To: Professor Perine
From: Mohamed Nabeel, Campbell Cash, Jiin Kim, Nour Fouladi, Turk Hasnan
Subject: Hollywood Movies Data Set
Background
Our task as a team is to analyze the dataset to see which movies had the most profit, which genres were the most popular, which studios made what genre movies and comparing audience reviews with different genres. The original data set was pulled from https://www.lock5stat.com/datapage.html. The data set has 16 different columns and 970 rows of data, meaning it is a medium sized data set. Following-up on the last analysis of the data, we analyzed these different variables even further. We compared the different sub-variables within the variables and compare them with each other. Building on the previous unit projects, we removed the NA values from the dataset rather than replacing them with 0s. We also used sub-setting within this project to delve more into the statistics between each variable.
Variable, Type, Meaning Profitably, Int, How much Profit a movie made Genre, Character, Type of Movie Story, Genre, Character, Character, Type of Story, Type of Movie AudienceScore, Genre, Int, Character Audience ratings on the movie, Type of Movie DomesticGross, ForeignGross, Int, Int, Money made in Country, Money made Globally
Analyses
Analysis 1: Chi-square Test of Independence
Analyst: Mohamed Nabeel
library (dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(ggplot2)
library (sjstats)## Warning: package 'sjstats' was built under R version 4.0.3library (car)## Warning: package 'car' was built under R version 4.0.3## Loading required package: carData## Warning: package 'carData' was built under R version 4.0.3## Registered S3 methods overwritten by 'car':
## method from
## influence.merMod lme4
## cooks.distance.influence.merMod lme4
## dfbeta.influence.merMod lme4
## dfbetas.influence.merMod lme4##
## Attaching package: 'car'## The following object is masked from 'package:dplyr':
##
## recodelibrary (pwr)## Warning: package 'pwr' was built under R version 4.0.3df<-read.csv("HollywoodMovies.csv")
df<-na.omit(df)
ls(df)## [1] "AudienceScore" "BOAvgOpenWeekend" "Budget" "DomesticGross"
## [5] "ForeignGross" "Genre" "LeadStudio" "Movie"
## [9] "OpeningWeekend" "OpenProfit" "Profitability" "RottenTomatoes"
## [13] "Story" "TheatersOpenWeek" "WorldGross" "Year"Reading the dataset in and removing all the NA values.
year <- unique(df$Year)
year## [1] 2007 2008 2009 2010 2011 2012 2013first_four <- subset(df, year >= 2007 & year <= 2010)
