Project 3
Keishawn
2025-03-24
Introduction: This is Project 3
Set up working directory
setwd("C:/Users/Kaee/OneDrive/Documents/R")Load required libraries
library(tidyverse) # Comprehensive data manipulation and visualization## Warning: package 'tidyverse' was built under R version 4.4.3## Warning: package 'ggplot2' was built under R version 4.4.3## Warning: package 'lubridate' was built under R version 4.4.3## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.5.1 ✔ tibble 3.2.1
## ✔ lubridate 1.9.4 ✔ tidyr 1.3.1
## ✔ purrr 1.0.2
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(dplyr) # Data manipulation
library(data.table) # Efficient data processing##
## Attaching package: 'data.table'
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## transposelibrary(stringr) # String manipulation
library(openxlsx) # Reading/writing Excel files## Warning: package 'openxlsx' was built under R version 4.4.3library(ggplot2) # Data visualization
library(car) # Checking multicollinearity## Loading required package: carData
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## Attaching package: 'car'
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## recode
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## someLoad required datasets
financials <- read.xlsx("Movie Dataset_Financials.xlsx", sheet = "Sheet1")
audience <- read.xlsx("Movie Dataset_General Audience.xlsx", sheet = "Sheet 1")Rename datasets
financials <- financials |>
rename(
title = 'original_title',
budget = 'budget.(Millions)',
revenue = 'revenue.(Millions)'
)
audience <- audience |>
rename(title = `original_title`)Mutate to trim whitespace in title column and remove any extra spaces
financials <- financials |>
mutate(
title = str_trim(title),
title = str_squish(title)
)
audience <- audience |>
mutate(
title = str_trim(title),
title = str_squish(title)
)Remove duplicates from datasets, keeping only the first occurrence
financials <- financials |>
filter(!duplicated(financials$title))
audience <- audience |>
filter(!duplicated(audience$title))Merge the two datasets using a left join
df <- left_join(
audience,
financials,
by = "title"
)Remove rows with missing data
df |>
filter(!complete.cases(df))## title type genre runtime mpaa_rating imdb_rating
## 1 10,000 B.C. Feature Film Drama 134 R 6.8
## 2 Sex and the City 2 Documentary Documentary NA Unrated 4.3
## imdb_num_votes critics_rating critics_score audience_rating audience_score
## 1 9025 Fresh 60 Upright 76
## 2 739 Fresh 53 Upright 41
## best_pic_nom Facebook_Likes budget revenue language country
## 1 no 23343 12.6 18.65838 <NA> <NA>
## 2 no 44555 19.8 41.29632 English USACreate profit variable
df <- df |> mutate(profit = revenue - budget)Simplify genres
df <- df |> mutate(genre = case_when(
genre == "Science Fiction & Fantasy" ~ "SciFi",
genre == "Mystery & Suspense" ~ "Mystery",
genre == "Drama" ~ "Drama",
genre == "Documentary" ~ "Documentary",
genre == "Comedy" ~ "Comedy",
genre == "Action & Adventure" ~ "Action",
genre == "Animation" ~ "Animation",
genre == "Horror" ~ "Horror",
genre == "Musical & Performing Arts" ~ "Arts",
genre == "Art House & International" ~ "Arts",
genre == "Other" ~ "Other",
TRUE ~ "Check"
))View the cleaned and transformed dataset
print(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 10,000 B.C. Feature Film
## 147 RED 2 Feature Film
## 148 Hook Feature Film
## 149 Ghostbusters Feature Film
## 150 Armageddon Feature Film
## 151 Men in Black II Feature Film
## 152 Noah Feature Film
## 153 Kung Fu Panda 3 Feature Film
## 154 Mission: Impossible - Ghost Protocol Feature Film
## 155 Looney Tunes: Back in Action Feature Film
## 156 Fun with Dick and Jane Feature Film
## 157 Zodiac Feature Film
## 158 Lethal Weapon 4 Feature Film
## 159 G.I. Joe: Retaliation Feature Film
## 160 Star Trek Beyond Feature Film
## 161 How to Train Your Dragon 2 Feature Film
## 162 Charlie Wilson's War Feature Film
## 163 The Simpsons Movie Feature Film
## 164 Watchmen Documentary
## 165 The Majestic Feature Film
## 166 Hulk Feature Film
## 167 G.I. Joe: The Rise of Cobra Feature Film
## 168 Sahara Feature Film
## 169 Final Fantasy: The Spirits Within Feature Film
## 170 Mirror Mirror Feature Film
## 171 The World Is Not Enough Feature Film
## 172 Mission: Impossible - Rogue Nation Feature Film
## 173 The Twilight Saga: Breaking Dawn - Part 2 Documentary
## 174 Happy Feet 2 Feature Film
## 175 The Adventures of Pluto Nash Feature Film
## 176 Mission: Impossible III Feature Film
## 177 Mad Max: Fury Road Feature Film
## 178 The Revenant Feature Film
## 179 The Good Dinosaur Feature Film
## 180 Hotel for Dogs Feature Film
## 181 Penguins of Madagascar Feature Film
## 182 The Score Feature Film
## 183 Driven Feature Film
## 184 The Hunger Games: Mockingjay - Part 2 TV Movie
## 185 The Hunger Games: Catching Fire Feature Film
## 186 First Knight Feature Film
## 187 World War Z Feature Film
## 188 Transformers: Dark of the Moon Feature Film
## 189 The Terminal Feature Film
## 190 The Nutcracker in 3D Feature Film
## 191 Surf's Up Feature Film
## 192 Brave Feature Film
## 193 Vertical Limit Feature Film
## 194 Australia Feature Film
## 195 After Earth Documentary
## 196 Harry Potter and the Prisoner of Azkaban Feature Film
## 197 Harry Potter and the Deathly Hallows: Part II Feature Film
## 198 Night at the Museum: Secret of the Tomb Documentary
## 199 Megamind Feature Film
## 200 Harry Potter and the Sorcerer's Stone Feature Film
## 201 R.I.P.D. Documentary
## 202 Transformers Feature Film
## 203 Alice Through the Looking Glass Feature Film
## 204 Harry Potter and the Deathly Hallows: Part I Feature Film
## 205 Star Wars: Episode I - The Phantom Menace Feature Film
## 206 Monsters vs. Aliens Feature Film
## 207 Walking with Dinosaurs 3D Feature Film
## 208 X-Men 2 Feature Film
## 209 Fast Five Feature Film
## 210 Sherlock Holmes: A Game of Shadows Feature Film
## 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
## 225 Prometheus Documentary
## 226 Spider-Man Feature Film
## 227 Elysium Feature Film
## 228 Prince of Persia: The Sands of Time