feature Film
## 450 Little Nicky Feature Film
## 451 Jason Bourne Feature Film
## 452 Just Go with It Feature Film
## 453 Daredevil Feature Film
## 454 Con Air Feature Film
## 455 Hugo Feature Film
## 456 Cold Mountain Feature Film
## 457 Red Dragon Feature Film
## 458 The BFG Feature Film
## 459 The Haunting Feature Film
## 460 Space Jam Feature Film
## 461 The Pink Panther Feature Film
## 462 Eraser Feature Film
## 463 The Three Musketeers Feature Film
## 464 Fury Feature Film
## 465 Six Days Seven Nights Feature Film
## 466 The Core Feature Film
## 467 The Amazing Spider-Man 2 Feature Film
## 468 Blackhat Feature Film
## 469 Lost in Space Feature Film
## 470 Bad Company Feature Film
## 471 The Siege Feature Film
## 472 Osmosis Jones Feature Film
## 473 The Insider Feature Film
## 474 Fantasia 2000 Feature Film
## 475 The Time Machine Feature Film
## 476 Mighty Joe Young Feature Film
## 477 Swordfish Feature Film
## 478 Blood Diamond Feature Film
## 479 Pirates of the Caribbean: The Curse of the Black Pearl Feature Film
## 480 The Cat in the Hat Feature Film
## 481 The Brothers Grimm Feature Film
## 482 Mars Attacks! Feature Film
## 483 Planet of the Apes Feature Film
## 484 Man of Steel Feature Film
## 485 Surrogates Feature Film
## 486 Thirteen Days Documentary
## 487 Daylight Feature Film
## 488 Battlefield Earth Feature Film
## 489 Epic Feature Film
## 490 Nine Feature Film
## 491 Timeline Feature Film
## 492 The Postman Feature Film
## 493 End of Days Feature Film
## 494 The Last Witch Hunter Documentary
## 495 Red Planet Feature Film
## 496 Arthur and the Invisibles Feature Film
## 497 Oceans Feature Film
## 498 Conspiracy Theory Feature Film
## 499 Terminator 2: Judgment Day Feature Film
## 500 Top Cat Begins Feature Film
## 501 A Beautiful Mind Feature Film
## 502 The Lion King Feature Film
## 503 Casino Royale Feature Film
## 504 Cloudy with a Chance of Meatballs 2 Documentary
## 505 Dracula Untold Feature Film
## 506 Hidalgo Feature Film
## 507 Stuart Little 2 Feature Film
## 508 2 Fast 2 Furious Feature Film
## 509 The Little Prince Feature Film
## 510 Superman Returns Feature Film
## 511 Yogi Bear Feature Film
## 512 The Secret Life of Pets Feature Film
## 513 The League of Extraordinary Gentlemen Feature Film
## 514 The Adventures of Rocky & Bullwinkle Feature Film
## 515 Independence Day Feature Film
## 516 Mr. & Mrs. Smith Feature Film
## 517 Gone in Sixty Seconds Feature Film
## 518 Children of Men Feature Film
## 519 X-Men Feature Film
## 520 The Hobbit: The Battle of the Five Armies Feature Film
## 521 Enchanted Feature Film
## 522 Ice Age: The Meltdown Feature Film
## 523 50 First Dates Feature Film
## 524 Hairspray Documentary
## 525 Exorcist: The Beginning Documentary
## 526 Eagle Eye Feature Film
## 527 Now You See Me Feature Film
## 528 Grown Ups Feature Film
## 529 Tomorrow Never Dies Feature Film
## 530 Constantine Feature Film
## 531 Jack and Jill Feature Film
## 532 Titanic Feature Film
## 533 Air Force One Feature Film
## 534 The 13th Warrior Feature Film
## 535 Dreamgirls Documentary
## 536 A Christmas Carol Feature Film
## 537 Twister Feature Film
## 538 Munich Feature Film
## 539 Tears of the Sun Feature Film
## 540 Killers Feature Film
## 541 The Man from U.N.C.L.E. Feature Film
## 542 47 Ronin Feature Film
## 543 Monster House Feature Film
## 544 Bandits Documentary
## 545 The Legend of Zorro Feature Film
## 546 Allegiant Feature Film
## 547 Immortals Documentary
## 548 Son of the Mask Feature Film
## 549 Titan A.E. Feature Film
## 550 Hollywood Homicide Feature Film
## 551 The Aviator TV Movie
## 552 The Manchurian Candidate Feature Film
## 553 Puss in Boots Feature Film
## 554 Flight of the Phoenix Feature Film
## 555 Vanilla Sky Feature Film
## 556 Minions Feature Film
## 557 Ali Feature Film
## 558 Snake Eyes Feature Film
## 559 Sphere Feature Film
## 560 Déjà Vu Feature Film
## 561 Fool's Gold Feature Film
## 562 Evolution Feature Film
## 563 The Kingdom Feature Film
## 564 Talladega Nights: The Ballad of Ricky Bobby Feature Film
## 565 The Chronicles of Narnia: Prince Caspian Feature Film
## 566 Braveheart Documentary
## 567 Home Feature Film
## 568 The Patriot Feature Film
## 569 Entrapment Feature Film
## 570 Road to Perdition Feature Film
## 571 The SpongeBob Movie: Sponge Out of Water Feature Film
## 572 The Village Feature Film
## 573 Flubber Feature Film
## 574 Signs Feature Film
## 575 Shrek 2 Feature Film
## 576 Terminator Salvation Feature Film
## 577 Runaway Bride Documentary
## 578 Knight and Day Feature Film
## 579 Pirates of the Caribbean: At World's End Feature Film
## 580 Ransom Feature Film
## 581 Inglourious Basterds Feature Film
## 582 Journey 2: The Mysterious Island Feature Film
## 583 Die Hard 2 Documentary
## 584 S.W.A.T. Feature Film
## 585 Spider-Man 3 Feature Film
## 586 Lady in the Water Feature Film
## 587 Avatar Feature Film
## 588 AVP: Alien vs. Predator Feature Film
## 589 Alvin and the Chipmunks: The Squeakquel Feature Film
## 590 We Were Soldiers Feature Film
## 591 Olympus Has Fallen Feature Film
## 592 Star Trek: Insurrection Feature Film
## 593 Battle Los Angeles Documentary
## 594 Big Fish Feature Film
## 595 Wolf Feature Film
## 596 War Horse Feature Film
## 597 The Monuments Men Feature Film
## 598 Life of Pi Feature Film
## 599 Teenage Mutant Ninja Turtles Feature Film
## 600 Robin Hood Feature Film
## 601 Sleepy Hollow Feature Film
## 602 Stardust Documentary
## 603 The Avengers Feature Film
## 604 Monsters, Inc. Feature Film
## 605 Star Wars: Episode III - Revenge of the Sith Feature Film
## 606 Doom Documentary
## 607 Bad Boys II Feature Film
## 608 Underworld: Awakening Feature Film
## 609 The Hobbit: The Desolation of Smaug Feature Film
## 610 Tangled Feature Film
## 611 The Da Vinci Code Feature Film
## 612 Rollerball Feature Film
## 613 Ballistic: Ecks vs. Sever Feature Film
## 614 Hard Rain Feature Film
## 615 Men in Black 3 Feature Film
## 616 Legends of Oz: Dorothy's Return Feature Film
## 617 Bedtime Stories Feature Film
## 618 Sky Captain and the World of Tomorrow Feature Film
## 619 Basic Instinct 2 Feature Film
## 620 Escape Plan Feature Film
## 621 The Legend of Hercules Feature Film
## 622 How Do You Know Feature Film
## 623 The Twilight Saga: Eclipse Feature Film
## 624 The Chronicles of Riddick Feature Film
## 625 Bewitched Feature Film
## 626 The Wolverine Feature Film
## 627 Spirit: Stallion of the Cimarron Feature Film
## 628 Rio 2 Feature Film
## 629 Mystery Men Feature Film
## 630 The Bourne Ultimatum Feature Film
## 631 Ant-Man Feature Film
## 632 The Finest Hours Feature Film
## 633 Body of Lies Documentary
## 634 Harry Potter and the Half-Blood Prince Feature Film
## 635 Abraham Lincoln: Vampire Hunter Feature Film
## 636 War of the Worlds Feature Film
## 637 Clash of the Titans Feature Film
## 638 The Dark Knight Rises Feature Film
## 639 The Last Legion Feature Film
## 640 Saving Private Ryan Feature Film
## 641 Need for Speed Feature Film
## 642 What Women Want Feature Film
## genre runtime mpaa_rating imdb_rating imdb_num_votes
## 1 Drama 118 Unrated 2.1 9904
## 2 Drama 131 PG-13 3.3 1010
## 3 Comedy 84 R 7.6 22381
## 4 Drama 97 PG 2.5 54363
## 5 Horror 90 R 7.2 35096
## 6 Documentary 78 Unrated 7.8 333
## 7 Drama 107 R 2.1 9904
## 8 Drama 130 R 2.1 122980
## 9 Documentary 88 Unrated 7.5 880
## 10 Drama 100 R 4.1 739
## 11 Action & Adventure 127 PG 6.8 71979
## 12 Drama 110 PG 2.1 9904
## 13 Comedy 110 R 3.7 201779
## 14 Comedy 100 PG-13 5.9 25808
## 15 Comedy 111 PG 7.5 880
## 16 Drama 130 R 2.0 9216
## 17 Drama 106 PG-13 2.1 9904
## 18 Drama 120 R 7.0 66233
## 19 Horror 91 R 4.4 37769
## 20 Drama 109 PG 4.1 739
## 21 Drama 108 PG-13 3.2 9904
## 22 Documentary 82 Unrated 55.0 3459
## 23 Drama 107 R 3.1 1010
## 24 Drama 137 R 8.0 490295
## 25 Documentary 87 Unrated 7.6 4541
## 26 Comedy 97 PG 7.2 66489
## 27 Drama 110 PG 5.5 10522
## 28 Horror 84 R 5.6 19285
## 29 Art House & International 115 R 6.4 3688
## 30 Musical & Performing Arts 100 R 7.9 3488
## 31 Mystery & Suspense 85 R 7.1 82851
## 32 Animation 87 PG 7.0 56128
## 33 Science Fiction & Fantasy 85 G 7.7 33101
## 34 Mystery & Suspense 124 R 7.1 259822
## 35 Documentary 112 R 44.0 4908
## 36 Action & Adventure 108 PG 6.5 290356
## 37 Drama 99 R 3.5 27769
## 38 Drama 121 R 1.2 12819
## 39 Action & Adventure 137 R 8.4 466400
## 40 Drama 112 R 6.9 3487
## 41 Drama 108 R 4.1 739
## 42 Drama 116 PG 5.2 11657
## 43 Drama 126 R 3.3 1010
## 44 Comedy 94 R 5.4 13523
## 45 Drama 99 R 3.8 10522
## 46 Comedy 113 PG-13 5.4 9654
## 47 Drama 88 R 2.1 9904
## 48 Drama 92 R 4.1 7658
## 49 Drama 134 PG-13 2.1 9904
## 50 Drama 135 R 3.1 1010
## 51 Documentary 65 Unrated 5.3 183
## 52 Drama 155 PG 6.7 13092
## 53 Mystery & Suspense 119 PG-13 5.3 183
## 54 Drama 94 PG 5.1 3135
## 55 Drama 125 PG 6.8 71141
## 56 Drama 119 R 5.5 73617
## 57 Drama 91 R 5.5 2698
## 58 Drama 100 R 5.6 205065
## 59 Mystery & Suspense 79 R 5.5 5587
## 60 Mystery & Suspense 108 R 6.4 6247
## 61 Comedy 98 PG-13 6.3 8646
## 62 Drama 96 Unrated 5.6 205065
## 63 Documentary 106 Unrated 8.5 2362
## 64 Documentary 92 Unrated 6.8 1942
## 65 Mystery & Suspense 115 PG-13 6.6 110238
## 66 Animation 87 G 4.4 21501
## 67 Documentary 103 Unrated 8.1 14359
## 68 Musical & Performing Arts 127 R 6.5 12450
## 69 Drama 155 PG 2.1 122980
## 70 Drama 118 R 1.2 12819
## 71 Drama 132 R 4.7 9525
## 72 Comedy 91 R 6.5 12450
## 73 Mystery & Suspense 101 R 5.9 2944
## 74 Comedy 93 PG 5.8 6788
## 75 Horror 101 PG 6.5 24783
## 76 Drama 106 R 4.6 10492
## 77 Animation 101 G 7.8 12450
## 78 Drama 109 PG-13 4.2 3467
## 79 Comedy 100 PG-13 4.4 5616
## 80 Drama 129 PG-13 3.2 1010
## 81 Drama 102 R 4.0 9216
## 82 Comedy 90 R 6.8 12269
## 83 Action & Adventure 117 R 2.7 60335
## 84 Action & Adventure 83 R 5.5 5035
## 85 Drama 120 PG 7.5 21623
## 86 Drama 84 R 2.1 9904
## 87 Drama 114 R 5.7 5425
## 88 Drama 106 PG-13 3.8 10522
## 89 Drama 128 R 3.8 10522
## 90 Comedy 100 R 5.9 82737
## 91 Drama 93 PG-13 3.8 10522
## 92 Action & Adventure 107 R 7.8 279704
## 93 Mystery & Suspense 94 R 5.8 11192
## 94 Comedy 94 R 6.2 3851
## 95 Drama 98 R 5.9 62773
## 96 Drama 138 PG-13 3.6 1010
## 97 Drama 115 PG-13 3.6 1010
## 98 Mystery & Suspense 117 R 7.2 68429
## 99 Comedy 93 PG 4.2 182983
## 100 Documentary 132 Unrated 8.0 1147
## 101 Drama 96 PG-13 3.8 10522
## 102 Drama 108 Unrated 2.0 9216
## 103 Drama 94 R 5.9 82737
## 104 Comedy 84 PG-13 4.1 9853
## 105 Drama 139 R 4.5 16824
## 106 Drama 140 R 4.0 9216
## 107 Drama 120 R 3.8 10522
## 108 Action & Adventure 107 PG 5.4 41767
## 109 Comedy 97 PG 6.4 14970
## 110 Other 165 R 8.5 893008
## 111 Drama 102 PG 3.6 1010
## 112 Drama 111 R 2.1 9904
## 113 Comedy 89 PG-13 8.5 893008
## 114 Mystery & Suspense 102 R 5.8 32751
## 115 Drama 118 PG-13 3.6 1010
## 116 Musical & Performing Arts 96 Unrated 5.5 32751
## 117 Action & Adventure 127 R 6.6 123989
## 118 Action & Adventure 103 G 5.6 70209
## 119 Documentary 111 Unrated 7.8 541
## 120 Drama 91 R 4.1 739
## 121 Drama 97 R 3.3 1010
## 122 Drama 109 R 3.2 6552
## 123 Comedy 101 PG-13 5.8 52635
## 124 Drama 112 R 5.9 725
## 125 Comedy 91 R 1.2 12819
## 126 Horror 92 Unrated 1.2 12819
## 127 Comedy 95 R 6.2 17798
## 128 Drama 152 PG-13 7.7 106171
## 129 Drama 113 PG-13 5.8 2295
## 130 Documentary 39 Unrated 1.2 12819
## 131 Drama 112 R 7.1 6946
## 132 Comedy 91 PG 3.4 57933
## 133 Documentary 157 Unrated 7.5 1784
## 134 Drama 90 R 3.0 9216
## 135 Drama 99 PG 7.0 48756
## 136 Comedy 88 PG 3.4 57933
## 137 Drama 101 R 5.9 13980
## 138 Action & Adventure 92 PG 5.6 205065
## 139 Comedy 100 R 5.6 205065
## 140 Comedy 91 G 5.6 205065
## 141 Drama 95 R 7.2 35635
## 142 Drama 108 R 5.9 82737
## 143 Drama 99 PG 6.8 111132
## 144 Drama 101 R 5.9 12877
## 145 Action & Adventure 113 G 3.6 1010
## 146 Drama 107 PG-13 2.1 122980
## 147 Drama 109 R 3.8 10522
## 148 Action & Adventure 127 PG-13 3.6 1010
## 149 Musical & Performing Arts 117 PG 3.6 1010
## 150 Mystery & Suspense 123 PG-13 3.6 1010
## 151 Drama 123 PG-13 5.5 93331
## 152 Action & Adventure 99 PG-13 3.6 1010
## 153 Action & Adventure 100 PG 6.3 3153
## 154 Drama 126 PG-13 7.6 329613
## 155 Comedy 86 PG-13 4.5 3096
## 156 Drama 131 R 5.5 73617
## 157 Drama 125 R 3.1 1010
## 158 Drama 91 R 3.1 1010
## 159 Drama 102 R 5.5 1628
## 160 Action & Adventure 114 PG-13 3.3 1010
## 161 Drama 101 G 3.8 10522
## 162 Drama 136 PG-13 7.2 88777
## 163 Documentary 90 PG 3.1 1010
## 164 Drama 122 R 7.7 294683
## 165 Comedy 128 PG-13 3.1 1010
## 166 Drama 99 R 4.9 1493
## 167 Horror 97 R 3.2 1010
## 168 Horror 85 R 3.2 1010
## 169 Drama 96 R 5.8 1886
## 170 Other 101 PG 3.1 1010
## 171 Drama 126 PG-13 3.4 57933
## 172 Documentary 98 Unrated 3.1 1010
## 173 Action & Adventure 103 R 3.1 1010
## 174 Drama 112 R 2.0 9216
## 175 Drama 92 PG 5.6 205065
## 176 Drama 93 R 6.7 26010
## 177 Action & Adventure 100 R 6.7 192052
## 178 Drama 140 R 5.3 183
## 179 Drama 99 PG 3.8 10522
## 180 Comedy 100 PG 3.1 1010
## 181 Drama 142 PG-13 7.3 675907
## 182 Drama 118 R 6.8 51534
## 183 Drama 105 R 5.7 390
## 184 Action & Adventure 118 PG-13 7.4 1268
## 185 Drama 102 R 6.4 34253
## 186 Drama 115 PG-13 5.4 9654
## 187 Drama 120 R 5.3 183
## 188 Drama 115 R 3.8 10522
## 189 Drama 112 PG-13 3.8 18141
## 190 Drama 102 R 7.2 70994
## 191 Drama 115 R 5.3 183
## 192 Drama 116 R 3.8 10522
## 193 Comedy 90 PG 7.2 44741
## 194 Documentary 74 Unrated 7.3 285
## 195 Drama 115 R 4.7 9525
## 196 Action & Adventure 95 PG-13 4.7 9525
## 197 Documentary 84 Unrated 4.7 9525
## 198 Comedy 91 R 4.7 9525
## 199 Comedy 94 PG 4.7 9525
## 200 Documentary 82 Unrated 7.7 13285
## 201 Drama 126 R 5.0 117688
## 202 Drama 90 R 5.7 390
## 203 Action & Adventure 91 PG 5.7 5564
## 204 Drama 108 Unrated 5.6 9003
## 205 Drama 90 R 5.4 21704
## 206 Drama 92 R 5.9 3473
## 207 Mystery & Suspense 110 PG-13 7.1 287476
## 208 Mystery & Suspense 149 R 7.4 94983
## 209 Other 119 R 7.0 56185
## 210 Drama 100 R 6.0 2441
## 211 Mystery & Suspense 125 R 7.1 25264
## 212 Drama 105 R 3.0 9216
## 213 Action & Adventure 114 PG 6.2 16681
## 214 Drama 86 R 3.7 132215
## 215 Musical & Performing Arts 85 R 6.9 87215
## 216 Action & Adventure 105 R 7.3 121245
## 217 Mystery & Suspense 110 R 6.4 71112
## 218 Comedy 90 PG-13 6.7 72295
## 219 Other 90 R 7.1 25264
## 220 Drama 106 R 4.6 6228
## 221 Comedy 112 R 6.9 87215
## 222 Drama 94 R 8.2 448434
## 223 Drama 105 R 4.7 9525
## 224 Documentary 90 Unrated 7.6 2849
## 225 Drama 97 R 3.3 1010
## 226 Art House & International 86 R 6.5 5762
## 227 Drama 123 PG-13 5.3 183
## 228 Action & Adventure 103 R 6.6 191935
## 229 Documentary 267 Unrated 7.8 872
## 230 Drama 135 PG-13 5.4 9654
## 231 Drama 104 PG-13 5.4 56329
## 232 Mystery & Suspense 89 R 7.2 2098
## 233 Drama 123 R 7.1 3146
## 234 Action & Adventure 92 PG 4.8 19187
## 235 Drama 107 PG-13 7.1 110540
## 236 Drama 114 R 7.4 96787
## 237 Drama 95 R 6.2 1935
## 238 Mystery & Suspense 110 R 6.3 5014
## 239 Horror 97 R 7.1 25264
## 240 Documentary 94 PG-13 7.9 38076
## 241 Action & Adventure 89 PG 6.7 137405
## 242 Drama 114 R 6.3 1803
## 243 Mystery & Suspense 85 R 7.1 25264
## 244 Drama 98 R 7.5 4515
## 245 Comedy 97 R 4.8 18712
## 246 Mystery & Suspense 106 R 6.3 25054
## 247 Comedy 84 R 3.8 1510
## 248 Action & Adventure 118 G 7.4 8544
## 249 Drama 120 PG-13 3.7 132215
## 250 Drama 124 R 7.7 183747
## 251 Drama 98 R 4.5 48519
## 252 Drama 119 PG 5.1 4375
## 253 Drama 123 PG 5.5 32751
## 254 Horror 107 R 6.9 74294
## 255 Documentary 86 G 7.5 1480
## 256 Action & Adventure 101 PG-13 5.1 703
## 257 Action & Adventure 111 PG-13 6.0 103789
## 258 Art House & International 106 Unrated 7.5 42842
## 259 Action & Adventure 95 R 6.8 26731
## 260 Drama 129 PG-13 6.0 66171
## 261 Comedy 92 PG-13 7.0 149437
## 262 Drama 126 PG 6.7 12498
## 263 Drama 107 R 6.7 297034
## 264 Comedy 101 PG 6.1 14901
## 265 Mystery & Suspense 97 R 6.4 1361
## 266 Drama 93 R 5.3 30495
## 267 Comedy 97 PG-13 6.9 12606
## 268 Drama 108 R 3.8 10522
## 269 Drama 96 R 7.6 4143
## 270 Drama 91 PG 6.5 2408
## 271 Action & Adventure 120 PG-13 7.0 201787
## 272 Mystery & Suspense 113 G 7.1 19000
## 273 Documentary 92 R 2.0 9216
## 274 Drama 106 PG 5.4 9654
## 275 Drama 110 Unrated 2.0 9216
## 276 Horror 77 R 6.8 9025
## 277 Animation 74 G 6.8 9025
## 278 Drama 100 R 2.0 9216
## 279 Art House & International 107 R 6.8 9025
## 280 Comedy 87 PG 5.1 3336
## 281 Mystery & Suspense 116 R 7.2 252661
## 282 Drama 126 Unrated 5.9 82737
## 283 Drama 100 R 6.5 42613
## 284 Drama 129 PG-13 6.4 10126
## 285 Other 110 PG 2.0 9216
## 286 Science Fiction & Fantasy 113 R 2.0 9216
## 287 Drama 87 R 3.0 9216
## 288 Drama 102 R 5.9 2569
## 289 Drama 115 PG-13 6.7 77762
## 290 Comedy 89 PG 5.3 12322
## 291 Drama 140 PG-13 8.2 315051
## 292 Mystery & Suspense 93 R 5.6 44257
## 293 Drama 119 R 5.7 8818
## 294 Science Fiction & Fantasy 161 PG 7.4 368799
## 295 Drama 124 R 7.2 247105
## 296 Art House & International 104 PG-13 6.0 2960
## 297 Science Fiction & Fantasy 86 PG-13 5.2 46233
## 298 Art House & International 111 R 6.5 9980
## 299 Drama 108 PG 4.9 5136
## 300 Drama 107 R 7.4 71572
## 301 Other 108 R 6.5 16480
## 302 Drama 112 R 6.0 19898
## 303 Drama 172 R 5.2 275125
## 304 Drama 92 PG 6.9 15449
## 305 