first_four## Movie
## 1 Spider-Man 3
## 2 Shrek the Third
## 3 Transformers
## 4 Pirates of the Caribbean: At World's End
## 8 National Treasure: Book of Secrets
## 9 Alvin and the Chipmunks
## 10 300
## 11 Ratatouille
## 15 Juno
## 16 Rush Hour 3
## 17 Live Free or Die Hard
## 18 Fantastic Four: Rise of the Silver Surfer
## 22 Superbad
## 23 I Now Pronounce You Chuck and Larry
## 24 Hairspray
## 25 Blades of Glory
## 29 Meet the Robinsons
## 30 Norbit
## 31 The Bucket List
## 32 The Game Plan
## 36 The Golden Compass
## 37 Charlie Wilson's War
## 38 Saw IV
## 39 Stomp the Yard
## 43 TMNT
## 44 P.S. I Love You
## 45 3:10 to Yuma
## 46 Sweeney Todd: The Demon Barber of Fleet Street
## 51 Shooter
## 52 License to Wed
## 53 No Reservations
## 54 Alien vs. Predator -- Requiem
## 58 30 Days of Night
## 59 Stardust
## 60 The Brave One
## 61 The Heartbreak Kid
## 65 Mr. Magorium's Wonder Emporium
## 66 We Own the Night
## 67 Mr. Brooks
## 68 The Nanny Diaries
## 72 Grindhouse
## 73 Sicko
## 74 Across the Universe
## 75 The Hills Have Eyes 2
## 79 Walk Hard: The Dewey Cox Story
## 80 Next
## 81 Hostel: Part II
## 82 The Kite Runner
## 86 Daddy Day Camp
## 87 Shoot 'Em Up
## 88 The Darjeeling Limited
## 89 In the Land of Women
## 93 Iron Man
## 94 Indiana Jones and the Kingdom of the Crystal Skull
## 95 Hancock
## 96 WALL-E
## 100 Quantum of Solace
## 101 Dr. Seuss' Horton Hears a Who!
## 102 Sex and the City
## 104 Mamma Mia!
## 109 Get Smart
## 111 Tropic Thunder
## 112 Bedtime Stories
## 113 Bolt
## 117 Eagle Eye
## 118 Step Brothers
## 119 You Don't Mess with the Zohan
## 120 Yes Man
## 124 Pineapple Express
## 125 Valkyrie
## 126 21
## 127 What Happens in Vegas
## 131 27 Dresses
## 132 Hellboy II: The Golden Army
## 133 The Day the Earth Stood Still
## 134 Vantage Point
## 138 The Happening
## 139 Forgetting Sarah Marshall
## 140 Burn After Reading
## 141 Baby Mama
## 145 The Strangers
## 146 The Forbidden Kingdom
## 147 The Tale of Despereaux
## 148 The House Bunny
## 152 College Road Trip
## 153 The Sisterhood of the Traveling Pants 2
## 154 Speed Racer
## 155 Prom Night
## 160 Max Payne
## 161 Righteous Kill
## 162 Lakeview Terrace
## 163 Body of Lies
## 167 The Secret Life of Bees
## 169 Death Race
## 170 Changeling
## 171 Star Wars: The Clone Wars
## 175 The Love Guru
## 176 Definitely, Maybe
## 177 Milk
## 178 Transporter 3
## 182 Zack and Miri Make a Porno
## 183 Leatherheads
## 184 Mirrors
## 185 Space Chimps
## 189 One Missed Call
## 190 The Other Boleyn Girl
## 191 Street Kings
## 192 Shutter
## 196 Traitor
## 197 Vicky Cristina Barcelona
## 198 Babylon A.D.
## 199 The X-Files: I Want to Believe
## 204 Doubt
## 205 The Spirit
## 207 The Ruins
## 208 88 Minutes
## 212 Disaster Movie
## 214 The Haunting of Molly Hartley
## 215 Ghost Town
## 216 Religulous
## 222 Meet Dave
## 223 The Longshots
## 224 Be Kind, Rewind
## 225 Doomsday
## 232 Sex Drive
## 233 Cadillac Records
## 234 Punisher: War Zone
## 235 Miracle at St. Anna
## 242 Harry Potter and the Half-Blood Prince
## 243 The Twilight Saga: New Moon
## 244 Up
## 245 The Hangover
## 249 Sherlock Holmes
## 250 Monsters Vs. Aliens
## 251 Ice Age: Dawn of the Dinosaurs
## 252 X-Men Origins: Wolverine
## 256 Fast and Furious
## 257 G.I. Joe: The Rise of Cobra
## 258 Paul Blart: Mall Cop
## 259 Taken
## 263 Cloudy with a Chance of Meatballs
## 264 Inglourious Basterds
## 265 G-Force
## 266 District 9
## 271 The Princess and the Frog
## 272 Public Enemies
## 273 Julie & Julia
## 274 He's Just Not That Into You
## 278 Hannah Montana: The Movie
## 279 Where the Wild Things Are
## 280 Zombieland
## 281 Coraline
## 285 I Love You, Man
## 286 Obsessed
## 287 Race to Witch Mountain
## 288 The Final Destination
## 292 The Time Traveler's Wife
## 293 Bruno
## 294 Bride Wars
## 295 The Haunting in Connecticut
## 299 Old Dogs
## 300 Land of the Lost
## 301 My Sister's Keeper
## 302 Underworld: Rise of the Lycans
## 306 The Unborn
## 307 Planet 51
## 308 Drag Me to Hell
## 309 Orphan
## 313 Invictus
## 314 State of Play
## 315 Notorious
## 316 The Pink Panther 2
## 320 The Men Who Stare at Goats
## 321 (500) Days of Summer
## 322 Push
## 323 9
## 328 Brothers
## 329 Saw VI
## 330 Dance Flick
## 331 The Fourth Kind
## 335 Love Happens
## 336 Fame
## 337 Fantastic Mr. Fox
## 338 Gamer
## 342 Inkheart
## 343 Fired Up!
## 344 The Hurt Locker
## 345 Jennifer's Body
## 349 A Perfect Getaway
## 350 The Box
## 351 I Love You Beth Cooper
## 352 Amelia
## 356 An Education
## 357 12 Rounds
## 358 Sunshine Cleaning
## 359 Sorority Row
## 363 Whiteout
## 364 Next Day Air
## 365 Away We Go
## 366 Dragonball Evolution
## 370 My Life in Ruins
## 371 Pirate Radio (The Boat that Rocked, UK)
## 372 The Road
## 373 Taking Woodstock
## 377 127 Hours
## 378 A Nightmare on Elm Street
## 379 Alice in Wonderland
## 380 All About Steve
## 384 Buried
## 385 Burlesque
## 386 Case 39
## 387 Cats & Dogs: The Revenge of Kitty Galore
## 391 Conviction
## 392 Cop Out
## 393 Country Strong
## 394 Cyrus
## 398 Death at a Funeral
## 399 Despicable Me
## 400 Devil
## 401 Diary of a Wimpy Kid
## 405 Eat Pray Love
## 406 Edge of Darkness
## 407 Extraordinary Measures
## 408 Faster
## 412 Get Him to the Greek
## 413 Going the Distance
## 414 Green Zone
## 416 Grown Ups
## 420 How to Train Your Dragon
## 422 Inception
## 423 Iron Man 2
## 424 Jackass 3-D
## 428 Killers
## 429 Knight and Day
## 430 Leap Year
## 431 Legend of the Guardians: The Owls of Ga'Hoole
## 435 Little Fockers
## 436 Love & Other Drugs
## 437 MacGruber
## 438 Machete
## 442 My Soul to Take
## 443 Nanny McPhee Returns
## 447 Percy Jackson & the Olympians: The Lightning Thief
## 448 Piranha 3-D
## 453 Remember Me
## 454 Repo Men
## 455 Resident Evil: Afterlife
## 456 Robin Hood
## 460 Sex and the City 2
## 461 She's Out of My League
## 462 Shrek Forever After
## 463 Shutter Island
## 467 Stone
## 468 Takers
## 469 Tangled
## 470 The A-Team
## 474 The Bounty Hunter
## 475 The Chronicles of Narnia: The Voyage of the Dawn Treader
## 476 The Crazies
## 477 The Expendables
## 482 The Kids Are All Right
## 483 The King's Speech
## 484 The Last Airbender
## 485 The Last Exorcism
## 489 The Other Guys
## 490 The Runaways
## 491 The Social Network
## 492 The Sorcerer's Apprentice
## 497 The Twilight Saga: Eclipse
## 498 The Wolfman
## 499 Tooth Fairy
## 500 Toy Story 3
## 504 Valentine's Day
## 505 Vampires Suck
## 506 Wall Street: Money Never Sleeps
## 508 Why Did I Get Married Too?
## 513 30 Minutes or Less
## 514 50/50
## 516 A Very Harold and Kumar Christmas
## 517 Abduction
## 522 Arthur Christmas
## 523 Average
## 524 Bad Teacher
## 525 Battle: Los Angeles
## 529 Captain America: The First Avenger
## 530 Cars 2
## 532 Colombiana
## 533 Conan the Barbarian
## 537 Diary of a Wimpy Kid 2: Rodrick Rules
## 538 Dolphin Tale
## 539 Don't Be Afraid Of The Dark
## 540 Dream House
## 546 Fast Five
## 547 Final Destination 5
## 548 Footloose
## 549 Friends With Benefits
## 553 Hall Pass
## 554 Hanna
## 555 Happy Feet 2
## 556 Harry Potter and the Deathly Hallows Part 2
## 560 I Am Number Four
## 561 Immortals
## 562 In Time
## 563 Insidious
## 567 Just Go With It
## 568 Killer Elite
## 569 Kung Fu Panda 2
## 570 Larry Crowne
## 576 Mission Impossible 4
## 577 Moneyball
## 578 Monte Carlo
## 579 Mr. Popper's Penguins
## 583 One Day
## 585 Paranormal Activity 3
## 586 Paul
## 587 Pirates of the Caribbean:On Stranger Tides
## 591 Real Steel
## 592 Red Riding Hood
## 594 Rio
## 595 Rise of the Planet of the Apes
## 599 Shame
## 600 Shark Night 3D
## 601 Sherlock Holmes 2
## 603 Soul Surfer
## 607 Super 8
## 610 The Adjustment Bureau
## 611 The Adventures of Tintin
## 612 The Artist
## 616 The Company Men
## 617 The Conspirator
## 618 The Debt
## 619 The Descendants
## 623 The Green Hornet
## 624 The Hangover Part II
## 625 The Help
## 626 The Ides of March
## 630 The Muppets
## 631 The Rite
## 632 The Roommate
## 633 The Rum Diary
## 637 The Three Musketeers
## 638 The Tree Of Life
## 639 Thor
## 640 Tinker Tailor Soldier Spy
## 644 Unknown
## 645 War Horse
## 646 Warrior
## 647 Water For Elephants
## 651 X-Men: First Class
## 652 Your Highness
## 653 Zookeeper
## 654 21 Jump Street
## 663 Arbitrage
## 664 Argo
## 667 Battleship
## 669 Big Miracle
## 677 Cloud Atlas
## 678 Contraband
## 681 Dark Shadows
## 682 Diary of a Wimpy Kid: Dog Days
## 687 End of Watch
## 690 Flight
## 693 Frankenweenie
## 695 Ghost Rider: Spirit of Vengeance
## 702 House at the End of The Street
## 706 Ice Age: Continental Drift
## 708 Jack Reacher
## 711 John Carter
## 718 Lawless
## 719 Les Miserables (2012)
## 720 Life of Pi
## 721 