Feature Film
## 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
## 233 Oblivion Feature Film
## 234 Funny People Feature Film
## 235 Star Wars: Episode II - Attack of the Clones Feature Film
## 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
## 258 300: Rise of an Empire Feature Film
## 259 The Smurfs Feature Film
## 260 Home on the Range Feature Film
## 261 What Dreams May Come Feature Film
## 262 Real Steel Feature Film
## 263 Hostage Feature Film
## 264 Cast Away Feature Film
## 265 Ender's Game Feature Film
## 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
## 270 Happy Feet Feature Film
## 271 The Holiday Feature Film
## 272 Kingdom of Heaven Feature Film
## 273 Stuart Little Feature Film
## 274 The Princess and the Frog Documentary
## 275 Star Trek Into Darkness Feature Film
## 276 True Lies TV Movie
## 277 The Island Feature Film
## 278 Town & Country Feature Film
## 279 The Taking of Pelham 1 2 3 Feature Film
## 280 Gladiator Feature Film
## 281 Minority Report Feature Film
## 282 Harry Potter and the Chamber of Secrets Feature Film
## 283 Wreck-It Ralph Feature Film
## 284 Insurgent Feature Film
## 285 The Book of Eli Feature Film
## 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
## 302 The Tourist Feature Film
## 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
## 307 Transformers: Age of Extinction Feature Film
## 308 Cloud Atlas Feature Film
## 309 Legend of the Guardians: The Owls of Ga'Hoole Feature Film
## 310 Edge of Tomorrow Feature Film
## 311 Rise of the Guardians Feature Film
## 312 Treasure Planet Feature Film
## 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
## 318 Ocean's Twelve Feature Film
## 319 Green Zone Feature Film
## 320 The Peanuts Movie Feature Film
## 321 The Spanish Prisoner Feature Film
## 322 The Lovely Bones Feature Film
## 323 Gangs of New York Feature Film
## 324 Jurassic Park III Feature Film
## 325 Indiana Jones and the Kingdom of the Crystal Skull Feature Film
## 326 Nutty Professor II: The Klumps Feature Film
## 327 Transformers: Revenge of the Fallen Feature Film
## 328 Shrek the Third Feature Film
## 329 The Fifth Element Feature Film
## 330 Sex and the City 2 Documentary
## 331 The Road to El Dorado Feature Film
## 332 Ice Age: Continental Drift Feature Film
## 333 Cinderella Feature Film
## 334 Monkeybone Feature Film
## 335 Finding Nemo Feature Film
## 336 The Lord of the Rings: The Return of the King Feature Film
## 337 The Lord of the Rings: The Two Towers Feature Film
## 338 Madagascar Feature Film
## 339 Lara Croft: Tomb Raider Feature Film
## 340 Transcendence Feature Film
## 341 Killer Elite Feature Film
## 342 The Spiderwick Chronicles Documentary
## 343 A Good Day to Die Hard Feature Film
## 344 The Alamo Feature Film
## 345 The Incredibles Feature Film
## 346 The Lord of the Rings: The Fellowship of the Ring Feature Film
## 347 Percy Jackson & the Olympians: The Lightning Thief Feature Film
## 348 Men in Black Feature Film
## 349 Terminator 3: Rise of the Machines Feature Film
## 350 Unstoppable Feature Film
## 351 Rush Hour 2 Feature Film
## 352 What Lies Beneath Feature Film
## 353 Cloudy with a Chance of Meatballs Documentary
## 354 Ice Age: Dawn of the Dinosaurs Feature Film
## 355 Rock of Ages Feature Film
## 356 Charlie's Angels Feature Film
## 357 The Abyss Feature Film
## 358 The Smurfs 2 Feature Film
## 359 Tropic Thunder Feature Film
## 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
## 369 A.I. Artificial Intelligence Feature Film
## 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
## 376 Now You See Me 2 Documentary
## 377 The Expendables 2 Feature Film
## 378 Spy Game Documentary
## 379 Mission to Mars Feature Film
## 380 The Day the Earth Stood Still Feature Film
## 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
## 407 Ocean's Thirteen Documentary
## 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
## 429 Hellboy II: The Golden Army Feature Film
## 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 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
## 7 Drama 107 R 2.1 9904 Fresh
## 8 Drama 130 R 2.1 122980 Certified Fresh
## 9 Documentary 88 Unrated 7.5 880 Fresh
## 10 Drama 100 R 4.1 739 Fresh
## 11 Action 127 PG 6.8 71979 Certified Fresh
## 12 Drama 110 PG 2.1 9904 Fresh
## 13 Comedy 110 R 3.7 201779 Certified Fresh
## 14 Comedy 100 PG-13 5.9 25808 Rotten
## 15 Comedy 111 PG 7.5 880 Fresh
## 16 Drama 130 R 2.0 9216 Rotten
## 17 Drama 106 PG-13 2.1 9904 Fresh
## 18 Drama 120 R 7.0 66233 Certified Fresh
## 19 Horror 91 R 4.4 37769 Rotten
## 20 Drama 109 PG 4.1 739 Fresh
## 21 Drama 108 PG-13 3.2 9904 Fresh
## 22 Documentary 82 Unrated 55.0 3459 Fresh
## 23 Drama 107 R 3.1 1010 Fresh
## 24 Drama 137 R 8.0 490295 Certified Fresh
## 25 Documentary 87 Unrated 7.6 4541 Certified Fresh
## 26 Comedy 97 PG 7.2 66489 Rotten
## 27 Drama 110 PG 5.5 10522 Fresh
## 28 Horror 84 R 5.6 19285 Certified Fresh
## 29 Arts 115 R 6.4 3688 Fresh
## 30 Arts 100 R 7.9 3488 Fresh
## 31 Mystery 85 R 7.1 82851 Certified Fresh
## 32 Animation 87 PG 7.0 56128 Fresh
## 33 SciFi 85 G 7.7 33101 Fresh
## 34 Mystery 124 R 7.1 259822 Fresh
## 35 Documentary 112 R 44.0 4908 Rotten
## 36 Action 108 PG 6.5 290356 Rotten
## 37 Drama 99 R 3.5 27769 Rotten
## 38 Drama 121 R 1.2 12819 Fresh
## 39 Action 137 R 8.4 466400 Certified Fresh
## 40 Drama 112 R 6.9 3487 Certified Fresh
## 41 Drama 108 R 4.1 739 Fresh
## 42 Drama 116 PG 5.2 11657 Rotten
## 43 Drama 126 R 3.3 1010 Fresh
## 44 Comedy 94 R 5.4 13523 Rotten
## 45 Drama 99 R 3.8 10522 Fresh
## 46 Comedy 113 PG-13 5.4 9654 Rotten
## 47 Drama 88 R 2.1 9904 Fresh
## 48 Drama 92 R 4.1 7658 Rotten
## 49 Drama 134 PG-13 2.1 9904 Fresh
## 50 Drama 135 R 3.1 1010 Fresh
## 51 Documentary 65 Unrated 5.3 183 Fresh
## 52 Drama 155 PG 6.7 13092 Fresh
## 53 Mystery 119 PG-13 5.3 183 Fresh
## 54 Drama 94 PG 5.1 3135 Rotten
## 55 Drama 125 PG 6.8 71141 Rotten
## 56 Drama 119 R 5.5 73617 Rotten
## 57 Drama 91 R 5.5 2698 Rotten
## 58 Drama 100 R 5.6 205065 Rotten
## 59 Mystery 79 R 5.5 5587 Rotten
## 60 Mystery 108 R 6.4 6247 Fresh
## 