Horror 108 R 3.0 9216
## 306 Drama 115 PG 4.3 2145
## 307 Comedy 91 R 3.0 9216
## 308 Comedy 93 R 3.0 9216
## 309 Drama 130 R 6.0 3745
## 310 Drama 123 R 6.0 1887
## 311 Science Fiction & Fantasy 91 R 2.0 9216
## 312 Mystery & Suspense 124 R 3.0 9216
## 313 Drama 106 PG-13 5.7 17133
## 314 Documentary 91 R 3.0 9216
## 315 Drama 107 R 6.9 10786
## 316 Comedy 100 PG-13 2.0 9216
## 317 Drama 91 R 7.1 52449
## 318 Action & Adventure 119 R 2.0 9216
## 319 Action & Adventure 116 PG-13 2.0 9216
## 320 Comedy 107 PG-13 2.0 9216
## 321 Drama 88 Unrated 4.3 739
## 322 Horror 81 R 5.8 3145
## 323 Drama 95 PG 4.1 739
## 324 Drama 162 R 5.3 183
## 325 Drama 107 PG-13 6.8 40133
## 326 Drama 135 R 5.0 47297
## 327 Drama 122 R 6.2 35868
## 328 Comedy 96 R 7.4 34652
## 329 Action & Adventure 86 PG-13 4.3 739
## 330 Musical & Performing Arts 122 R 4.3 739
## 331 Action & Adventure 94 PG 4.3 739
## 332 Drama 106 R 7.5 10250
## 333 Mystery & Suspense 105 PG-13 4.3 739
## 334 Mystery & Suspense 129 PG-13 4.1 739
## 335 Action & Adventure 90 G 4.1 739
## 336 Drama 99 R 6.6 6804
## 337 Mystery & Suspense 108 R 4.1 739
## 338 Horror 89 R 4.1 739
## 339 Drama 108 PG-13 6.2 12402
## 340 Documentary 94 PG-13 4.1 739
## 341 Action & Adventure 86 R 4.1 739
## 342 Mystery & Suspense 105 R 4.1 739
## 343 Mystery & Suspense 112 R 4.1 739
## 344 Drama 99 R 7.8 47065
## 345 Mystery & Suspense 202 R 4.1 739
## 346 Horror 92 PG 4.1 739
## 347 Drama 97 R 5.8 1838
## 348 Action & Adventure 109 PG 5.7 4180
## 349 Musical & Performing Arts 116 PG-13 3.2 9904
## 350 Art House & International 84 PG 3.2 9904
## 351 Documentary 180 Unrated 3.2 9904
## 352 Comedy 134 R 3.2 9904
## 353 Drama 90 R 7.5 3448
## 354 Action & Adventure 98 PG-13 3.2 9904
## 355 Drama 94 PG-13 6.7 4077
## 356 Drama 101 PG-13 6.7 9291
## 357 Mystery & Suspense 110 R 3.2 9904
## 358 Comedy 82 PG-13 3.2 9904
## 359 Action & Adventure 104 R 3.2 9904
## 360 Mystery & Suspense 122 PG 3.2 9904
## 361 Mystery & Suspense 122 R 2.1 9904
## 362 Drama 81 R 7.8 157701
## 363 Comedy 86 PG-13 2.1 9904
## 364 Drama 84 PG 7.6 17960
## 365 Drama 100 R 6.1 13682
## 366 Action & Adventure 105 R 5.2 275125
## 367 Musical & Performing Arts 121 R 5.2 275125
## 368 Art House & International 92 R 5.2 275125
## 369 Comedy 87 PG-13 1.9 73219
## 370 Science Fiction & Fantasy 95 PG 3.1 8319
## 371 Documentary 116 R 2.1 9904
## 372 Drama 112 R 2.1 122980
## 373 Drama 109 PG-13 7.1 2271
## 374 Documentary 87 R 7.1 4907
## 375 Drama 90 PG-13 6.2 2830
## 376 Documentary 85 PG-13 7.5 679
## 377 Mystery & Suspense 113 R 2.1 9904
## 378 Drama 126 R 8.3 572236
## 379 Documentary 86 Unrated 2.1 9904
## 380 Comedy 93 PG-13 2.1 9904
## 381 Documentary 90 PG 2.1 9904
## 382 Drama 131 R 7.6 318019
## 383 Drama 122 R 8.1 582091
## 384 Drama 133 R 5.9 103378
## 385 Mystery & Suspense 92 PG-13 5.9 44248
## 386 Drama 146 PG-13 8.1 303529
## 387 Drama 154 R 7.4 9876
## 388 Drama 103 R 6.2 63511
## 389 Drama 120 PG-13 7.4 82378
## 390 Drama 108 R 6.7 23821
## 391 Drama 110 PG 6.9 211129
## 392 Documentary 88 PG 8.4 3128
## 393 Drama 91 R 5.9 82737
## 394 Other 112 PG 5.8 1816
## 395 Drama 104 PG-13 5.7 390
## 396 Action & Adventure 103 PG 6.4 54829
## 397 Drama 134 Unrated 7.0 4821
## 398 Drama 108 R 5.8 19115
## 399 Comedy 95 R 5.2 7881
## 400 Drama 127 PG-13 7.1 246343
## 401 Action & Adventure 83 PG-13 3.5 10055
## 402 Drama 125 R 7.4 69338
## 403 Action & Adventure 118 PG 5.9 24472
## 404 Action & Adventure 92 R 6.6 115026
## 405 Documentary 95 Unrated 7.8 651
## 406 Comedy 93 R 3.8 18141
## 407 Drama 129 PG-13 5.8 3358
## 408 Other 105 PG 6.3 4550
## 409 Other 125 Unrated 7.0 16262
## 410 Documentary 83 Unrated 8.4 1571
## 411 Comedy 88 PG-13 4.9 10271
## 412 Action & Adventure 138 PG-13 6.6 204042
## 413 Horror 100 R 4.5 16824
## 414 Art House & International 89 Unrated 7.5 6061
## 415 Action & Adventure 100 PG 4.5 10651
## 416 Documentary 122 PG 7.9 1346
## 417 Drama 105 R 6.4 60483
## 418 Drama 83 PG-13 5.3 1308
## 419 Drama 116 R 7.3 4451
## 420 Drama 91 R 7.6 7545
## 421 Action & Adventure 85 PG-13 6.2 3416
## 422 Horror 91 R 5.5 73617
## 423 Drama 102 R 6.4 14970
## 424 Comedy 88 PG-13 4.5 16824
## 425 Comedy 119 PG-13 6.3 124250
## 426 Drama 95 R 4.9 2120
## 427 Comedy 105 PG-13 5.5 73617
## 428 Drama 104 PG 6.9 2931
## 429 Mystery & Suspense 108 R 5.5 73617
## 430 Action & Adventure 85 PG 6.0 1680
## 431 Drama 130 R 7.8 75468
## 432 Comedy 117 R 5.4 19603
## 433 Art House & International 91 R 7.8 1663
## 434 Drama 110 R 7.2 14589
## 435 Science Fiction & Fantasy 85 R 2.1 122980
## 436 Other 107 PG-13 2.1 122980
## 437 Drama 110 PG-13 5.7 2701
## 438 Comedy 87 R 6.2 11259
## 439 Drama 88 R 6.0 1890
## 440 Drama 90 R 6.7 20655
## 441 Drama 90 PG 7.7 56919
## 442 Documentary 86 Unrated 2.1 122980
## 443 Documentary 94 Unrated 2.1 122980
## 444 Documentary 81 G 2.1 122980
## 445 Other 75 R 2.1 122980
## 446 Mystery & Suspense 111 R 2.1 122980
## 447 Mystery & Suspense 96 R 2.1 122980
## 448 Comedy 93 PG 7.1 25264
## 449 Comedy 93 R 7.1 25264
## 450 Drama 144 PG-13 6.3 8685
## 451 Drama 115 R 8.0 168032
## 452 Horror 83 R 3.4 2959
## 453 Mystery & Suspense 133 R 6.7 134031
## 454 Action & Adventure 91 PG 6.7 134031
## 455 Drama 135 R 6.5 12450
## 456 Musical & Performing Arts 115 PG 6.7 134031
## 457 Drama 111 PG 7.3 2869
## 458 Drama 123 R 7.7 13285
## 459 Art House & International 128 R 7.4 8030
## 460 Art House & International 90 R 5.3 3461
## 461 Animation 68 G 6.4 3970
## 462 Drama 110 R 7.1 99192
## 463 Drama 117 NC-17 6.4 1043
## 464 Animation 108 PG 6.5 126257
## 465 Comedy 93 PG 7.0 15491
## 466 Drama 119 R 7.0 4121
## 467 Drama 99 PG 7.4 69338
## 468 Drama 134 PG-13 6.2 12402
## 469 Comedy 97 PG 6.8 2530
## 470 Drama 97 PG-13 6.9 2857
## 471 Drama 194 PG-13 7.7 756602
## 472 Drama 113 PG 6.2 12402
## 473 Drama 136 PG 6.7 58907
## 474 Action & Adventure 103 R 7.0 15491
## 475 Mystery & Suspense 121 R 7.0 15491
## 476 Comedy 85 PG-13 7.0 15491
## 477 Comedy 82 PG 7.0 15491
## 478 Drama 97 R 6.5 4251
## 479 Drama 92 R 6.0 2934
## 480 Drama 111 PG 7.6 42208
## 481 Action & Adventure 177 R 5.9 54597
## 482 Comedy 97 PG-13 6.4 60483
## 483 Drama 83 NC-17 7.0 22601
## 484 Drama 96 R 7.0 240033
## 485 Comedy 81 PG-13 6.4 60483
## 486 Documentary 100 R 8.2 6345
## 487 Art House & International 115 Unrated 7.5 9990
## 488 Action & Adventure 93 R 6.3 42295
## 489 Drama 88 PG-13 5.6 37938
## 490 Mystery & Suspense 105 R 6.4 42408
## 491 Action & Adventure 88 PG 6.7 137222
## 492 Comedy 95 PG-13 6.4 60483
## 493 Drama 94 R 6.3 63219
## 494 Documentary 103 R 7.8 39320
## 495 Science Fiction & Fantasy 95 R 5.6 1915
## 496 Comedy 94 PG 5.1 1674
## 497 Comedy 118 PG-13 5.9 2096
## 498 Drama 104 R 5.9 4072
## 499 Drama 106 R 6.1 7076
## 500 Mystery & Suspense 96 R 5.4 2380
## 501 Action & Adventure 83 G 7.6 78862
## 502 Action & Adventure 96 PG-13 4.3 83724
## 503 Drama 91 R 7.4 30641
## 504 Documentary 83 PG 3.8 10522
## 505 Drama 80 PG 7.5 27601
## 506 Horror 94 R 3.8 10522
## 507 Drama 120 PG-13 6.8 26360
## 508 Mystery & Suspense 97 PG-13 6.3 54771
## 509 Comedy 112 R 5.8 11838
## 510 Drama 108 PG-13 6.0 9669
## 511 Drama 117 PG-13 6.1 15491
## 512 Comedy 135 R 7.7 309494
## 513 Science Fiction & Fantasy 98 PG 6.5 6909
## 514 Drama 100 R 5.7 6343
## 515 Mystery & Suspense 121 PG 6.8 72176
## 516 Drama 128 PG-13 5.9 11001
## 517 Drama 106 R 6.8 9025
## 518 Mystery & Suspense 115 R 3.8 10522
## 519 Comedy 110 PG-13 5.2 10535
## 520 Drama 124 R 7.0 56201
## 521 Drama 137 R 7.0 9725
## 522 Other 97 PG 3.8 10522
## 523 Comedy 87 R 5.4 6811
## 524 Documentary 89 PG 6.9 1943
## 525 Documentary 99 R 7.1 32338
## 526 Drama 112 R 6.7 134031
## 527 Mystery & Suspense 98 R 3.8 10522
## 528 Horror 87 R 3.8 10522
## 529 Drama 103 R 7.3 8561
## 530 Action & Adventure 95 R 7.6 128298
## 531 Drama 99 R 6.5 152216
## 532 Drama 178 PG-13 7.1 163490
## 533 Drama 93 R 7.0 36909
## 534 Drama 103 PG-13 8.4 1141
## 535 Documentary 78 Unrated 3.8 10522
## 536 Drama 100 R 7.0 8320
## 537 Drama 100 R 7.1 86953
## 538 Action & Adventure 84 PG-13 3.8 10522
## 539 Mystery & Suspense 107 PG-13 3.8 10522
## 540 Horror 89 R 6.0 59076
## 541 Comedy 127 PG-13 6.4 154148
## 542 Drama 106 PG 7.8 12450
## 543 Mystery & Suspense 90 R 4.2 3302
## 544 Documentary 90 Unrated 7.8 180
## 545 Drama 102 PG 7.0 15491
## 546 Drama 85 PG 7.8 26628
## 547 Musical & Performing Arts 139 Unrated 7.5 281
## 548 Drama 135 R 6.4 8604
## 549 Comedy 93 R 3.8 10522
## 550 Mystery & Suspense 110 R 6.2 83424
## 551 Drama 88 Unrated 6.5 3505
## 552 Drama 130 PG-13 6.8 2530
## 553 Drama 104 R 7.7 13285
## 554 Mystery & Suspense 118 R 4.9 18005
## 555 Drama 104 R 7.5 64873
## 556 Mystery & Suspense 94 R 6.9 15444
## 557 Drama 112 R 7.8 246587
## 558 Comedy 89 PG-13 5.6 14986
## 559 Comedy 86 R 4.7 13525
## 560 Drama 97 R 6.8 2530
## 561 Action & Adventure 110 R 6.7 290958
## 562 Drama 103 PG 6.6 68871
## 563 Mystery & Suspense 100 R 5.5 10886
## 564 Comedy 94 R 3.8 10522
## 565 Drama 140 R 7.2 66489
## 566 Documentary 40 G 7.0 723
## 567 Drama 105 PG 7.6 6114
## 568 Drama 88 R 6.7 151934
## 569 Drama 88 G 7.2 134270
## 570 Drama 122 R 7.9 99582
## 571 Drama 95 PG 7.6 4369
## 572 Mystery & Suspense 128 R 7.1 5115
## 573 Drama 104 PG 6.3 19383
## 574 Comedy 106 PG 5.7 2181
## 575 Other 132 PG 6.2 9832
## 576 Drama 154 PG-13 7.8 58668
## 577 Comedy 119 R 8.0 13614
## 578 Drama 110 R 7.6 184656
## 579 Drama 101 PG-13 7.3 12285
## 580 Comedy 107 PG 3.8 10522
## 581 Mystery & Suspense 122 PG 6.6 16137
## 582 Drama 115 R 7.1 34298
## 583 Documentary 94 Unrated 7.4 1935
## 584 Mystery & Suspense 109 R 6.4 15116
## 585 Drama 142 PG-13 7.2 5016
## 586 Drama 109 PG 7.7 20738
## 587 Drama 80 R 7.5 899
## 588 Action & Adventure 81 R 7.6 123769
## 589 Other 127 PG-13 7.0 79866
## 590 Animation 83 G 7.6 160237
## 591 Action & Adventure 94 PG 6.3 24595
## 592 Art House & International 112 Unrated 7.0 16883
## 593 Documentary 93 PG 8.4 390
## 594 Horror 91 R 6.9 19539
## 595 Action & Adventure 116 PG 5.7 48718
## 596 Horror 89 Unrated 6.1 26301
## 597 Musical & Performing Arts 124 R 7.0 26943
## 598 Drama 124 PG-13 6.9 87215
## 599 Drama 97 PG-13 7.1 25264
## 600 Drama 107 R 6.2 16717
## 601 Drama 139 R 7.3 183717
## 602 Documentary 94 R 7.8 3998
## 603 Drama 106 R 6.9 6336
## 604 Drama 90 R 6.4 1406
## 605 Drama 143 PG-13 7.1 25264
## 606 Documentary 89 Unrated 7.8 9675
## 607 Drama 100 R 7.8 414650
## 608 Comedy 82 R 7.6 7545
## 609 Drama 116 PG-13 7.2 66489
## 610 Drama 93 R 7.8 333
## 611 Drama 98 PG 8.4 1141
## 612 Action & Adventure 90 PG 5.7 3373
## 613 Comedy 96 PG 6.2 12402
## 614 Documentary 91 Unrated 7.3 9906
## 615 Drama 90 PG-13 7.8 333
## 616 Comedy 95 R 6.2 12402
## 617 Drama 89 R 7.1 25264
## 618 Horror 104 R 5.4 7284
## 619 Mystery & Suspense 121 R 6.7 58907
## 620 Action & Adventure 112 PG-13 5.6 57251
## 621 Animation 85 G 2.8 3790
## 622 Drama 95 R 7.1 25264
## 623 Mystery & Suspense 99 R 4.3 11125
## 624 Drama 94 R 7.1 25264
## 625 Drama 95 PG-13 7.1 25264
## 626 Drama 103 R 7.0 16755
## 627 Drama 102 R 6.8 2530
## 628 Drama 126 R 8.2 3967
## 629 Mystery & Suspense 99 PG-13 5.9 63672
## 630 Drama 95 R 8.0 486
## 631 Drama 107 R 7.4 1268
## 632 Animation 92 PG 5.3 54363
## 633 Musical & Performing Arts 103 PG 7.7 11197
## 634 Drama 119 Unrated 6.6 12496
## 635 Mystery & Suspense 88 PG 6.8 16366
## 636 Drama 93 PG 7.4 1268
## 637 Drama 146 R 6.4 3138
## 638 Drama 139 PG 7.2 35096
## 639 Comedy 82 R 6.7 46794
## 640 Action & Adventure 87 R 5.9 10087
## 641 Action & Adventure 120 PG 3.4 66054
## 642 Comedy 97 PG-13 4.2 43574
## critics_rating critics_score audience_rating audience_score best_pic_nom
## 1 Fresh 10 Upright 21 no
## 2 Fresh 43 Upright 34 no
## 3 Certified Fresh 91 Upright 91 no
## 4 Rotten 27 Upright 23 no
## 5 Certified Fresh 81 Upright 77 no
## 6 Fresh 91 Upright 86 no
## 7 Fresh 30 Upright 21 no
## 8 Certified Fresh 33 Upright 31 no
## 9 Fresh 90 Upright 89 no
## 10 Fresh 56 Upright 45 no
## 11 Certified Fresh 89 Upright 75 no
## 12 Fresh 30 Upright 21 no
## 13 Certified Fresh 30 Upright 39 no
## 14 Rotten 45 Spilled 53 no
## 15 Fresh 90 Upright 89 no
## 16 Rotten 34 Upright 24 no
## 17 Fresh 10 Upright 21 no
## 18 Certified Fresh 92 Upright 72 no
## 19 Rotten 19 Spilled 24 no
## 20 Fresh 47 Upright 36 no
## 21 Fresh 41 Upright 35 no
## 22 Fresh 55 Upright 56 no
## 23 Fresh 44 Upright 45 no
## 24 Certified Fresh 84 Upright 89 no
## 25 Certified Fresh 79 Upright 77 no
## 26 Rotten 64 Upright 80 no
## 27 Fresh 54 Upright 45 no
## 28 Certified Fresh 77 Spilled 43 no
## 29 Fresh 64 Upright 54 no
## 30 Fresh 73 Upright 79 no
## 31 Certified Fresh 91 Upright 71 no
## 32 Fresh 68 Upright 77 no
## 33 Fresh 69 Upright 85 no
## 34 Fresh 69 Upright 70 no
## 35 Rotten 40 Spilled 47 no
## 36 Rotten 52 Spilled 55 no
## 37 Rotten 35 Spilled 46 no
## 38 Fresh 21 Upright 33 no
## 39 Certified Fresh 98 Upright 94 no
## 40 Certified Fresh 77 Upright 62 no
## 41 Fresh 51 Upright 40 no
## 42 Rotten 36 Spilled 35 no
## 43 Fresh 44 Upright 35 no
## 44 Rotten 37 Spilled 40 no
## 45 Fresh 21 Upright 20 no
## 46 Rotten 54 Upright 44 no
## 47 Fresh 11 Upright 22 no
## 48 Rotten 24 Spilled 17 no
## 49 Fresh 31 Upright 22 no
## 50 Fresh 22 Upright 23 no
## 51 Fresh 44 Upright 54 no
## 52 Fresh 67 Spilled 59 no
## 53 Fresh 46 Upright 56 no
## 54 Rotten 41 Upright 61 no
## 55 Rotten 45 Spilled 57 no
## 56 Rotten 14 Spilled 37 no
## 57 Rotten 13 Spilled 37 no
## 58 Rotten 41 Spilled 55 no
## 59 Rotten 36 Spilled 35 no
## 60 Fresh 34 Spilled 43 no
## 61 Certified Fresh 44 Spilled 54 no
## 62 Rotten 42 Spilled 56 no
## 63 Certified Fresh 96 Upright 96 no
## 64 Certified Fresh 66 Upright 68 no
## 65 Rotten 43 Spilled 58 no
## 66 Rotten 32 Spilled 52 no
## 67 Fresh 92 Upright 90 no
## 68 Fresh 75 Spilled 65 no
## 69 Certified Fresh 34 Upright 32 no
## 70 Fresh 22 Upright 34 no
## 71 Certified Fresh 59 Upright 47 no
## 72 Fresh 75 Spilled 65 no
## 73 Rotten 24 Spilled 38 no
## 74 Fresh 45 Upright 55 no
## 75 Fresh 65 Spilled 55 no
## 76 Fresh 66 Upright 57 no
## 77 Fresh 75 Spilled 85 no
## 78 Rotten 34 Upright 44 no
## 79 Rotten 31 Spilled 24 no
## 80 Fresh 42 Upright 43 no
## 81 Rotten 53 Upright 43 no
## 82 Fresh 71 Upright 81 no
## 83 Rotten 32 Spilled 35 no
## 84 Rotten 29 Spilled 34 no
## 85 Fresh 63 Upright 82 no
## 86 Fresh 34 Upright 25 no
## 87 Rotten 46 Spilled 51 no
## 88 Fresh 22 Upright 21 no
## 89 Fresh 38 Upright 37 no
## 90 Rotten 46 Spilled 59 no
## 91 Fresh 33 Upright 32 no
## 92 Certified Fresh 78 Upright 87 no
## 93 Fresh 78 Spilled 41 no
## 94 Rotten 40 Upright 75 no
## 95 Rotten 40 Spilled 35 no
## 96 Fresh 35 Upright 26 no
## 97 Fresh 37 Upright 28 yes
## 98 Fresh 62 Upright 74 no
## 99 Certified Fresh 34 Upright 33 yes
## 100 Fresh 95 Upright 90 no
## 101 Fresh 21 Upright 20 no
## 102 Rotten 33 Upright 23 no
## 103 Rotten 43 Spilled 56 no
## 104 Rotten 39 Spilled 33 no
## 105 Rotten 10 Spilled 31 yes
## 106 Rotten 49 Upright 39 no
## 107 Fresh 36 Upright 35 no
## 108 Rotten 21 Spilled 24 no
## 109 Rotten 61 Spilled 70 no
## 110 Certified Fresh 88 Upright 91 yes
## 111 Fresh 41 Upright 32 no
## 112 Fresh 36 Upright 27 no
## 113 Certified Fresh 88 Upright 91 no
## 114 Rotten 14 Spilled 35 no
## 115 Fresh 36 Upright 27 no
## 116 Rotten 15 Spilled 36 no
## 117 Rotten 52 Upright 64 no
## 118 Rotten 38 Spilled 40 no
## 119 Fresh 86 Upright 88 no
## 120 Fresh 59 Upright 48 no
## 121 Fresh 42 Upright 33 no
## 122 Rotten 44 Spilled 36 no
## 123 Rotten 14 Spilled 55 no
## 124 Rotten 33 Spilled 41 no
## 125 Fresh 22 Upright 34 no
## 126 Fresh 23 Upright 35 no
## 127 Rotten 32 Spilled 41 no
## 128 Certified Fresh 81 Upright 87 yes
## 129 Rotten 22 Upright 66 no
## 130 Fresh 23 Upright 35 no
## 131 Fresh 85 Upright 72 no
## 132 Rotten 23 Spilled 37 no
## 133 Fresh 97 Upright 86 no
## 134 Rotten 44 Upright 34 no
## 135 Fresh 83 Upright 79 no
## 136 Rotten 24 Spilled 38 no
## 137 Fresh 68 Spilled 37 no
## 138 Rotten 37 Spilled 51 no
## 139 Rotten 38 Spilled 52 no
## 140 Rotten 39 Spilled 53 no
## 141 Certified Fresh 93 Upright 80 no
## 142 Rotten 45 Spilled 58 no
## 143 Rotten 35 Upright 73 no
## 144 Rotten 28 Spilled 59 no
## 145 Fresh 34 Upright 25 no
## 146 Certified Fresh 35 Upright 33 no
## 147 Fresh 20 Upright 19 no
## 148 Fresh 38 Upright 29 no
## 149 Fresh 39 Upright 30 no
## 150 Fresh 40 Upright 31 no
## 151 Rotten 40 Upright 55 no
## 152 Fresh 42 Upright 33 no
## 153 Rotten 33 Spilled 43 no
## 154 Fresh 71 Upright 87 no
## 155 Rotten 34 Spilled 49 no
## 156 Rotten 16 Spilled 39 no
## 157 Fresh 37 Upright 38 no
## 158 Fresh 39 Upright 40 no
## 159 Rotten 46 Spilled 38 no
## 160 Fresh 46 Upright 37 no
## 161 Fresh 35 Upright 34 no
## 162 Fresh 65 Upright 85 no
## 163 Fresh 36 Upright 37 no
## 164 Fresh 72 Upright 89 no
## 165 Fresh 38 Upright 39 no
## 166 Rotten 59 Spilled 47 no
## 167 Fresh 40 Upright 41 no
## 168 Fresh 41 Upright 42 no
## 169 Fresh 85 Spilled 49 no
## 170 Fresh 43 Upright 44 no
## 171 Rotten 23 Spilled 37 no
## 172 Fresh 45 Upright 46 no
## 173 Fresh 46 Upright 47 no
## 174 Rotten 52 Upright 42 no
## 175 Rotten 40 Spilled 54 no
## 176 Fresh 69 Upright 75 no
## 177 Rotten 33 Upright 68 no
## 178 Fresh 49 Upright 59 