Lincoln
## 725 Man on a Ledge
## 727 Marvel's The Avengers
## 728 MIB 3
## 729 Mirror Mirror
## 736 Parental Guidance
## 737 Pitch Perfect
## 738 Premium Rush
## 739 Prometheus
## 747 Rock of Ages
## 750 Safe (2012)
## 751 Safe House
## 753 Salmon Fishing in the Yemen
## 761 Sinister
## 762 Skyfall
## 764 Snow White and the Huntsman
## 765 Sparkle (2012)
## 770 That's My Boy
## 771 The Amazing Spider-Man
## 773 The Best Exotic Marigold Hotel
## 774 The Bourne Legacy
## 781 The Dictator
## 782 The Expendables 2
## 783 The Five-Year Engagement
## 784 The Grey
## 788 The Impossible
## 789 The Lucky One
## 790 The Master
## 791 The Perks of Being a Wallflower
## 798 The Twilight Saga: Breaking Dawn Part 2
## 799 The Vow
## 800 The Watch
## 801 The Woman in Black
## 805 What to Expect When You're Expecting
## 807 Wrath of the Titans
## 808 Wreck-It Ralph
## 810 Zero Dark Thirty
## 815 Grown Ups 2
## 816 After Earth
## 817 Captain Phillips
## 818 Escape Plan
## 822 Love is All You Need
## 824 Iron Man 3
## 825 Despicable Me 2
## 826 THG: Catching Fire
## 830 Monsters University
## 831 Gravity
## 832 Man of Steel
## 833 Thor: The Dark World
## 837 Star Trek Into Darkness
## 838 The Wolverine
## 839 Pacific Rim
## 840 G.I. Joe: Retaliation
## 844 The Smurfs 2
## 845 The Conjuring
## 846 A Good Day to Die Hard
## 847 Oblivion
## 851 Epic
## 852 The Lone Ranger
## 853 Cloudy with a Chance of Meatballs 2
## 854 The Heat
## 858 Percy Jackson: Sea of Monsters
## 859 Jack the Giant Slayer
## 860 The Wolf of Wall Street
## 861 Identity Thief
## 865 American Hustle
## 866 Insidious Chapter 2
## 867 Olympus Has Fallen
## 868 Bad Grandpa
## 872 12 years a slave
## 873 This is the End
## 874 47 Ronin
## 875 Last Vegas
## 879 Riddick
## 880 Evil Dead
## 882 Blue Jasmine
## 884 The Internship
## 888 Rush
## 889 The Purge
## 890 Pain and Gain
## 891 Philomena
## 895 The Best Man Holiday
## 896 Safe Haven
## 897 The Counselor
## 898 The Call
## 902 A Haunted House
## 903 Kick-Ass 2
## 904 Quartet
## 905 The Last Stand
## 910 Jobs
## 911 The Place Beyond the Pines
## 912 August: Osage County
## 913 Spring Breakers
## 917 Don Jon
## 918 Her
## 919 Movie 43
## 921 Mandela: Long Walk to Freedom
## 925 Inside Llewyn Davis
## 926 The Way, Way Back
## 927 Baggage Claim
## 929 The Sapphires
## 935 Battle of the Year
## 942 Before Midnight
## 945 Black Nativity
## 946 Blue Is the Warmest Color
## 967 The Call
## 970 Lovelace
## LeadStudio RottenTomatoes AudienceScore Story
## 1 Sony 61 54 Metamorphosis
## 2 Paramount 42 57 Quest
## 3 Paramount 57 89 Monster Force
## 4 Disney 45 74 Rescue
## 8 Disney 31 72 The Riddle
## 9 Fox 26 73 Comedy
## 10 Warner Bros 60 90 Sacrifice
## 11 Disney 97 84 Transformation
## 15 Fox 94 89 Maturation
## 16 Warner Bros 20 68 Rescue
## 17 Fox 79 86 Rescue
## 18 Fox 35 55 Monster Force
## 22 Sony 88 87 Comedy
## 23 Universal 13 73 Comedy
## 24 Warner Bros 92 84 Underdog
## 25 Paramount 69 66 Rivalry
## 29 Disney 66 75 Quest
## 30 Paramount 9 56 Comedy
## 31 Warner Bros 41 81 discovery
## 32 Disney 27 75 Discovery
## 36 Warner Bros 42 55 Rescue
## 37 Universal 82 73 Discovery
## 38 Independent 18 70 Escape
## 39 Independent 27 83 Maturation
## 43 33 63 Monster Force
## 44 Independent 21 82 Love
## 45 Lionsgate 88 85 sacrifice
## 46 Warner Bros 86 81 Revenge
## 51 Paramount 47 82 Pursuit
## 52 Warner Bros 8 55 Love
## 53 39 64 Love
## 54 Fox 14 37 Monster Force
## 58 Independent 50 57 Monster Force
## 59 Paramount 76 86 Quest
## 60 43 65 Rivalry
## 61 Paramount 30 41 Love
## 65 Independent 36 56 Transformation
## 66 Sony 55 63 Sacrifice
## 67 MGM 56 75 Temptation
## 68 Weinstein 33 52 Discovery
## 72 Weinstein 82 86 pursuit
## 73 Weinstein 93 87 quest
## 74 Independent 54 84 Love
## 75 Independent 11 50 Monster Force
## 79 Sony 75 55 Comedy
## 80 Paramount 29 59 Pursuit
## 81 Lionsgate 44 45 Escape
## 82 Paramount 66 85 Maturation
## 86 Sony 1 63 Comedy
## 87 Warner Bros 67 66 Pursuit
## 88 Fox 67 79 Journey and Return
## 89 Warner Bros 43 72 Transformation
## 93 Paramount 94 91 Metamorphosis
## 94 Paramount 77 59 Pursuit
## 95 Sony 40 67 Discovery
## 96 Disney 96 89 love
## 100 MGM 64 62 Revenge
## 101 Fox 79 75 rescue
## 102 Warner Bros 49 81 love
## 104 Universal 53 76 Love
## 109 Warner Bros 51 73 Pursuit
## 111 Paramount 83 69 fish out of water
## 112 Disney 25 63 rivalry
## 113 Disney 89 76 rescue
## 117 Paramount 27 72 pursuit
## 118 Sony 54 68 Comedy
## 119 Sony 36 50 fish out of water
## 120 Warner Bros 43 72 Transformation
## 124 Sony 68 74 Comedy
## 125 MGM 58 66 Sacrifice
## 126 Sony 35 73 quest
## 127 Fox 28 72 Love
## 131 Fox 40 71 Love
## 132 Universal 87 70 sacrifice
## 133 Fox 19 34 Sacrifice
## 134 Sony 35 61 The Riddle
## 138 Fox 19 29 escape
## 139 Independent 85 75 maturation
## 140 Relativity Media 78 64 Comedy
## 141 Independent 63 59 Discovery
## 145 Relativity Media 44 48 Escape
## 146 Relativity Media 64 65 journey & return
## 147 Universal 54 46 Rescue
## 148 Sony 39 54 Discovery
## 152 Buena Vista 13 56 comedy
## 153 Warner Bros 65 67 Journey and Return
## 154 Warner Bros 38 61 Quest
## 155 Independent 8 46 escape
## 160 Fox 16 36 Revenge
## 161 Overture 19 44 The Riddle
## 162 Sony 46 44 rivalry
## 163 Warner Bros 53 65 Temptation
## 167 Fox 56 78 Maturation
## 169 Universal 42 69 escape
## 170 Independent 62 84 quest
## 171 Independent 19 46 sacrifice
## 175 Paramount 14 38 Comedy
## 176 Universal 71 72 Discovery
## 177 Universal 94 88 quest
## 178 Independent 36 58 escape
## 182 Weinstein 64 70 Love
## 183 Universal 52 41 Rivalry
## 184 Independent 14 49 monster force
## 185 Independent 36 37 Transformation
## 189 Warner Bros 0 36 Monster Force
## 190 Independent 41 65 tragedy
## 191 Fox 37 62 The Riddle
## 192 Fox 7 40 Monster Force
## 196 Liberty Starz 55 66 Pursuit
## 197 Weinstein 82 73 temptation
## 198 Fox 7 32 quest
## 199 Fox 32 34 monster force
## 204 Independent 78 75 riddle
## 205 Lionsgate 14 29 rivalry
## 207 Paramount 46 32 rescue
## 208 Sony 5 51 The Riddle
## 212 Lionsgate 2 28 Rescue
## 214 Independent 3 22 sacrifice
## 215 Paramount 85 60 transformation
## 216 Lionsgate 70 78 comedy
## 222 Fox 19 42 Fish Out of Water
## 223 Independent 39 39 Quest
## 224 New Line 65 57 Comedy
## 225 Relativity Media 48 47 Quest
## 232 Summit 46 61 Journey and Return
## 233 Sony 67 64 Rags to Riches
## 234 Lionsgate 27 47 Revenge
## 235 Disney 34 68 quest
## 242 Warner Bros 83 75 Quest
## 243 Summit 27 78 Love
## 244 Disney 98 86 Journey and Return
## 245 Warner Bros 79 87 Comedy
## 249 Warner Bros 70 81 The Riddle
## 250 Paramount 72 65 Monster Force
## 251 Fox 45 72 Quest
## 252 Fox 37 72 Revenge
## 256 Universal 28 76 Revenge
## 257 Paramount 33 62 Pursuit
## 258 Sony 33 50 Comedy
## 259 Fox 58 83 Pursuit
## 263 Sony 86 70 Comedy
## 264 Universal 88 87 Underdog
## 265 Disney 22 50 Comedy
## 266 Independent 91 81 Metamorphosis
## 271 Disney 84 72 Metamorphosis
## 272 Universal 67 65 Underdog
## 273 Sony 74 69 Underdog
## 274 Warner Bros 42 60 Love
## 278 Disney 44 66 Maturation
## 279 Warner Bros 73 59 Journey and Return
## 280 Sony 90 87 Monster Force
## 281 Universal 89 77 Journey and Return
## 285 Paramount 83 72 Comedy
## 286 Sony 20 50 Rivalry
## 287 Buena Vista 42 50 Quest
## 288 Warner Bros 29 52 Escape
## 292 Paramount 38 65 Love
## 293 Universal 68 48 Comedy
## 294 Fox 11 56 Comedy
## 295 Lionsgate 17 51 Monster Force
## 299 Buena Vista 5 49 Comedy
## 300 Universal 26 38 Journey and Return
## 301 Warner Bros 47 73 Escape
## 302 Sony 30 68 Rivalry
## 306 Relativity Media 11 39 Monster Force
## 307 Independent 22 45 Comedy
## 308 Universal 92 61 Monster Force
## 309 Warner Bros 55 65 Escape
## 313 Warner Bros 75 74 Underdog
## 314 Universal 84 71 The Riddle
## 315 Fox 50 66 Tragedy
## 316 Sony 12 47 Comedy
## 320 Independent 52 43 Comedy
## 321 Fox 87 81 Love
## 322 Summit 22 47 Quest
## 323 Focus 57 58 Sacrifice
## 328 Lionsgate 61 62 Transformation
## 329 Independent 40 67 Escape
## 330 Paramount 17 35 Comedy
## 331 Universal 18 44 Monster Force
## 335 Universal 18 40 Love
## 336 MGM 25 43 Maturation
## 337 Fox 93 80 Rivalry
## 338 Lionsgate 29 43 Revenge
## 342 Warner Bros 39 51 Quest
## 343 Independent 22 52 Comedy
## 344 Independent 97 83 Quest
## 345 Fox 42 37 Monster Force
## 349 Universal 61 50 Escape
## 350 Warner Bros 46 27 Temptation
## 351 Fox 14 38 Comedy
## 352 Independent 21 35 Quest
## 356 Sony 94 78 Maturation
## 357 Fox 30 52 Rescue
## 358 Independent 72 59 Transformation
## 359 Summit 22 38 Pursuit
## 363 Warner Bros 7 28 Pursuit
## 364 Summit 21 27 Comedy
## 365 Focus 67 74 Discovery
## 366 Fox 15 28 Quest
## 