61 Comedy 98 PG-13 6.3 8646 Certified Fresh
## 62 Drama 96 Unrated 5.6 205065 Rotten
## 63 Documentary 106 Unrated 8.5 2362 Certified Fresh
## 64 Documentary 92 Unrated 6.8 1942 Certified Fresh
## 65 Mystery 115 PG-13 6.6 110238 Rotten
## 66 Animation 87 G 4.4 21501 Rotten
## 67 Documentary 103 Unrated 8.1 14359 Fresh
## 68 Arts 127 R 6.5 12450 Fresh
## 69 Drama 155 PG 2.1 122980 Certified Fresh
## 70 Drama 118 R 1.2 12819 Fresh
## 71 Drama 132 R 4.7 9525 Certified Fresh
## 72 Comedy 91 R 6.5 12450 Fresh
## 73 Mystery 101 R 5.9 2944 Rotten
## 74 Comedy 93 PG 5.8 6788 Fresh
## 75 Horror 101 PG 6.5 24783 Fresh
## 76 Drama 106 R 4.6 10492 Fresh
## 77 Animation 101 G 7.8 12450 Fresh
## 78 Drama 109 PG-13 4.2 3467 Rotten
## 79 Comedy 100 PG-13 4.4 5616 Rotten
## 80 Drama 129 PG-13 3.2 1010 Fresh
## 81 Drama 102 R 4.0 9216 Rotten
## 82 Comedy 90 R 6.8 12269 Fresh
## 83 Action 117 R 2.7 60335 Rotten
## 84 Action 83 R 5.5 5035 Rotten
## 85 Drama 120 PG 7.5 21623 Fresh
## 86 Drama 84 R 2.1 9904 Fresh
## 87 Drama 114 R 5.7 5425 Rotten
## 88 Drama 106 PG-13 3.8 10522 Fresh
## 89 Drama 128 R 3.8 10522 Fresh
## 90 Comedy 100 R 5.9 82737 Rotten
## 91 Drama 93 PG-13 3.8 10522 Fresh
## 92 Action 107 R 7.8 279704 Certified Fresh
## 93 Mystery 94 R 5.8 11192 Fresh
## 94 Comedy 94 R 6.2 3851 Rotten
## 95 Drama 98 R 5.9 62773 Rotten
## 96 Drama 138 PG-13 3.6 1010 Fresh
## 97 Drama 115 PG-13 3.6 1010 Fresh
## 98 Mystery 117 R 7.2 68429 Fresh
## 99 Comedy 93 PG 4.2 182983 Certified Fresh
## 100 Documentary 132 Unrated 8.0 1147 Fresh
## 101 Drama 96 PG-13 3.8 10522 Fresh
## 102 Drama 108 Unrated 2.0 9216 Rotten
## 103 Drama 94 R 5.9 82737 Rotten
## 104 Comedy 84 PG-13 4.1 9853 Rotten
## 105 Drama 139 R 4.5 16824 Rotten
## 106 Drama 140 R 4.0 9216 Rotten
## 107 Drama 120 R 3.8 10522 Fresh
## 108 Action 107 PG 5.4 41767 Rotten
## 109 Comedy 97 PG 6.4 14970 Rotten
## 110 Other 165 R 8.5 893008 Certified Fresh
## 111 Drama 102 PG 3.6 1010 Fresh
## 112 Drama 111 R 2.1 9904 Fresh
## 113 Comedy 89 PG-13 8.5 893008 Certified Fresh
## 114 Mystery 102 R 5.8 32751 Rotten
## 115 Drama 118 PG-13 3.6 1010 Fresh
## 116 Arts 96 Unrated 5.5 32751 Rotten
## 117 Action 127 R 6.6 123989 Rotten
## 118 Action 103 G 5.6 70209 Rotten
## 119 Documentary 111 Unrated 7.8 541 Fresh
## 120 Drama 91 R 4.1 739 Fresh
## 121 Drama 97 R 3.3 1010 Fresh
## 122 Drama 109 R 3.2 6552 Rotten
## 123 Comedy 101 PG-13 5.8 52635 Rotten
## 124 Drama 112 R 5.9 725 Rotten
## 125 Comedy 91 R 1.2 12819 Fresh
## 126 Horror 92 Unrated 1.2 12819 Fresh
## 127 Comedy 95 R 6.2 17798 Rotten
## 128 Drama 152 PG-13 7.7 106171 Certified Fresh
## 129 Drama 113 PG-13 5.8 2295 Rotten
## 130 Documentary 39 Unrated 1.2 12819 Fresh
## 131 Drama 112 R 7.1 6946 Fresh
## 132 Comedy 91 PG 3.4 57933 Rotten
## 133 Documentary 157 Unrated 7.5 1784 Fresh
## 134 Drama 90 R 3.0 9216 Rotten
## 135 Drama 99 PG 7.0 48756 Fresh
## 136 Comedy 88 PG 3.4 57933 Rotten
## 137 Drama 101 R 5.9 13980 Fresh
## 138 Action 92 PG 5.6 205065 Rotten
## 139 Comedy 100 R 5.6 205065 Rotten
## 140 Comedy 91 G 5.6 205065 Rotten
## 141 Drama 95 R 7.2 35635 Certified Fresh
## 142 Drama 108 R 5.9 82737 Rotten
## 143 Drama 99 PG 6.8 111132 Rotten
## 144 Drama 101 R 5.9 12877 Rotten
## 145 Action 113 G 3.6 1010 Fresh
## 146 Drama 134 R 6.8 9025 Fresh
## 147 Drama 107 PG-13 2.1 122980 Certified Fresh
## 148 Drama 109 R 3.8 10522 Fresh
## 149 Action 127 PG-13 3.6 1010 Fresh
## 150 Arts 117 PG 3.6 1010 Fresh
## 151 Mystery 123 PG-13 3.6 1010 Fresh
## 152 Drama 123 PG-13 5.5 93331 Rotten
## 153 Action 99 PG-13 3.6 1010 Fresh
## 154 Action 100 PG 6.3 3153 Rotten
## 155 Drama 126 PG-13 7.6 329613 Fresh
## 156 Comedy 86 PG-13 4.5 3096 Rotten
## 157 Drama 131 R 5.5 73617 Rotten
## 158 Drama 125 R 3.1 1010 Fresh
## 159 Drama 91 R 3.1 1010 Fresh
## 160 Drama 102 R 5.5 1628 Rotten
## 161 Action 114 PG-13 3.3 1010 Fresh
## 162 Drama 101 G 3.8 10522 Fresh
## 163 Drama 136 PG-13 7.2 88777 Fresh
## 164 Documentary 90 PG 3.1 1010 Fresh
## 165 Drama 122 R 7.7 294683 Fresh
## 166 Comedy 128 PG-13 3.1 1010 Fresh
## 167 Drama 99 R 4.9 1493 Rotten
## 168 Horror 97 R 3.2 1010 Fresh
## 169 Horror 85 R 3.2 1010 Fresh
## 170 Drama 96 R 5.8 1886 Fresh
## 171 Other 101 PG 3.1 1010 Fresh
## 172 Drama 126 PG-13 3.4 57933 Rotten
## 173 Documentary 98 Unrated 3.1 1010 Fresh
## 174 Action 103 R 3.1 1010 Fresh
## 175 Drama 112 R 2.0 9216 Rotten
## 176 Drama 92 PG 5.6 205065 Rotten
## 177 Drama 93 R 6.7 26010 Fresh
## 178 Action 100 R 6.7 192052 Rotten
## 179 Drama 140 R 5.3 183 Fresh
## 180 Drama 99 PG 3.8 10522 Fresh
## 181 Comedy 100 PG 3.1 1010 Fresh
## 182 Drama 142 PG-13 7.3 675907 Certified Fresh
## 183 Drama 118 R 6.8 51534 Certified Fresh
## 184 Drama 105 R 5.7 390 Rotten
## 185 Action 118 PG-13 7.4 1268 Rotten
## 186 Drama 102 R 6.4 34253 Fresh
## 187 Drama 115 PG-13 5.4 9654 Rotten
## 188 Drama 120 R 5.3 183 Fresh
## 189 Drama 115 R 3.8 10522 Fresh
## 190 Drama 112 PG-13 3.8 18141 Fresh
## 191 Drama 102 R 7.2 70994 Rotten
## 192 Drama 115 R 5.3 183 Fresh
## 193 Drama 116 R 3.8 10522 Fresh
## 194 Comedy 90 PG 7.2 44741 Fresh
## 195 Documentary 74 Unrated 7.3 285 Fresh
## 196 Drama 115 R 4.7 9525 Certified Fresh
## 197 Action 95 PG-13 4.7 9525 Certified Fresh
## 198 Documentary 84 Unrated 4.7 9525 Certified Fresh
## 199 Comedy 91 R 4.7 9525 Certified Fresh
## 200 Comedy 94 PG 4.7 9525 Certified Fresh
## 201 Documentary 82 Unrated 7.7 13285 Fresh
## 202 Drama 126 R 5.0 117688 Fresh
## 203 Drama 90 R 5.7 390 Rotten
## 204 Action 91 PG 5.7 5564 Rotten
## 205 Drama 108 Unrated 5.6 9003 Fresh
## 206 Drama 90 R 5.4 21704 Fresh
## 207 Drama 92 R 5.9 3473 Fresh
## 208 Mystery 110 PG-13 7.1 287476 Fresh
## 209 Mystery 149 R 7.4 94983 Fresh
## 210 Other 119 R 7.0 56185 Fresh
## 211 Drama 100 R 6.0 2441 Rotten
## 212 Mystery 125 R 7.1 25264 Rotten
## 213 Drama 105 R 3.0 9216 Rotten
## 214 Action 114 PG 6.2 16681 Rotten
## 215 Drama 86 R 3.7 132215 Rotten
## 216 Arts 85 R 6.9 87215 Certified Fresh
## 217 Action 105 R 7.3 121245 Certified Fresh
## 218 Mystery 110 R 6.4 71112 Rotten
## 219 Comedy 90 PG-13 6.7 72295 Fresh
## 220 