no
## 179 Fresh 33 Upright 32 no
## 180 Fresh 23 Upright 24 no
## 181 Certified Fresh 84 Upright 81 no
## 182 Certified Fresh 88 Upright 71 no
## 183 Rotten 29 Spilled 25 no
## 184 Rotten 77 Spilled 78 no
## 185 Fresh 68 Spilled 49 no
## 186 Rotten 55 Upright 45 no
## 187 Fresh 47 Upright 57 no
## 188 Fresh 36 Upright 35 no
## 189 Fresh 46 Upright 51 no
## 190 Rotten 46 Upright 78 no
## 191 Fresh 50 Upright 60 no
## 192 Fresh 34 Upright 33 no
## 193 Fresh 76 Upright 80 no
## 194 Fresh 78 Upright 89 no
## 195 Certified Fresh 55 Upright 43 no
## 196 Certified Fresh 56 Upright 44 no
## 197 Certified Fresh 57 Upright 45 no
## 198 Certified Fresh 58 Upright 46 no
## 199 Certified Fresh 59 Upright 47 no
## 200 Fresh 85 Upright 87 no
## 201 Fresh 44 Upright 45 no
## 202 Rotten 29 Spilled 25 no
## 203 Rotten 24 Spilled 55 no
## 204 Fresh 64 Spilled 40 no
## 205 Fresh 63 Spilled 52 no
## 206 Fresh 60 Spilled 34 no
## 207 Fresh 63 Upright 71 no
## 208 Fresh 67 Upright 86 no
## 209 Fresh 90 Upright 73 no
## 210 Rotten 46 Spilled 55 no
## 211 Rotten 69 Spilled 78 no
## 212 Rotten 50 Upright 40 no
## 213 Rotten 31 Spilled 56 no
## 214 Rotten 49 Spilled 44 no
## 215 Certified Fresh 63 Upright 71 no
## 216 Certified Fresh 83 Upright 81 no
## 217 Rotten 22 Spilled 46 no
## 218 Fresh 64 Upright 65 no
## 219 Rotten 69 Spilled 78 no
## 220 Fresh 45 Upright 55 no
## 221 Certified Fresh 64 Upright 72 no
## 222 Certified Fresh 89 Upright 93 no
## 223 Certified Fresh 55 Upright 43 no
## 224 Certified Fresh 100 Upright 84 no
## 225 Fresh 45 Upright 36 no
## 226 Fresh 64 Spilled 48 no
## 227 Fresh 45 Upright 55 no
## 228 Rotten 30 Spilled 58 no
## 229 Fresh 100 Upright 73 no
## 230 Rotten 56 Upright 46 no
## 231 Rotten 44 Spilled 31 no
## 232 Rotten 44 Upright 86 no
## 233 Fresh 89 Upright 71 no
## 234 Rotten 41 Spilled 25 no
## 235 Rotten 38 Spilled 59 no
## 236 Certified Fresh 90 Upright 81 yes
## 237 Rotten 35 Upright 70 no
## 238 Fresh 75 Spilled 51 no
## 239 Rotten 69 Spilled 78 no
## 240 Certified Fresh 100 Upright 87 no
## 241 Fresh 64 Upright 66 no
## 242 Fresh 67 Upright 65 no
## 243 Rotten 70 Spilled 79 no
## 244 Certified Fresh 79 Upright 76 no
## 245 Rotten 37 Spilled 38 no
## 246 Rotten 43 Spilled 49 no
## 247 Rotten 10 Upright 63 no
## 248 Fresh 88 Upright 83 no
## 249 Rotten 48 Spilled 43 no
## 250 Certified Fresh 80 Upright 86 no
## 251 Rotten 21 Upright 36 no
## 252 Rotten 40 Upright 85 no
## 253 Rotten 15 Spilled 36 no
## 254 Rotten 53 Upright 78 no
## 255 Fresh 75 Upright 80 no
## 256 Rotten 57 Spilled 52 no
## 257 Rotten 51 Spilled 51 no
## 258 Certified Fresh 94 Upright 81 no
## 259 Rotten 58 Upright 65 no
## 260 Fresh 68 Upright 60 no
## 261 Fresh 80 Upright 85 no
## 262 Fresh 75 Upright 67 no
## 263 Certified Fresh 83 Upright 71 no
## 264 Fresh 67 Spilled 50 no
## 265 Fresh 86 Spilled 81 no
## 266 Rotten 16 Spilled 28 no
## 267 Certified Fresh 85 Upright 69 no
## 268 Fresh 39 Upright 38 no
## 269 Fresh 100 Upright 82 no
## 270 Rotten 36 Upright 68 no
## 271 Certified Fresh 85 Upright 71 no
## 272 Fresh 89 Upright 82 no
## 273 Rotten 33 Upright 23 no
## 274 Rotten 57 Upright 47 no
## 275 Rotten 35 Upright 25 no
## 276 Fresh 60 Upright 76 no
## 277 Fresh 64 Upright 76 no
## 278 Rotten 36 Upright 26 yes
## 279 Fresh 61 Upright 77 no
## 280 Rotten 44 Spilled 40 no
## 281 Certified Fresh 93 Upright 76 no
## 282 Rotten 47 Spilled 60 no
## 283 Fresh 63 Upright 64 no
## 284 Rotten 29 Upright 72 no
## 285 Rotten 33 Upright 23 no
## 286 Rotten 34 Upright 24 no
## 287 Rotten 46 Upright 36 no
## 288 Rotten 40 Spilled 34 no
## 289 Rotten 22 Upright 74 no
## 290 Rotten 15 Spilled 55 no
## 291 Certified Fresh 82 Upright 92 no
## 292 Rotten 28 Spilled 42 no
## 293 Rotten 26 Spilled 41 no
## 294 Certified Fresh 82 Upright 79 no
## 295 Rotten 48 Upright 80 no
## 296 Rotten 21 Spilled 48 no
## 297 Rotten 24 Spilled 23 no
## 298 Rotten 25 Upright 61 no
## 299 Rotten 5 Spilled 13 no
## 300 Certified Fresh 79 Upright 87 no
## 301 Rotten 52 Spilled 54 no
## 302 Rotten 46 Spilled 38 no
## 303 Fresh 57 Upright 61 no
## 304 Fresh 97 Upright 80 no
## 305 Rotten 45 Upright 35 no
## 306 Rotten 13 Spilled 51 no
## 307 Rotten 47 Upright 37 no
## 308 Rotten 48 Upright 38 no
## 309 Rotten 54 Spilled 39 no
## 310 Rotten 55 Spilled 50 no
## 311 Rotten 51 Upright 41 no
## 312 Rotten 52 Upright 42 no
## 313 Rotten 52 Spilled 33 no
## 314 Rotten 54 Upright 44 no
## 315 Fresh 68 Upright 67 no
## 316 Rotten 51 Upright 41 no
## 317 Certified Fresh 85 Upright 80 no
## 318 Rotten 53 Upright 43 no
## 319 Rotten 54 Upright 44 no
## 320 Rotten 55 Upright 45 no
## 321 Fresh 57 Upright 45 no
## 322 Rotten 40 Spilled 41 no
## 323 Fresh 50 Upright 39 no
## 324 Fresh 48 Upright 58 yes
## 325 Certified Fresh 78 Upright 79 no
## 326 Certified Fresh 55 Upright 44 no
## 327 Rotten 22 Spilled 48 no
## 328 Fresh 71 Upright 82 no
## 329 Fresh 54 Upright 42 no
## 330 Fresh 55 Upright 43 no
## 331 Fresh 56 Upright 44 no
## 332 Certified Fresh 97 Upright 87 no
## 333 Fresh 58 Upright 46 no
## 334 Fresh 45 Upright 34 no
## 335 Fresh 46 Upright 35 no
## 336 Fresh 79 Upright 68 no
## 337 Fresh 48 Upright 37 no
## 338 Fresh 49 Upright 38 no
## 339 Fresh 63 Spilled 53 no
## 340 Fresh 52 Upright 41 no
## 341 Fresh 53 Upright 42 no
## 342 Fresh 54 Upright 43 no
## 343 Fresh 55 Upright 44 no
## 344 Certified Fresh 80 Upright 87 no
## 345 Fresh 57 Upright 46 yes
## 346 Fresh 58 Upright 47 no
## 347 Fresh 71 Spilled 43 no
## 348 Rotten 68 Spilled 44 no
## 349 Fresh 37 Upright 31 no
## 350 Fresh 38 Upright 32 no
## 351 Fresh 39 Upright 33 no
## 352 Fresh 40 Upright 34 no
## 353 Fresh 100 Upright 89 no
## 354 Fresh 42 Upright 36 no
## 355 Rotten 40 Upright 66 no
## 356 Certified Fresh 76 Upright 71 no
## 357 Fresh 45 Upright 39 no
## 358 Fresh 46 Upright 40 no
## 359 Fresh 47 Upright 41 no
## 360 Fresh 48 Upright 42 yes
## 361 Fresh 29 Upright 20 no
## 362 Certified Fresh 93 Upright 90 no
## 363 Fresh 11 Upright 22 no
## 364 Fresh 77 Upright 86 no
## 365 Rotten 54 Spilled 37 no
## 366 Fresh 58 Upright 62 no
## 367 Fresh 59 Upright 63 no
## 368 Fresh 60 Upright 64 no
## 369 Rotten 32 Spilled 19 no
## 370 Rotten 22 Spilled 17 no
## 371 Fresh 29 Upright 20 yes
## 372 Certified Fresh 36 Upright 34 no
## 373 Rotten 52 Upright 64 no
## 374 Certified Fresh 54 Upright 44 no
## 375 Rotten 25 Upright 64 no
## 376 Fresh 55 Upright 43 no
## 377 Fresh 29 Upright 20 no
## 378 Certified Fresh 67 Upright 66 yes
## 379 Fresh 31 Upright 22 no
## 380 Fresh 32 Upright 23 no
## 381 Fresh 33 Upright 24 no
## 382 Certified Fresh 54 Upright 84 no
## 383 Certified Fresh 93 Upright 86 yes
## 384 Certified Fresh 43 Upright 44 yes
## 385 Rotten 55 Spilled 55 no
## 386 Certified Fresh 76 Upright 89 yes
## 387 Certified Fresh 89 Upright 79 no
## 388 Rotten 22 Spilled 55 no
## 389 Certified Fresh 91 Upright 74 no
## 390 Certified Fresh 79 Upright 70 no
## 391 Rotten 54 Upright 83 no
## 392 Fresh 87 Upright 89 no
## 393 Rotten 44 Spilled 57 no
## 394 Rotten 38 Spilled 44 no
## 395 Rotten 29 Spilled 25 no
## 396 Rotten 55 Spilled 65 no
## 397 Certified Fresh 78 Upright 64 no
## 398 Certified Fresh 74 Spilled 35 no
## 399 Rotten 11 Spilled 35 no
## 400 Fresh 60 Upright 73 no
## 401 Rotten 18 Spilled 30 no
## 402 Certified Fresh 81 Upright 81 no
## 403 Rotten 32 Spilled 49 no
## 404 Rotten 29 Upright 63 no
## 405 Certified Fresh 91 Upright 81 no
## 406 Fresh 46 Upright 51 no
## 407 Rotten 53 Upright 65 no
## 408 Fresh 71 Spilled 50 no
## 409 Fresh 72 Upright 78 no
## 410 Fresh 90 Upright 93 no
## 411 Rotten 8 Spilled 35 no
## 412 Fresh 61 Spilled 76 no
## 413 Rotten 10 Spilled 31 no
## 414 Certified Fresh 84 Upright 85 no
## 415 Rotten 13 Spilled 31 no
## 416 Fresh 94 Upright 85 no
## 417 Fresh 71 Upright 61 no
## 418 Rotten 40 Spilled 56 no
## 419 Fresh 70 Upright 83 no
## 420 Certified Fresh 87 Upright 88 no
## 421 Rotten 21 Spilled 43 no
## 422 Rotten 14 Spilled 37 no
## 423 Rotten 61 Spilled 70 no
## 424 Rotten 10 Spilled 31 no
## 425 Certified Fresh 75 Spilled 52 no
## 426 Rotten 40 Spilled 35 no
## 427 Rotten 15 Spilled 38 no
## 428 Fresh 83 Upright 76 no
## 429 Rotten 17 Spilled 40 no
## 430 Rotten 33 Upright 65 no
## 431 Fresh 90 Upright 88 no
## 432 Rotten 40 Upright 60 no
## 433 Rotten 40 Upright 83 no
## 434 Fresh 91 Upright 78 no
## 435 Certified Fresh 33 Upright 31 no
## 436 Certified Fresh 34 Upright 32 no
## 437 Rotten 23 Spilled 40 no
## 438 Rotten 53 Upright 67 no
## 439 Fresh 67 Spilled 49 no
## 440 Certified Fresh 83 Upright 66 no
## 441 Rotten 55 Upright 78 no
## 442 Certified Fresh 37 Upright 35 no
## 443 Certified Fresh 38 Upright 36 no
## 444 Certified Fresh 39 Upright 37 no
## 445 Certified Fresh 40 Upright 38 no
## 446 Certified Fresh 41 Upright 39 no
## 447 Certified Fresh 32 Upright 21 no
## 448 Rotten 67 Spilled 76 no
## 449 Rotten 68 Spilled 77 no
## 450 Rotten 43 Spilled 52 no
## 451 Certified Fresh 98 Upright 90 no
## 452 Rotten 11 Spilled 24 no
## 453 Rotten 61 Spilled 75 no
## 454 Rotten 62 Spilled 76 no
## 455 Fresh 75 Spilled 65 no
## 456 Rotten 64 Spilled 78 no
## 457 Fresh 81 Upright 72 no
## 458 Fresh 85 Upright 87 no
## 459 Rotten 74 Upright 78 no
## 460 Rotten 13 Spilled 29 no
## 461 Certified Fresh 66 Upright 55 no
## 462 Rotten 51 Upright 76 no
## 463 Fresh 67 Spilled 56 no
## 464 Certified Fresh 75 Upright 70 no
## 465 Rotten 77 Spilled 76 no
## 466 Fresh 71 Upright 70 no
## 467 Certified Fresh 81 Upright 81 yes
## 468 Fresh 65 Spilled 55 yes
## 469 Fresh 73 Upright 73 no
## 470 Fresh 71 Spilled 58 no
## 471 Certified Fresh 88 Upright 69 yes
## 472 Fresh 63 Spilled 53 no
## 473 Fresh 67 Upright 70 no
## 474 Rotten 77 Spilled 76 no
## 475 Rotten 78 Spilled 77 no
## 476 Rotten 79 Spilled 78 no
## 477 Rotten 80 Spilled 79 no
## 478 Fresh 71 Spilled 69 no
## 479 Fresh 61 Spilled 69 no
## 480 Rotten 59 Upright 74 no
## 481 Rotten 9 Spilled 49 no
## 482 Fresh 71 Upright 61 no
## 483 Certified Fresh 86 Upright 71 no
## 484 Certified Fresh 78 Upright 64 no
## 485 Fresh 71 Upright 61 no
## 486 Fresh 92 Upright 88 no
## 487 Fresh 71 Upright 86 no
## 488 Rotten 25 Spilled 59 no
## 489 Rotten 51 Spilled 55 no
## 490 Fresh 60 Spilled 50 no
## 491 Rotten 37 Upright 62 no
## 492 Fresh 71 Upright 61 no
## 493 Certified Fresh 80 Spilled 49 no
## 494 Certified Fresh 93 Upright 85 no
## 495 Rotten 57 Spilled 56 no
## 496 Rotten 50 Spilled 38 no
## 497 Fresh 67 Spilled 55 no
## 498 Rotten 53 Spilled 64 no
## 499 Fresh 76 Spilled 42 no
## 500 Rotten 63 Spilled 68 no
## 501 Rotten 50 Upright 81 no
## 502 Rotten 37 Spilled 32 no
## 503 Certified Fresh 81 Upright 84 no
## 504 Fresh 33 Upright 32 no
## 505 Certified Fresh 90 Upright 79 no
## 506 Fresh 33 Upright 32 no
## 507 Rotten 35 Upright 77 no
## 508 Rotten 40 Spilled 49 no
## 509 Rotten 13 Spilled 36 no
## 510 Fresh 67 Spilled 46 no
## 511 Rotten 68 Spilled 71 no
## 512 Fresh 63 Upright 73 no
## 513 Fresh 72 Spilled 59 no
## 514 Fresh 67 Spilled 49 no
## 515 Fresh 66 Upright 65 no
## 516 Rotten 52 Spilled 56 no
## 517 Fresh 60 Upright 76 no
## 518 Fresh 33 Upright 32 no
## 519 Rotten 33 Spilled 19 no
## 520 Rotten 60 Upright 73 no
## 521 Rotten 54 Upright 60 no
## 522 Fresh 33 Upright 32 no
## 523 Rotten 35 Spilled 31 no
## 524 Certified Fresh 81 Upright 72 no
## 525 Certified Fresh 65 Upright 68 no
## 526 Rotten 63 Spilled 77 no
## 527 Fresh 34 Upright 33 no
## 528 Fresh 35 Upright 34 no
## 529 Rotten 56 Upright 81 no
## 530 Certified Fresh 98 Upright 85 no
## 531 Rotten 66 Upright 60 no
## 532 Rotten 51 Upright 81 no
## 533 Fresh 78 Upright 71 no
## 534 Fresh 83 Upright 75 no
## 535 Fresh 37 Upright 36 no
## 536 Rotten 70 Spilled 74 no
## 537 Fresh 69 Upright 74 no
## 538 Fresh 40 Upright 39 no
## 539 Fresh 41 Upright 40 no
## 540 Rotten 74 Upright 65 no
## 541 Rotten 54 Spilled 54 no
## 542 Fresh 75 Spilled 85 no
## 543 Rotten 27 Spilled 15 no
## 544 Fresh 84 Upright 79 no
## 545 Rotten 81 Spilled 80 yes
## 546 Fresh 76 Upright 80 no
## 547 Fresh 92 Upright 77 no
## 548 Rotten 68 Upright 74 no
## 549 Fresh 21 Upright 20 no
## 550 Rotten 14 Spilled 44 no
## 551 Rotten 64 Upright 65 no
## 552 Fresh 74 Upright 74 no
## 553 Fresh 85 Upright 87 no
## 554 Rotten 22 Spilled 22 no
## 555 Rotten 59 Upright 82 no
## 556 Certified Fresh 68 Upright 60 no
## 557 Certified Fresh 93 Upright 87 no
## 558 Rotten 19 Spilled 32 no
## 559 Rotten 28 Spilled 44 no
## 560 Fresh 75 Upright 75 no
## 561 Certified Fresh 72 Upright 69 no
## 562 Certified Fresh 80 Upright 79 no
## 563 Rotten 25 Spilled 39 no
## 564 Fresh 21 Upright 20 no
## 565 Rotten 64 Upright 80 no
## 566 Fresh 100 Upright 68 no
## 567 Fresh 100 Upright 85 no
## 568 Rotten 28 Upright 61 no
## 569 Certified Fresh 88 Upright 74 no
## 570 Certified Fresh 93 Upright 93 no
## 571 Fresh 89 Upright 86 no
## 572 Fresh 88 Upright 68 no
## 573 Rotten 57 Spilled 59 no
## 574 Fresh 75 Spilled 34 no
## 575 Fresh 77 Upright 81 no
## 576 Fresh 88 Upright 94 yes
## 577 Certified Fresh 95 Upright 89 no
## 578 Certified Fresh 84 Upright 85 no
## 579 Certified Fresh 55 Upright 65 no
## 580 Fresh 21 Upright 20 no
## 581 Fresh 83 Spilled 79 no
## 582 Fresh 71 Upright 77 no
## 583 Fresh 100 Upright 94 no
## 584 Fresh 82 Spilled 54 no
## 585 Rotten 57 Upright 76 no
## 586 Fresh 92 Upright 87 yes
## 587 Rotten 65 Upright 73 no
## 588 Fresh 72 Upright 87 no
## 589 Fresh 67 Upright 71 no
## 590 Certified Fresh 92 Upright 88 no
## 591 Rotten 6 Spilled 76 no
## 592 Certified Fresh 89 Upright 70 no
## 593 Fresh 95 Upright 92 no
## 594 Rotten 59 Upright 70 no
## 595 Rotten 53 Spilled 38 no
## 596 Rotten 59 Spilled 74 no
## 597 Rotten 56 Upright 80 no
## 598 Certified Fresh 63 Upright 71 no
## 599 Rotten 69 Spilled 78 no
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## 67 The Dark Knight Documentary
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## 102 I, Robot Feature Film
## 103 Captain America: The Winter Soldier Feature Film
## 104 The Sorcerer's Apprentice Feature Film
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## 116 Hancock Documentary
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## 142 Tomorrowland Feature Film
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## 145 Mr. Peabody & Sherman Feature Film
## 146 10,000 B.C. Feature Film
## 147 RED 2 Feature Film
## 148 Hook Feature Film
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## 151 Men in Black II Feature Film
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## 154 Mission: Impossible - Ghost Protocol Feature Film
## 155 Looney Tunes: Back in Action Feature Film
## 156 Fun with Dick and Jane Feature Film
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## 158 Lethal Weapon 4 Feature Film
## 159 G.I. Joe: Retaliation Feature Film
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## 211 Hart's War Feature Film
## 212 Total Recall Feature Film
## 213 Hercules Feature Film
## 214 The Bourne Legacy Feature Film
## 215 Madagascar: Escape 2 Africa Feature Film
## 216 How the Grinch Stole Christmas Feature Film
## 217 The Day After Tomorrow Feature Film
## 218 Mission: Impossible II Feature Film
## 219 The Perfect Storm Feature Film
## 220 Fantastic 4: Rise of the Silver Surfer TV Movie
## 221 TRON: Legacy Feature Film
## 222 Ghost Rider Feature Film
## 223 Wanted Feature Film
## 224 Dinosaur Feature Film
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## 229 RoboCop Feature Film
## 230 Speed Racer Documentary
## 231 X-Men: Days of Future Past Feature Film
## 232 Charlie's Angels: Full Throttle Feature Film
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## 234 Funny People Feature Film
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## 236 The Invasion Feature Film
## 237 Dinner for Schmucks Feature Film
## 238 A Sound of Thunder Feature Film
## 239 The Croods Feature Film
## 240 Asterix at the Olympic Games Feature Film
## 241 Windtalkers Documentary
## 242 The Huntsman: Winter's War Feature Film
## 243 Soldier Feature Film
## 244 Gravity Feature Film
## 245 Angels & Demons Feature Film
## 246 Teenage Mutant Ninja Turtles: Out of the Shadows Feature Film
## 247 Fantastic Four Feature Film
## 248 Night at the Museum Feature Film
## 249 San Andreas Feature Film
## 250 Batman Begins Feature Film
## 251 Click Feature Film
## 252 Green Lantern Feature Film
## 253 Iron Man Feature Film
## 254 Harry Potter and the Goblet of Fire Feature Film
## 255 Gulliver's Travels Feature Film
## 256 The Green Hornet Documentary
## 257 The A-Team Feature Film
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## 259 The Smurfs Feature Film
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## 261 What Dreams May Come Feature Film
## 262 Real Steel Feature Film
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## 264 Cast Away Feature Film
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## 266 Live Free or Die Hard Feature Film
## 267 Zookeeper Feature Film
## 268 Around the World in 80 Days Feature Film
## 269 Be Cool Feature Film
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## 276 True Lies TV Movie
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## 284 Insurgent Feature Film
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## 286 Public Enemies Feature Film