370 Independent 9 43 Comedy
## 371 Focus 60 72 Comedy
## 372 Weinstein 75 65 Quest
## 373 Focus 48 48 Quest
## 377 Independent 93 84 Escape
## 378 Warner Bros 13 40 Monster Force
## 379 Disney 52 72 Journey and Return
## 380 Independent 6 35 Comedy
## 384 Independent 86 63 Escape
## 385 Paramount 36 66 Rags to Riches
## 386 Independent 23 42 Monster Force
## 387 Independent 13 43 Pursuit
## 391 Independent 68 71 Rescue
## 392 Warner Bros 19 45 The Riddle
## 393 Sony 20 56 Rags to Riches
## 394 Independent 80 51 Rivalry
## 398 Independent 40 48 Comedy
## 399 Universal 81 81 Maturation
## 400 Independent 52 45 Monster Force
## 401 Independent 53 49 Underdog
## 405 Sony 36 46 Journey and Return
## 406 Warner Bros 55 56 Revenge
## 407 CBS 27 55 Underdog
## 408 CBS 41 50 Revenge
## 412 Universal 73 63 Comedy
## 413 Warner Bros 53 56 Love
## 414 Universal 53 60 Quest
## 416 Independent 10 59 Comedy
## 420 Paramount 98 90 Underdog
## 422 Warner Bros 86 93 Journey and Return
## 423 Paramount 74 80 Rivalry
## 424 Paramount 63 72 Comedy
## 428 Lionsgate 11 45 Love
## 429 Fox 53 52 Pursuit
## 430 Universal 21 49 Love
## 431 Warner Bros 51 65 Rivalry
## 435 Independent 9 40 Comedy
## 436 Fox 48 55 Love
## 437 Independent 47 33 Comedy
## 438 Independent 73 66 Revenge
## 442 Relativity Media 9 29 Monster Force
## 443 Universal 77 54 Comedy
## 447 Fox 50 57 Rivalry
## 448 Weinstein 74 45 Monster Force
## 453 Summit 28 70 Love
## 454 Universal 22 43 Rescue
## 455 Highlight Communications 24 53 Monster Force
## 456 Universal 42 59 Rivalry
## 460 Warner Bros 15 49 Love
## 461 Paramount 57 60 Love
## 462 Paramount 57 64 Journey and Return
## 463 Paramount 68 73 The Riddle
## 467 Independent 49 20 Rivalry
## 468 Sony 27 57 Rivalry
## 469 Disney 89 88 Love
## 470 Fox 47 71 Pursuit
## 474 Sony 7 41 Rivalry
## 475 Fox 49 63 Quest
## 476 Liberty Starz 72 54 Monster Force
## 477 Independent 40 58 Pursuit
## 482 Independent 94 72 Comedy
## 483 Independent 95 93 Maturation
## 484 Paramount 6 42 Quest
## 485 Independent 73 32 Monster Force
## 489 Sony 78 57 Comedy
## 490 Independent 68 56 Maturation
## 491 Sony 96 89 Rags to Riches
## 492 Disney 42 57 Pursuit
## 497 Summit 50 74 Monster Force
## 498 Universal 33 38 Monster Force
## 499 Fox 16 46 Comedy
## 500 Disney 99 91 Rescue
## 504 Warner Bros 17 54 Love
## 505 Independent 4 32 Comedy
## 506 Independent 54 43 Rivalry
## 508 Lionsgate 27 67 Comedy
## 513 Independent 43 48 Comedy
## 514 Independent 93 93 Discovery
## 516 Lionsgate 72 71 Comedy
## 517 Vertigo 4 46 Maturation
## 522 Aardman Animations 92 82 Journey and Return
## 523 55 62
## 524 Independent 44 38 Comedy
## 525 Relativity Media 35 50 Monster Force
## 529 Disney 78 75 Metamorphosis
## 530 Pixar 38 56 Fish Out Of Water
## 532 Sony 28 55 Revenge
## 533 Lionsgate 22 34 Quest
## 537 Fox 47 63 Comedy
## 538 Independent 84 81 Quest
## 539 Miramax 59 37 Monster Force
## 540 Morgan Creek 7 38 The Riddle
## 546 Universal 78 83 Escape
## 547 New Line 61 56 Monster Force
## 548 Spyglass Entertainment 71 71 Transformation
## 549 Warner Bros 71 68 Temptation
## 553 Warner Bros 35 44 Temptation
## 554 Universal 71 67 Quest
## 555 Village Roadshow 41 59 Journey and Return
## 556 Warner Bros 96 92 Rivalry
## 560 Paramount 32 57 Maturation
## 561 Relativity Media 36 59 Revenge
## 562 Regency Enterprises 38 55 The Riddle
## 563 Sony 67 65 Monster Force
## 567 Happy Madison 19 63 Comedy
## 568 Independent 25 48 Rivalry
## 569 DreamWorks 82 80 Rivalry
## 570 Universal 34 46 Discovery
## 576 Paramount 93 86 Pursuit
## 577 Columbia 95 89 Underdog
## 578 Fox 38 50 Love
## 579 Fox 47 54 Discovery
## 583 Independent 37 54 Love
## 585 Independent 68 58 Monster Force
## 586 Relativity Media 72 70 Comedy
## 587 Disney 34 61 Quest
## 591 DreamWorks 58 81 Underdog
## 592 Warner Bros 11 41 Monster Force
## 594 Fox 71 73 Quest
## 595 Fox 83 87 Revenge
## 599 Independent 80 80
## 600 Relativity Media 16 25 Escape
## 601 Warner Bros 60 79 Pursuit
## 603 Sony 46 79 Underdog
## 607 Paramount 82 78 Monster Force
## 610 Independent 72 67 Sacrifice
## 611 Paramount 74 78 Quest
## 612 Weinstein 97 91
## 616 Weinstein 66 55 Discovery
## 617 Independent 56 65 Underdog
## 618 Universal 76 70 Pursuit
## 619 Fox 89 88 Discovery
## 623 Columbia 44 47 Rivalry
## 624 Legendary Pictures 35 58 Comedy
## 625 DreamWorks 75 91 Maturation
## 626 Columbia 85 76 Transformation
## 630 Disney 97 87 Quest
## 631 Warner Bros 20 43 Monster Force
## 632 Independent 4 29 Monster Force
## 633 Independent 50 48 Discovery
## 637 Independent 24 48 Rivalry
## 638 Independent 84 61 Discovery
## 639 Disney 77 80 Monster Force
## 640 Focus 83 68
## 644 Independent 55 57 The Riddle
## 645 Disney 77 73
## 646 Lionsgate 83 93 Rivalry
## 647 Fox 60 72 Love
## 651 Disney 87 88 Monster Force
## 652 Universal 26 36 Comedy
## 653 Happy Madison 14 42 Comedy
## 654 Sony 85 82
## 663 Roadside Attractions 87 63
## 664 Warner Bros 96 90
## 667 Universal 34 55
## 669 Universal 74 64
## 677 Warner Bros 66 67
## 678 Universal 51 58
## 681 Warner Bros 38 46
## 682 Fox 51 64
## 687 Open Road 85 86
## 690 Paramount 78 75
## 693 Buena Vista 87 70
## 695 Sony 17 32
## 702 Relativity Media 10 42
## 706 Fox 37 63
## 708 Paramount 61 67
## 711 Buena Vista 51 60
## 718 Weinstein 67 75
## 719 Universal 70 79
## 720 Fox 87 85
## 721 Buena Vista 90 81
## 725 Summit 32 52
## 727 Buena Vista 92 91
## 728 Sony 70 71
## 729 Relativity Media 49 45
## 736 Fox 18 61
## 737 Universal 81 83
## 738 Sony 76 60
## 739 Fox 74 69
## 747 Warner Bros 41 55
## 750 Lionsgate 57 60
## 751 Universal 53 64
## 753 CBS 67 64
## 761 Summit 63 61
## 762 Sony 92 86
## 764 Universal 48 52
## 765 TriStar 57 65
## 770 Sony 20 53
## 771 Sony 73 77
## 773 Fox Searchlight 78 79
## 774 Universal 56 58
## 781 Paramount 57 45
## 782 Lionsgate 65 68
## 783 Universal 63 52
## 784 Open Road 79 61
## 788 Summit 81 85
## 789 Warner Bros 20 68
## 790 Weinstein 85 59
## 791 Summit 85 89
## 798 Summit 48 71
## 799 Screen Gems 29 63
## 800 Fox 17 40
## 801 CBS 66 55
## 805 Lionsgate 22 48
## 807 Warner Bros 25 49
## 808 Buena Vista 86 87
## 810 Sony 93 80
## 815 Sony 7 55
## 816 Sony 11 38
## 817 Sony 93 92
## 818 Summit 49 59
## 822 Sony 74 60
## 824 Buena Vista 78 80
## 825 Universal 74 85
## 826 Lionsgate 90 92
## 830 Buena Vista 78 83
## 831 Warner Bros 97 85
## 832 Warner Bros 55 76
## 833 Buena Vista 65 83
## 837 Paramount 87 90
## 838 Fox 69 70
## 839 Warner Bros 71 78
## 840 Paramount 28 49
## 844 Sony 14 58
## 845 Warner Bros 86 83
## 846 Fox 14 42
## 847 Universal 53 61
## 851 Fox 64 66
## 852 Buena Vista 31 55
## 853 Sony 70 66
## 854 Fox 66 73
## 858 Fox 40 58
## 859 Warner Bros 52 56
## 860 Paramount 77 83
## 861 Universal 19 55
## 865 Sony 93 79
## 866 FilmDistrict 37 60
## 867 FilmDistrict 48 68
## 868 Paramount 61 66
## 872 Fox Searchlight 96 92
## 873 Sony 83 73
## 874 Universal 12 56
## 875 CBS 47 62
## 879 Universal 58 56
## 880 TriStar 62 64
## 882 Sony 91 81
## 884 Fox 34 54
## 888 Universal 89 92
## 889 Universal 37 37
## 890 Paramount 49 48
## 891 Weinstein 92 91
## 895 Universal 67 90
## 896 Relativity Media 12 68
## 897 Fox 34 25
## 898 TriStar 43 66
## 902 Open Road 10 54
## 903 Universal 29 62
## 904 Weinstein 80 65
## 905 Lionsgate 60 55
## 910 Open Road 27 85
## 911 Focus 81 75
## 912 Weinstein 65 72
## 913 A24 65 39
## 917 Relativity Media 81 64
## 918 Warner Bros 94 85
## 919 Relativity Media 4 25
## 921 Weinstein 58 73
## 925 CBS 94 76
## 926 Fox Searchlight 85 85
## 927 Fox Searchlight 14 56
## 929 Weinstein 91 76
## 935 Sony 6 52
## 942 Sony 98 82
## 945 Fox Searchlight 48 57
## 946 IFC 90 87
## 967 TriStar 43 66
## 970 Radius-TWC 55 37
## Genre TheatersOpenWeek OpeningWeekend BOAvgOpenWeekend DomesticGross
## 1 Action 4252 151.100 35540 336.530
## 2 Animation 4122 121.600 29507 322.720
## 3 Action 4011 70.500 17577 319.250
## 4 Action 4362 114.700 26302 309.420
## 8 Thriller 3832 44.800 11686 219.960
## 9 Animation 3475 44.300 12750 217.330
## 10 Action 3103 70.900 22844 210.610
## 11 Animation 3940 47.000 11935 206.450
## 15 Comedy 1019 10.600 10436 143.500
## 16 Action 3778 49.100 12996 140.130
## 17 Action 3408 33.400 9791 134.530
## 18 Action 3959 58.000 14663 131.920
## 22 Comedy 2948 33.000 11211 121.460
## 23 Comedy 3495 34.200 9795 120.060
## 24 Musical 3121 27.500 8803 118.870
## 25 Comedy 3372 33.000 9790 118.590
## 29 Animation 3413 25.100 7361 97.820
## 30 Comedy 3136 34.200 10904 95.670
## 31 Drama 2911 19.400 6661 93.470
## 32 Comedy 3103 22.900 7396 90.650
## 36 Action 3528 25.700 7308 70.110
## 37 Biography 2575 9.600 3750 66.660
## 38 Horror 3183 31.700 9976 63.300