Other 90 R 7.1 25264 Rotten
## 221 Drama 106 R 4.6 6228 Fresh
## 222 Comedy 112 R 6.9 87215 Certified Fresh
## 223 Drama 94 R 8.2 448434 Certified Fresh
## 224 Drama 105 R 4.7 9525 Certified Fresh
## 225 Documentary 90 Unrated 7.6 2849 Certified Fresh
## 226 Drama 97 R 3.3 1010 Fresh
## 227 Arts 86 R 6.5 5762 Fresh
## 228 Drama 123 PG-13 5.3 183 Fresh
## 229 Action 103 R 6.6 191935 Rotten
## 230 Documentary 267 Unrated 7.8 872 Fresh
## 231 Drama 135 PG-13 5.4 9654 Rotten
## 232 Drama 104 PG-13 5.4 56329 Rotten
## 233 Mystery 89 R 7.2 2098 Rotten
## 234 Drama 123 R 7.1 3146 Fresh
## 235 Action 92 PG 4.8 19187 Rotten
## 236 Drama 107 PG-13 7.1 110540 Rotten
## 237 Drama 114 R 7.4 96787 Certified Fresh
## 238 Drama 95 R 6.2 1935 Rotten
## 239 Mystery 110 R 6.3 5014 Fresh
## 240 Horror 97 R 7.1 25264 Rotten
## 241 Documentary 94 PG-13 7.9 38076 Certified Fresh
## 242 Action 89 PG 6.7 137405 Fresh
## 243 Drama 114 R 6.3 1803 Fresh
## 244 Mystery 85 R 7.1 25264 Rotten
## 245 Drama 98 R 7.5 4515 Certified Fresh
## 246 Comedy 97 R 4.8 18712 Rotten
## 247 Mystery 106 R 6.3 25054 Rotten
## 248 Comedy 84 R 3.8 1510 Rotten
## 249 Action 118 G 7.4 8544 Fresh
## 250 Drama 120 PG-13 3.7 132215 Rotten
## 251 Drama 124 R 7.7 183747 Certified Fresh
## 252 Drama 98 R 4.5 48519 Rotten
## 253 Drama 119 PG 5.1 4375 Rotten
## 254 Drama 123 PG 5.5 32751 Rotten
## 255 Horror 107 R 6.9 74294 Rotten
## 256 Documentary 86 G 7.5 1480 Fresh
## 257 Action 101 PG-13 5.1 703 Rotten
## 258 Action 111 PG-13 6.0 103789 Rotten
## 259 Arts 106 Unrated 7.5 42842 Certified Fresh
## 260 Action 95 R 6.8 26731 Rotten
## 261 Drama 129 PG-13 6.0 66171 Fresh
## 262 Comedy 92 PG-13 7.0 149437 Fresh
## 263 Drama 126 PG 6.7 12498 Fresh
## 264 Drama 107 R 6.7 297034 Certified Fresh
## 265 Comedy 101 PG 6.1 14901 Fresh
## 266 Mystery 97 R 6.4 1361 Fresh
## 267 Drama 93 R 5.3 30495 Rotten
## 268 Comedy 97 PG-13 6.9 12606 Certified Fresh
## 269 Drama 108 R 3.8 10522 Fresh
## 270 Drama 96 R 7.6 4143 Fresh
## 271 Drama 91 PG 6.5 2408 Rotten
## 272 Action 120 PG-13 7.0 201787 Certified Fresh
## 273 Mystery 113 G 7.1 19000 Fresh
## 274 Documentary 92 R 2.0 9216 Rotten
## 275 Drama 106 PG 5.4 9654 Rotten
## 276 Drama 110 Unrated 2.0 9216 Rotten
## 277 Horror 77 R 6.8 9025 Fresh
## 278 Animation 74 G 6.8 9025 Fresh
## 279 Drama 100 R 2.0 9216 Rotten
## 280 Arts 107 R 6.8 9025 Fresh
## 281 Comedy 87 PG 5.1 3336 Rotten
## 282 Mystery 116 R 7.2 252661 Certified Fresh
## 283 Drama 126 Unrated 5.9 82737 Rotten
## 284 Drama 100 R 6.5 42613 Fresh
## 285 Drama 129 PG-13 6.4 10126 Rotten
## 286 Other 110 PG 2.0 9216 Rotten
## 287 SciFi 113 R 2.0 9216 Rotten
## 288 Drama 87 R 3.0 9216 Rotten
## 289 Drama 102 R 5.9 2569 Rotten
## 290 Drama 115 PG-13 6.7 77762 Rotten
## 291 Comedy 89 PG 5.3 12322 Rotten
## 292 Drama 140 PG-13 8.2 315051 Certified Fresh
## 293 Mystery 93 R 5.6 44257 Rotten
## 294 Drama 119 R 5.7 8818 Rotten
## 295 SciFi 161 PG 7.4 368799 Certified Fresh
## 296 Drama 124 R 7.2 247105 Rotten
## 297 Arts 104 PG-13 6.0 2960 Rotten
## 298 SciFi 86 PG-13 5.2 46233 Rotten
## 299 Arts 111 R 6.5 9980 Rotten
## 300 Drama 108 PG 4.9 5136 Rotten
## 301 Drama 107 R 7.4 71572 Certified Fresh
## 302 Other 108 R 6.5 16480 Rotten
## 303 Drama 112 R 6.0 19898 Rotten
## 304 Drama 172 R 5.2 275125 Fresh
## 305 Drama 92 PG 6.9 15449 Fresh
## 306 Horror 108 R 3.0 9216 Rotten
## 307 Drama 115 PG 4.3 2145 Rotten
## 308 Comedy 91 R 3.0 9216 Rotten
## 309 Comedy 93 R 3.0 9216 Rotten
## 310 Drama 130 R 6.0 3745 Rotten
## 311 Drama 123 R 6.0 1887 Rotten
## 312 SciFi 91 R 2.0 9216 Rotten
## 313 Mystery 124 R 3.0 9216 Rotten
## 314 Drama 106 PG-13 5.7 17133 Rotten
## 315 Documentary 91 R 3.0 9216 Rotten
## 316 Drama 107 R 6.9 10786 Fresh
## 317 Comedy 100 PG-13 2.0 9216 Rotten
## 318 Drama 91 R 7.1 52449 Certified Fresh
## 319 Action 119 R 2.0 9216 Rotten
## 320 Action 116 PG-13 2.0 9216 Rotten
## 321 Comedy 107 PG-13 2.0 9216 Rotten
## 322 Drama 88 Unrated 4.3 739 Fresh
## 323 Horror 81 R 5.8 3145 Rotten
## 324 Drama 95 PG 4.1 739 Fresh
## 325 Drama 162 R 5.3 183 Fresh
## 326 Drama 107 PG-13 6.8 40133 Certified Fresh
## 327 Drama 135 R 5.0 47297 Certified Fresh
## 328 Drama 122 R 6.2 35868 Rotten
## 329 Comedy 96 R 7.4 34652 Fresh
## 330 Documentary NA Unrated 4.3 739 Fresh
## 331 Action 86 PG-13 4.3 739 Fresh
## 332 Arts 122 R 4.3 739 Fresh
## 333 Action 94 PG 4.3 739 Fresh
## 334 Drama 106 R 7.5 10250 Certified Fresh
## 335 Mystery 105 PG-13 4.3 739 Fresh
## 336 Mystery 129 PG-13 4.1 739 Fresh
## 337 Action 90 G 4.1 739 Fresh
## 338 Drama 99 R 6.6 6804 Fresh
## 339 Mystery 108 R 4.1 739 Fresh
## 340 Horror 89 R 4.1 739 Fresh
## 341 Drama 108 PG-13 6.2 12402 Fresh
## 342 Documentary 94 PG-13 4.1 739 Fresh
## 343 Action 86 R 4.1 739 Fresh
## 344 Mystery 105 R 4.1 739 Fresh
## 345 Mystery 112 R 4.1 739 Fresh
## 346 Drama 99 R 7.8 47065 Certified Fresh
## 347 Mystery 202 R 4.1 739 Fresh
## 348 Horror 92 PG 4.1 739 Fresh
## 349 Drama 97 R 5.8 1838 Fresh
## 350 Action 109 PG 5.7 4180 Rotten
## 351 Arts 116 PG-13 3.2 9904 Fresh
## 352 Arts 84 PG 3.2 9904 Fresh
## 353 Documentary 180 Unrated 3.2 9904 Fresh
## 354 Comedy 134 R 3.2 9904 Fresh
## 355 Drama 90 R 7.5 3448 Fresh
## 356 Action 98 PG-13 3.2 9904 Fresh
## 357 Drama 94 PG-13 6.7 4077 Rotten
## 358 Drama 101 PG-13 6.7 9291 Certified Fresh
## 359 Mystery 110 R 3.2 9904 Fresh
## 360 Comedy 82 PG-13 3.2 9904 Fresh
## 361 Action 104 R 3.2 9904 Fresh
## 362 Mystery 122 PG 3.2 9904 Fresh
## 363 Mystery 122 R 2.1 9904 Fresh
## 364 Drama 81 R 7.8 157701 Certified Fresh
## 365 Comedy 86 PG-13 2.1 9904 Fresh
## 366 Drama 84 PG 7.6 17960 Fresh
## 367 Drama 100 R 6.1 13682 Rotten
## 368 Action 105 R 5.2 275125 Fresh
## 369 Arts 121 R 5.2 275125 Fresh
## 370 Arts 92 R 5.2 275125 Fresh
## 371 Comedy 87 PG-13 1.9 73219 Rotten
## 372 SciFi 95 PG 3.1 8319 Rotten
## 373 Documentary 116 R 2.1 9904 Fresh
## 374 Drama 112 R 2.1 122980 Certified Fresh
## 375 Drama 109 PG-13 7.1 2271 Rotten
## 376 Documentary 87 R 7.1 4907 Certified Fresh
## 377 Drama 90 PG-13 6.2 2830 Rotten
## 378 Documentary 85 PG-13 7.5 679 Fresh
## 379 