## 287 American Gangster Feature Film
## 288 Starship Troopers Feature Film
## 289 The Curious Case of Benjamin Button Feature Film
## 290 The Hunchback of Notre Dame Feature Film
## 291 The Other Guys Feature Film
## 292 The Lovers Feature Film
## 293 Django Unchained Feature Film
## 294 The Sum of All Fears Feature Film
## 295 The Emperor's New Groove Feature Film
## 296 Cars Feature Film
## 297 National Treasure Feature Film
## 298 Eragon Feature Film
## 299 Where the Wild Things Are Feature Film
## 300 102 Dalmatians Feature Film
## 301 Bolt Feature Film
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## 303 Seven Years in Tibet Feature Film
## 304 You Don't Mess with the Zohan Feature Film
## 305 Doctor Dolittle Feature Film
## 306 Batman Forever Feature Film
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## 310 Edge of Tomorrow Feature Film
## 311 Rise of the Guardians Feature Film
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## 313 Land of the Lost Feature Film
## 314 The Incredible Hulk Feature Film
## 315 Point Break Feature Film
## 316 The Dilemma Feature Film
## 317 In the Heart of the Sea Feature Film
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## 319 Green Zone Feature Film
## 320 The Peanuts Movie Feature Film
## 321 The Spanish Prisoner Feature Film
## 322 The Lovely Bones Feature Film
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## 327 Transformers: Revenge of the Fallen Feature Film
## 328 Shrek the Third Feature Film
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## 330 Sex and the City 2 Documentary
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## 360 The Girl with the Dragon Tattoo Feature Film
## 361 Die Hard with a Vengeance Feature Film
## 362 Sherlock Holmes Feature Film
## 363 Ben-Hur Feature Film
## 364 Speed 2: Cruise Control Feature Film
## 365 Alvin and the Chipmunks: The Road Chip Feature Film
## 366 Anna and the King Feature Film
## 367 Agora Feature Film
## 368 Pixels Feature Film
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## 370 The Haunted Mansion Feature Film
## 371 Contact Feature Film
## 372 Hollow Man Feature Film
## 373 The Interpreter Feature Film
## 374 The Longest Yard Feature Film
## 375 The Lost World: Jurassic Park Feature Film
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## 377 The Expendables 2 Feature Film
## 378 Spy Game Documentary
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## 381 Bicentennial Man Documentary
## 382 Volcano Feature Film
## 383 The Devil's Own Documentary
## 384 The Saint Feature Film
## 385 The Edge Feature Film
## 386 Ted 2 Feature Film
## 387 Cinderella Man Feature Film
## 388 Seabiscuit Feature Film
## 389 The Adventures of Tintin Feature Film
## 390 Wall Street: Money Never Sleeps Feature Film
## 391 Gods of Egypt Feature Film
## 392 Miami Vice Feature Film
## 393 Turbo Feature Film
## 394 The Bourne Supremacy Documentary
## 395 Shrek Forever After Feature Film
## 396 Ocean's Eleven Feature Film
## 397 Interstellar Feature Film
## 398 Hotel Transylvania Feature Film
## 399 The Mummy Returns Feature Film
## 400 The Flowers of War Feature Film
## 401 Safe House Feature Film
## 402 The Angry Birds Movie Feature Film
## 403 Tower Heist Feature Film
## 404 Jack the Giant Slayer Feature Film
## 405 Enemy of the State Feature Film
## 406 It's Complicated Feature Film
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## 408 Open Season Feature Film
## 409 Valkyrie Feature Film
## 410 Enemy at the Gates Feature Film
## 411 The Rundown Feature Film
## 412 Last Action Hero Documentary
## 413 Memoirs of a Geisha Feature Film
## 414 The Fast and the Furious: Tokyo Drift Feature Film
## 415 Arthur Christmas Feature Film
## 416 Meet Joe Black Feature Film
## 417 Collateral Damage Feature Film
## 418 All That Jazz Documentary
## 419 Hotel Transylvania 2 Feature Film
## 420 Batman & Robin Feature Film
## 421 Iron Man 2 TV Movie
## 422 I Spy Feature Film
## 423 Scooby-Doo Feature Film
## 424 Dredd Feature Film
## 425 Poseidon Feature Film
## 426 Creepshow Feature Film
## 427 Cats & Dogs: The Revenge of Kitty Galore Feature Film
## 428 Despicable Me Feature Film
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## 430 The Rock Feature Film
## 431 The 6th Day Feature Film
## 432 Bruce Almighty Feature Film
## 433 Cars 2 Feature Film
## 434 Mission: Impossible Feature Film
## 435 The Hunger Games Feature Film
## 436 Lilo & Stitch Feature Film
## 437 Batman Returns Feature Film
## 438 Over the Hedge Feature Film
## 439 Dante's Peak Feature Film
## 440 Charlotte's Web Feature Film
## 441 Despicable Me 2 Feature Film
## 442 Little Fockers Feature Film
## 443 Carriers Feature Film
## 444 Alvin and the Chipmunks: Chipwrecked Documentary
## 445 Grown Ups 2 Documentary
## 446 Get Smart Documentary
## 447 Something's Gotta Give Feature Film
## 448 Shutter Island Feature Film
## 449 Four Christmases Feature Film
## 450 Robots Feature Film
## 451 Face/Off Feature Film
## 452 Little Nicky Feature Film
## 453 Jason Bourne Feature Film
## 454 Just Go with It Feature Film
## 455 Daredevil Feature Film
## 456 Con Air Feature Film
## 457 Hugo Feature Film
## 458 Cold Mountain Feature Film
## 459 Red Dragon Feature Film
## 460 The BFG Feature Film
## 461 The Haunting Feature Film
## 462 Space Jam Feature Film
## 463 The Pink Panther Feature Film
## 464 Eraser Feature Film
## 465 The Three Musketeers Feature Film
## 466 Fury Feature Film
## 467 Six Days Seven Nights Feature Film
## 468 The Core Feature Film
## 469 The Amazing Spider-Man 2 Feature Film
## 470 Blackhat Feature Film
## 471 Lost in Space Feature Film
## 472 Bad Company Feature Film
## 473 The Siege Feature Film
## 474 Osmosis Jones Feature Film
## 475 The Insider Feature Film
## 476 Fantasia 2000 Feature Film
## 477 The Time Machine Feature Film
## 478 Mighty Joe Young Feature Film
## 479 Swordfish Feature Film
## 480 Blood Diamond Feature Film
## 481 Pirates of the Caribbean: The Curse of the Black Pearl Feature Film
## 482 The Cat in the Hat Feature Film
## 483 The Brothers Grimm Feature Film
## 484 Mars Attacks! Feature Film
## 485 Planet of the Apes Feature Film
## 486 Man of Steel Feature Film
## 487 Surrogates Feature Film
## 488 Thirteen Days Documentary
## 489 Daylight Feature Film
## 490 Battlefield Earth Feature Film
## 491 Epic Feature Film
## 492 Nine Feature Film
## 493 Timeline Feature Film
## 494 The Postman Feature Film
## 495 End of Days Feature Film
## 496 The Last Witch Hunter Documentary
## 497 Red Planet Feature Film
## 498 Arthur and the Invisibles Feature Film
## 499 Oceans Feature Film
## 500 Conspiracy Theory Feature Film
## 501 Terminator 2: Judgment Day Feature Film
## 502 Top Cat Begins Feature Film
## 503 A Beautiful Mind Feature Film
## 504 The Lion King Feature Film
## 505 Casino Royale Feature Film
## 506 Cloudy with a Chance of Meatballs 2 Documentary
## 507 Dracula Untold Feature Film
## 508 Hidalgo Feature Film
## 509 Stuart Little 2 Feature Film
## 510 2 Fast 2 Furious Feature Film
## 511 The Little Prince Feature Film
## 512 Superman Returns Feature Film
## 513 Yogi Bear Feature Film
## 514 The Secret Life of Pets Feature Film
## 515 The League of Extraordinary Gentlemen Feature Film
## 516 The Adventures of Rocky & Bullwinkle Feature Film
## 517 Independence Day Feature Film
## 518 Mr. & Mrs. Smith Feature Film
## 519 Gone in Sixty Seconds Feature Film
## 520 Children of Men Feature Film
## 521 X-Men Feature Film
## 522 The Hobbit: The Battle of the Five Armies Feature Film
## 523 Enchanted Feature Film
## 524 Ice Age: The Meltdown Feature Film
## 525 50 First Dates Feature Film
## 526 Hairspray Documentary
## 527 Exorcist: The Beginning Documentary
## 528 Eagle Eye Feature Film
## 529 Now You See Me Feature Film
## 530 Grown Ups Feature Film
## 531 Tomorrow Never Dies Feature Film
## 532 Constantine Feature Film
## 533 Jack and Jill Feature Film
## 534 Titanic Feature Film
## 535 Air Force One Feature Film
## 536 The 13th Warrior Feature Film
## 537 Dreamgirls Documentary
## 538 A Christmas Carol Feature Film
## 539 Twister Feature Film
## 540 Munich Feature Film
## 541 Tears of the Sun Feature Film
## 542 Killers Feature Film
## 543 The Man from U.N.C.L.E. Feature Film
## 544 47 Ronin Feature Film
## 545 Monster House Feature Film
## 546 Bandits Documentary
## 547 The Legend of Zorro Feature Film
## 548 Allegiant Feature Film
## 549 Immortals Documentary
## 550 Son of the Mask Feature Film
## 551 Titan A.E. Feature Film
## 552 Hollywood Homicide Feature Film
## 553 The Aviator TV Movie
## 554 The Manchurian Candidate Feature Film
## 555 Puss in Boots Feature Film
## 556 Flight of the Phoenix Feature Film
## 557 Vanilla Sky Feature Film
## 558 Minions Feature Film
## 559 Ali Feature Film
## 560 Snake Eyes Feature Film
## 561 Sphere Feature Film
## 562 Déjà Vu Feature Film
## 563 Fool's Gold Feature Film
## 564 Evolution Feature Film
## 565 The Kingdom Feature Film
## 566 Talladega Nights: The Ballad of Ricky Bobby Feature Film
## 567 The Chronicles of Narnia: Prince Caspian Feature Film
## 568 Braveheart Documentary
## 569 Home Feature Film
## 570 The Patriot Feature Film
## 571 Entrapment Feature Film
## 572 Road to Perdition Feature Film
## 573 The SpongeBob Movie: Sponge Out of Water Feature Film
## 574 The Village Feature Film
## 575 Flubber Feature Film
## 576 Signs Feature Film
## 577 Shrek 2 Feature Film
## 578 Terminator Salvation Feature Film
## 579 Runaway Bride Documentary
## 580 Knight and Day Feature Film
## 581 Pirates of the Caribbean: At World's End Feature Film
## 582 Ransom Feature Film
## 583 Inglourious Basterds Feature Film
## 584 Journey 2: The Mysterious Island Feature Film
## 585 Die Hard 2 Documentary
## 586 S.W.A.T. Feature Film
## 587 Spider-Man 3 Feature Film
## 588 Lady in the Water Feature Film
## 589 Avatar Feature Film
## 590 AVP: Alien vs. Predator Feature Film
## 591 Alvin and the Chipmunks: The Squeakquel Feature Film
## 592 We Were Soldiers Feature Film
## 593 Olympus Has Fallen Feature Film
## 594 Star Trek: Insurrection Feature Film
## 595 Battle Los Angeles Documentary
## 596 Big Fish Feature Film
## 597 Wolf Feature Film
## 598 War Horse Feature Film
## 599 The Monuments Men Feature Film
## 600 Life of Pi Feature Film
## 601 Teenage Mutant Ninja Turtles Feature Film
## 602 Robin Hood Feature Film
## 603 Sleepy Hollow Feature Film
## 604 Stardust Documentary
## 605 The Avengers Feature Film
## 606 Monsters, Inc. Feature Film
## 607 Star Wars: Episode III - Revenge of the Sith Feature Film
## 608 Doom Documentary
## 609 Bad Boys II Feature Film
## 610 Underworld: Awakening Feature Film
## 611 The Hobbit: The Desolation of Smaug Feature Film
## 612 Tangled Feature Film
## 613 The Da Vinci Code Feature Film
## 614 Rollerball Feature Film
## 615 Ballistic: Ecks vs. Sever Feature Film
## 616 Hard Rain Feature Film
## 617 Men in Black 3 Feature Film
## 618 Legends of Oz: Dorothy's Return Feature Film
## 619 Bedtime Stories Feature Film
## 620 Sky Captain and the World of Tomorrow Feature Film
## 621 Basic Instinct 2 Feature Film
## 622 Escape Plan Feature Film
## 623 The Legend of Hercules Feature Film
## 624 How Do You Know Feature Film
## 625 The Twilight Saga: Eclipse Feature Film
## 626 The Chronicles of Riddick Feature Film
## 627 Bewitched Feature Film
## 628 The Wolverine Feature Film
## 629 Spirit: Stallion of the Cimarron Feature Film
## 630 Rio 2 Feature Film
## 631 Mystery Men Feature Film
## 632 The Bourne Ultimatum Feature Film
## 633 Ant-Man Feature Film
## 634 The Finest Hours Feature Film
## 635 Body of Lies Documentary
## 636 Harry Potter and the Half-Blood Prince Feature Film
## 637 Abraham Lincoln: Vampire Hunter Feature Film
## 638 War of the Worlds Feature Film
## 639 Clash of the Titans Feature Film
## 640 The Dark Knight Rises Feature Film
## 641 The Last Legion Feature Film
## 642 Saving Private Ryan Feature Film
## 643 Need for Speed Feature Film
## 644 What Women Want Feature Film
## genre runtime mpaa_rating imdb_rating imdb_num_votes
## 1 Drama 118 Unrated 2.1 9904
## 2 Drama 131 PG-13 3.3 1010
## 3 Comedy 84 R 7.6 22381
## 4 Drama 97 PG 2.5 54363
## 5 Horror 90 R 7.2 35096
## 6 Documentary 78 Unrated 7.8 333
## 7 Drama 107 R 2.1 9904
## 8 Drama 130 R 2.1 122980
## 9 Documentary 88 Unrated 7.5 880
## 10 Drama 100 R 4.1 739
## 11 Action & Adventure 127 PG 6.8 71979
## 12 Drama 110 PG 2.1 9904
## 13 Comedy 110 R 3.7 201779
## 14 Comedy 100 PG-13 5.9 25808
## 15 Comedy 111 PG 7.5 880
## 16 Drama 130 R 2.0 9216
## 17 Drama 106 PG-13 2.1 9904
## 18 Drama 120 R 7.0 66233
## 19 Horror 91 R 4.4 37769
## 20 Drama 109 PG 4.1 739
## 21 Drama 108 PG-13 3.2 9904
## 22 Documentary 82 Unrated 55.0 3459
## 23 Drama 107 R 3.1 1010
## 24 Drama 137 R 8.0 490295
## 25 Documentary 87 Unrated 7.6 4541
## 26 Comedy 97 PG 7.2 66489
## 27 Drama 110 PG 5.5 10522
## 28 Horror 84 R 5.6 19285
## 29 Art House & International 115 R 6.4 3688
## 30 Musical & Performing Arts 100 R 7.9 3488
## 31 Mystery & Suspense 85 R 7.1 82851
## 32 Animation 87 PG 7.0 56128
## 33 Science Fiction & Fantasy 85 G 7.7 33101
## 34 Mystery & Suspense 124 R 7.1 259822
## 35 Documentary 112 R 44.0 4908
## 36 Action & Adventure 108 PG 6.5 290356
## 37 Drama 99 R 3.5 27769
## 38 Drama 121 R 1.2 12819
## 39 Action & Adventure 137 R 8.4 466400
## 40 Drama 112 R 6.9 3487
## 41 Drama 108 R 4.1 739
## 42 Drama 116 PG 5.2 11657
## 43 Drama 126 R 3.3 1010
## 44 Comedy 94 R 5.4 13523
## 45 Drama 99 R 3.8 10522
## 46 Comedy 113 PG-13 5.4 9654
## 47 Drama 88 R 2.1 9904
## 48 Drama 92 R 4.1 7658
## 49 Drama 134 PG-13 2.1 9904
## 50 Drama 135 R 3.1 1010
## 51 Documentary 65 Unrated 5.3 183
## 52 Drama 155 PG 6.7 13092
## 53 Mystery & Suspense 119 PG-13 5.3 183
## 54 Drama 94 PG 5.1 3135
## 55 Drama 125 PG 6.8 71141
## 56 Drama 119 R 5.5 73617
## 57 Drama 91 R 5.5 2698
## 58 Drama 100 R 5.6 205065
## 59 Mystery & Suspense 79 R 5.5 5587
## 60 Mystery & Suspense 108 R 6.4 6247
## 61 Comedy 98 PG-13 6.3 8646
## 62 Drama 96 Unrated 5.6 205065
## 63 Documentary 106 Unrated 8.5 2362
## 64 Documentary 92 Unrated 6.8 1942
## 65 Mystery & Suspense 115 PG-13 6.6 110238
## 66 Animation 87 G 4.4 21501
## 67 Documentary 103 Unrated 8.1 14359
## 68 Musical & Performing Arts 127 R 6.5 12450
## 69 Drama 155 PG 2.1 122980
## 70 Drama 118 R 1.2 12819
## 71 Drama 132 R 4.7 9525
## 72 Comedy 91 R 6.5 12450
## 73 Mystery & Suspense 101 R 5.9 2944
## 74 Comedy 93 PG 5.8 6788
## 75 Horror 101 PG 6.5 24783
## 76 Drama 106 R 4.6 10492
## 77 Animation 101 G 7.8 12450
## 78 Drama 109 PG-13 4.2 3467
## 79 Comedy 100 PG-13 4.4 5616
## 80 Drama 129 PG-13 3.2 1010
## 81 Drama 102 R 4.0 9216
## 82 Comedy 90 R 6.8 12269
## 83 Action & Adventure 117 R 2.7 60335
## 84 Action & Adventure 83 R 5.5 5035
## 85 Drama 120 PG 7.5 21623
## 86 Drama 84 R 2.1 9904
## 87 Drama 114 R 5.7 5425
## 88 Drama 106 PG-13 3.8 10522
## 89 Drama 128 R 3.8 10522
## 90 Comedy 100 R 5.9 82737
## 91 Drama 93 PG-13 3.8 10522
## 92 Action & Adventure 107 R 7.8 279704
## 93 Mystery & Suspense 94 R 5.8 11192
## 94 Comedy 94 R 6.2 3851
## 95 Drama 98 R 5.9 62773
## 96 Drama 138 PG-13 3.6 1010
## 97 Drama 115 PG-13 3.6 1010
## 98 Mystery & Suspense 117 R 7.2 68429
## 99 Comedy 93 PG 4.2 182983
## 100 Documentary 132 Unrated 8.0 1147
## 101 Drama 96 PG-13 3.8 10522
## 102 Drama 108 Unrated 2.0 9216
## 103 Drama 94 R 5.9 82737
## 104 Comedy 84 PG-13 4.1 9853
## 105 Drama 139 R 4.5 16824
## 106 Drama 140 R 4.0 9216
## 107 Drama 120 R 3.8 10522
## 108 Action & Adventure 107 PG 5.4 41767
## 109 Comedy 97 PG 6.4 14970
## 110 Other 165 R 8.5 893008
## 111 Drama 102 PG 3.6 1010
## 112 Drama 111 R 2.1 9904
## 113 Comedy 89 PG-13 8.5 893008
## 114 Mystery & Suspense 102 R 5.8 32751
## 115 Drama 118 PG-13 3.6 1010
## 116 Musical & Performing Arts 96 Unrated 5.5 32751
## 117 Action & Adventure 127 R 6.6 123989
## 118 Action & Adventure 103 G 5.6 70209
## 119 Documentary 111 Unrated 7.8 541
## 120 Drama 91 R 4.1 739
## 121 Drama 97 R 3.3 1010
## 122 Drama 109 R 3.2 6552
## 123 Comedy 101 PG-13 5.8 52635
## 124 Drama 112 R 5.9 725
## 125 Comedy 91 R 1.2 12819
## 126 Horror 92 Unrated 1.2 12819
## 127 Comedy 95 R 6.2 17798
## 128 Drama 152 PG-13 7.7 106171
## 129 Drama 113 PG-13 5.8 2295
## 130 Documentary 39 Unrated 1.2 12819
## 131 Drama 112 R 7.1 6946
## 132 Comedy 91 PG 3.4 57933
## 133 Documentary 157 Unrated 7.5 1784
## 134 Drama 90 R 3.0 9216
## 135 Drama 99 PG 7.0 48756
## 136 Comedy 88 PG 3.4 57933
## 137 Drama 101 R 5.9 13980
## 138 Action & Adventure 92 PG 5.6 205065
## 139 Comedy 100 R 5.6 205065
## 140 Comedy 91 G 5.6 205065
## 141 Drama 95 R 7.2 35635
## 142 Drama 108 R 5.9 82737
## 143 Drama 99 PG 6.8 111132
## 144 Drama 101 R 5.9 12877
## 145 Action & Adventure 113 G 3.6 1010
## 146 Drama 134 R 6.8 9025
## 147 Drama 107 PG-13 2.1 122980
## 148 Drama 109 R 3.8 10522
## 149 Action & Adventure 127 PG-13 3.6 1010
## 150 Musical & Performing Arts 117 PG 3.6 1010
## 151 Mystery & Suspense 123 PG-13 3.6 1010
## 152 Drama 123 PG-13 5.5 93331
## 153 Action & Adventure 99 PG-13 3.6 1010
## 154 Action & Adventure 100 PG 6.3 3153
## 155 Drama 126 PG-13 7.6 329613
## 156 Comedy 86 PG-13 4.5 3096
## 157 Drama 131 R 5.5 73617
## 