## 39 Musical 2051 21.900 10645 61.360
## 43 Action 3110 24.300 7799 54.150
## 44 Romance 2454 6.500 2641 53.700
## 45 Adventure 2652 14.000 5292 53.610
## 46 Musical 1249 9.300 7446 52.900
## 51 Action 2806 14.500 5175 47.000
## 52 Comedy 2604 10.400 4002 43.800
## 53 Comedy 2425 11.700 4826 43.110
## 54 Horror 2611 10.000 3853 41.800
## 58 Horror 2855 15.600 5587 39.570
## 59 Adventure 2540 9.160 3610 38.630
## 60 Action 2755 13.500 4889 36.790
## 61 Comedy 3229 14.000 4342 36.790
## 65 Fantasy 3164 9.630 3043 32.060
## 66 Drama 2362 10.800 4583 28.560
## 67 Thriller 2453 10.000 4083 28.550
## 68 Comedy 2629 7.500 2845 25.930
## 72 Action 2624 11.600 4419 25.040
## 73 Documentary 702 3.600 5128 24.540
## 74 Romance 954 3.800 4009 24.340
## 75 Horror 2447 9.700 3958 20.800
## 79 Comedy 2650 4.100 1575 18.320
## 80 Thriller 2725 7.100 2617 18.210
## 81 Horror 2350 8.200 3490 17.610
## 82 Drama 715 1.600 2243 15.800
## 86 Comedy 2332 3.400 1459 13.240
## 87 Action 2108 5.700 2711 12.810
## 88 Drama 698 1.800 2523 11.900
## 89 Comedy 2155 4.700 2186 11.050
## 93 Action 4105 98.620 24024 318.760
## 94 Action 4260 100.100 23507 317.100
## 95 Action 3965 62.600 15789 227.950
## 96 Animation 3992 63.090 15803 223.810
## 100 Action 3451 67.500 19568 168.370
## 101 Animation 3954 45.000 11384 154.530
## 102 Comedy 3285 57.040 17363 152.650
## 104 Comedy 2976 27.750 9325 144.130
## 109 Action 3911 38.700 9891 130.320
## 111 Comedy 3319 25.810 7777 110.520
## 112 Comedy 3681 27.500 7457 110.100
## 113 Animation 3651 26.200 7182 114.050
## 117 Action 3510 29.200 8305 101.440
## 118 Comedy 3094 30.940 10000 100.470
## 119 Comedy 3462 38.530 11130 100.020
## 120 Comedy 3434 18.260 5318 97.690
## 124 Action 3072 23.200 7567 87.340
## 125 Thriller 2711 21.030 7756 83.080
## 126 Crime 2648 24.100 9103 81.160
## 127 Comedy 3215 20.170 6274 80.280
## 131 Comedy 3057 23.010 7526 76.810
## 132 Action 3204 34.500 10780 75.990
## 133 Thriller 3560 30.500 8562 79.370
## 134 3149 22.870 7264 72.270
## 138 Thriller 2986 30.520 10220 64.510
## 139 Comedy 2798 17.730 6791 63.170
## 140 Comedy 2651 19.130 7215 60.360
## 141 Comedy 2543 17.410 6845 60.490
## 145 Horror 2466 20.990 8515 52.600
## 146 Action 3151 21.400 6791 52.080
## 147 Animation 3104 10.100 3255 50.880
## 148 Comedy 2714 14.530 5355 48.240
## 152 Adventure 2706 13.600 5026 45.610
## 153 2707 10.680 3945 44.090
## 154 Action 3606 18.600 5174 43.950
## 155 Horror 2700 20.810 7705 43.870
## 160 Action 3376 17.600 5225 40.690
## 161 Crime 3152 16.300 5168 40.080
## 162 Crime 2464 15.000 6090 39.260
## 163 Action 2710 12.900 4754 39.390
## 167 Drama 1591 10.530 6617 37.770
## 169 Action 2532 12.620 4985 36.320
## 170 Drama 1850 9.400 5055 35.740
## 171 Animation 3452 14.600 4233 35.160
## 175 Comedy 3012 13.910 4617 32.240
## 176 Comedy 2204 9.760 4430 32.240
## 177 Biography 36 1.500 40385 31.840
## 178 Action 2626 12.060 4594 31.720
## 182 Romance 3735 10.070 3680 31.460
## 183 Comedy 2769 12.700 4580 31.370
## 184 Horror 2664 11.200 4190 30.690
## 185 Animation 2511 7.180 2860 30.110
## 189 Horror 2240 12.500 5585 26.890
## 190 Drama 1166 8.200 7035 26.810
## 191 Action 2467 12.500 5054 26.420
## 192 Horror 2753 10.500 3794 25.930
## 196 Thriller 2054 7.900 3831 23.530
## 197 Romance 692 3.760 5427 23.220
## 198 Action 3390 9.500 2798 22.530
## 199 Thriller 3185 10.100 3147 20.980
## 204 Drama 1267 5.300 4214 33.450
## 205 Action 2509 6.500 2576 19.810
## 207 Horror 2812 8.000 2846 17.430
## 208 Drama 2168 7.000 3209 17.210
## 212 Comedy 2642 5.800 2209 14.190
## 214 Horror 2652 5.400 2045 13.560
## 215 Comedy 1505 5.010 3330 13.370
## 216 Documentary 502 3.410 6792 13.010
## 222 Adventure 3011 5.250 1744 11.800
## 223 Comedy 2089 4.000 1953 11.540
## 224 Comedy 808 4.050 5013 11.180
## 225 Action 1936 4.900 2544 11.010
## 232 Adventure 2421 3.610 1490 8.400
## 233 Biography 687 3.400 5015 8.200
## 234 Action 2508 4.300 1703 8.050
## 235 Action 1185 3.500 2935 7.920
## 242 Adventure 4325 77.800 17997 302.000
## 243 Drama 4024 142.800 35497 296.620
## 244 Animation 3766 68.100 18085 293.000
## 245 Comedy 3269 45.000 13759 277.300
## 249 Action 3626 62.300 17183 209.020
## 250 Animation 4104 59.300 14454 198.400
## 251 Animation 4099 41.700 10171 196.570
## 252 Action 4099 85.100 20751 179.900
## 256 Action 3461 70.900 20500 155.100
## 257 Action 4007 54.700 13654 150.200
## 258 Action 3144 31.800 10125 146.330
## 259 Action 3183 24.700 7765 145.000
## 263 Animation 3119 30.300 9716 124.900
## 264 Adventure 3135 38.000 12024 120.500
## 265 Action 3697 31.700 8576 119.400
## 266 Action 3049 37.400 12251 115.600
## 271 Animation 3434 24.200 7050 104.400
## 272 Biography 3334 25.200 7580 97.100
## 273 Biography 2354 20.000 8508 94.120
## 274 Comedy 3175 27.800 8751 93.950
## 278 Comedy 3118 32.300 10367 79.580
## 279 Adventure 3735 32.700 8754 77.230
## 280 Action 3036 24.700 8147 75.590
## 281 Animation 2299 16.800 7329 75.280
## 285 Comedy 2711 17.800 6570 71.400
## 286 Drama 2514 28.600 11318 68.260
## 287 Action 3187 24.400 7651 67.170
## 288 Horror 3121 27.400 8782 66.500
## 292 Drama 2988 18.600 6233 63.410
## 293 Comedy 2756 30.600 11110 60.100
## 294 Comedy 3226 21.100 6528 58.750
## 295 Drama 2732 23.000 8420 55.390
## 299 Comedy 3425 16.900 4933 49.490
## 300 Drama 3521 18.800 5350 49.430
## 301 Drama 2606 12.400 4774 49.200
## 302 Action 2942 20.800 7080 45.800
## 306 Horror 2357 19.800 8405 42.670
## 307 Animation 3035 12.300 4048 42.190
## 308 Horror 2508 15.800 6310 42.100
## 309 Horror 2750 12.800 4681 41.590
## 313 Biography 2125 8.600 4052 37.490
## 314 Crime 2803 14.100 5020 37.020
## 315 Biography 1638 20.500 12514 36.840
## 316 Adventure 3243 11.600 3573 35.920
## 320 Comedy 2443 12.700 5201 32.400
## 321 Comedy 817 3.800 4577 32.390
## 322 Action 2313 10.100 4358 31.810
## 323 Animation 1661 10.700 10398 31.740
## 328 Drama 2088 9.500 4563 28.500
## 329 Horror 3036 14.100 4650 27.690
## 330 Action 2450 10.600 4344 25.660
## 331 Mystery 2527 12.200 4840 25.480
## 335 Drama 1898 8.050 4245 22.960
## 336 Comedy 3096 10.000 3234 22.460
## 337 Animation 2033 7.000 3426 21.000
## 338 Action 2502 9.150 3659 20.530
## 342 Adventure 2655 7.600 2862 17.300
## 343 Comedy 1810 5.500 3030 17.200
## 344 Drama 4 0.140 36338 17.010
## 345 Comedy 2702 6.900 2542 16.200
## 349 Mystery 2159 5.900 2755 15.500
## 350 Drama 2635 7.600 2873 15.100
## 351 Comedy 1856 4.900 2648 14.800
## 352 Adventure 820 3.900 4761 14.250
## 356 Drama 761 0.760 1003 12.570
## 357 Action 2331 5.300 2286 12.230
## 358 Comedy 642 0.900 1527 12.060
## 359 Horror 2665 5.100 1899 11.970
## 363 Action 2745 4.900 1791 10.280
## 364 Action 1138 4.100 3613 10.000
## 365 Comedy 4 0.130 32603 9.450
## 366 Action 2181 4.800 2181 9.360
## 370 Comedy 1164 3.200 2769 8.670
## 371 Comedy 882 2.900 3293 8.010
## 372 Adventure 111 1.500 13534 8.120
## 373 Comedy 1393 3.500 2482 7.460
## 377 Adventure 916 2.130 2333 18.330
## 378 Horror 3332 32.900 9875 63.080
## 379 Adventure 3728 116.100 31143 334.190
## 380 Comedy 2251 11.200 4994 33.860
## 384 Drama 11 0.103 9115 1.040
## 385 Drama 3037 11.950 3934 39.440
## 386 Horror 2211 5.400 2420 13.260
## 387 Action 3705 12.300 3314 43.590
## 391 Biography 672 1.620 2424 6.790
## 392 Action 3150 18.210 5781 44.880
## 393 Drama 1424 7.330 5145 20.220
## 394 Comedy 4 0.180 45429 7.470
## 398 Comedy 2459 16.200 6595 42.740
## 399 Animation 3476 56.400 16225 251.510
## 400 Horror 2809 12.300 4375 33.600
## 401 Comedy 3077 22.100 7191 64.000
## 405 Drama 3082 23.100 7497 80.570
## 406 Crime 3066 17.200 5615 43.310
## 407 Drama 2549 6.000 2359 12.070
## 408 Action 2454 8.520 3873 23.240
## 412 Comedy 2697 17.600 6515 60.970
## 413 Comedy 3030 6.900 2272 17.800
## 414 Action 3003 14.300 4765 35.050
## 416 Comedy 3534 40.500 11462 162.000
## 420 Animation 4055 43.700 10785 217.580
## 422 Action 3792 62.800 16557 292.580
## 423 Action 4380 128.100 29252 312.430
## 424 Documentary 3081 50.400 16343 117.230
## 428 Action 2859 15.800 5539 47.060
## 429 Action 3098 20.200 6501 76.420
## 430 Comedy 2511 9.200 3665 25.920
## 431 Animation 3575 16.100 4507 55.680
## 435 Comedy 3536 30.830 8720 148.440
## 436 Comedy 2455 9.740 3967 32.370
## 437 Action 2551 4.000 1585 8.530
## 438 Action 2670 11.000 4276 26.590
## 442 Horror 2572 6.840 2660 14.740
## 443 Comedy 2784 8.400 3020 29.010
## 447 Action 3356 31.200 9308 88.770
## 448 Comedy 2470 10.100 4092 25.000
## 453 Drama 2212 8.000 3657 19.070
## 454 Action 2521 6.100 2430 13.790
## 455 Action 3203 26.700 8320 60.130
## 456 Action 3503 36.000 10295 105.270
## 460 Comedy 3445 31.000 8999 95.350