Mystery 113 R 2.1 9904 Fresh
## 380 Drama 126 R 8.3 572236 Certified Fresh
## 381 Documentary 86 Unrated 2.1 9904 Fresh
## 382 Comedy 93 PG-13 2.1 9904 Fresh
## 383 Documentary 90 PG 2.1 9904 Fresh
## 384 Drama 131 R 7.6 318019 Certified Fresh
## 385 Drama 122 R 8.1 582091 Certified Fresh
## 386 Drama 133 R 5.9 103378 Certified Fresh
## 387 Mystery 92 PG-13 5.9 44248 Rotten
## 388 Drama 146 PG-13 8.1 303529 Certified Fresh
## 389 Drama 154 R 7.4 9876 Certified Fresh
## 390 Drama 103 R 6.2 63511 Rotten
## 391 Drama 120 PG-13 7.4 82378 Certified Fresh
## 392 Drama 108 R 6.7 23821 Certified Fresh
## 393 Drama 110 PG 6.9 211129 Rotten
## 394 Documentary 88 PG 8.4 3128 Fresh
## 395 Drama 91 R 5.9 82737 Rotten
## 396 Other 112 PG 5.8 1816 Rotten
## 397 Drama 104 PG-13 5.7 390 Rotten
## 398 Action 103 PG 6.4 54829 Rotten
## 399 Drama 134 Unrated 7.0 4821 Certified Fresh
## 400 Drama 108 R 5.8 19115 Certified Fresh
## 401 Comedy 95 R 5.2 7881 Rotten
## 402 Drama 127 PG-13 7.1 246343 Fresh
## 403 Action 83 PG-13 3.5 10055 Rotten
## 404 Drama 125 R 7.4 69338 Certified Fresh
## 405 Action 118 PG 5.9 24472 Rotten
## 406 Action 92 R 6.6 115026 Rotten
## 407 Documentary 95 Unrated 7.8 651 Certified Fresh
## 408 Comedy 93 R 3.8 18141 Fresh
## 409 Drama 129 PG-13 5.8 3358 Rotten
## 410 Other 105 PG 6.3 4550 Fresh
## 411 Other 125 Unrated 7.0 16262 Fresh
## 412 Documentary 83 Unrated 8.4 1571 Fresh
## 413 Comedy 88 PG-13 4.9 10271 Rotten
## 414 Action 138 PG-13 6.6 204042 Fresh
## 415 Horror 100 R 4.5 16824 Rotten
## 416 Arts 89 Unrated 7.5 6061 Certified Fresh
## 417 Action 100 PG 4.5 10651 Rotten
## 418 Documentary 122 PG 7.9 1346 Fresh
## 419 Drama 105 R 6.4 60483 Fresh
## 420 Drama 83 PG-13 5.3 1308 Rotten
## 421 Drama 116 R 7.3 4451 Fresh
## 422 Drama 91 R 7.6 7545 Certified Fresh
## 423 Action 85 PG-13 6.2 3416 Rotten
## 424 Horror 91 R 5.5 73617 Rotten
## 425 Drama 102 R 6.4 14970 Rotten
## 426 Comedy 88 PG-13 4.5 16824 Rotten
## 427 Comedy 119 PG-13 6.3 124250 Certified Fresh
## 428 Drama 95 R 4.9 2120 Rotten
## 429 Comedy 105 PG-13 5.5 73617 Rotten
## 430 Drama 104 PG 6.9 2931 Fresh
## 431 Mystery 108 R 5.5 73617 Rotten
## 432 Action 85 PG 6.0 1680 Rotten
## 433 Drama 130 R 7.8 75468 Fresh
## 434 Comedy 117 R 5.4 19603 Rotten
## 435 Arts 91 R 7.8 1663 Rotten
## 436 Drama 110 R 7.2 14589 Fresh
## 437 SciFi 85 R 2.1 122980 Certified Fresh
## 438 Other 107 PG-13 2.1 122980 Certified Fresh
## 439 Drama 110 PG-13 5.7 2701 Rotten
## 440 Comedy 87 R 6.2 11259 Rotten
## 441 Drama 88 R 6.0 1890 Fresh
## 442 Drama 90 R 6.7 20655 Certified Fresh
## 443 Drama 90 PG 7.7 56919 Rotten
## 444 Documentary 86 Unrated 2.1 122980 Certified Fresh
## 445 Documentary 94 Unrated 2.1 122980 Certified Fresh
## 446 Documentary 81 G 2.1 122980 Certified Fresh
## 447 Other 75 R 2.1 122980 Certified Fresh
## 448 Mystery 111 R 2.1 122980 Certified Fresh
## 449 Mystery 96 R 2.1 122980 Certified Fresh
## 450 Comedy 93 PG 7.1 25264 Rotten
## 451 Comedy 93 R 7.1 25264 Rotten
## 452 Drama 144 PG-13 6.3 8685 Rotten
## 453 Drama 115 R 8.0 168032 Certified Fresh
## 454 Horror 83 R 3.4 2959 Rotten
## 455 Mystery 133 R 6.7 134031 Rotten
## 456 Action 91 PG 6.7 134031 Rotten
## 457 Drama 135 R 6.5 12450 Fresh
## 458 Arts 115 PG 6.7 134031 Rotten
## 459 Drama 111 PG 7.3 2869 Fresh
## 460 Drama 123 R 7.7 13285 Fresh
## 461 Arts 128 R 7.4 8030 Rotten
## 462 Arts 90 R 5.3 3461 Rotten
## 463 Animation 68 G 6.4 3970 Certified Fresh
## 464 Drama 110 R 7.1 99192 Rotten
## 465 Drama 117 NC-17 6.4 1043 Fresh
## 466 Animation 108 PG 6.5 126257 Certified Fresh
## 467 Comedy 93 PG 7.0 15491 Rotten
## 468 Drama 119 R 7.0 4121 Fresh
## 469 Drama 99 PG 7.4 69338 Certified Fresh
## 470 Drama 134 PG-13 6.2 12402 Fresh
## 471 Comedy 97 PG 6.8 2530 Fresh
## 472 Drama 97 PG-13 6.9 2857 Fresh
## 473 Drama 194 PG-13 7.7 756602 Certified Fresh
## 474 Drama 113 PG 6.2 12402 Fresh
## 475 Drama 136 PG 6.7 58907 Fresh
## 476 Action 103 R 7.0 15491 Rotten
## 477 Mystery 121 R 7.0 15491 Rotten
## 478 Comedy 85 PG-13 7.0 15491 Rotten
## 479 Comedy 82 PG 7.0 15491 Rotten
## 480 Drama 97 R 6.5 4251 Fresh
## 481 Drama 92 R 6.0 2934 Fresh
## 482 Drama 111 PG 7.6 42208 Rotten
## 483 Action 177 R 5.9 54597 Rotten
## 484 Comedy 97 PG-13 6.4 60483 Fresh
## 485 Drama 83 NC-17 7.0 22601 Certified Fresh
## 486 Drama 96 R 7.0 240033 Certified Fresh
## 487 Comedy 81 PG-13 6.4 60483 Fresh
## 488 Documentary 100 R 8.2 6345 Fresh
## 489 Arts 115 Unrated 7.5 9990 Fresh
## 490 Action 93 R 6.3 42295 Rotten
## 491 Drama 88 PG-13 5.6 37938 Rotten
## 492 Mystery 105 R 6.4 42408 Fresh
## 493 Action 88 PG 6.7 137222 Rotten
## 494 Comedy 95 PG-13 6.4 60483 Fresh
## 495 Drama 94 R 6.3 63219 Certified Fresh
## 496 Documentary 103 R 7.8 39320 Certified Fresh
## 497 SciFi 95 R 5.6 1915 Rotten
## 498 Comedy 94 PG 5.1 1674 Rotten
## 499 Comedy 118 PG-13 5.9 2096 Fresh
## 500 Drama 104 R 5.9 4072 Rotten
## 501 Drama 106 R 6.1 7076 Fresh
## 502 Mystery 96 R 5.4 2380 Rotten
## 503 Action 83 G 7.6 78862 Rotten
## 504 Action 96 PG-13 4.3 83724 Rotten
## 505 Drama 91 R 7.4 30641 Certified Fresh
## 506 Documentary 83 PG 3.8 10522 Fresh
## 507 Drama 80 PG 7.5 27601 Certified Fresh
## 508 Horror 94 R 3.8 10522 Fresh
## 509 Drama 120 PG-13 6.8 26360 Rotten
## 510 Mystery 97 PG-13 6.3 54771 Rotten
## 511 Comedy 112 R 5.8 11838 Rotten
## 512 Drama 108 PG-13 6.0 9669 Fresh
## 513 Drama 117 PG-13 6.1 15491 Rotten
## 514 Comedy 135 R 7.7 309494 Fresh
## 515 SciFi 98 PG 6.5 6909 Fresh
## 516 Drama 100 R 5.7 6343 Fresh
## 517 Mystery 121 PG 6.8 72176 Fresh
## 518 Drama 128 PG-13 5.9 11001 Rotten
## 519 Drama 106 R 6.8 9025 Fresh
## 520 Mystery 115 R 3.8 10522 Fresh
## 521 Comedy 110 PG-13 5.2 10535 Rotten
## 522 Drama 124 R 7.0 56201 Rotten
## 523 Drama 137 R 7.0 9725 Rotten
## 524 Other 97 PG 3.8 10522 Fresh
## 525 Comedy 87 R 5.4 6811 Rotten
## 526 Documentary 89 PG 6.9 1943 Certified Fresh
## 527 Documentary 99 R 7.1 32338 Certified Fresh
## 528 Drama 112 R 6.7 134031 Rotten
## 529 Mystery 98 R 3.8 10522 Fresh
## 530 Horror 87 R 3.8 10522 Fresh
## 531 Drama 103 R 7.3 8561 Rotten
## 532 