158 Drama 125 R 3.1 1010
## 159 Drama 91 R 3.1 1010
## 160 Drama 102 R 5.5 1628
## 161 Action & Adventure 114 PG-13 3.3 1010
## 162 Drama 101 G 3.8 10522
## 163 Drama 136 PG-13 7.2 88777
## 164 Documentary 90 PG 3.1 1010
## 165 Drama 122 R 7.7 294683
## 166 Comedy 128 PG-13 3.1 1010
## 167 Drama 99 R 4.9 1493
## 168 Horror 97 R 3.2 1010
## 169 Horror 85 R 3.2 1010
## 170 Drama 96 R 5.8 1886
## 171 Other 101 PG 3.1 1010
## 172 Drama 126 PG-13 3.4 57933
## 173 Documentary 98 Unrated 3.1 1010
## 174 Action & Adventure 103 R 3.1 1010
## 175 Drama 112 R 2.0 9216
## 176 Drama 92 PG 5.6 205065
## 177 Drama 93 R 6.7 26010
## 178 Action & Adventure 100 R 6.7 192052
## 179 Drama 140 R 5.3 183
## 180 Drama 99 PG 3.8 10522
## 181 Comedy 100 PG 3.1 1010
## 182 Drama 142 PG-13 7.3 675907
## 183 Drama 118 R 6.8 51534
## 184 Drama 105 R 5.7 390
## 185 Action & Adventure 118 PG-13 7.4 1268
## 186 Drama 102 R 6.4 34253
## 187 Drama 115 PG-13 5.4 9654
## 188 Drama 120 R 5.3 183
## 189 Drama 115 R 3.8 10522
## 190 Drama 112 PG-13 3.8 18141
## 191 Drama 102 R 7.2 70994
## 192 Drama 115 R 5.3 183
## 193 Drama 116 R 3.8 10522
## 194 Comedy 90 PG 7.2 44741
## 195 Documentary 74 Unrated 7.3 285
## 196 Drama 115 R 4.7 9525
## 197 Action & Adventure 95 PG-13 4.7 9525
## 198 Documentary 84 Unrated 4.7 9525
## 199 Comedy 91 R 4.7 9525
## 200 Comedy 94 PG 4.7 9525
## 201 Documentary 82 Unrated 7.7 13285
## 202 Drama 126 R 5.0 117688
## 203 Drama 90 R 5.7 390
## 204 Action & Adventure 91 PG 5.7 5564
## 205 Drama 108 Unrated 5.6 9003
## 206 Drama 90 R 5.4 21704
## 207 Drama 92 R 5.9 3473
## 208 Mystery & Suspense 110 PG-13 7.1 287476
## 209 Mystery & Suspense 149 R 7.4 94983
## 210 Other 119 R 7.0 56185
## 211 Drama 100 R 6.0 2441
## 212 Mystery & Suspense 125 R 7.1 25264
## 213 Drama 105 R 3.0 9216
## 214 Action & Adventure 114 PG 6.2 16681
## 215 Drama 86 R 3.7 132215
## 216 Musical & Performing Arts 85 R 6.9 87215
## 217 Action & Adventure 105 R 7.3 121245
## 218 Mystery & Suspense 110 R 6.4 71112
## 219 Comedy 90 PG-13 6.7 72295
## 220 Other 90 R 7.1 25264
## 221 Drama 106 R 4.6 6228
## 222 Comedy 112 R 6.9 87215
## 223 Drama 94 R 8.2 448434
## 224 Drama 105 R 4.7 9525
## 225 Documentary 90 Unrated 7.6 2849
## 226 Drama 97 R 3.3 1010
## 227 Art House & International 86 R 6.5 5762
## 228 Drama 123 PG-13 5.3 183
## 229 Action & Adventure 103 R 6.6 191935
## 230 Documentary 267 Unrated 7.8 872
## 231 Drama 135 PG-13 5.4 9654
## 232 Drama 104 PG-13 5.4 56329
## 233 Mystery & Suspense 89 R 7.2 2098
## 234 Drama 123 R 7.1 3146
## 235 Action & Adventure 92 PG 4.8 19187
## 236 Drama 107 PG-13 7.1 110540
## 237 Drama 114 R 7.4 96787
## 238 Drama 95 R 6.2 1935
## 239 Mystery & Suspense 110 R 6.3 5014
## 240 Horror 97 R 7.1 25264
## 241 Documentary 94 PG-13 7.9 38076
## 242 Action & Adventure 89 PG 6.7 137405
## 243 Drama 114 R 6.3 1803
## 244 Mystery & Suspense 85 R 7.1 25264
## 245 Drama 98 R 7.5 4515
## 246 Comedy 97 R 4.8 18712
## 247 Mystery & Suspense 106 R 6.3 25054
## 248 Comedy 84 R 3.8 1510
## 249 Action & Adventure 118 G 7.4 8544
## 250 Drama 120 PG-13 3.7 132215
## 251 Drama 124 R 7.7 183747
## 252 Drama 98 R 4.5 48519
## 253 Drama 119 PG 5.1 4375
## 254 Drama 123 PG 5.5 32751
## 255 Horror 107 R 6.9 74294
## 256 Documentary 86 G 7.5 1480
## 257 Action & Adventure 101 PG-13 5.1 703
## 258 Action & Adventure 111 PG-13 6.0 103789
## 259 Art House & International 106 Unrated 7.5 42842
## 260 Action & Adventure 95 R 6.8 26731
## 261 Drama 129 PG-13 6.0 66171
## 262 Comedy 92 PG-13 7.0 149437
## 263 Drama 126 PG 6.7 12498
## 264 Drama 107 R 6.7 297034
## 265 Comedy 101 PG 6.1 14901
## 266 Mystery & Suspense 97 R 6.4 1361
## 267 Drama 93 R 5.3 30495
## 268 Comedy 97 PG-13 6.9 12606
## 269 Drama 108 R 3.8 10522
## 270 Drama 96 R 7.6 4143
## 271 Drama 91 PG 6.5 2408
## 272 Action & Adventure 120 PG-13 7.0 201787
## 273 Mystery & Suspense 113 G 7.1 19000
## 274 Documentary 92 R 2.0 9216
## 275 Drama 106 PG 5.4 9654
## 276 Drama 110 Unrated 2.0 9216
## 277 Horror 77 R 6.8 9025
## 278 Animation 74 G 6.8 9025
## 279 Drama 100 R 2.0 9216
## 280 Art House & International 107 R 6.8 9025
## 281 Comedy 87 PG 5.1 3336
## 282 Mystery & Suspense 116 R 7.2 252661
## 283 Drama 126 Unrated 5.9 82737
## 284 Drama 100 R 6.5 42613
## 285 Drama 129 PG-13 6.4 10126
## 286 Other 110 PG 2.0 9216
## 287 Science Fiction & Fantasy 113 R 2.0 9216
## 288 Drama 87 R 3.0 9216
## 289 Drama 102 R 5.9 2569
## 290 Drama 115 PG-13 6.7 77762
## 291 Comedy 89 PG 5.3 12322
## 292 Drama 140 PG-13 8.2 315051
## 293 Mystery & Suspense 93 R 5.6 44257
## 294 Drama 119 R 5.7 8818
## 295 Science Fiction & Fantasy 161 PG 7.4 368799
## 296 Drama 124 R 7.2 247105
## 297 Art House & International 104 PG-13 6.0 2960
## 298 Science Fiction & Fantasy 86 PG-13 5.2 46233
## 299 Art House & International 111 R 6.5 9980
## 300 Drama 108 PG 4.9 5136
## 301 Drama 107 R 7.4 71572
## 302 Other 108 R 6.5 16480
## 303 Drama 112 R 6.0 19898
## 304 Drama 172 R 5.2 275125
## 305 Drama 92 PG 6.9 15449
## 306 Horror 108 R 3.0 9216
## 307 Drama 115 PG 4.3 2145
## 308 Comedy 91 R 3.0 9216
## 309 Comedy 93 R 3.0 9216
## 310 Drama 130 R 6.0 3745
## 311 Drama 123 R 6.0 1887
## 312 Science Fiction & Fantasy 91 R 2.0 9216
## 313 Mystery & Suspense 124 R 3.0 9216
## 314 Drama 106 PG-13 5.7 17133
## 315 Documentary 91 R 3.0 9216
## 316 Drama 107 R 6.9 10786
## 317 Comedy 100 PG-13 2.0 9216
## 318 Drama 91 R 7.1 52449
## 319 Action & Adventure 119 R 2.0 9216
## 320 Action & Adventure 116 PG-13 2.0 9216
## 321 Comedy 107 PG-13 2.0 9216
## 322 Drama 88 Unrated 4.3 739
## 323 Horror 81 R 5.8 3145
## 324 Drama 95 PG 4.1 739
## 325 Drama 162 R 5.3 183
## 326 Drama 107 PG-13 6.8 40133
## 327 Drama 135 R 5.0 47297
## 328 Drama 122 R 6.2 35868
## 329 Comedy 96 R 7.4 34652
## 330 Documentary NA Unrated 4.3 739
## 331 Action & Adventure 86 PG-13 4.3 739
## 332 Musical & Performing Arts 122 R 4.3 739
## 333 Action & Adventure 94 PG 4.3 739
## 334 Drama 106 R 7.5 10250
## 335 Mystery & Suspense 105 PG-13 4.3 739
## 336 Mystery & Suspense 129 PG-13 4.1 739
## 337 Action & Adventure 90 G 4.1 739
## 338 Drama 99 R 6.6 6804
## 339 Mystery & Suspense 108 R 4.1 739
## 340 Horror 89 R 4.1 739
## 341 Drama 108 PG-13 6.2 12402
## 342 Documentary 94 PG-13 4.1 739
## 343 Action & Adventure 86 R 4.1 739
## 344 Mystery & Suspense 105 R 4.1 739
## 345 Mystery & Suspense 112 R 4.1 739
## 346 Drama 99 R 7.8 47065
## 347 Mystery & Suspense 202 R 4.1 739
## 348 Horror 92 PG 4.1 739
## 349 Drama 97 R 5.8 1838
## 350 Action & Adventure 109 PG 5.7 4180
## 351 Musical & Performing Arts 116 PG-13 3.2 9904
## 352 Art House & International 84 PG 3.2 9904
## 353 Documentary 180 Unrated 3.2 9904
## 354 Comedy 134 R 3.2 9904
## 355 Drama 90 R 7.5 3448
## 356 Action & Adventure 98 PG-13 3.2 9904
## 357 Drama 94 PG-13 6.7 4077
## 358 Drama 101 PG-13 6.7 9291
## 359 Mystery & Suspense 110 R 3.2 9904
## 360 Comedy 82 PG-13 3.2 9904
## 361 Action & Adventure 104 R 3.2 9904
## 362 Mystery & Suspense 122 PG 3.2 9904
## 363 Mystery & Suspense 122 R 2.1 9904
## 364 Drama 81 R 7.8 157701
## 365 Comedy 86 PG-13 2.1 9904
## 366 Drama 84 PG 7.6 17960
## 367 Drama 100 R 6.1 13682
## 368 Action & Adventure 105 R 5.2 275125
## 369 Musical & Performing Arts 121 R 5.2 275125
## 370 Art House & International 92 R 5.2 275125
## 371 Comedy 87 PG-13 1.9 73219
## 372 Science Fiction & Fantasy 95 PG 3.1 8319
## 373 Documentary 116 R 2.1 9904
## 374 Drama 112 R 2.1 122980
## 375 Drama 109 PG-13 7.1 2271
## 376 Documentary 87 R 7.1 4907
## 377 Drama 90 PG-13 6.2 2830
## 378 Documentary 85 PG-13 7.5 679
## 379 Mystery & Suspense 113 R 2.1 9904
## 380 Drama 126 R 8.3 572236
## 381 Documentary 86 Unrated 2.1 9904
## 382 Comedy 93 PG-13 2.1 9904
## 383 Documentary 90 PG 2.1 9904
## 384 Drama 131 R 7.6 318019
## 385 Drama 122 R 8.1 582091
## 386 Drama 133 R 5.9 103378
## 387 Mystery & Suspense 92 PG-13 5.9 44248
## 388 Drama 146 PG-13 8.1 303529
## 389 Drama 154 R 7.4 9876
## 390 Drama 103 R 6.2 63511
## 391 Drama 120 PG-13 7.4 82378
## 392 Drama 108 R 6.7 23821
## 393 Drama 110 PG 6.9 211129
## 394 Documentary 88 PG 8.4 3128
## 395 Drama 91 R 5.9 82737
## 396 Other 112 PG 5.8 1816
## 397 Drama 104 PG-13 5.7 390
## 398 Action & Adventure 103 PG 6.4 54829
## 399 Drama 134 Unrated 7.0 4821
## 400 Drama 108 R 5.8 19115
## 401 Comedy 95 R 5.2 7881
## 402 Drama 127 PG-13 7.1 246343
## 403 Action & Adventure 83 PG-13 3.5 10055
## 404 Drama 125 R 7.4 69338
## 405 Action & Adventure 118 PG 5.9 24472
## 406 Action & Adventure 92 R 6.6 115026
## 407 Documentary 95 Unrated 7.8 651
## 408 Comedy 93 R 3.8 18141
## 409 Drama 129 PG-13 5.8 3358
## 410 Other 105 PG 6.3 4550
## 411 Other 125 Unrated 7.0 16262
## 412 Documentary 83 Unrated 8.4 1571
## 413 Comedy 88 PG-13 4.9 10271
## 414 Action & Adventure 138 PG-13 6.6 204042
## 415 Horror 100 R 4.5 16824
## 416 Art House & International 89 Unrated 7.5 6061
## 417 Action & Adventure 100 PG 4.5 10651
## 418 Documentary 122 PG 7.9 1346
## 419 Drama 105 R 6.4 60483
## 420 Drama 83 PG-13 5.3 1308
## 421 Drama 116 R 7.3 4451
## 422 Drama 91 R 7.6 7545
## 423 Action & Adventure 85 PG-13 6.2 3416
## 424 Horror 91 R 5.5 73617
## 425 Drama 102 R 6.4 14970
## 426 Comedy 88 PG-13 4.5 16824
## 427 Comedy 119 PG-13 6.3 124250
## 428 Drama 95 R 4.9 2120
## 429 Comedy 105 PG-13 5.5 73617
## 430 Drama 104 PG 6.9 2931
## 431 Mystery & Suspense 108 R 5.5 73617
## 432 Action & Adventure 85 PG 6.0 1680
## 433 Drama 130 R 7.8 75468
## 434 Comedy 117 R 5.4 19603
## 435 Art House & International 91 R 7.8 1663
## 436 Drama 110 R 7.2 14589
## 437 Science Fiction & Fantasy 85 R 2.1 122980
## 438 Other 107 PG-13 2.1 122980
## 439 Drama 110 PG-13 5.7 2701
## 440 Comedy 87 R 6.2 11259
## 441 Drama 88 R 6.0 1890
## 442 Drama 90 R 6.7 20655
## 443 Drama 90 PG 7.7 56919
## 444 Documentary 86 Unrated 2.1 122980
## 445 Documentary 94 Unrated 2.1 122980
## 446 Documentary 81 G 2.1 122980
## 447 Other 75 R 2.1 122980
## 448 Mystery & Suspense 111 R 2.1 122980
## 449 Mystery & Suspense 96 R 2.1 122980
## 450 Comedy 93 PG 7.1 25264
## 451 Comedy 93 R 7.1 25264
## 452 Drama 144 PG-13 6.3 8685
## 453 Drama 115 R 8.0 168032
## 454 Horror 83 R 3.4 2959
## 455 Mystery & Suspense 133 R 6.7 134031
## 456 Action & Adventure 91 PG 6.7 134031
## 457 Drama 135 R 6.5 12450
## 458 Musical & Performing Arts 115 PG 6.7 134031
## 459 Drama 111 PG 7.3 2869
## 460 Drama 123 R 7.7 13285
## 461 Art House & International 128 R 7.4 8030
## 462 Art House & International 90 R 5.3 3461
## 463 Animation 68 G 6.4 3970
## 464 Drama 110 R 7.1 99192
## 465 Drama 117 NC-17 6.4 1043
## 466 Animation 108 PG 6.5 126257
## 467 Comedy 93 PG 7.0 15491
## 468 Drama 119 R 7.0 4121
## 469 Drama 99 PG 7.4 69338
## 470 Drama 134 PG-13 6.2 12402
## 471 Comedy 97 PG 6.8 2530
## 472 Drama 97 PG-13 6.9 2857
## 473 Drama 194 PG-13 7.7 756602
## 474 Drama 113 PG 6.2 12402
## 475 Drama 136 PG 6.7 58907
## 476 Action & Adventure 103 R 7.0 15491
## 477 Mystery & Suspense 121 R 7.0 15491
## 478 Comedy 85 PG-13 7.0 15491
## 479 Comedy 82 PG 7.0 15491
## 480 Drama 97 R 6.5 4251
## 481 Drama 92 R 6.0 2934
## 482 Drama 111 PG 7.6 42208
## 483 Action & Adventure 177 R 5.9 54597
## 484 Comedy 97 PG-13 6.4 60483
## 485 Drama 83 NC-17 7.0 22601
## 486 Drama 96 R 7.0 240033
## 487 Comedy 81 PG-13 6.4 60483
## 488 Documentary 100 R 8.2 6345
## 489 Art House & International 115 Unrated 7.5 9990
## 490 Action & Adventure 93 R 6.3 42295
## 491 Drama 88 PG-13 5.6 37938
## 492 Mystery & Suspense 105 R 6.4 42408
## 493 Action & Adventure 88 PG 6.7 137222
## 494 Comedy 95 PG-13 6.4 60483
## 495 Drama 94 R 6.3 63219
## 496 Documentary 103 R 7.8 39320
## 497 Science Fiction & Fantasy 95 R 5.6 1915
## 498 Comedy 94 PG 5.1 1674
## 499 Comedy 118 PG-13 5.9 2096
## 500 Drama 104 R 5.9 4072
## 501 Drama 106 R 6.1 7076
## 502 Mystery & Suspense 96 R 5.4 2380
## 503 Action & Adventure 83 G 7.6 78862
## 504 Action & Adventure 96 PG-13 4.3 83724
## 505 Drama 91 R 7.4 30641
## 506 Documentary 83 PG 3.8 10522
## 507 Drama 80 PG 7.5 27601
## 508 Horror 94 R 3.8 10522
## 509 Drama 120 PG-13 6.8 26360
## 510 Mystery & Suspense 97 PG-13 6.3 54771
## 511 Comedy 112 R 5.8 11838
## 512 Drama 108 PG-13 6.0 9669
## 513 Drama 117 PG-13 6.1 15491
## 514 Comedy 135 R 7.7 309494
## 515 Science Fiction & Fantasy 98 PG 6.5 6909
## 516 Drama 100 R 5.7 6343
## 517 Mystery & Suspense 121 PG 6.8 72176
## 518 Drama 128 PG-13 5.9 11001
## 519 Drama 106 R 6.8 9025
## 520 Mystery & Suspense 115 R 3.8 10522
## 521 Comedy 110 PG-13 5.2 10535
## 522 Drama 124 R 7.0 56201
## 523 Drama 137 R 7.0 9725
## 524 Other 97 PG 3.8 10522
## 525 Comedy 87 R 5.4 6811
## 526 Documentary 89 PG 6.9 1943
## 527 Documentary 99 R 7.1 32338
## 528 Drama 112 R 6.7 134031
## 529 Mystery & Suspense 98 R 3.8 10522
## 530 Horror 87 R 3.8 10522
## 531 Drama 103 R 7.3 8561
## 532 Action & Adventure 95 R 7.6 128298
## 533 Drama 99 R 6.5 152216
## 534 Drama 178 PG-13 7.1 163490
## 535 Drama 93 R 7.0 36909
## 536 Drama 103 PG-13 8.4 1141
## 537 Documentary 78 Unrated 3.8 10522
## 538 Drama 100 R 7.0 8320
## 539 Drama 100 R 7.1 86953
## 540 Action & Adventure 84 PG-13 3.8 10522
## 541 Mystery & Suspense 107 PG-13 3.8 10522
## 542 Horror 89 R 6.0 59076
## 543 Comedy 127 PG-13 6.4 154148
## 544 Drama 106 PG 7.8 12450
## 545 Mystery & Suspense 90 R 4.2 3302
## 546 Documentary 90 Unrated 7.8 180
## 547 Drama 102 PG 7.0 15491
## 548 Drama 85 PG 7.8 26628
## 549 Musical & Performing Arts 139 Unrated 7.5 281
## 550 Drama 135 R 6.4 8604
## 551 Comedy 93 R 3.8 10522
## 552 Mystery & Suspense 110 R 6.2 83424
## 553 Drama 88 Unrated 6.5 3505
## 554 Drama 130 PG-13 6.8 2530
## 555 Drama 104 R 7.7 13285
## 556 Mystery & Suspense 118 R 4.9 18005
## 557 Drama 104 R 7.5 64873
## 558 Mystery & Suspense 94 R 6.9 15444
## 559 Drama 112 R 7.8 246587
## 560 Comedy 89 PG-13 5.6 14986
## 561 Comedy 86 R 4.7 13525
## 562 Drama 97 R 6.8 2530
## 563 Action & Adventure 110 R 6.7 290958
## 564 Drama 103 PG 6.6 68871
## 565 Mystery & Suspense 100 R 5.5 10886
## 566 Comedy 94 R 3.8 10522
## 567 Drama 140 R 7.2 66489
## 568 Documentary 40 G 7.0 723
## 569 Drama 105 PG 7.6 6114
## 570 Drama 88 R 6.7 151934
## 571 Drama 88 G 7.2 134270
## 572 Drama 122 R 7.9 99582
## 573 Drama 95 PG 7.6 4369
## 574 Mystery & Suspense 128 R 7.1 5115
## 575 Drama 104 PG 6.3 19383
## 576 Comedy 106 PG 5.7 2181
## 577 Other 132 PG 6.2 9832
## 578 Drama 154 PG-13 7.8 58668
## 579 Comedy 119 R 8.0 13614
## 580 Drama 110 R 7.6 184656
## 581 Drama 101 PG-13 7.3 12285
## 582 Comedy 107 PG 3.8 10522
## 583 Mystery & Suspense 122 PG 6.6 16137
## 584 Drama 115 R 7.1 34298
## 585 Documentary 94 Unrated 7.4 1935
## 586 Mystery & Suspense 109 R 6.4 15116
## 587 Drama 142 PG-13 7.2 5016
## 588 Drama 109 PG 7.7 20738
## 589 Drama 80 R 7.5 899
## 590 Action & Adventure 81 R 7.6 123769
## 591 Other 127 PG-13 7.0 79866
## 592 Animation 83 G 7.6 160237
## 593 Action & Adventure 94 PG 6.3 24595
## 594 Art House & International 112 Unrated 7.0 16883
## 595 Documentary 93 PG 8.4 390
## 596 Horror 91 R 6.9 19539
## 597 Action & Adventure 116 PG 5.7 48718
## 598 Horror 89 Unrated 6.1 26301
## 599 Musical & Performing Arts 124 R 7.0 26943
## 600 Drama 124 PG-13 6.9 87215
## 601 Drama 97 PG-13 7.1 25264
## 602 Drama 107 R 6.2 16717
## 603 Drama 139 R 7.3 183717
## 604 Documentary 94 R 7.8 3998
## 605 Drama 106 R 6.9 6336
## 606 Drama 90 R 6.4 1406
## 607 Drama 143 PG-13 7.1 25264
## 608 Documentary 89 Unrated 7.8 9675
## 609 Drama 100 R 7.8 414650
## 610 Comedy 82 R 7.6 7545
## 611 Drama 116 PG-13 7.2 66489
## 612 Drama 93 R 7.8 333
## 613 Drama 98 PG 8.4 1141
## 614 Action & Adventure 90 PG 5.7 3373
## 615 Comedy 96 PG 6.2 12402
## 616 Documentary 91 Unrated 7.3 9906
## 617 Drama 90 PG-13 7.8 333
## 618 Comedy 95 R 6.2 12402
## 619 Drama 89 R 7.1 25264
## 620 Horror 104 R 5.4 7284
## 621 Mystery & Suspense 121 R 6.7 58907
## 622 Action & Adventure 112 PG-13 5.6 57251
## 623 Animation 85 G 2.8 3790
## 624 Drama 95 R 7.1 25264
## 625 Mystery & Suspense 99 R 4.3 11125
## 626 Drama 94 R 7.1 25264
## 627 Drama 95 PG-13 7.1 25264
## 628 Drama 103 R 7.0 16755
## 629 Drama 102 R 6.8 2530
## 630 Drama 126 R 8.2 3967
## 631 Mystery & Suspense 99 PG-13 5.9 63672
## 632 Drama 95 R 8.0 486
## 633 Drama 107 R 7.4 1268
## 634 Animation 92 PG 5.3 54363
## 635 Musical & Performing Arts 103 PG 7.7 11197
## 636 Drama 119 Unrated 6.6 12496
## 637 Mystery & Suspense 88 PG 6.8 16366
## 638 Drama 93 PG 7.4 1268
## 639 Drama 146 R 6.4 3138
## 640 Drama 139 PG 7.2 35096
## 641 Comedy 82 R 6.7 46794
## 642 Action & Adventure 87 R 5.9 10087
## 643 Action & Adventure 120 PG 3.4 66054
## 644 Comedy 97 PG-13 4.2 43574
## critics_rating critics_score audience_rating audience_score best_pic_nom
## 1 Fresh 10 Upright 21 no
## 2 Fresh 43 Upright 34 no
## 3 Certified Fresh 91 Upright 91 no
## 4 Rotten 27 Upright 23 no
## 5 Certified Fresh 81 Upright 77 no
## 6 Fresh 91 Upright 86 no
## 7 Fresh 30 Upright 21 no
## 8 Certified Fresh 33 Upright 31 no
## 9 Fresh 90 Upright 89 no
## 10 Fresh 56 Upright 45 no
## 11 Certified Fresh 89 Upright 75 no
## 12 Fresh 30 Upright 21 no
## 13 Certified Fresh 30 Upright 39 no
## 14 Rotten 45 Spilled 53 no
## 15 Fresh 90 Upright 89 no
## 16 Rotten 34 Upright 