## 461 Comedy 2956 9.800 3307 32.010
## 462 Animation 4359 70.800 16251 238.740
## 463 Drama 2991 41.000 13729 128.010
## 467 Drama 6 0.075 12628 1.810
## 468 Action 2206 20.500 9298 57.740
## 469 Animation 3603 48.770 13535 200.820
## 470 Action 3535 25.700 7262 77.220
## 474 Action 3074 20.700 6729 67.060
## 475 Adventure 3555 24.000 6752 104.390
## 476 Horror 2476 16.070 6489 39.120
## 477 Action 3270 34.800 10650 103.070
## 482 Comedy 847 3.500 4162 20.810
## 483 Biography 700 4.400 6406 138.790
## 484 Action 3169 40.300 12725 131.770
## 485 Drama 2874 20.400 7087 41.030
## 489 Action 3651 35.500 9735 119.220
## 490 Biography 244 0.800 3300 3.570
## 491 Biography 2771 22.400 8100 96.960
## 492 Action 3504 17.600 5028 63.150
## 497 Drama 4468 64.800 14510 300.530
## 498 Drama 3222 31.500 9770 61.980
## 499 Comedy 3344 14.000 4190 60.020
## 500 Animation 4028 110.300 27385 415.000
## 504 Comedy 3655 56.200 15351 110.490
## 505 Comedy 3233 12.200 3774 36.660
## 506 Drama 3565 19.000 5333 52.470
## 508 Comedy 2155 29.300 13591 60.090
## 513 Comedy 2888 13.330 4616 37.050
## 514 Comedy 2458 8.640 3517 35.010
## 516 Comedy 2875 12.950 4506 35.060
## 517 Action 3118 10.930 3504 28.090
## 522 Animation 3376 12.070 3537 46.460
## 523 2733 22.000 8502 69.000
## 524 Comedy 3049 31.600 10365 100.290
## 525 Action 3417 35.570 10411 83.550
## 529 Action 3715 65.060 17512 176.650
## 530 Animation 4115 66.140 16072 191.450
## 532 Action 2614 10.410 3982 36.670
## 533 Action 3015 10.020 3324 21.300
## 537 Comedy 3167 23.750 7500 52.700
## 538 Drama 3507 19.150 5461 72.290
## 539 Horror 2760 8.530 3089 24.050
## 540 Horror 2661 8.130 3055 21.300
## 546 Action 3644 86.190 23655 209.400
## 547 Horror 3155 18.030 5715 42.590
## 548 Drama 3549 15.560 4383 51.800
## 549 Romance 2926 18.620 6364 55.800
## 553 Comedy 2950 13.540 4588 45.060
## 554 Action 2535 12.370 4880 40.260
## 555 Animation 3606 21.240 5889 64.010
## 556 Fantasy 4375 169.190 38672 381.010
## 560 Thriller 3154 19.450 6167 55.100
## 561 Action 3112 32.210 10349 83.500
## 562 Thriller 3122 12.050 3860 37.520
## 563 Horror 2408 13.270 5511 54.010
## 567 Romance 3548 30.510 8601 103.030
## 568 Action 2986 9.350 3132 25.120
## 569 Animation 3925 47.660 12142 165.250
## 570 Drama 2973 13.100 4405 35.610
## 576 Action 3448 29.550 8672 209.390
## 577 Drama 2993 19.500 6516 75.600
## 578 Romance 2473 7.450 3014 23.190
## 579 Comedy 3339 18.450 5524 68.220
## 583 Romance 1719 5.080 2955 13.840
## 585 Horror 3321 52.570 15829 104.030
## 586 Comedy 2802 13.040 4655 37.410
## 587 Action 4155 90.150 21697 241.070
## 591 Action 3440 27.320 7942 85.470
## 592 Horror 3030 14.010 4622 37.660
## 594 Animation 3826 39.230 10252 143.620
## 595 Action 3648 54.810 15024 176.700
## 599 Drama 10 0.340 34952 3.090
## 600 Horror 2806 8.400 2995 18.880
## 601 Action 3703 39.630 10704 186.850
## 603 Drama 2214 10.600 4789 43.850
## 607 Horror 3379 35.450 10492 127.000
## 610 Thriller 2840 21.160 7450 62.500
## 611 Adventure 3087 9.720 3149 77.591
## 612 Drama 662 2.370 3583 44.671
## 616 Drama 106 0.640 6111 4.440
## 617 Drama 707 3.510 4960 11.540
## 618 Thriller 1826 9.910 5427 31.180
## 619 Drama 876 4.380 5000 82.580
## 623 Action 3584 33.500 9335 98.780
## 624 Comedy 3615 85.950 23775 254.460
## 625 Drama 2534 26.040 10278 169.710
## 626 Thriller 2199 10.470 4761 40.960
## 630 Comedy 3440 29.240 8500 88.630
## 631 Horror 2985 14.800 4955 33.050
## 632 Horror 2534 15.000 5921 37.300
## 633 Drama 2273 5.140 2259 13.110
## 637 Action 3017 8.670 2875 20.370
## 638 Drama 4 0.370 93230 13.300
## 639 Action 3955 65.720 16618 181.030
## 640 Thriller 809 5.470 6772 24.149
## 644 Thriller 3043 21.860 7183 63.690
## 645 Drama 2376 14.520 6114 79.884
## 646 Action 1869 5.240 2805 13.660
## 647 Drama 2817 16.840 5979 58.710
## 651 Action 3641 55.100 15134 146.410
## 652 Comedy 2769 9.360 3380 21.600
## 653 Comedy 3482 20.070 5763 80.360
## 654 3121 36.300 11632 138.450
## 663 197 2.000 10163 7.920
## 664 3232 19.460 6020 136.030
## 667 3690 25.530 6920 65.420
## 669 2129 7.760 3645 20.160
## 677 2008 9.610 4787 27.110
## 678 2863 24.350 8505 66.530
## 681 3755 29.690 7906 79.730
## 682 3391 14.620 4312 49.010
## 687 2730 13.150 4818 41.000
## 690 1884 24.900 13217 93.770
## 693 Animation 3005 11.410 3798 35.290
## 695 3174 22.120 6968 51.770
## 702 3083 12.290 3985 31.610
## 706 3881 46.630 12015 161.320
## 708 3352 15.210 4538 80.070
## 711 3749 30.180 8050 73.080
## 718 2888 10.000 3463 37.400
## 719 2814 27.280 9695 148.810
## 720 2927 22.450 7670 124.990
## 721 11 0.940 85846 182.210
## 725 Action 2998 8.000 2669 18.620
## 727 4349 207.440 47698 623.360
## 728 4248 54.590 12851 179.020
## 729 3603 18.130 5032 64.940
## 736 3367 14.550 4323 77.270
## 737 335 5.150 15371 65.000
## 738 2255 6.030 2674 20.280
## 739 3396 51.050 15032 126.480
## 747 Musical 3470 14.440 4161 38.520
## 750 2266 7.890 3483 17.140
## 751 3119 40.170 12880 126.370
## 753 18 0.230 12550 9.050
## 761 Horror 2527 18.010 7126 48.090
## 762 3505 88.360 25211 304.360
## 764 3773 56.220 14900 155.330
## 765 2244 11.640 5189 24.400
## 770 3030 13.450 4440 36.930
## 771 4318 62.000 14360 262.030
## 773 27 0.740 27298 46.410
## 774 3745 38.140 10185 113.200
## 781 3008 17.440 5796 59.650
## 782 3316 28.590 8622 85.030
## 783 2936 10.610 3614 28.840
## 784 3185 19.670 6174 51.580
## 788 15 0.140 9588 19.020
## 789 3155 22.520 7137 60.460
## 790 5 0.740 147262 16.380
## 791 4 0.230 57090 17.740
## 798 4070 141.070 34660 292.320
## 799 2958 41.200 13929 125.010
## 800 3168 12.750 4025 35.350
## 801 2855 20.870 7311 54.330
## 805 3021 10.550 3491 41.150
## 807 3545 33.460 9438 83.670
## 808 3752 49.040 13070 189.420
## 810 5 0.420 83430 95.720
## 815 3491 41.510 11890 133.670
## 816 3401 27.520 8092 60.520
## 817 3143 25.720 8183 106.240
## 818 2883 9.890 3429 25.130
## 822 101 0.040 364 1.630
## 824 Action 4253 174.140 40946 409.010
## 825 4003 83.520 20864 368.060
## 826 Action 4163 158.070 37971 420.020
## 830 4004 82.430 20587 268.490
## 831 3820 55.790 14603 261.210
## 832 Action 4207 116.620 27720 291.050
## 833 3841 85.740 22322 204.510
## 837 3907 70.170 17959 228.780
## 838 3924 53.110 13536 132.560
## 839 3285 37.290 11350 101.800
## 840 3734 40.500 10847 122.520
## 844 3867 17.550 4538 71.020
## 845 Horror 3115 41.860 13437 137.400
## 846 3555 24.830 6986 67.350
## 847 3792 37.050 9772 89.110
## 851 3894 33.530 8611 107.520
## 852 3904 29.210 7482 89.300
## 853 4001 34.020 8502 118.870
## 854 3184 39.120 12285 159.580
## 858 3080 14.400 4676 68.560
## 859 3525 27.200 7717 65.190
## 860 2557 18.360 7181 98.510
## 861 3230 34.550 10697 134.510
## 865 2629 0.740 282 127.000
## 866 3155 40.270 12765 83.590
## 867 3106 30.370 9779 98.930
## 868 3345 32.060 9583 102.000
## 872 Drama 1474 0.920 627 49.280
## 873 3055 20.720 6782 101.470
## 874 2690 9.910 3684 38.060
## 875 3237 16.330 5046 63.750
## 879 3117 19.030 6105 42.030
## 880 3025 25.780 8521 54.240
## 882 1283 0.610 477 33.200
## 884 3399 17.330 5097 44.670
## 888 2308 0.190 81 26.950
## 889 2591 34.060 13145 64.470
## 890 3303 20.240 6129 49.880
## 891 1225 0.130 105 33.220
## 895 2041 30.110 14751 70.530
## 896 3223 21.400 6640 71.350
## 897 3044 7.840 2577 16.970
## 898 2507 17.120 6828 51.870
## 902 2160 18.100 8380 40.040
## 903 2945 13.330 4527 28.800
## 904 725 0.050 65 18.390
## 905 2913 6.280 2156 12.050
## 910 2381 6.710 2820 16.130
## 911 1584 0.280 176 21.400
## 912 2411 0.180 74 26.510
## 913 1379 0.260 191 14.120
## 917 2422 8.680 3583 24.480
## 918 Drama 1729 0.260 151 24.120
## 919 2023 4.810 2376 8.840
## 921 1010 0.080 83 8.080
## 925 729 0.410 556 12.000
## 926 1001 0.550 552 21.510
## 927 2230 9.030 4050 21.570
## 929 126 0.040 305 2.450
## 935 2008 4.600 2292 8.890
## 942 897 0.250 275 8.110
## 945 1525 3.670 2406 7.020
## 946 142 0.100 706 2.160
## 967 2507 17.120 6828 51.870
## 970 Biography 118 0.180 1564 0.360
## ForeignGross WorldGross Budget Profitability OpenProfit Year
## 1 554.340 890.870 258.0 345.30 58.57 2007
## 2 476.240 798.960 160.0 499.35 76.00 2007
## 3 390.460 709.710 150.0 473.14 47.00 2007
## 4 654.000 963.420 300.0 321.14 38.23 2007
## 8 237.400 457.360 130.0 351.82 34.46 2007
## 9 144.010 361.340 70.0 516.19 63.29 2007
## 10 245.450 456.070 65.0 701.64 109.08 2007
## 11 417.280 623.720 150.0 415.81 31.33 2007
## 15 87.920 231.410 7.5 3085.48 141.33 2007
## 16 117.900 258.020 140.0 184.30 35.07 2007
## 17 249.000 383.530 110.0 348.66 30.36 2007
## 18 157.130 289.050 130.0 222.34 44.62 2007
## 22 48.410 169.870 20.0 849.36 165.00 2007
## 23 66.010 186.070 85.0 218.91 40.24 2007
## 24 