Action 95 R 7.6 128298 Certified Fresh
## 533 Drama 99 R 6.5 152216 Rotten
## 534 Drama 178 PG-13 7.1 163490 Rotten
## 535 Drama 93 R 7.0 36909 Fresh
## 536 Drama 103 PG-13 8.4 1141 Fresh
## 537 Documentary 78 Unrated 3.8 10522 Fresh
## 538 Drama 100 R 7.0 8320 Rotten
## 539 Drama 100 R 7.1 86953 Fresh
## 540 Action 84 PG-13 3.8 10522 Fresh
## 541 Mystery 107 PG-13 3.8 10522 Fresh
## 542 Horror 89 R 6.0 59076 Rotten
## 543 Comedy 127 PG-13 6.4 154148 Rotten
## 544 Drama 106 PG 7.8 12450 Fresh
## 545 Mystery 90 R 4.2 3302 Rotten
## 546 Documentary 90 Unrated 7.8 180 Fresh
## 547 Drama 102 PG 7.0 15491 Rotten
## 548 Drama 85 PG 7.8 26628 Fresh
## 549 Arts 139 Unrated 7.5 281 Fresh
## 550 Drama 135 R 6.4 8604 Rotten
## 551 Comedy 93 R 3.8 10522 Fresh
## 552 Mystery 110 R 6.2 83424 Rotten
## 553 Drama 88 Unrated 6.5 3505 Rotten
## 554 Drama 130 PG-13 6.8 2530 Fresh
## 555 Drama 104 R 7.7 13285 Fresh
## 556 Mystery 118 R 4.9 18005 Rotten
## 557 Drama 104 R 7.5 64873 Rotten
## 558 Mystery 94 R 6.9 15444 Certified Fresh
## 559 Drama 112 R 7.8 246587 Certified Fresh
## 560 Comedy 89 PG-13 5.6 14986 Rotten
## 561 Comedy 86 R 4.7 13525 Rotten
## 562 Drama 97 R 6.8 2530 Fresh
## 563 Action 110 R 6.7 290958 Certified Fresh
## 564 Drama 103 PG 6.6 68871 Certified Fresh
## 565 Mystery 100 R 5.5 10886 Rotten
## 566 Comedy 94 R 3.8 10522 Fresh
## 567 Drama 140 R 7.2 66489 Rotten
## 568 Documentary 40 G 7.0 723 Fresh
## 569 Drama 105 PG 7.6 6114 Fresh
## 570 Drama 88 R 6.7 151934 Rotten
## 571 Drama 88 G 7.2 134270 Certified Fresh
## 572 Drama 122 R 7.9 99582 Certified Fresh
## 573 Drama 95 PG 7.6 4369 Fresh
## 574 Mystery 128 R 7.1 5115 Fresh
## 575 Drama 104 PG 6.3 19383 Rotten
## 576 Comedy 106 PG 5.7 2181 Fresh
## 577 Other 132 PG 6.2 9832 Fresh
## 578 Drama 154 PG-13 7.8 58668 Fresh
## 579 Comedy 119 R 8.0 13614 Certified Fresh
## 580 Drama 110 R 7.6 184656 Certified Fresh
## 581 Drama 101 PG-13 7.3 12285 Certified Fresh
## 582 Comedy 107 PG 3.8 10522 Fresh
## 583 Mystery 122 PG 6.6 16137 Fresh
## 584 Drama 115 R 7.1 34298 Fresh
## 585 Documentary 94 Unrated 7.4 1935 Fresh
## 586 Mystery 109 R 6.4 15116 Fresh
## 587 Drama 142 PG-13 7.2 5016 Rotten
## 588 Drama 109 PG 7.7 20738 Fresh
## 589 Drama 80 R 7.5 899 Rotten
## 590 Action 81 R 7.6 123769 Fresh
## 591 Other 127 PG-13 7.0 79866 Fresh
## 592 Animation 83 G 7.6 160237 Certified Fresh
## 593 Action 94 PG 6.3 24595 Rotten
## 594 Arts 112 Unrated 7.0 16883 Certified Fresh
## 595 Documentary 93 PG 8.4 390 Fresh
## 596 Horror 91 R 6.9 19539 Rotten
## 597 Action 116 PG 5.7 48718 Rotten
## 598 Horror 89 Unrated 6.1 26301 Rotten
## 599 Arts 124 R 7.0 26943 Rotten
## 600 Drama 124 PG-13 6.9 87215 Certified Fresh
## 601 Drama 97 PG-13 7.1 25264 Rotten
## 602 Drama 107 R 6.2 16717 Fresh
## 603 Drama 139 R 7.3 183717 Certified Fresh
## 604 Documentary 94 R 7.8 3998 Certified Fresh
## 605 Drama 106 R 6.9 6336 Fresh
## 606 Drama 90 R 6.4 1406 Fresh
## 607 Drama 143 PG-13 7.1 25264 Rotten
## 608 Documentary 89 Unrated 7.8 9675 Certified Fresh
## 609 Drama 100 R 7.8 414650 Certified Fresh
## 610 Comedy 82 R 7.6 7545 Certified Fresh
## 611 Drama 116 PG-13 7.2 66489 Rotten
## 612 Drama 93 R 7.8 333 Fresh
## 613 Drama 98 PG 8.4 1141 Fresh
## 614 Action 90 PG 5.7 3373 Rotten
## 615 Comedy 96 PG 6.2 12402 Fresh
## 616 Documentary 91 Unrated 7.3 9906 Fresh
## 617 Drama 90 PG-13 7.8 333 Fresh
## 618 Comedy 95 R 6.2 12402 Fresh
## 619 Drama 89 R 7.1 25264 Rotten
## 620 Horror 104 R 5.4 7284 Rotten
## 621 Mystery 121 R 6.7 58907 Fresh
## 622 Action 112 PG-13 5.6 57251 Rotten
## 623 Animation 85 G 2.8 3790 Rotten
## 624 Drama 95 R 7.1 25264 Rotten
## 625 Mystery 99 R 4.3 11125 Rotten
## 626 Drama 94 R 7.1 25264 Rotten
## 627 Drama 95 PG-13 7.1 25264 Rotten
## 628 Drama 103 R 7.0 16755 Rotten
## 629 Drama 102 R 6.8 2530 Fresh
## 630 Drama 126 R 8.2 3967 Fresh
## 631 Mystery 99 PG-13 5.9 63672 Rotten
## 632 Drama 95 R 8.0 486 Rotten
## 633 Drama 107 R 7.4 1268 Rotten
## 634 Animation 92 PG 5.3 54363 Rotten
## 635 Arts 103 PG 7.7 11197 Certified Fresh
## 636 Drama 119 Unrated 6.6 12496 Certified Fresh
## 637 Mystery 88 PG 6.8 16366 Fresh
## 638 Drama 93 PG 7.4 1268 Rotten
## 639 Drama 146 R 6.4 3138 Fresh
## 640 Drama 139 PG 7.2 35096 Certified Fresh
## 641 Comedy 82 R 6.7 46794 Rotten
## 642 Action 87 R 5.9 10087 Fresh
## 643 Action 120 PG 3.4 66054 Rotten
## 644 Comedy 97 PG-13 4.2 43574 Rotten
## 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 211873
## 7 30 Upright 21 no 171
## 8 33 Upright 31 no 355
## 9 90 Upright 89 no 292000
## 10 56 Upright 45 no 3611
## 11 89 Upright 75 no 124450
## 12 30 Upright 21 no 882
## 13 30 Upright 39 no 308
## 14 45 Spilled 53 no 48486
## 15 90 Upright 89 no 450757
## 16 34 Upright 24 no 393
## 17 10 Upright 21 no 237
## 18 92 Upright 72 no 748
## 19 19 Spilled 24 no 154083
## 20 47 Upright 36 no 2098
## 21 41 Upright 35 no 5095
## 22 55 Upright 56 no 2489
## 23 44 Upright 45 no 1205
## 24 84 Upright 89 no 996
## 25 79 Upright 77 no 24106
## 26 64 Upright 80 no 147123
## 27 54 Upright 45 no 1099
## 28 77 Spilled 43 no 264798
## 29 64 Upright 54 no 126679
## 30 73 Upright 79 no 218458
## 31 91 Upright 71 no 2039
## 32 68 Upright 77 no 43388
## 33 69 Upright 85 no 30426
## 34 69 Upright 70 no 79957
## 35 40 Spilled 47 no 21714
## 36 52 Spilled 55 no 214863
## 37 35 Spilled 46 no 1039
## 38 21 Upright 33 no 1062
## 39 98 Upright 94 no 73441
## 40 77 Upright 62 no 4455
## 41 51 Upright 40 no 3118
## 42 36 Spilled 35 no 2465
## 43 44 Upright 35 no 3284
## 44 37 Spilled 40 no 19085
## 45 21 Upright 20 no 2522
## 46 54 Upright 44 no 129150
## 47 11 Upright 22 no 4478
## 48 24 Spilled 17 no 2754
## 49 31 Upright 22 no 4154
## 50 22 Upright 23 no 3291
## 51 44 Upright 54 no 69770
## 52 67 Spilled 59 no 5161
## 53 46 Upright 56 no 69166
## 54 41 Upright 61 no 2705
## 55 45 Spilled 57 no 6143
## 56 14 Spilled 37 no 1863
## 57 13 Spilled 37 no 9271
## 58 41 Spilled 55 no 5204
## 59 36 Spilled 35 no 10975
## 60 34 Spilled 43 no 11125
## 61 44 Spilled 54 no 445
## 62 42 Spilled 56 no 2652
## 63 96 Upright 96 no 47334
## 64 66 Upright 