24 no
## 17 Fresh 10 Upright 21 no
## 18 Certified Fresh 92 Upright 72 no
## 19 Rotten 19 Spilled 24 no
## 20 Fresh 47 Upright 36 no
## 21 Fresh 41 Upright 35 no
## 22 Fresh 55 Upright 56 no
## 23 Fresh 44 Upright 45 no
## 24 Certified Fresh 84 Upright 89 no
## 25 Certified Fresh 79 Upright 77 no
## 26 Rotten 64 Upright 80 no
## 27 Fresh 54 Upright 45 no
## 28 Certified Fresh 77 Spilled 43 no
## 29 Fresh 64 Upright 54 no
## 30 Fresh 73 Upright 79 no
## 31 Certified Fresh 91 Upright 71 no
## 32 Fresh 68 Upright 77 no
## 33 Fresh 69 Upright 85 no
## 34 Fresh 69 Upright 70 no
## 35 Rotten 40 Spilled 47 no
## 36 Rotten 52 Spilled 55 no
## 37 Rotten 35 Spilled 46 no
## 38 Fresh 21 Upright 33 no
## 39 Certified Fresh 98 Upright 94 no
## 40 Certified Fresh 77 Upright 62 no
## 41 Fresh 51 Upright 40 no
## 42 Rotten 36 Spilled 35 no
## 43 Fresh 44 Upright 35 no
## 44 Rotten 37 Spilled 40 no
## 45 Fresh 21 Upright 20 no
## 46 Rotten 54 Upright 44 no
## 47 Fresh 11 Upright 22 no
## 48 Rotten 24 Spilled 17 no
## 49 Fresh 31 Upright 22 no
## 50 Fresh 22 Upright 23 no
## 51 Fresh 44 Upright 54 no
## 52 Fresh 67 Spilled 59 no
## 53 Fresh 46 Upright 56 no
## 54 Rotten 41 Upright 61 no
## 55 Rotten 45 Spilled 57 no
## 56 Rotten 14 Spilled 37 no
## 57 Rotten 13 Spilled 37 no
## 58 Rotten 41 Spilled 55 no
## 59 Rotten 36 Spilled 35 no
## 60 Fresh 34 Spilled 43 no
## 61 Certified Fresh 44 Spilled 54 no
## 62 Rotten 42 Spilled 56 no
## 63 Certified Fresh 96 Upright 96 no
## 64 Certified Fresh 66 Upright 68 no
## 65 Rotten 43 Spilled 58 no
## 66 Rotten 32 Spilled 52 no
## 67 Fresh 92 Upright 90 no
## 68 Fresh 75 Spilled 65 no
## 69 Certified Fresh 34 Upright 32 no
## 70 Fresh 22 Upright 34 no
## 71 Certified Fresh 59 Upright 47 no
## 72 Fresh 75 Spilled 65 no
## 73 Rotten 24 Spilled 38 no
## 74 Fresh 45 Upright 55 no
## 75 Fresh 65 Spilled 55 no
## 76 Fresh 66 Upright 57 no
## 77 Fresh 75 Spilled 85 no
## 78 Rotten 34 Upright 44 no
## 79 Rotten 31 Spilled 24 no
## 80 Fresh 42 Upright 43 no
## 81 Rotten 53 Upright 43 no
## 82 Fresh 71 Upright 81 no
## 83 Rotten 32 Spilled 35 no
## 84 Rotten 29 Spilled 34 no
## 85 Fresh 63 Upright 82 no
## 86 Fresh 34 Upright 25 no
## 87 Rotten 46 Spilled 51 no
## 88 Fresh 22 Upright 21 no
## 89 Fresh 38 Upright 37 no
## 90 Rotten 46 Spilled 59 no
## 91 Fresh 33 Upright 32 no
## 92 Certified Fresh 78 Upright 87 no
## 93 Fresh 78 Spilled 41 no
## 94 Rotten 40 Upright 75 no
## 95 Rotten 40 Spilled 35 no
## 96 Fresh 35 Upright 26 no
## 97 Fresh 37 Upright 28 yes
## 98 Fresh 62 Upright 74 no
## 99 Certified Fresh 34 Upright 33 yes
## 100 Fresh 95 Upright 90 no
## 101 Fresh 21 Upright 20 no
## 102 Rotten 33 Upright 23 no
## 103 Rotten 43 Spilled 56 no
## 104 Rotten 39 Spilled 33 no
## 105 Rotten 10 Spilled 31 yes
## 106 Rotten 49 Upright 39 no
## 107 Fresh 36 Upright 35 no
## 108 Rotten 21 Spilled 24 no
## 109 Rotten 61 Spilled 70 no
## 110 Certified Fresh 88 Upright 91 yes
## 111 Fresh 41 Upright 32 no
## 112 Fresh 36 Upright 27 no
## 113 Certified Fresh 88 Upright 91 no
## 114 Rotten 14 Spilled 35 no
## 115 Fresh 36 Upright 27 no
## 116 Rotten 15 Spilled 36 no
## 117 Rotten 52 Upright 64 no
## 118 Rotten 38 Spilled 40 no
## 119 Fresh 86 Upright 88 no
## 120 Fresh 59 Upright 48 no
## 121 Fresh 42 Upright 33 no
## 122 Rotten 44 Spilled 36 no
## 123 Rotten 14 Spilled 55 no
## 124 Rotten 33 Spilled 41 no
## 125 Fresh 22 Upright 34 no
## 126 Fresh 23 Upright 35 no
## 127 Rotten 32 Spilled 41 no
## 128 Certified Fresh 81 Upright 87 yes
## 129 Rotten 22 Upright 66 no
## 130 Fresh 23 Upright 35 no
## 131 Fresh 85 Upright 72 no
## 132 Rotten 23 Spilled 37 no
## 133 Fresh 97 Upright 86 no
## 134 Rotten 44 Upright 34 no
## 135 Fresh 83 Upright 79 no
## 136 Rotten 24 Spilled 38 no
## 137 Fresh 68 Spilled 37 no
## 138 Rotten 37 Spilled 51 no
## 139 Rotten 38 Spilled 52 no
## 140 Rotten 39 Spilled 53 no
## 141 Certified Fresh 93 Upright 80 no
## 142 Rotten 45 Spilled 58 no
## 143 Rotten 35 Upright 73 no
## 144 Rotten 28 Spilled 59 no
## 145 Fresh 34 Upright 25 no
## 146 Fresh 60 Upright 76 no
## 147 Certified Fresh 35 Upright 33 no
## 148 Fresh 20 Upright 19 no
## 149 Fresh 38 Upright 29 no
## 150 Fresh 39 Upright 30 no
## 151 Fresh 40 Upright 31 no
## 152 Rotten 40 Upright 55 no
## 153 Fresh 42 Upright 33 no
## 154 Rotten 33 Spilled 43 no
## 155 Fresh 71 Upright 87 no
## 156 Rotten 34 Spilled 49 no
## 157 Rotten 16 Spilled 39 no
## 158 Fresh 37 Upright 38 no
## 159 Fresh 39 Upright 40 no
## 160 Rotten 46 Spilled 38 no
## 161 Fresh 46 Upright 37 no
## 162 Fresh 35 Upright 34 no
## 163 Fresh 65 Upright 85 no
## 164 Fresh 36 Upright 37 no
## 165 Fresh 72 Upright 89 no
## 166 Fresh 38 Upright 39 no
## 167 Rotten 59 Spilled 47 no
## 168 Fresh 40 Upright 41 no
## 169 Fresh 41 Upright 42 no
## 170 Fresh 85 Spilled 49 no
## 171 Fresh 43 Upright 44 no
## 172 Rotten 23 Spilled 37 no
## 173 Fresh 45 Upright 46 no
## 174 Fresh 46 Upright 47 no
## 175 Rotten 52 Upright 42 no
## 176 Rotten 40 Spilled 54 no
## 177 Fresh 69 Upright 75 no
## 178 Rotten 33 Upright 68 no
## 179 Fresh 49 Upright 59 no
## 180 Fresh 33 Upright 32 no
## 181 Fresh 23 Upright 24 no
## 182 Certified Fresh 84 Upright 81 no
## 183 Certified Fresh 88 Upright 71 no
## 184 Rotten 29 Spilled 25 no
## 185 Rotten 77 Spilled 78 no
## 186 Fresh 68 Spilled 49 no
## 187 Rotten 55 Upright 45 no
## 188 Fresh 47 Upright 57 no
## 189 Fresh 36 Upright 35 no
## 190 Fresh 46 Upright 51 no
## 191 Rotten 46 Upright 78 no
## 192 Fresh 50 Upright 60 no
## 193 Fresh 34 Upright 33 no
## 194 Fresh 76 Upright 80 no
## 195 Fresh 78 Upright 89 no
## 196 Certified Fresh 55 Upright 43 no
## 197 Certified Fresh 56 Upright 44 no
## 198 Certified Fresh 57 Upright 45 no
## 199 Certified Fresh 58 Upright 46 no
## 200 Certified Fresh 59 Upright 47 no
## 201 Fresh 85 Upright 87 no
## 202 Fresh 44 Upright 45 no
## 203 Rotten 29 Spilled 25 no
## 204 Rotten 24 Spilled 55 no
## 205 Fresh 64 Spilled 40 no
## 206 Fresh 63 Spilled 52 no
## 207 Fresh 60 Spilled 34 no
## 208 Fresh 63 Upright 71 no
## 209 Fresh 67 Upright 86 no
## 210 Fresh 90 Upright 73 no
## 211 Rotten 46 Spilled 55 no
## 212 Rotten 69 Spilled 78 no
## 213 Rotten 50 Upright 40 no
## 214 Rotten 31 Spilled 56 no
## 215 Rotten 49 Spilled 44 no
## 216 Certified Fresh 63 Upright 71 no
## 217 Certified Fresh 83 Upright 81 no
## 218 Rotten 22 Spilled 46 no
## 219 Fresh 64 Upright 65 no
## 220 Rotten 69 Spilled 78 no
## 221 Fresh 45 Upright 55 no
## 222 Certified Fresh 64 Upright 72 no
## 223 Certified Fresh 89 Upright 93 no
## 224 Certified Fresh 55 Upright 43 no
## 225 Certified Fresh 100 Upright 84 no
## 226 Fresh 45 Upright 36 no
## 227 Fresh 64 Spilled 48 no
## 228 Fresh 45 Upright 55 no
## 229 Rotten 30 Spilled 58 no
## 230 Fresh 100 Upright 73 no
## 231 Rotten 56 Upright 46 no
## 232 Rotten 44 Spilled 31 no
## 233 Rotten 44 Upright 86 no
## 234 Fresh 89 Upright 71 no
## 235 Rotten 41 Spilled 25 no
## 236 Rotten 38 Spilled 59 no
## 237 Certified Fresh 90 Upright 81 yes
## 238 Rotten 35 Upright 70 no
## 239 Fresh 75 Spilled 51 no
## 240 Rotten 69 Spilled 78 no
## 241 Certified Fresh 100 Upright 87 no
## 242 Fresh 64 Upright 66 no
## 243 Fresh 67 Upright 65 no
## 244 Rotten 70 Spilled 79 no
## 245 Certified Fresh 79 Upright 76 no
## 246 Rotten 37 Spilled 38 no
## 247 Rotten 43 Spilled 49 no
## 248 Rotten 10 Upright 63 no
## 249 Fresh 88 Upright 83 no
## 250 Rotten 48 Spilled 43 no
## 251 Certified Fresh 80 Upright 86 no
## 252 Rotten 21 Upright 36 no
## 253 Rotten 40 Upright 85 no
## 254 Rotten 15 Spilled 36 no
## 255 Rotten 53 Upright 78 no
## 256 Fresh 75 Upright 80 no
## 257 Rotten 57 Spilled 52 no
## 258 Rotten 51 Spilled 51 no
## 259 Certified Fresh 94 Upright 81 no
## 260 Rotten 58 Upright 65 no
## 261 Fresh 68 Upright 60 no
## 262 Fresh 80 Upright 85 no
## 263 Fresh 75 Upright 67 no
## 264 Certified Fresh 83 Upright 71 no
## 265 Fresh 67 Spilled 50 no
## 266 Fresh 86 Spilled 81 no
## 267 Rotten 16 Spilled 28 no
## 268 Certified Fresh 85 Upright 69 no
## 269 Fresh 39 Upright 38 no
## 270 Fresh 100 Upright 82 no
## 271 Rotten 36 Upright 68 no
## 272 Certified Fresh 85 Upright 71 no
## 273 Fresh 89 Upright 82 no
## 274 Rotten 33 Upright 23 no
## 275 Rotten 57 Upright 47 no
## 276 Rotten 35 Upright 25 no
## 277 Fresh 60 Upright 76 no
## 278 Fresh 64 Upright 76 no
## 279 Rotten 36 Upright 26 yes
## 280 Fresh 61 Upright 77 no
## 281 Rotten 44 Spilled 40 no
## 282 Certified Fresh 93 Upright 76 no
## 283 Rotten 47 Spilled 60 no
## 284 Fresh 63 Upright 64 no
## 285 Rotten 29 Upright 72 no
## 286 Rotten 33 Upright 23 no
## 287 Rotten 34 Upright 24 no
## 288 Rotten 46 Upright 36 no
## 289 Rotten 40 Spilled 34 no
## 290 Rotten 22 Upright 74 no
## 291 Rotten 15 Spilled 55 no
## 292 Certified Fresh 82 Upright 92 no
## 293 Rotten 28 Spilled 42 no
## 294 Rotten 26 Spilled 41 no
## 295 Certified Fresh 82 Upright 79 no
## 296 Rotten 48 Upright 80 no
## 297 Rotten 21 Spilled 48 no
## 298 Rotten 24 Spilled 23 no
## 299 Rotten 25 Upright 61 no
## 300 Rotten 5 Spilled 13 no
## 301 Certified Fresh 79 Upright 87 no
## 302 Rotten 52 Spilled 54 no
## 303 Rotten 46 Spilled 38 no
## 304 Fresh 57 Upright 61 no
## 305 Fresh 97 Upright 80 no
## 306 Rotten 45 Upright 35 no
## 307 Rotten 13 Spilled 51 no
## 308 Rotten 47 Upright 37 no
## 309 Rotten 48 Upright 38 no
## 310 Rotten 54 Spilled 39 no
## 311 Rotten 55 Spilled 50 no
## 312 Rotten 51 Upright 41 no
## 313 Rotten 52 Upright 42 no
## 314 Rotten 52 Spilled 33 no
## 315 Rotten 54 Upright 44 no
## 316 Fresh 68 Upright 67 no
## 317 Rotten 51 Upright 41 no
## 318 Certified Fresh 85 Upright 80 no
## 319 Rotten 53 Upright 43 no
## 320 Rotten 54 Upright 44 no
## 321 Rotten 55 Upright 45 no
## 322 Fresh 57 Upright 45 no
## 323 Rotten 40 Spilled 41 no
## 324 Fresh 50 Upright 39 no
## 325 Fresh 48 Upright 58 yes
## 326 Certified Fresh 78 Upright 79 no
## 327 Certified Fresh 55 Upright 44 no
## 328 Rotten 22 Spilled 48 no
## 329 Fresh 71 Upright 82 no
## 330 Fresh 53 Upright 41 no
## 331 Fresh 54 Upright 42 no
## 332 Fresh 55 Upright 43 no
## 333 Fresh 56 Upright 44 no
## 334 Certified Fresh 97 Upright 87 no
## 335 Fresh 58 Upright 46 no
## 336 Fresh 45 Upright 34 no
## 337 Fresh 46 Upright 35 no
## 338 Fresh 79 Upright 68 no
## 339 Fresh 48 Upright 37 no
## 340 Fresh 49 Upright 38 no
## 341 Fresh 63 Spilled 53 no
## 342 Fresh 52 Upright 41 no
## 343 Fresh 53 Upright 42 no
## 344 Fresh 54 Upright 43 no
## 345 Fresh 55 Upright 44 no
## 346 Certified Fresh 80 Upright 87 no
## 347 Fresh 57 Upright 46 yes
## 348 Fresh 58 Upright 47 no
## 349 Fresh 71 Spilled 43 no
## 350 Rotten 68 Spilled 44 no
## 351 Fresh 37 Upright 31 no
## 352 Fresh 38 Upright 32 no
## 353 Fresh 39 Upright 33 no
## 354 Fresh 40 Upright 34 no
## 355 Fresh 100 Upright 89 no
## 356 Fresh 42 Upright 36 no
## 357 Rotten 40 Upright 66 no
## 358 Certified Fresh 76 Upright 71 no
## 359 Fresh 45 Upright 39 no
## 360 Fresh 46 Upright 40 no
## 361 Fresh 47 Upright 41 no
## 362 Fresh 48 Upright 42 yes
## 363 Fresh 29 Upright 20 no
## 364 Certified Fresh 93 Upright 90 no
## 365 Fresh 11 Upright 22 no
## 366 Fresh 77 Upright 86 no
## 367 Rotten 54 Spilled 37 no
## 368 Fresh 58 Upright 62 no
## 369 Fresh 59 Upright 63 no
## 370 Fresh 60 Upright 64 no
## 371 Rotten 32 Spilled 19 no
## 372 Rotten 22 Spilled 17 no
## 373 Fresh 29 Upright 20 yes
## 374 Certified Fresh 36 Upright 34 no
## 375 Rotten 52 Upright 64 no
## 376 Certified Fresh 54 Upright 44 no
## 377 Rotten 25 Upright 64 no
## 378 Fresh 55 Upright 43 no
## 379 Fresh 29 Upright 20 no
## 380 Certified Fresh 67 Upright 66 yes
## 381 Fresh 31 Upright 22 no
## 382 Fresh 32 Upright 23 no
## 383 Fresh 33 Upright 24 no
## 384 Certified Fresh 54 Upright 84 no
## 385 Certified Fresh 93 Upright 86 yes
## 386 Certified Fresh 43 Upright 44 yes
## 387 Rotten 55 Spilled 55 no
## 388 Certified Fresh 76 Upright 89 yes
## 389 Certified Fresh 89 Upright 79 no
## 390 Rotten 22 Spilled 55 no
## 391 Certified Fresh 91 Upright 74 no
## 392 Certified Fresh 79 Upright 70 no
## 393 Rotten 54 Upright 83 no
## 394 Fresh 87 Upright 89 no
## 395 Rotten 44 Spilled 57 no
## 396 Rotten 38 Spilled 44 no
## 397 Rotten 29 Spilled 25 no
## 398 Rotten 55 Spilled 65 no
## 399 Certified Fresh 78 Upright 64 no
## 400 Certified Fresh 74 Spilled 35 no
## 401 Rotten 11 Spilled 35 no
## 402 Fresh 60 Upright 73 no
## 403 Rotten 18 Spilled 30 no
## 404 Certified Fresh 81 Upright 81 no
## 405 Rotten 32 Spilled 49 no
## 406 Rotten 29 Upright 63 no
## 407 Certified Fresh 91 Upright 81 no
## 408 Fresh 46 Upright 51 no
## 409 Rotten 53 Upright 65 no
## 410 Fresh 71 Spilled 50 no
## 411 Fresh 72 Upright 78 no
## 412 Fresh 90 Upright 93 no
## 413 Rotten 8 Spilled 35 no
## 414 Fresh 61 Spilled 76 no
## 415 Rotten 10 Spilled 31 no
## 416 Certified Fresh 84 Upright 85 no
## 417 Rotten 13 Spilled 31 no
## 418 Fresh 94 Upright 85 no
## 419 Fresh 71 Upright 61 no
## 420 Rotten 40 Spilled 56 no
## 421 Fresh 70 Upright 83 no
## 422 Certified Fresh 87 Upright 88 no
## 423 Rotten 21 Spilled 43 no
## 424 Rotten 14 Spilled 37 no
## 425 Rotten 61 Spilled 70 no
## 426 Rotten 10 Spilled 31 no
## 427 Certified Fresh 75 Spilled 52 no
## 428 Rotten 40 Spilled 35 no
## 429 Rotten 15 Spilled 38 no
## 430 Fresh 83 Upright 76 no
## 431 Rotten 17 Spilled 40 no
## 432 Rotten 33 Upright 65 no
## 433 Fresh 90 Upright 88 no
## 434 Rotten 40 Upright 60 no
## 435 Rotten 40 Upright 83 no
## 436 Fresh 91 Upright 78 no
## 437 Certified Fresh 33 Upright 31 no
## 438 Certified Fresh 34 Upright 32 no
## 439 Rotten 23 Spilled 40 no
## 440 Rotten 53 Upright 67 no
## 441 Fresh 67 Spilled 49 no
## 442 Certified Fresh 83 Upright 66 no
## 443 Rotten 55 Upright 78 no
## 444 Certified Fresh 37 Upright 35 no
## 445 Certified Fresh 38 Upright 36 no
## 446 Certified Fresh 39 Upright 37 no
## 447 Certified Fresh 40 Upright 38 no
## 448 Certified Fresh 41 Upright 39 no
## 449 Certified Fresh 32 Upright 21 no
## 450 Rotten 67 Spilled 76 no
## 451 Rotten 68 Spilled 77 no
## 452 Rotten 43 Spilled 52 no
## 453 Certified Fresh 98 Upright 90 no
## 454 Rotten 11 Spilled 24 no
## 455 Rotten 61 Spilled 75 no
## 456 Rotten 62 Spilled 76 no
## 457 Fresh 75 Spilled 65 no
## 458 Rotten 64 Spilled 78 no
## 459 Fresh 81 Upright 72 no
## 460 Fresh 85 Upright 87 no
## 461 Rotten 74 Upright 78 no
## 462 Rotten 13 Spilled 29 no
## 463 Certified Fresh 66 Upright 55 no
## 464 Rotten 51 Upright 76 no
## 465 Fresh 67 Spilled 56 no
## 466 Certified Fresh 75 Upright 70 no
## 467 Rotten 77 Spilled 76 no
## 468 Fresh 71 Upright 70 no
## 469 Certified Fresh 81 Upright 81 yes
## 470 Fresh 65 Spilled 55 yes
## 471 Fresh 73 Upright 73 no
## 472 Fresh 71 Spilled 58 no
## 473 Certified Fresh 88 Upright 69 yes
## 474 Fresh 63 Spilled 53 no
## 475 Fresh 67 Upright 70 no
## 476 Rotten 77 Spilled 76 no
## 477 Rotten 78 Spilled 77 no
## 478 Rotten 79 Spilled 78 no
## 479 Rotten 80 Spilled 79 no
## 480 Fresh 71 Spilled 69 no
## 481 Fresh 61 Spilled 69 no
## 482 Rotten 59 Upright 74 no
## 483 Rotten 9 Spilled 49 no
## 484 Fresh 71 Upright 61 no
## 485 Certified Fresh 86 Upright 71 no
## 486 Certified Fresh 78 Upright 64 no
## 487 Fresh 71 Upright 61 no
## 488 Fresh 92 Upright 88 no
## 489 Fresh 71 Upright 86 no
## 490 Rotten 25 Spilled 59 no
## 491 Rotten 51 Spilled 55 no
## 492 Fresh 60 Spilled 50 no
## 493 Rotten 37 Upright 62 no
## 494 Fresh 71 Upright 61 no
## 495 Certified Fresh 80 Spilled 49 no
## 496 Certified Fresh 93 Upright 85 no
## 497 Rotten 57 Spilled 56 no
## 498 Rotten 50 Spilled 38 no
## 499 Fresh 67 Spilled 55 no
## 500 Rotten 53 Spilled 64 no
## 501 Fresh 76 Spilled 42 no
## 502 Rotten 63 Spilled 68 no
## 503 Rotten 50 Upright 81 no
## 504 Rotten 37 Spilled 32 no
## 505 Certified Fresh 81 Upright 84 no
## 506 Fresh 33 Upright 32 no
## 507 Certified Fresh 90 Upright 79 no
## 508 Fresh 33 Upright 32 no
## 509 Rotten 35 Upright 77 no
## 510 Rotten 40 Spilled 49 no
## 511 Rotten 13 Spilled 36 no
## 512 Fresh 67 Spilled 46 no
## 513 Rotten 68 Spilled 71 no
## 514 Fresh 63 Upright 73 no
## 515 Fresh 72 Spilled 59 no
## 516 Fresh 67 Spilled 49 no
## 517 Fresh 66 Upright 65 no
## 518 Rotten 52 Spilled 56 no
## 519 Fresh 60 Upright 76 no
## 520 Fresh 33 Upright 32 no
## 521 Rotten 33 Spilled 19 no
## 522 Rotten 60 Upright 73 no
## 523 Rotten 54 Upright 60 no
## 524 Fresh 33 Upright 32 no
## 525 Rotten 35 Spilled 31 no
## 526 Certified Fresh 81 Upright 72 no
## 527 Certified Fresh 65 Upright 68 no
## 528 Rotten 63 Spilled 77 no
## 529 Fresh 34 Upright 33 no
## 530 Fresh 35 Upright 34 no
## 531 Rotten 56 Upright 81 no
## 532 Certified Fresh 98 Upright 85 no
## 533 Rotten 66 Upright 60 no
## 534 Rotten 51 Upright 81 no
## 535 Fresh 78 Upright 71 no
## 536 Fresh 83 Upright 75 no
## 537 Fresh 37 Upright 36 no
## 538 Rotten 70 Spilled 74 no
## 539 Fresh 69 Upright 74 no
## 540 Fresh 40 Upright 39 no
## 541 Fresh 41 Upright 40 no
## 542 Rotten 74 Upright 65 no
## 543 Rotten 54 Spilled 54 no
## 544 Fresh 75 Spilled 85 no
## 545 Rotten 27 Spilled 15 no
## 546 Fresh 84 Upright 79 no
## 547 Rotten 81 Spilled 80 yes
## 548 Fresh 76 Upright 80 no
## 549 Fresh 92 Upright 77 no
## 550 Rotten 68 Upright 74 no
## 551 Fresh 21 Upright 20 no
## 552 Rotten 14 Spilled 44 no
## 553 Rotten 64 Upright 65 no
## 554 Fresh 74 Upright 74 no
## 555 Fresh 85 Upright 87 no
## 556 Rotten 22 Spilled 22 no
## 557 Rotten 59 Upright 82 no
## 558 Certified Fresh 68 Upright 60 no
## 559 Certified Fresh 93 Upright 87 no
## 560 Rotten 19 Spilled 32 no
## 561 Rotten 28 Spilled 44 no
## 562 Fresh 75 Upright 75 no
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## 644 5838 35.000000 4.388563 English USAhead(df)## title type genre runtime