83.680 202.550 75.0 270.06 36.67 2007
## 25 27.110 145.710 61.0 238.87 54.10 2007
## 29 71.510 169.330 100.0 169.33 25.10 2007
## 30 63.640 159.310 60.0 265.52 57.00 2007
## 31 81.910 175.370 45.0 389.72 43.11 2007
## 32 57.230 147.880 22.0 672.18 104.09 2007
## 36 302.130 372.230 180.0 206.80 14.28 2007
## 37 52.340 119.000 75.0 158.67 12.80 2007
## 38 76.050 139.350 10.0 1393.52 317.00 2007
## 39 14.150 75.510 14.0 539.36 156.43 2007
## 43 41.460 95.610 35.0 273.17 69.43 2007
## 44 103.140 156.830 30.0 522.78 21.67 2007
## 45 16.410 70.020 48.0 145.86 29.17 2007
## 46 99.630 152.520 50.0 305.05 18.60 2007
## 51 48.690 95.700 61.0 156.88 23.77 2007
## 52 25.510 69.310 35.0 198.02 29.71 2007
## 53 49.490 92.600 28.0 330.71 41.79 2007
## 54 87.090 128.880 40.0 322.21 25.00 2007
## 58 35.940 75.500 32.0 235.95 48.75 2007
## 59 96.930 135.560 70.0 193.66 13.09 2007
## 60 32.990 69.790 70.0 99.69 19.29 2007
## 61 90.980 127.770 60.0 212.94 23.33 2007
## 65 37.410 69.470 25.0 277.90 38.52 2007
## 66 26.360 54.930 21.0 261.55 51.43 2007
## 67 19.570 48.120 20.0 240.61 50.00 2007
## 68 21.810 47.740 20.0 238.69 37.50 2007
## 72 0.380 25.420 53.0 47.96 21.89 2007
## 73 11.550 36.090 9.0 400.98 40.00 2007
## 74 5.020 29.370 45.0 65.26 8.44 2007
## 75 16.660 37.470 15.0 249.77 64.67 2007
## 79 2.260 20.580 35.0 58.79 11.71 2007
## 80 57.860 76.070 70.0 108.67 10.14 2007
## 81 18.010 35.620 10.0 356.19 82.00 2007
## 82 57.480 73.280 20.0 366.38 8.00 2007
## 86 4.960 18.200 6.0 303.28 56.67 2007
## 87 14.010 26.820 39.0 68.77 14.62 2007
## 88 23.180 35.080 17.5 200.45 10.29 2007
## 89 6.510 17.560 10.0 175.61 47.00 2007
## 93 266.760 585.520 186.0 314.80 53.02 2008
## 94 469.530 786.640 185.0 425.21 54.11 2008
## 95 396.440 624.390 150.0 416.26 41.73 2008
## 96 297.500 521.310 180.0 289.62 35.05 2008
## 100 417.720 586.090 230.0 254.82 29.35 2008
## 101 142.610 297.140 85.0 349.57 52.94 2008
## 102 262.610 415.250 57.5 722.18 99.20 2008
## 104 465.710 609.840 66.0 924.00 42.05 2008
## 109 100.370 230.690 80.0 288.36 48.38 2008
## 111 77.560 188.070 90.0 208.97 28.68 2008
## 112 102.770 212.870 80.0 266.09 34.38 2008
## 113 195.930 309.980 150.0 206.65 17.47 2008
## 117 76.630 178.070 80.0 222.58 36.50 2008
## 118 27.640 128.110 65.0 197.09 47.60 2008
## 119 99.920 199.940 80.0 249.92 48.16 2008
## 120 125.550 223.240 70.0 318.91 26.09 2008
## 124 14.280 101.620 26.0 390.86 89.23 2008
## 125 117.200 200.280 75.0 267.03 28.04 2008
## 126 76.770 157.930 35.0 451.22 68.86 2008
## 127 139.100 219.380 35.0 626.79 57.63 2008
## 131 83.450 160.260 30.0 534.19 76.70 2008
## 132 84.400 160.390 82.5 194.41 41.82 2008
## 133 153.730 233.090 100.0 233.09 30.50 2008
## 134 78.900 151.160 40.0 377.90 57.18 2008
## 138 98.900 163.400 48.0 340.42 63.58 2008
## 139 42.000 105.170 30.0 350.57 59.10 2008
## 140 103.360 163.720 37.0 442.48 51.70 2008
## 141 3.670 64.160 70.0 91.66 24.87 2008
## 145 29.790 82.390 9.0 915.44 233.22 2008
## 146 75.900 127.980 55.0 232.69 38.91 2008
## 147 36.070 86.950 55.0 158.09 18.36 2008
## 148 22.210 70.440 25.0 281.77 58.12 2008
## 152 5.940 51.550 140.0 36.82 9.71 2008
## 153 0.260 44.350 27.0 164.26 39.56 2008
## 154 50.000 93.950 120.0 78.29 15.50 2008
## 155 13.330 57.200 18.0 317.76 115.61 2008
## 160 44.730 85.420 35.0 244.05 50.29 2008
## 161 38.380 78.460 60.0 130.77 27.17 2008
## 162 5.390 44.650 20.0 223.27 75.00 2008
## 163 75.700 115.100 67.5 170.51 19.11 2008
## 167 2.180 39.950 11.0 363.15 95.73 2008
## 169 39.360 75.680 45.0 168.17 28.04 2008
## 170 77.280 113.020 55.0 205.49 17.09 2008
## 171 33.120 68.280 8.5 803.32 171.76 2008
## 175 8.630 40.860 62.0 65.91 22.44 2008
## 176 23.210 55.450 7.0 792.10 139.43 2008
## 177 22.750 54.590 20.0 272.93 7.50 2008
## 178 77.260 108.980 30.0 363.26 40.20 2008
## 182 10.650 42.100 24.0 175.43 41.96 2008
## 183 9.930 41.300 58.0 71.20 21.90 2008
## 184 46.800 77.490 35.0 221.39 32.00 2008
## 185 34.730 64.830 37.0 175.22 19.41 2008
## 189 18.960 45.850 20.0 229.24 62.50 2008
## 190 50.900 77.710 40.0 194.28 20.50 2008
## 191 39.150 65.570 20.0 327.86 62.50 2008
## 192 21.950 47.880 8.0 598.48 131.25 2008
## 196 4.130 27.660 22.0 125.74 35.91 2008
## 197 73.190 96.410 16.0 602.55 23.50 2008
## 198 49.580 72.110 45.0 160.24 21.11 2008
## 199 47.390 68.370 35.0 195.34 28.86 2008
## 204 17.460 50.910 25.0 203.62 21.20 2008
## 205 19.230 39.030 6.0 650.52 108.33 2008
## 207 5.300 22.730 25.0 90.91 32.00 2008
## 208 15.380 32.590 30.0 108.64 23.33 2008
## 212 20.630 34.820 20.0 174.08 29.00 2008
## 214 1.860 15.420 5.0 308.34 108.00 2008
## 215 13.710 27.070 20.0 135.37 25.05 2008
## 216 0.630 13.640 2.5 545.52 136.40 2008
## 222 38.850 50.650 60.0 84.42 8.75 2008
## 223 0.230 11.770 30.0 39.22 13.33 2008
## 224 19.400 30.580 20.0 152.88 20.25 2008
## 225 11.200 22.210 33.0 67.30 14.85 2008
## 232 10.350 18.760 19.0 98.71 19.00 2008
## 233 0.680 8.880 12.0 73.99 28.33 2008
## 234 2.050 10.100 35.0 28.85 12.29 2008
## 235 1.400 9.320 45.0 20.72 7.78 2008
## 242 632.000 934.000 250.0 373.60 31.12 2009
## 243 413.200 709.820 50.0 1419.64 285.60 2009
## 244 438.300 731.300 175.0 417.89 38.91 2009
## 245 190.160 467.460 35.0 1335.60 128.57 2009
## 249 315.000 524.020 90.0 582.24 69.22 2009
## 250 183.200 381.500 175.0 218.00 33.89 2009
## 251 690.110 886.680 90.0 985.20 46.33 2009
## 252 193.200 373.100 150.0 248.73 56.73 2009
## 256 208.000 363.100 85.0 427.18 83.41 2009
## 257 152.260 302.100 175.0 172.63 31.26 2009
## 258 36.950 183.280 26.0 704.92 122.31 2009
## 259 81.800 226.800 25.0 907.20 98.80 2009
## 263 118.130 243.030 100.0 243.03 30.30 2009
## 264 200.910 321.410 70.0 459.16 54.29 2009
## 265 173.380 285.100 150.0 190.07 21.13 2009
## 266 95.170 210.770 30.0 702.57 124.67 2009
## 271 162.640 267.040 105.0 254.32 23.05 2009
## 272 117.000 214.100 100.0 214.10 25.20 2009
## 273 32.450 126.570 40.0 316.43 50.00 2009
## 274 84.890 178.840 25.0 715.36 111.20 2009
## 278 75.970 155.550 35.0 444.43 92.29 2009
## 279 22.850 100.080 100.0 100.08 32.70 2009
## 280 26.800 102.390 23.6 433.86 104.66 2009
## 281 49.300 124.580 60.0 207.63 28.00 2009
## 285 20.200 91.400 40.0 228.50 44.50 2009
## 286 5.560 73.820 20.0 369.10 143.00 2009
## 287 39.210 106.380 50.0 212.76 48.80 2009
## 288 119.690 186.190 40.0 465.47 68.50 2009
## 292 37.920 101.330 39.0 259.82 47.69 2009
## 293 78.750 130.800 42.0 311.43 72.86 2009
## 294 55.950 115.150 30.0 383.83 70.33 2009
## 295 22.130 77.520 30.0 258.40 76.67 2009
## 299 47.260 96.750 35.0 276.43 48.29 2009
## 300 19.340 68.770 100.0 68.77 18.80 2009
## 301 46.510 95.710 27.5 348.05 45.09 2009
## 302 45.550 91.350 35.0 261.00 59.43 2009
## 306 33.840 76.510 16.0 478.19 123.75 2009
## 307 63.450 105.640 70.0 150.91 17.57 2009
## 308 48.700 90.800 30.0 302.67 52.67 2009
## 309 35.100 76.690 30.0 255.64 42.67 2009
## 313 84.740 122.230 60.0 203.72 14.33 2009
## 314 50.790 88.300 60.0 147.00 23.50 2009
## 315 7.520 44.360 20.0 221.80 102.50 2009
## 316 40.020 75.940 59.0 128.71 19.66 2009
## 320 36.540 68.940 25.0 275.76 50.80 2009
## 321 28.330 60.720 7.5 809.60 50.67 2009
## 322 17.040 48.850 38.0 128.55 26.58 2009
## 323 16.670 48.410 30.0 161.37 35.67 2009
## 328 14.770 43.270 26.0 166.42 36.54 2009
## 329 40.500 68.190 11.0 619.91 128.18 2009
## 330 5.770 31.430 25.0 125.72 42.40 2009
## 331 22.220 47.700 10.0 477.00 122.00 2009
## 335 13.120 36.080 18.0 200.44 44.72 2009
## 336 54.760 77.210 18.0 428.95 55.56 2009
## 337 25.460 46.460 40.0 116.15 17.50 2009
## 338 20.290 40.820 12.5 326.56 73.20 2009
## 342 45.140 62.440 60.0 104.07 12.67 2009
## 343 1.370 18.600 20.0 93.00 27.50 2009
## 344 32.210 49.220 15.0 328.13 0.93 2009
## 345 15.350 31.550 16.0 197.19 43.13 2009
## 349 7.330 22.830 14.0 163.07 42.14 2009
## 350 18.280 33.380 30.0 111.27 25.33 2009
## 351 1.020 15.820 18.0 87.89 27.22 2009
## 352 5.400 19.200 40.0 48.00 9.75 2009
## 356 13.520 26.090 7.5 347.87 10.13 2009
## 357 5.050 17.280 20.0 86.38 26.50 2009
## 358 4.510 16.570 5.0 331.40 18.00 2009
## 359 15.240 27.210 12.5 217.68 40.80 2009
## 363 7.570 12.200 35.0 34.86 14.00 2009
## 364 0.150 10.000 3.0 333.33 136.67 2009
## 365 5.440 14.890 21.0 70.90 0.62 2009
## 366 48.130 58.230 30.0 194.10 16.00 2009
## 370 11.790 18.010 17.0 106.00 18.82 2009
## 371 28.330 36.340 50.0 72.68 5.80 2009
## 372 19.510 27.630 25.0 110.51 6.00 2009
## 373 2.520 9.980 29.0 34.40 12.07 2009
## 377 42.400 60.730 18.0 337.39 11.83 2010
## 378 52.590 115.670 35.0 330.49 94.00 2010
## 379 691.280 1025.466 200.0 512.73 58.05 2010
## 380 6.260 40.120 15.0 267.47 74.67 2010
## 384 18.110 19.148 2.0 957.40 5.15 2010
## 385 50.080 89.519 