68 no 121175
## 65 43 Spilled 58 no 1317
## 66 32 Spilled 52 no 39684
## 67 92 Upright 90 no 57802
## 68 75 Spilled 65 no 2635
## 69 34 Upright 32 no 7750
## 70 22 Upright 34 no 5849
## 71 59 Upright 47 no 7385
## 72 75 Spilled 65 no 15870
## 73 24 Spilled 38 no 69131
## 74 45 Upright 55 no 61287
## 75 65 Spilled 55 no 8016
## 76 66 Upright 57 no 42921
## 77 75 Spilled 85 no 231004
## 78 34 Upright 44 no 5401
## 79 31 Spilled 24 no 72944
## 80 42 Upright 43 no 9761
## 81 53 Upright 43 no 7610
## 82 71 Upright 81 no 72881
## 83 32 Spilled 35 no 555
## 84 29 Spilled 34 no 54363
## 85 63 Upright 82 no 9521
## 86 34 Upright 25 no 15149
## 87 46 Spilled 51 no 12226
## 88 22 Upright 21 no 13287
## 89 38 Upright 37 no 10504
## 90 46 Spilled 59 no 62963
## 91 33 Upright 32 no 10320
## 92 78 Upright 87 no 16264
## 93 78 Spilled 41 no 83233
## 94 40 Upright 75 no 60453
## 95 40 Spilled 35 no 21645
## 96 35 Upright 26 no 12944
## 97 37 Upright 28 yes 12538
## 98 62 Upright 74 no 81115
## 99 34 Upright 33 yes 5699
## 100 95 Upright 90 no 89152
## 101 21 Upright 20 no 14790
## 102 33 Upright 23 no 12068
## 103 43 Spilled 56 no 16188
## 104 39 Spilled 33 no 83388
## 105 10 Spilled 31 yes 12687
## 106 49 Upright 39 no 3144
## 107 36 Upright 35 no 16165
## 108 21 Spilled 24 no 95505
## 109 61 Spilled 70 no 38873
## 110 88 Upright 91 yes 10764
## 111 41 Upright 32 no 15232
## 112 36 Upright 27 no 11024
## 113 88 Upright 91 no 224598
## 114 14 Spilled 35 no 63433
## 115 36 Upright 27 no 18444
## 116 15 Spilled 36 no 11584
## 117 52 Upright 64 no 83076
## 118 38 Spilled 40 no 77844
## 119 86 Upright 88 no 4764
## 120 59 Upright 48 no 18275
## 121 42 Upright 33 no 15945
## 122 44 Spilled 36 no 32438
## 123 14 Spilled 55 no 40054
## 124 33 Spilled 41 no 17406
## 125 22 Upright 34 no 582
## 126 23 Upright 35 no 534
## 127 32 Spilled 41 no 29803
## 128 81 Upright 87 yes 15850
## 129 22 Upright 66 no 18270
## 130 23 Upright 35 no 659
## 131 85 Upright 72 no 19393
## 132 23 Spilled 37 no 2217
## 133 97 Upright 86 no 16184
## 134 44 Upright 34 no 26057
## 135 83 Upright 79 no 17067
## 136 24 Spilled 38 no 17071
## 137 68 Spilled 37 no 50983
## 138 37 Spilled 51 no 106576
## 139 38 Spilled 52 no 4015
## 140 39 Spilled 53 no 32857
## 141 93 Upright 80 no 45327
## 142 45 Spilled 58 no 25046
## 143 35 Upright 73 no 21132
## 144 28 Spilled 59 no 14831
## 145 34 Upright 25 no 5810
## 146 60 Upright 76 no 23343
## 147 35 Upright 33 no 25220
## 148 20 Upright 19 no 23259
## 149 38 Upright 29 no 18097
## 150 39 Upright 30 no 17029
## 151 40 Upright 31 no 4823
## 152 40 Upright 55 no 32355
## 153 42 Upright 33 no 795
## 154 33 Spilled 43 no 21768
## 155 71 Upright 87 no 25593
## 156 34 Spilled 49 no 91997
## 157 16 Spilled 39 no 26928
## 158 37 Upright 38 no 26171
## 159 39 Upright 40 no 21958
## 160 46 Spilled 38 no 21327
## 161 46 Upright 37 no 73378
## 162 35 Upright 34 no 26646
## 163 65 Upright 85 no 23086
## 164 36 Upright 37 no 22530
## 165 72 Upright 89 no 24310
## 166 38 Upright 39 no 21814
## 167 59 Spilled 47 no 26683
## 168 40 Upright 41 no 13073
## 169 41 Upright 42 no 415
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## 171 43 Upright 44 no 2037
## 172 23 Spilled 37 no 26840
## 173 45 Upright 46 no 1177
## 174 46 Upright 47 no 644
## 175 52 Upright 42 no 26161
## 176 40 Spilled 54 no 34817
## 177 69 Upright 75 no 30025
## 178 33 Upright 68 no 57108
## 179 49 Upright 59 no 34696
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## 182 84 Upright 81 no 32871
## 183 88 Upright 71 no 34780
## 184 29 Spilled 25 no 31385
## 185 77 Spilled 78 no 249355
## 186 68 Spilled 49 no 31695
## 187 55 Upright 45 no 32392
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## 189 36 Upright 35 no 36199
## 190 46 Upright 51 no 34728
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## 202 44 Upright 45 no 2333
## 203 29 Spilled 25 no 80806
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## 205 64 Spilled 40 no 37723
## 206 63 Spilled 52 no 2579
## 207 60 Spilled 34 no 1971
## 208 63 Upright 71 no 320952
## 209 67 Upright 86 no 105345
## 210 90 Upright 73 no 322403
## 211 46 Spilled 55 no 15916
## 212 69 Spilled 78 no 431441
## 213 50 Upright 40 no 16235
## 214 31 Spilled 56 no 112175
## 215 49 Spilled 44 no 3285
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## 217 83 Upright 81 no 20553
## 218 22 Spilled 46 no 211930
## 219 64 Upright 65 no 2684
## 220 69 Spilled 78 no 315302
## 221 45 Upright 55 no 25550
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## 224 55 Upright 43 no 2945
## 225 100 Upright 84 no 24098
## 226 45 Upright 36 no 40484
## 227 64 Spilled 48 no 2689
## 228 45 Upright 55 no 16149
## 229 30 Spilled 58 no 14161
## 230 100 Upright 73 no 902
## 231 56 Upright 46 no 91434
## 232 44 Spilled 31 no 54046
## 233 44 Upright 86 no 12004
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## 235 41 Spilled 25 no 42990
## 236 38 Spilled 59 no 42323
## 237 90 Upright 81 yes 50419
## 238 35 Upright 70 no 41890
## 239 75 Spilled 51 no 43286
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## 242 64 Upright 66 no 46719
## 243 67 Upright 65 no 52542
## 244 70 Spilled 79 no 223487
## 245 79 Upright 76 no 56948
## 246 37 Spilled 38 no 8306
## 247 43 Spilled 49 no 1261
## 248 10 Upright 63 no 55486
## 249 88 Upright 83 no 316718
## 250 48 Spilled 43 no 59558
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## 252 21 Upright 36 no 57657
## 253 40 Upright 85 no 69252
## 254 15 Spilled 36 no 53413
## 255 53 Upright 78 no 1173
## 256 75 Upright 80 no 63391
## 257 57 Spilled 52 no 1655
## 258 51 Spilled 51 no 21583
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## 260 58 Upright 65 no 13607
## 261 68 Upright 60 no 49631
## 262 80 Upright 85 no 322254
## 263 75 Upright 67 no 63354
## 264 83 Upright 71 no 55838
## 265 67 Spilled 50 no 12908
## 266 86 Spilled 81 no 13961
## 267 16 Spilled 28 no 55392
## 268 85 Upright 69 no 103175
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## 273 89 Upright 82 no 3382
## 274 33 Upright 23 no 2480
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## 276 35 Upright 25 no 84528