## 1 The Departed Feature Film Drama 118
## 2 Exodus: Gods and Kings Feature Film Drama 131
## 3 Spectre Feature Film Comedy 84
## 4 The X Files Feature Film Drama 97
## 5 Star Wars: Episode VII - The Force Awakens Feature Film Horror 90
## 6 John Carter Documentary Documentary 78
## mpaa_rating imdb_rating imdb_num_votes critics_rating critics_score
## 1 Unrated 2.1 9904 Fresh 10
## 2 PG-13 3.3 1010 Fresh 43
## 3 R 7.6 22381 Certified Fresh 91
## 4 PG 2.5 54363 Rotten 27
## 5 R 7.2 35096 Certified Fresh 81
## 6 Unrated 7.8 333 Fresh 91
## audience_rating audience_score best_pic_nom Facebook_Likes budget revenue
## 1 Upright 21 no 48 1.0 0.009318
## 2 Upright 34 no 490 2.0 0.045431
## 3 Upright 91 no 11700 110.0 295.238201
## 4 Upright 23 no 230 2.9 0.296557
## 5 Upright 77 no 172221 190.0 1506.249360
## 6 Upright 86 no 211873 135.0 532.950503
## language country
## 1 English USA
## 2 English UK
## 3 English UK
## 4 English USA
## 5 French France
## 6 English USAhead(df)## title type genre runtime
## 1 The Departed Feature Film Drama 118
## 2 Exodus: Gods and Kings Feature Film Drama 131
## 3 Spectre Feature Film Comedy 84
## 4 The X Files Feature Film Drama 97
## 5 Star Wars: Episode VII - The Force Awakens Feature Film Horror 90
## 6 John Carter Documentary Documentary 78
## mpaa_rating imdb_rating imdb_num_votes critics_rating critics_score
## 1 Unrated 2.1 9904 Fresh 10
## 2 PG-13 3.3 1010 Fresh 43
## 3 R 7.6 22381 Certified Fresh 91
## 4 PG 2.5 54363 Rotten 27
## 5 R 7.2 35096 Certified Fresh 81
## 6 Unrated 7.8 333 Fresh 91
## audience_rating audience_score best_pic_nom Facebook_Likes budget revenue
## 1 Upright 21 no 48 1.0 0.009318
## 2 Upright 34 no 490 2.0 0.045431
## 3 Upright 91 no 11700 110.0 295.238201
## 4 Upright 23 no 230 2.9 0.296557
## 5 Upright 77 no 172221 190.0 1506.249360
## 6 Upright 86 no 211873 135.0 532.950503
## language country
## 1 English USA
## 2 English UK
## 3 English UK
## 4 English USA
## 5 French France
## 6 English USAThis code here combines the critics score with the imbd rating to find the average rating score.
df$critics_score1 = df$critics_score/100
df$Avg_rating = (df$critics_score1 +
df$imdb_rating) / 2
head(df)## title type genre runtime
## 1 The Departed Feature Film Drama 118
## 2 Exodus: Gods and Kings Feature Film Drama 131
## 3 Spectre Feature Film Comedy 84
## 4 The X Files Feature Film Drama 97
## 5 Star Wars: Episode VII - The Force Awakens Feature Film Horror 90
## 6 John Carter Documentary Documentary 78
## mpaa_rating imdb_rating imdb_num_votes critics_rating critics_score
## 1 Unrated 2.1 9904 Fresh 10
## 2 PG-13 3.3 1010 Fresh 43
## 3 R 7.6 22381 Certified Fresh 91
## 4 PG 2.5 54363 Rotten 27
## 5 R 7.2 35096 Certified Fresh 81
## 6 Unrated 7.8 333 Fresh 91
## audience_rating audience_score best_pic_nom Facebook_Likes budget revenue
## 1 Upright 21 no 48 1.0 0.009318
## 2 Upright 34 no 490 2.0 0.045431
## 3 Upright 91 no 11700 110.0 295.238201
## 4 Upright 23 no 230 2.9 0.296557
## 5 Upright 77 no 172221 190.0 1506.249360
## 6 Upright 86 no 211873 135.0 532.950503
## language country critics_score1 Avg_rating
## 1 English USA 0.10 1.100
## 2 English UK 0.43 1.865
## 3 English UK 0.91 4.255
## 4 English USA 0.27 1.385
## 5 French France 0.81 4.005
## 6 English USA 0.91 4.355This next set of data cleans ups and renames the genres to be more broad into different genre Categories. We created the genre Categories of: 1)Action 2)Suspense 3)Documentary 4)Comedy 5) Arts and Drama 6) Anime 7) Other
df1 <- df %>%
mutate(Genre_c = case_when(genre == "Science Fiction & Fantasy" ~ "Action",
genre == "Mystery & Suspense" ~ "Suspense",
genre == "Drama" ~ "Arts and Drama",
genre == "Documentary" ~ "Documentary",
genre == "Comedy" ~ "Comedy",
genre == "Art House & International" ~ "Arts and Drama",
genre == "Other" ~ "Other",
genre == "Action & Adventure" ~ "Action",
genre == "Animation" ~ "Animation",
genre == "Horror" ~ "Suspense",
genre == "Musical & Performing Arts" ~ "Arts and Drama",
TRUE ~ "Check"))Next we move in to the descriptive analysis for our project. We first start by creating a histogram distribution for the IMDb ratings.
ggplot(df, aes(x = imdb_rating))+
geom_histogram(binwidth = 0.5, fill = 'blue', color = "black") +
labs(title = "Distribution of IMDb Ratings", x = "IMDb Rating", y = "Frequency")
This graph was very hard to interpret, so we filter the scale to go to ten and reproduce the same graph, seeing the it peaks around 7 and is left skewed.
df <- df |>
filter(imdb_rating <= 10)
ggplot(df, aes(x = imdb_rating))+
geom_histogram(binwidth = 0.5, fill = 'blue', color = "black") +
labs(title = "Distribution of IMDb Ratings", x = "IMDb Rating", y = "Frequency")
This next graph shows the impact of budget on Revenue.
ggplot(df, aes( x = budget, y = revenue)) +
geom_point()+
geom_smooth( method = "lm", se = FALSE, color = "red")+
labs(title = "Revenue vs Budget", x = "Budget", y = "Revenue (in million$)")## `geom_smooth()` using formula = 'y ~ x'
This graph shows the distribution of critic scores and imdb ratings for the same movies.
ggplot(df, aes(x = critics_score, y = imdb_rating)) +
geom_point(aes(color = genre), alpha = 0.7) +
geom_smooth(method = "lm", se = FALSE, color = "red") +
labs(
title = "IMDb Ratings vs Critic Scores",
x = "Critics' Score",
y = "IMDb Rating",
color = "Genre"
)## `geom_smooth()` using formula = 'y ~ x'
This graph shows the distribution of facebook likes by genre.
df %>%
group_by(genre) %>%
summarize(total_likes = sum(Facebook_Likes, na.rm = TRUE)) %>%
ggplot(aes(x = reorder(genre, total_likes), y = total_likes)) +
geom_bar(stat = "identity", fill = "blue") +
coord_flip() +
labs(title = "Total Facebook Likes by Genre", x = "Genre", y = "Total Likes")
This graph shows the distribution of Audience Score vs Critics Score by MPAA Rating.
ggplot(df, aes(x = critics_score, y = audience_score)) +
geom_point(aes(color = mpaa_rating)) +
facet_wrap(~mpaa_rating) +
labs(title = "Audience Score vs Critics Score by MPAA Rating",
x = "Critics Score", y = "Audience Score")
Next we look at the impacts of 4 variables, Audience Score, Budget, Facebook Likes, and Critics Score, on Revenue. We have this distributed by the individual genres that we created and combined above. Later these graphs help prove the significance of the variables on each genre.
ggplot(df1, aes(x = audience_score, y = revenue)) +
geom_point(aes(color = Genre_c)) +
facet_wrap(~Genre_c) +
labs(title = "Revenue vs Audience Score by Genre",
x = "Audience Score", y = "Revenue (In Million $)")
ggplot(df1, aes(x = budget, y = revenue)) +
geom_point(aes(color = Genre_c)) +
facet_wrap(~Genre_c) +
labs(title = "Budget vs Revenue by Genre",
x = "Budget (In million $)", y = "Revenue (In Million $)")
ggplot(df1, aes(x = Facebook_Likes, y = revenue)) +
geom_point(aes(color = Genre_c)) +
facet_wrap(~Genre_c) +
labs(title = "Revenue vs Facebook Likes by Genre",
x = "Facebook_Likes", y = "Revenue (In millions $)")
ggplot(df1, aes(x = critics_score, y = revenue)) +
geom_point(aes(color = Genre_c)) +
facet_wrap(~Genre_c) +
labs(title = "Revenue vs Critics Score by Genre",
x = "Critics Score", y = "Revenue (In millions $)")
Step 3 In this next next step we take a look at how different factors are affecting Overall Revenue through the use of predictive analysis. Here we will be using multiple linear regression. This set of code shows the impact of the variables across all movies as a whole. We start with two variables, and then use 4 variables.
lm_model <- lm(revenue ~ critics_score + audience_score,
data = df)
summary(lm_model)##
## Call:
## lm(formula = revenue ~ critics_score + audience_score, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -278.29 -88.44 -25.73 29.12 1836.30
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -118.7368 21.5138 -5.519 4.96e-08 ***
## critics_score 1.0885 0.5025 2.166 0.0307 *
## audience_score 3.4676 0.5556 6.241 7.91e-10 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 186.7 on 639 degrees of freedom
## Multiple R-squared: 0.2012, Adjusted R-squared: 0.1987
## F-statistic: 80.46 on 2 and 639 DF, p-value: < 2.2e-16lm_model <- lm(revenue ~ critics_score + audience_score + imdb_rating
+ Facebook_Likes, data = df)
summary(lm_model)##
## Call:
## lm(formula = revenue ~ critics_score + audience_score + imdb_rating +
## Facebook_Likes, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -426.78 -69.31 -10.29 39.79 1737.09
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.101e+02 1.955e+01 -5.630 2.7e-08 ***
## critics_score 8.553e-01 3.880e-01 2.204 0.0279 *
## audience_score 1.052e+00 6.001e-01 1.753 0.0801 .
## imdb_rating 9.707e+00 6.211e+00 1.563 0.1186
## Facebook_Likes 1.337e-03 6.413e-05 20.841 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 143.8 on 637 degrees of freedom
## Multiple R-squared: 0.5277, Adjusted R-squared: 0.5248
## F-statistic: 178 on 4 and 637 DF, p-value: < 2.2e-16## Check for multicolinearity in independent variables
### if any independent variable has high correlation, it has to be removed.
library(car)## Warning: package 'car' was built under R version 4.3.3## Loading required package: carData## Warning: package 'carData' was built under R version 4.3.3##
## Attaching package: 'car'## The following object is masked from 'package:dplyr':
##
## recode## The following object is masked from 'package:purrr':
##
## somevif(lm_model) ## check if there is any variance inflation factor (vif) >10## critics_score audience_score imdb_rating Facebook_Likes
## 2.505711 4.902358 3.632303 1.119099These graphs allow us to see the distribution of the the regression model and check to see how accurate it is.
#Check regression assumptions
## see the diagnostic plots for checking assumptions
plot(lm_model) 
These two test let us check the normality of the residuals
# check normality of residuals
shapiro.test(lm_model$residuals) ##
## Shapiro-Wilk normality test
##
## data: lm_model$residuals
## W = 0.71597, p-value < 2.2e-16#histogram
hist(lm_model$residuals) # visually check normality of residuals
Step 4 the next step we take a look at the genres that we created in step 2 and take a look at the driving factors and see which ones are significant to each genre, and select the two best factors. To start we mutated the factors to be properly formatted to a regression model. Next we continued to format the data for proper use.
# Ensure categorical variables are properly formatted
df1 <- df1 %>%
mutate(
type = as.factor(type),
genre = as.factor(genre),
mpaa_rating = as.factor(mpaa_rating),
critics_rating = as.factor(critics_rating),
audience_rating = as.factor(audience_rating),
language = as.factor(language),
country = as.factor(country),
best_pic_nom = as.numeric(best_pic_nom == "yes") # Convert to 1/0
)# Function to run regression safely
run_regression <- function(data) {
# List of categorical variables that may cause issues
categorical_vars <- c("mpaa_rating", "country", "language")
# Filter out categorical variables with only one unique value
valid_categorical_vars <- categorical_vars[sapply(data[categorical_vars], function(x) length(unique(x)) > 1)]
# Construct formula dynamically
predictors <- c("runtime", "imdb_rating", "critics_rating", "critics_score",
"audience_rating", "audience_score", "best_pic_nom", "Facebook_Likes", "budget", valid_categorical_vars)
formula_str <- paste("revenue ~", paste(predictors, collapse = " + "))
formula <- as.formula(formula_str) # Convert string to formula
# Try running the regression, return NULL if it fails
tryCatch({
lm(formula, data = data)
}, error = function(e) NULL)
}The next thing that we did was run the regression model to get the individual results of each variable on each of the 7 genres that we created.
# Run regression models by genre
genre_models <- df1 %>%
group_by(Genre_c) %>%
group_modify(~ tibble(model = list(run_regression(.x)))) %>%
filter(!is.null(model)) %>% # Remove failed regressions
mutate(tidy_model = list(broom::tidy(model[[1]]))) %>%
unnest(tidy_model)
# View regression results
print(genre_models)## # A tibble: 140 × 7
## # Groups: Genre_c [7]
## Genre_c model term estimate std.error statistic p.value
## <chr> <list> <chr> <dbl> <dbl> <dbl> <dbl>
## 1 Action <lm> (Intercept) -2.61e+2 1.39e+2 -1.88 6.47e-2
## 2 Action <lm> runtime 1.03e+0 6.29e-1 1.64 1.07e-1
## 3 Action <lm> imdb_rating -1.03e+1 1.33e+1 -0.775 4.41e-1
## 4 Action <lm> critics_ratingFresh 1.88e+1 4.20e+1 0.447 6.57e-1
## 5 Action <lm> critics_ratingRotten 4.49e+1 4.92e+1 0.913 3.65e-1
## 6 Action <lm> critics_score 1.53e+0 7.35e-1 2.08 4.22e-2
## 7 Action <lm> audience_ratingUpright -3.26e+1 3.16e+1 -1.03 3.07e-1
## 8 Action <lm> audience_score 2.48e+0 1.23e+0 2.01 4.89e-2
## 9 Action <lm> best_pic_nom NA NA NA NA
## 10 Action <lm> Facebook_Likes 5.54e-4 1.49e-4 3.71 4.67e-4
## # ℹ 130 more rowsNext we created the data set “Significant Results” which filters out all of the variables in the regressions that a p-value greater than 0.05. This allows us to see the number of variables that are significant to impacting revenue in each genre.
significant_results <- genre_models %>% filter(p.value < 0.05)
# Display results
print(significant_results)## # A tibble: 13 × 7
## # Groups: Genre_c [5]
## Genre_c model term estimate std.error statistic p.value
## <chr> <list> <chr> <dbl> <dbl> <dbl> <dbl>
## 1 Action <lm> critics_score 1.53 0.735 2.08 4.22e- 2
## 2 Action <lm> audience_score 2.48 1.23 2.01 4.89e- 2
## 3 Action <lm> Facebook_Likes 0.000554 0.000149 3.71 4.67e- 4
## 4 Action <lm> budget 1.60 0.274 5.84 2.65e- 7
## 5 Arts and Drama <lm> critics_score 1.57 0.714 2.19 2.90e- 2
## 6 Arts and Drama <lm> Facebook_Likes 0.000899 0.000101 8.93 4.41e-17
## 7 Arts and Drama <lm> budget 1.95 0.212 9.20 6.30e-18
## 8 Comedy <lm> Facebook_Likes 0.000707 0.000156 4.53 2.64e- 5
## 9 Comedy <lm> budget 2.45 0.305 8.06 2.55e-11
## 10 Documentary <lm> Facebook_Likes 0.00117 0.000275 4.27 1.57e- 4
## 11 Suspense <lm> Facebook_Likes 0.00110 0.000179 6.12 7.38e- 8
## 12 Suspense <lm> budget 1.29 0.384 3.35 1.37e- 3
## 13 Suspense <lm> countryFrance 682. 152. 4.48 3.32e- 5To find the top 2 factors, we created the data set of top_factors, choosing on the factors and categories with significant factors over the p value of 0.05. After doing this we had 4 categories that fit this criteria; Suspense, Action, Drama and Comedy.
top_factors <- genre_models %>%
filter(p.value < 0.05) %>% # Keep only significant factors
arrange(Genre_c, desc(abs(estimate))) %>% # Rank by impact size
group_by(Genre_c) %>%
slice(1:2) # Select top 2 factors per genre
print(top_factors)## # A tibble: 9 × 7
## # Groups: Genre_c [5]
## Genre_c model term estimate std.error statistic p.value
## <chr> <list> <chr> <dbl> <dbl> <dbl> <dbl>
## 1 Action <lm> audience_score 2.48 1.23 2.01 4.89e- 2
## 2 Action <lm> budget 1.60 0.274 5.84 2.65e- 7
## 3 Arts and Drama <lm> budget 1.95 0.212 9.20 6.30e-18
## 4 Arts and Drama <lm> critics_score 1.57 0.714 2.19 2.90e- 2
## 5 Comedy <lm> budget 2.45 0.305 8.06 2.55e-11
## 6 Comedy <lm> Facebook_Likes 0.000707 0.000156 4.53 2.64e- 5
## 7 Documentary <lm> Facebook_Likes 0.00117 0.000275 4.27 1.57e- 4
## 8 Suspense <lm> countryFrance 682. 152. 4.48 3.32e- 5
## 9 Suspense <lm> budget 1.29 0.384 3.35 1.37e- 3This first graph shows and plots the top driving factors of revenue per genre. In this graph we see that the the effects of the Country France for revenue on suspense movies is signifcantly larger than the others, so we decided to create another graph to proper see the other categories.
ggplot(top_factors, aes(x = Genre_c, y = estimate, fill = term)) +
geom_col(position = "dodge") +
labs(title = "Top 2 Driving Factors of Revenue per Genre",
x = "Genre",
y = "Effect on Revenue",
fill = "Driving Factor") +
theme_minimal() +
coord_flip()
This next code filters suspense from the data set, leaving only Action, Arts and Drama, and Comedy. When looking at the comedy data set, while the variable facebook likes is significant to revenue, its effects is so much smaller then the rest of the data leaving the blank column in the graph.
# Remove Suspense from the data
filtered_factors <- top_factors %>%
filter(Genre_c != "Suspense")# Plot
ggplot(filtered_factors, aes(x = reorder(Genre_c, estimate), y = estimate, fill = term)) +
geom_bar(stat = "identity", position = position_dodge(width = 0.8), width = 0.7) +
labs(
title = "Top 2 Significant Driving Factors of Revenue by Genre",
x = "Genre",
y = "Effect on Revenue (Coefficient Estimate)",
fill = "Driving Factor"
) +
theme_minimal(base_size = 12) +
coord_flip() +
theme(
axis.text.y = element_text(size = 10),
legend.position = "bottom"
)
Step 5 This next step we document what our results and suggestions for the organization to do.
Looking back on our results we see that there was 4 main movie categories that when doing a multiple linear regression we could significant impact on revenue by the variables. These 4 movie categories are: Action, Arts and Drama, Suspense, and Comedy.
Looking at these genre if we are a company trying to increase revenue these movie categories would be the ones to focus one.
If the company was trying to specialize in a certain genre of movie to make revenue, they should specialize in making Action movies. This is recommended because action movies have the most significant variables. These variables are critics score, audience score, facebook likes and Budget. By increasing budget for a given movie, the company would see a direct rise in revenue. As well if they use the budget well and market the movie well on social media platforms, specifically on Facebook, they could cause an increase in Critics Score, Audience Score and Facebook Likes. All of this would correlate to increasing revenue.
That is why our recommendation is for our company to focus on Action movies.
Step 6 In this first part of 6a, we see what the predicted box office sales of a movie that drew a critics score of 55, and 1,250 likes on facebook would be. The value 50.097 shows that based off of the inputs, the movie would likely receive a revenue of $50.097 million dollars.
model <- lm(
data = df,
revenue ~ critics_score + Facebook_Likes
)
summary(model)##
## Call:
## lm(formula = revenue ~ critics_score + Facebook_Likes, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -444.73 -69.06 -18.91 39.06 1737.36
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -6.348e+01 1.482e+01 -4.283 2.13e-05 ***
## critics_score 2.033e+00 2.572e-01 7.902 1.20e-14 ***
## Facebook_Likes 1.389e-03 6.361e-05 21.840 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 145.6 on 639 degrees of freedom
## Multiple R-squared: 0.5147, Adjusted R-squared: 0.5132
## F-statistic: 338.9 on 2 and 639 DF, p-value: < 2.2e-16new_data <- data.frame(
critics_score = 55,
Facebook_Likes = 1250)
predict(model, new_data)## 1
## 50.0597In part 6b we then take a look at how that same movie would do if they conduct an advertising campaign leading to an overall movie budget of $20 million and is expected to increase Facebook likes by 10,000. We want to analyze the effects on increase in total revenue, which is 343%.
model <- lm(
data = df,
revenue ~ budget + Facebook_Likes
)
summary(model)##
## Call:
## lm(formula = revenue ~ budget + Facebook_Likes, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -299.99 -51.32 -14.31 19.75 1502.01
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1.233e+01 6.964e+00 -1.771 0.077 .
## budget 2.040e+00 1.269e-01 16.076 <2e-16 ***
## Facebook_Likes 1.022e-03 6.252e-05 16.353 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 128.7 on 639 degrees of freedom
## Multiple R-squared: 0.6207, Adjusted R-squared: 0.6195
## F-statistic: 522.8 on 2 and 639 DF, p-value: < 2.2e-16new_data1 <- data.frame(
budget = 20,
Facebook_Likes = 1000
)
rev1 <- predict(model, new_data1)
rev1## 1
## 29.49005new_data2 <- data.frame(
budget = 20,
Facebook_Likes = 1000*100
)
rev2 <- predict(model, new_data2)
rev2## 1
## 130.7043rev2 - rev1## 1
## 101.2142cat("Percentage change in revenue: ", (rev2 - rev1)/rev1*100, "%\n" )## Percentage change in revenue: 343.2149 %This code was just to see the results if we isolated just one genre and got the graphs and test for it.
Comedy <- df1 %>%
filter( Genre_c == "Comedy")
print(Comedy)## title type genre runtime
## 1 Spectre Feature Film Comedy 84
## 2 Quantum of Solace Feature Film Comedy 110
## 3 Pirates of the Caribbean: Dead Man's Chest Feature Film Comedy 100
## 4 The Lone Ranger Feature Film Comedy 111
## 5 King Kong Feature Film Comedy 97
## 6 Toy Story 3 Feature Film Comedy 94
## 7 Furious 7 Feature Film Comedy 113
## 8 2012 Feature Film Comedy 98
## 9 Wild Wild West Feature Film Comedy 91
## 10 Suicide Squad Feature Film Comedy 93
## 11 Inside Out Feature Film Comedy 100
## 12 Snow White and the Huntsman Feature Film Comedy 90
## 13 Big Hero 6 Feature Film Comedy 100
## 14 How to Train Your Dragon Documentary Comedy 94
## 15 Godzilla Resurgence Feature Film Comedy 93
## 16 The Sorcerer's Apprentice Feature Film Comedy 84
## 17 Terminator Genisys Feature Film Comedy 97
## 18 Alexander Feature Film Comedy 89
## 19 X-Men Origins: Wolverine Feature Film Comedy 101
## 20 Frozen Feature Film Comedy 91
## 21 Thor: The Dark World Feature Film Comedy 95
## 22 G-Force Feature Film Comedy 91
## 23 The Wolfman Feature Film Comedy 88
## 24 Kung Fu Panda 2 Feature Film Comedy 100
## 25 The Last Airbender Feature Film Comedy 91
## 26 Fun with Dick and Jane Feature Film Comedy 86
## 27 Hulk Feature Film Comedy 128
## 28 Penguins of Madagascar Feature Film Comedy 100
## 29 Australia Feature Film Comedy 90
## 30 Megamind Feature Film Comedy 91
## 31 Harry Potter and the Sorcerer's Stone Feature Film Comedy 94
## 32 The Perfect Storm Feature Film Comedy 90
## 33 Ghost Rider Feature Film Comedy 112
## 34 Teenage Mutant Ninja Turtles: Out of the Shadows Feature Film Comedy 97
## 35 Night at the Museum Feature Film Comedy 84
## 36 Real Steel Feature Film Comedy 92
## 37 Ender's Game Feature Film Comedy 101
## 38 Around the World in 80 Days Feature Film Comedy 97
## 39 Minority Report Feature Film Comedy 87
## 40 The Other Guys Feature Film Comedy 89
## 41 Cloud Atlas Feature Film Comedy 91
## 42 Legend of the Guardians: The Owls of Ga'Hoole Feature Film Comedy 93
## 43 In the Heart of the Sea Feature Film Comedy 100
## 44 The Spanish Prisoner Feature Film Comedy 107
## 45 The Fifth Element Feature Film Comedy 96
## 46 Ice Age: Dawn of the Dinosaurs Feature Film Comedy 134
## 47 The Girl with the Dragon Tattoo Feature Film Comedy 82
## 48 Alvin and the Chipmunks: The Road Chip Feature Film Comedy 86
## 49 Contact Feature Film Comedy 87
## 50 Volcano Feature Film Comedy 93
## 51 Safe House Feature Film Comedy 95
## 52 Open Season Feature Film Comedy 93
## 53 Memoirs of a Geisha Feature Film Comedy 88
## 54 Creepshow Feature Film Comedy 88
## 55 Cats & Dogs: The Revenge of Kitty Galore Feature Film Comedy 119
## 56 Hellboy II: The Golden Army Feature Film Comedy 105
## 57 Mission: Impossible Feature Film Comedy 117
## 58 Charlotte's Web Feature Film Comedy 87
## 59 Robots Feature Film Comedy 93
## 60 Face/Off Feature Film Comedy 93
## 61 Six Days Seven Nights Feature Film Comedy 93
## 62 Lost in Space Feature Film Comedy 97
## 63 Mighty Joe Young Feature Film Comedy 85
## 64 Swordfish Feature Film Comedy 82
## 65 Mars Attacks! Feature Film Comedy 97
## 66 Surrogates Feature Film Comedy 81
## 67 The Postman Feature Film Comedy 95
## 68 Arthur and the Invisibles Feature Film Comedy 94
## 69 Oceans Feature Film Comedy 118
## 70 The Little Prince Feature Film Comedy 112
## 71 The Secret Life of Pets Feature Film Comedy 135
## 72 X-Men Feature Film Comedy 110
## 73 50 First Dates Feature Film Comedy 87
## 74 The Man from U.N.C.L.E. Feature Film Comedy 127
## 75 Titan A.E. Feature Film Comedy 93
## 76 Snake Eyes Feature Film Comedy 89
## 77 Sphere Feature Film Comedy 86
## 78 Talladega Nights: The Ballad of Ricky Bobby Feature Film Comedy 94
## 79 Signs Feature Film Comedy 106
## 80 Runaway Bride Documentary Comedy 119
## 81 Ransom Feature Film Comedy 107
## 82 Underworld: Awakening Feature Film Comedy 82
## 83 Ballistic: Ecks vs. Sever Feature Film Comedy 96
## 84 Legends of Oz: Dorothy's Return Feature Film Comedy 95
## 85 The Last Legion Feature Film Comedy 82
## 86 What Women Want Feature Film Comedy 97
## mpaa_rating imdb_rating imdb_num_votes critics_rating critics_score
## 1 R 7.6 22381 Certified Fresh 91
## 2 R 3.7 201779 Certified Fresh 30
## 3 PG-13 5.9 25808 Rotten 45
## 4 PG 7.5 880 Fresh 90
## 5 PG 7.2 66489 Rotten 64
## 6 R 5.4 13523 Rotten 37
## 7 PG-13 5.4 9654 Rotten 54
## 8 PG-13 6.3 8646 Certified Fresh 44
## 9 R 6.5 12450 Fresh 75
## 10 PG 5.8 6788 Fresh 45
## 11 PG-13 4.4 5616 Rotten 31
## 12 R 6.8 12269 Fresh 71
## 13 R 5.9 82737 Rotten 46
## 14 R 6.2 3851 Rotten 40
## 15 PG 4.2 182983 Certified Fresh 34
## 16 PG-13 4.1 9853 Rotten 39
## 17 PG 6.4 14970 Rotten 61
## 18 PG-13 8.5 893008 Certified Fresh 88
## 19 PG-13 5.8 52635 Rotten 14
## 20 R 1.2 12819 Fresh 22
## 21 R 6.2 17798 Rotten 32
## 22 PG 3.4 57933 Rotten 23
## 23 PG 3.4 57933 Rotten 24
## 24 R 5.6 205065 Rotten 38
## 25 G 5.6 205065 Rotten 39
## 26 PG-13 4.5 3096 Rotten 34
## 27 PG-13 3.1 1010 Fresh 38
## 28 PG 3.1 1010 Fresh 23
## 29 PG 7.2 44741 Fresh 76
## 30 R 4.7 9525 Certified Fresh 58
## 31 PG 4.7 9525 Certified Fresh 59
## 32 PG-13 6.7 72295 Fresh 64
## 33 R 6.9 87215 Certified Fresh 64
## 34 R 4.8 18712 Rotten 37
## 35 R 3.8 1510 Rotten 10
## 36 PG-13 7.0 149437 Fresh 80
## 37 PG 6.1 14901 Fresh 67
## 38 PG-13 6.9 12606 Certified Fresh 85
## 39 PG 5.1 3336 Rotten 44
## 40 PG 5.3 12322 Rotten 15
## 41 R 3.0 9216 Rotten 47
## 42 R 3.0 9216 Rotten 48
## 43 PG-13 2.0 9216 Rotten 51
## 44 PG-13 2.0 9216 Rotten 55
## 45 R 7.4 34652 Fresh 71
## 46 R 3.2 9904 Fresh 40
## 47 PG-13 3.2 9904 Fresh 46
## 48 PG-13 2.1 9904 Fresh 11
## 49 PG-13 1.9 73219 Rotten 32
## 50 PG-13 2.1 9904 Fresh 32
## 51 R 5.2 7881 Rotten 11
## 52 R 3.8 18141 Fresh 46
## 53 PG-13 4.9 10271 Rotten 8
## 54 PG-13 4.5 16824 Rotten 10
## 55 PG-13 6.3 124250 Certified Fresh 75
## 56 PG-13 5.5 73617 Rotten 15
## 57 R 5.4 19603 Rotten 40
## 58 R 6.2 11259 Rotten 53
## 59 PG 7.1 25264 Rotten 67
## 60 R 7.1 25264 Rotten 68
## 61 PG 7.0 15491 Rotten 77
## 62 PG 6.8 2530 Fresh 73
## 63 PG-13 7.0 15491 Rotten 79
## 64 PG 7.0 15491 Rotten 80
## 65 PG-13 6.4 60483 Fresh 71
## 66 PG-13 6.4 60483 Fresh 71
## 67 PG-13 6.4 60483 Fresh 71
## 68 PG 5.1 1674 Rotten 50
## 69 PG-13 5.9 2096 Fresh 67
## 70 R 5.8 11838 Rotten 13
## 71 R 7.7 309494 Fresh 63
## 72 PG-13 5.2 10535 Rotten 33
## 73 R 5.4 6811 Rotten 35
## 74 PG-13 6.4 154148 Rotten 54
## 75 R 3.8 10522 Fresh 21
## 76 PG-13 5.6 14986 Rotten 19
## 77 R 4.7 13525 Rotten 28
## 78 R 3.8 10522 Fresh 21
## 79 PG 5.7 2181 Fresh 75
## 80 R 8.0 13614 Certified Fresh 95
## 81 PG 3.8 10522 Fresh 21
## 82 R 7.6 7545 Certified Fresh 88
## 83 PG 6.2 12402 Fresh 63
## 84 R 6.2 12402 Fresh 64
## 85 R 6.7 46794 Rotten 29
## 86 PG-13 4.2 43574 Rotten 27
## audience_rating audience_score best_pic_nom Facebook_Likes budget
## 1 Upright 91 0 11700 110.0
## 2 Upright 39 0 308 15.0
## 3 Spilled 53 0 48486 88.0
## 4 Upright 89 0 450757 280.0
## 5 Upright 80 0 147123 150.0
## 6 Spilled 40 0 19085 10.0
## 7 Upright 44 0 129150 12.0
## 8 Spilled 54 0 445 3.5
## 9 Spilled 65 0 15870 99.0
## 10 Upright 55 0 61287 25.0
## 11 Spilled 24 0 72944 35.0
## 12 Upright 81 0 72881 35.0
## 13 Spilled 59 0 62963 8.5
## 14 Upright 75 0 60453 30.0
## 15 Upright 33 1 5699 8.9
## 16 Spilled 33 0 83388 11.0
## 17 Spilled 70 0 38873 14.8
## 18 Upright 91 0 224598 74.0
## 19 Spilled 55 0 40054 1.8
## 20 Upright 34 0 582 2.0
## 21 Spilled 41 0 29803 11.0
## 22 Spilled 37 0 2217 10.0
## 23 Spilled 38 0 17071 14.0
## 24 Spilled 52 0 4015 20.0
## 25 Spilled 53 0 32857 37.0
## 26 Spilled 49 0 91997 8.0
## 27 Upright 39 0 21814 5.3
## 28 Upright 24 0 1963 2.0
## 29 Upright 80 0 921 2.5
## 30 Upright 46 0 96120 1.0
## 31 Upright 47 0 13191 1.3
## 32 Upright 65 0 2684 85.0
## 33 Upright 72 0 214017 125.0
## 34 Spilled 38 0 8306 15.0
## 35 Upright 63 0 55486 70.0
## 36 Upright 85 0 322254 125.0
## 37 Spilled 50 0 12908 40.0
## 38 Upright 69 0 103175 45.0
## 39 Spilled 40 0 52546 65.0
## 40 Spilled 55 0 20233 26.0
## 41 Upright 37 0 52686 5.0
## 42 Upright 38 0 54286 5.0
## 43 Upright 41 0 99328 65.0
## 44 Upright 45 0 1722 2.0
## 45 Upright 82 0 39319 28.0
## 46 Upright 34 0 1258 6.6
## 47 Upright 40 0 29388 1.0
## 48 Upright 22 0 3450 6.0
## 49 Spilled 19 0 22289 30.0
## 50 Upright 23 0 23062 30.0
## 51 Spilled 35 0 86237 52.0
## 52 Upright 51 0 6081 40.0
## 53 Spilled 35 0 92380 26.0
## 54 Spilled 31 0 26662 24.0
## 55 Spilled 52 0 3326 38.0
## 56 Spilled 38 0 3632 3.2
## 57 Upright 60 0 112760 24.0
## 58 Upright 67 0 23907 22.0
## 59 Spilled 76 0 231804 80.0
## 60 Spilled 77 0 17087 60.0
## 61 Spilled 76 0 412729 35.0
## 62 Upright 73 0 212186 150.0
## 63 Spilled 78 0 110731 40.0
## 64 Spilled 79 0 25942 38.0
## 65 Upright 61 0 22590 20.0
## 66 Upright 61 0 18132 26.0
## 67 Upright 61 0 4346 50.0
## 68 Spilled 38 0 683 18.5
## 69 Spilled 55 0 152 40.0
## 70 Spilled 36 0 40230 20.0
## 71 Upright 73 0 344782 75.0
## 72 Spilled 19 0 21397 41.0
## 73 Spilled 31 0 12952 50.0
## 74 Spilled 54 0 95735 27.0
## 75 Upright 20 0 15857 25.0
## 76 Spilled 32 0 15269 12.0
## 77 Spilled 44 0 1044 15.0
## 78 Upright 20 0 12410 8.0
## 79 Spilled 34 0 1675 25.0
## 80 Upright 89 0 82790 12.0
## 81 Upright 20 0 23667 20.0
## 82 Upright 89 0 5861 17.0
## 83 Spilled 53 0 1846 68.0
## 84 Spilled 54 0 6946 102.0
## 85 Upright 81 0 4625 6.0
## 86 Spilled 22 0 5838 35.0
## revenue language country critics_score1 Avg_rating Genre_c
## 1 295.238201 English UK 0.91 4.255 Comedy
## 2 36.869414 English UK 0.30 2.000 Comedy
## 3 243.637091 English USA 0.45 3.175 Comedy
## 4 1405.035767 English USA 0.90 4.200 Comedy
## 5 682.330139 English New Zealand 0.64 3.920 Comedy
## 6 14.333790 English Australia 0.37 2.885 Comedy
## 7 85.512300 English Australia 0.54 2.970 Comedy
## 8 0.754249 English USA 0.44 3.370 Comedy
## 9 246.233113 English Canada 0.75 3.625 Comedy
## 10 52.395996 English Canada 0.45 3.125 Comedy
## 11 61.181942 English Canada 0.31 2.355 Comedy
## 12 95.437994 English Canada 0.71 3.755 Comedy
## 13 43.528634 English USA 0.46 3.180 Comedy
## 14 49.263404 English USA 0.40 3.300 Comedy
## 15 4.160000 Japanese Japan 0.34 2.270 Comedy
## 16 61.619773 English USA 0.39 2.245 Comedy
## 17 122.413057 English USA 0.61 3.505 Comedy
## 18 311.594032 English Germany 0.88 4.690 Comedy
## 19 34.227298 English USA 0.14 2.970 Comedy
## 20 1.477002 English USA 0.22 0.710 Comedy
## 21 27.391084 English USA 0.32 3.260 Comedy
## 22 7.587485 English USA 0.23 1.815 Comedy
## 23 16.002420 English USA 0.24 1.820 Comedy
## 24 6.420319 English USA 0.38 2.990 Comedy
## 25 26.250020 English USA 0.39 2.995 Comedy
## 26 64.110728 English USA 0.34 2.420 Comedy
## 27 21.571189 English USA 0.38 1.740 Comedy
## 28 2.801508 English USA 0.23 1.665 Comedy
## 29 91.379051 English Australia 0.76 3.980 Comedy
## 30 71.664962 English USA 0.58 2.640 Comedy
## 31 31.327899 English UK 0.59 2.645 Comedy
## 32 288.747895 English USA 0.64 3.670 Comedy
## 33 477.200000 English USA 0.64 3.770 Comedy
## 34 121.201940 English USA 0.37 2.585 Comedy
## 35 215.529201 English USA 0.10 1.950 Comedy
## 36 362.637473 English USA 0.80 3.900 Comedy
## 37 123.494610 English USA 0.67 3.385 Comedy
## 38 86.165646 English USA 0.85 3.875 Comedy
## 39 39.407616 English USA 0.44 2.770 Comedy
## 40 35.926213 English USA 0.15 2.725 Comedy
## 41 41.797583 English Germany 0.47 1.735 Comedy
## 42 40.100000 English USA 0.48 1.740 Comedy
## 43 71.154592 English USA 0.51 1.255 Comedy
## 44 6.676471 English USA 0.55 1.275 Comedy
## 45 100.654149 English France 0.71 4.055 Comedy
## 46 1.554000 English USA 0.40 1.800 Comedy
## 47 26.501323 English USA 0.46 1.830 Comedy
## 48 3.020921 English USA 0.11 1.105 Comedy
## 49 25.312387 English USA 0.32 1.110 Comedy
## 50 23.445444 English USA 0.32 1.210 Comedy
## 51 52.615806 English USA 0.11 2.655 Comedy
## 52 90.029656 English USA 0.46 2.130 Comedy
## 53 67.918658 English USA 0.08 2.490 Comedy
## 54 23.081726 English USA 0.10 2.300 Comedy
## 55 105.610124 English USA 0.75 3.525 Comedy
## 56 5.332926 English USA 0.15 2.825 Comedy
## 57 83.188165 English USA 0.40 2.900 Comedy
## 58 24.188922 English USA 0.53 3.365 Comedy
## 59 415.885488 English USA 0.67 3.885 Comedy
## 60 284.600000 English USA 0.68 3.890 Comedy
## 61 459.270619 English USA 0.77 3.885 Comedy
## 62 356.613439 English USA 0.73 3.765 Comedy
## 63 317.375031 English USA 0.79 3.895 Comedy
## 64 205.298907 English USA 0.80 3.900 Comedy
## 65 136.267476 English USA 0.71 3.555 Comedy
## 66 183.293131 English USA 0.71 3.555 Comedy
## 67 155.446362 English USA 0.71 3.555 Comedy
## 68 31.912793 English France 0.50 2.800 Comedy
## 69 108.332743 French France 0.67 3.285 Comedy
## 70 41.596251 English France 0.13 2.965 Comedy
## 71 443.140005 English Japan 0.63 4.165 Comedy
## 72 91.636986 English USA 0.33 2.765 Comedy
## 73 36.348784 English USA 0.35 2.875 Comedy
## 74 56.870414 English USA 0.54 3.470 Comedy
## 75 13.000000 English USA 0.21 2.005 Comedy
## 76 11.644755 English USA 0.19 2.895 Comedy
## 77 100.734718 English USA 0.28 2.490 Comedy
## 78 10.629321 English USA 0.21 2.005 Comedy
## 79 163.670000 English USA 0.75 3.225 Comedy
## 80 60.161391 English USA 0.95 4.475 Comedy
## 81 17.436509 English USA 0.21 2.005 Comedy
## 82 209.947037 English USA 0.88 4.240 Comedy
## 83 203.388341 English USA 0.63 3.415 Comedy
## 84 147.080413 English USA 0.64 3.420 Comedy
## 85 6.670712 English UK 0.29 3.495 Comedy
## 86 4.388563 English USA 0.27 2.235 Comedylm_model_comedy <- lm(revenue ~ Facebook_Likes + budget,
data = Comedy)
summary(lm_model_comedy)##
## Call:
## lm(formula = revenue ~ Facebook_Likes + budget, data = Comedy)
##
## Residuals:
## Min 1Q Median 3Q Max
## -215.897 -34.225 -0.316 25.760 274.214
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) -2.650e+01 1.147e+01 -2.310 0.0234 *
## Facebook_Likes 7.302e-04 1.216e-04 6.003 4.91e-08 ***
## budget 2.958e+00 2.517e-01 11.750 < 2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 79.52 on 83 degrees of freedom
## Multiple R-squared: 0.8343, Adjusted R-squared: 0.8303
## F-statistic: 208.9 on 2 and 83 DF, p-value: < 2.2e-16vif(lm_model_comedy)## Facebook_Likes budget
## 1.603264 1.603264plot(lm_model_comedy)
# check normality of residuals
shapiro.test(lm_model_comedy$residuals) ##
## Shapiro-Wilk normality test
##
## data: lm_model_comedy$residuals
## W = 0.9474, p-value = 0.001562#histogram
hist(lm_model_comedy$residuals) # visually check normality of residuals