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## 278 64 Upright 76 no 3133
## 279 36 Upright 26 yes 79906
## 280 61 Upright 77 no 6521
## 281 44 Spilled 40 no 52546
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## 283 47 Spilled 60 no 74451
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## 287 34 Upright 24 no 1354
## 288 46 Upright 36 no 72031
## 289 40 Spilled 34 no 93333
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## 291 15 Spilled 55 no 20233
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## 293 28 Spilled 42 no 40978
## 294 26 Spilled 41 no 82556
## 295 82 Upright 79 no 2039
## 296 48 Upright 80 no 94905
## 297 21 Spilled 48 no 13679
## 298 24 Spilled 23 no 34487
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## 300 5 Spilled 13 no 84182
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## 302 52 Spilled 54 no 55175
## 303 46 Spilled 38 no 78226
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## 307 13 Spilled 51 no 73988
## 308 47 Upright 37 no 52686
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## 313 52 Upright 42 no 110552
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## 319 53 Upright 43 no 23761
## 320 54 Upright 44 no 78309
## 321 55 Upright 45 no 1722
## 322 57 Upright 45 no 92370
## 323 40 Spilled 41 no 47657
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## 325 48 Upright 58 yes 84959
## 326 78 Upright 79 no 82818
## 327 55 Upright 44 no 113218
## 328 22 Spilled 48 no 124705
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## 333 56 Upright 44 no 4671
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## 341 63 Spilled 53 no 149608
## 342 52 Upright 41 no 1614
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## 347 57 Upright 46 yes 64024
## 348 58 Upright 47 no 62998
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## 365 11 Upright 22 no 3450
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## 370 60 Upright 64 no 82622
## 371 32 Spilled 19 no 22289
## 372 22 Spilled 17 no 32356
## 373 29 Upright 20 yes 2100
## 374 36 Upright 34 no 113693
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## 385 93 Upright 86 yes 14831
## 386 43 Upright 44 yes 30010
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## 388 76 Upright 89 yes 13808
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## 390 22 Spilled 55 no 1579
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## 395 44 Spilled 57 no 4628
## 396 38 Spilled 44 no 43028
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## 401 11 Spilled 35 no 86237
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## 469 81 Upright 81 yes 28631
## 470 65 Spilled 55 yes 28129
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## 473 88 Upright 69 yes 32563
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## 476 77 Spilled 76 no 814
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## 588 92 Upright 87 yes 555609
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## 603 85 Upright 79 yes 451430
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## 619 69 Spilled 78 no 312831
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## 622 11 Spilled 48 no 15708
## 623 38 Spilled 18 no 121520
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## 631 45 Spilled 44 no 103986
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## 641 29 Upright 81 no 4625
## 642 80 Spilled 52 no 24998
## 643 22 Spilled 32 no 7081
## 644 27 Spilled 22 no 5838
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## 644 35.000000 4.388563 English USA -30.611437Analyze revenue by genre
df_genre_revenue <- df |> group_by(genre) |> summarize(avg_revenue = mean(revenue, na.rm = TRUE))
print(df_genre_revenue)## # A tibble: 10 × 2
## genre avg_revenue
## <chr> <dbl>
## 1 Action 129.
## 2 Animation 237.
## 3 Arts 132.
## 4 Comedy 128.
## 5 Documentary 120.
## 6 Drama 140.
## 7 Horror 189.
## 8 Mystery 133.
## 9 Other 180.
## 10 SciFi 67.2ggplot(df_genre_revenue, aes(x = reorder(genre, avg_revenue), y = avg_revenue)) +
geom_bar(stat = "identity", fill = "blue") +
coord_flip() +
labs(title = "Average Revenue by Genre", x = "Genre", y = "Average Revenue")
Analyze critic scores by genre
df_genre_critics <- df |> group_by(genre) |> summarize(avg_critic_score = mean(critics_score, na.rm = TRUE))
print(df_genre_critics)## # A tibble: 10 × 2
## genre avg_critic_score
## <chr> <dbl>
## 1 Action 47.9
## 2 Animation 59.7
## 3 Arts 58.5
## 4 Comedy 48.2
## 5 Documentary 68.5
## 6 Drama 57.2
## 7 Horror 44.9
## 8 Mystery 51.7
## 9 Other 57.6
## 10 SciFi 49.3ggplot(df_genre_critics, aes(x = reorder(genre, avg_critic_score), y = avg_critic_score)) +
geom_bar(stat = "identity", fill = "red") +
coord_flip() +
labs(title = "Average Critic Score by Genre", x = "Genre", y = "Average Critic Score")
Analyze audience scores by genre
df_genre_audience <- df |> group_by(genre) |> summarize(avg_audience_score = mean(audience_score, na.rm = TRUE))
print(df_genre_audience)## # A tibble: 10 × 2
## genre avg_audience_score
## <chr> <dbl>
## 1 Action 54.0
## 2 Animation 62.9
## 3 Arts 62.7
## 4 Comedy 51.9
## 5 Documentary 64.4
## 6 Drama 58.5
## 7 Horror 48.3
## 8 Mystery 51.3
## 9 Other 56.4
## 10 SciFi 46.1ggplot(df_genre_audience, aes(x = reorder(genre, avg_audience_score), y = avg_audience_score)) +
geom_bar(stat = "identity", fill = "green") +
coord_flip() +
labs(title = "Average Audience Score by Genre", x = "Genre", y = "Average Audience Score")
Compare critic score vs audience score
cor_critics_vs_audience <- cor(df$critics_score, df$audience_score, use = "complete.obs")
print(paste("Correlation between Critics and Audience Scores:", round(cor_critics_vs_audience, 2)))## [1] "Correlation between Critics and Audience Scores: 0.77"ggplot(df, aes(x = critics_score, y = audience_score)) +
geom_point(alpha = 0.5, color = "purple") +
geom_smooth(method = "lm", se = FALSE, color = "black") +
labs(title = "Critic Score vs Audience Score", x = "Critic Score", y = "Audience Score")## `geom_smooth()` using formula = 'y ~ x'