55.0 162.76 21.73 2010
## 386 14.930 28.190 26.0 108.42 20.77 2010
## 387 68.900 112.490 85.0 132.34 14.47 2010
## 391 2.920 9.710 12.5 77.68 12.96 2010
## 392 10.710 55.588 30.0 185.29 60.70 2010
## 393 0.310 20.528 15.0 136.85 48.87 2010
## 394 2.450 9.920 7.0 141.71 2.57 2010
## 398 6.310 49.050 21.0 233.57 77.14 2010
## 399 291.600 543.113 69.0 787.12 81.74 2010
## 400 29.090 62.694 10.0 626.94 123.00 2010
## 401 11.700 75.700 15.0 504.67 147.33 2010
## 405 124.020 204.590 60.0 340.98 38.50 2010
## 406 37.810 81.120 80.0 101.40 21.50 2010
## 407 3.070 15.140 31.0 48.84 19.35 2010
## 408 12.390 35.626 24.0 148.44 35.50 2010
## 412 30.290 91.257 40.0 228.14 44.00 2010
## 413 24.250 42.050 32.0 131.41 21.56 2010
## 414 59.830 94.878 100.0 94.88 14.30 2010
## 416 109.430 271.430 80.0 339.29 50.63 2010
## 420 277.300 494.880 165.0 299.93 26.48 2010
## 422 532.960 825.536 160.0 515.96 39.25 2010
## 423 311.500 623.930 200.0 311.97 64.05 2010
## 424 54.460 171.685 20.0 858.43 252.00 2010
## 428 51.100 98.160 75.0 130.88 21.07 2010
## 429 185.510 261.927 117.0 223.87 17.26 2010
## 430 6.690 32.608 19.0 171.62 48.42 2010
## 431 84.400 140.073 80.0 175.09 20.13 2010
## 435 162.210 310.649 100.0 310.65 30.83 2010
## 436 70.440 102.802 30.0 342.67 32.47 2010
## 437 0.800 9.327 10.0 93.27 40.00 2010
## 438 17.500 44.089 20.0 220.45 55.00 2010
## 442 6.230 20.971 25.0 83.88 27.36 2010
## 443 64.230 93.240 35.0 266.40 24.00 2010
## 447 137.730 226.500 95.0 238.42 32.84 2010
## 448 58.190 83.188 24.0 346.62 42.08 2010
## 453 36.960 56.034 16.0 350.21 50.00 2010
## 454 4.620 18.410 32.0 57.53 19.06 2010
## 455 236.090 296.220 60.0 493.70 44.50 2010
## 456 216.400 321.669 200.0 160.83 18.00 2010
## 460 193.000 288.347 100.0 288.35 31.00 2010
## 461 17.770 49.778 20.0 248.89 49.00 2010
## 462 513.860 752.604 165.0 456.12 42.91 2010
## 463 166.790 294.802 80.0 368.50 51.25 2010
## 467 7.670 9.479 22.0 43.09 0.34 2010
## 468 11.310 69.050 32.0 215.78 64.06 2010
## 469 390.970 591.794 260.0 227.61 18.76 2010
## 470 100.020 177.236 100.0 177.24 25.70 2010
## 474 69.270 136.333 40.0 340.83 51.75 2010
## 475 311.300 415.685 155.0 268.18 15.48 2010
## 476 15.680 54.803 20.0 274.02 80.35 2010
## 477 171.400 274.469 82.0 334.72 42.44 2010
## 482 13.890 34.704 4.0 867.60 87.50 2010
## 483 275.410 414.204 15.0 2761.36 29.33 2010
## 484 187.940 319.713 150.0 213.14 26.87 2010
## 485 26.700 67.733 1.8 3762.94 1133.33 2010
## 489 51.210 170.431 100.0 170.43 35.50 2010
## 490 1.110 4.677 10.0 46.77 8.00 2010
## 491 127.960 224.919 50.0 449.84 44.80 2010
## 492 152.130 215.280 150.0 143.52 11.73 2010
## 497 397.960 698.489 68.0 1027.19 95.29 2010
## 498 77.810 139.790 150.0 93.19 21.00 2010
## 499 52.440 112.460 48.0 234.29 29.17 2010
## 500 648.160 1063.160 200.0 531.58 55.15 2010
## 504 106.000 216.485 52.0 416.32 108.08 2010
## 505 43.890 80.546 20.0 402.73 61.00 2010
## 506 82.270 134.743 70.0 192.49 27.14 2010
## 508 0.580 60.670 20.0 303.35 146.50 2010
## 513 3.490 40.550 28.0 144.81 47.61 2011
## 514 4.170 39.190 8.0 489.84 108.00 2011
## 516 0.330 35.390 19.0 186.25 68.16 2011
## 517 54.000 82.090 35.0 234.53 31.23 2011
## 522 100.950 147.410 150.0 98.27 8.05 2011
## 523 110.000 175.000 57.0 306.60 38.60 2011
## 524 115.900 216.200 20.0 1080.98 158.00 2011
## 525 128.270 211.820 70.0 302.60 50.81 2011
## 529 193.920 370.570 140.0 264.69 46.47 2011
## 530 368.400 559.850 200.0 279.93 33.07 2011
## 532 24.300 60.970 40.0 152.41 26.03 2011
## 533 27.500 48.800 90.0 54.22 11.13 2011
## 537 19.720 72.420 21.0 344.84 113.10 2011
## 538 23.120 95.410 37.0 257.86 51.76 2011
## 539 12.950 36.990 25.0 147.97 34.12 2011
## 540 17.200 38.500 50.0 77.00 16.26 2011
## 546 416.300 626.130 125.0 500.90 68.95 2011
## 547 115.300 157.890 40.0 394.72 45.08 2011
## 548 11.740 63.540 24.0 264.76 64.83 2011
## 549 93.740 149.540 35.0 427.26 53.20 2011
## 553 38.100 83.160 36.0 231.00 37.61 2011
## 554 23.520 63.780 30.0 212.60 41.23 2011
## 555 86.400 150.410 135.0 111.41 15.73 2011
## 556 960.500 1341.510 125.0 1073.21 135.35 2011
## 560 94.780 149.880 60.0 249.80 32.42 2011
## 561 143.400 226.900 75.0 302.54 42.95 2011
## 562 136.410 173.930 40.0 434.83 30.13 2011
## 563 43.000 97.010 1.5 6467.27 884.67 2011
## 567 111.920 214.950 80.0 268.68 38.14 2011
## 568 31.260 56.380 70.0 80.55 13.36 2011
## 569 500.440 665.690 150.0 443.79 31.77 2011
## 570 36.400 72.010 30.0 240.03 43.67 2011
## 576 485.320 694.710 145.0 479.11 20.38 2011
## 577 34.600 110.200 50.0 220.40 39.00 2011
## 578 16.480 39.670 20.0 198.33 37.25 2011
## 579 119.140 187.360 55.0 340.66 33.55 2011
## 583 45.550 59.390 15.0 395.92 33.87 2011
## 585 103.010 207.040 5.0 4140.78 1051.40 2011
## 586 60.570 97.980 40.0 244.96 32.60 2011
## 587 804.640 1045.710 250.0 418.28 36.06 2011
## 591 213.800 299.270 110.0 272.06 24.84 2011
## 592 51.500 89.160 42.0 212.29 33.36 2011
## 594 341.020 484.630 90.0 538.48 43.59 2011
## 595 305.040 481.740 93.0 518.00 58.94 2011
## 599 13.784 16.874 6.5 259.60 5.23 2011
## 600 21.260 40.140 25.0 160.54 33.60 2011
## 601 358.600 545.450 125.0 436.36 31.70 2011
## 603 3.240 47.090 18.0 261.60 58.89 2011
## 607 133.090 260.100 50.0 520.19 70.90 2011
## 610 65.370 127.870 50.2 254.72 42.15 2011
## 611 296.402 373.993 130.0 287.69 7.48 2011
## 612 88.761 133.432 16.0 833.95 14.81 2011
## 616 0.440 4.880 15.0 32.55 4.27 2011
## 617 3.940 15.480 25.0 61.91 14.04 2011
## 618 14.460 45.640 20.0 228.18 49.55 2011
## 619 94.660 177.240 20.0 886.22 21.90 2011
## 623 129.040 227.820 120.0 189.85 27.92 2011
## 624 332.300 586.760 80.0 733.46 107.44 2011
## 625 46.930 216.640 25.0 866.56 104.16 2011
## 626 35.030 75.990 12.5 607.94 83.76 2011
## 630 76.550 165.180 45.0 367.08 64.98 2011
## 631 63.000 96.050 37.0 259.59 40.00 2011
## 632 3.190 40.490 16.0 253.08 93.75 2011
## 633 10.840 23.950 45.0 53.21 11.42 2011
## 637 111.900 132.270 75.0 176.37 11.56 2011
## 638 41.000 54.300 32.0 169.70 1.16 2011
## 639 268.290 449.320 150.0 299.55 43.81 2011
## 640 56.481 80.630 21.0 383.95 26.05 2011
## 644 67.100 130.790 30.0 435.95 72.87 2011
## 645 97.700 177.584 66.0 269.07 22.00 2011
## 646 9.400 23.060 25.0 92.23 20.96 2011
## 647 58.390 117.090 38.0 308.14 44.32 2011
## 651 207.220 353.620 160.0 221.01 34.44 2011
## 652 3.260 24.860 49.9 49.81 18.76 2011
## 653 89.490 169.850 80.0 212.31 25.09 2011
## 654 63.140 201.590 42.0 479.97 86.43 2012
## 663 27.570 35.490 12.0 295.71 16.67 2012
## 664 96.300 232.330 45.0 522.08 43.24 2012
## 667 237.600 303.030 209.0 144.99 12.22 2012
## 669 4.560 24.720 40.0 61.80 19.40 2012
## 677 103.370 130.480 102.0 127.92 9.42 2012
## 678 29.730 96.260 25.0 385.05 97.40 2012
## 681 165.800 245.530 150.0 163.68 19.79 2012
## 682 28.100 77.110 22.0 350.51 66.45 2012
## 687 7.120 48.130 7.0 687.52 187.86 2012
## 690 68.000 161.770 31.0 521.85 80.32 2012
## 693 46.200 81.490 39.0 208.95 29.26 2012
## 695 80.790 132.560 57.0 232.57 38.81 2012
## 702 7.850 39.460 10.0 394.62 122.90 2012
## 706 715.920 877.240 95.0 923.42 49.08 2012
## 708 138.270 218.340 60.0 363.90 25.35 2012
## 711 211.060 284.140 250.0 113.66 12.07 2012
## 718 16.280 53.680 26.0 206.45 38.46 2012
## 719 293.000 441.810 61.0 724.28 44.72 2012
## 720 484.030 609.020 120.0 507.51 18.71 2012
## 721 93.090 275.290 65.0 423.53 1.45 2012
## 725 27.600 46.220 42.0 110.05 19.05 2012
## 727 895.240 1518.590 220.0 690.27 94.29 2012
## 728 445.010 624.030 225.0 277.35 24.26 2012
## 729 101.240 166.170 85.0 195.50 21.33 2012
## 736 42.500 119.770 25.0 479.09 58.20 2012
## 737 48.040 113.040 17.0 664.95 30.29 2012
## 738 10.810 31.080 35.0 88.81 17.23 2012
## 739 276.880 403.350 130.0 310.27 39.27 2012
## 747 20.900 59.420 75.0 79.22 19.25 2012
## 750 23.200 40.350 30.0 134.49 26.30 2012
## 751 81.700 208.080 85.0 244.80 47.26 2012
## 753 25.520 34.560 15.0 238.38 1.53 2012
## 761 29.630 77.710 3.0 2590.41 600.33 2012
## 762 804.200 1108.560 200.0 554.28 44.18 2012
## 764 241.260 396.590 170.0 233.29 33.07 2012
## 765 0.240 24.640 14.0 175.98 83.14 2012
## 770 20.790 57.720 70.0 82.46 19.21 2012
## 771 490.190 752.220 230.0 327.05 26.96 2012
## 773 90.420 136.840 10.0 1368.36 7.40 2012
## 774 162.940 276.140 125.0 220.92 30.51 2012
## 781 119.730 179.380 65.0 275.97 26.83 2012
## 782 220.400 305.430 100.0 305.43 28.59 2012
## 783 25.070 53.910 30.0 179.70 35.37 2012
## 784 25.700 77.280 25.0 309.11 78.68 2012
## 788 161.250 180.270 30.0 600.91 0.47 2012
## 789 38.900 99.360 25.0 397.43 90.08 2012
## 790 11.880 28.260 32.0 88.31 2.31 2012
## 791 15.640 33.380 13.0 256.80 1.77 2012
## 798 537.360 829.690 120.0 691.40 117.56 2012
## 799 71.100 196.110 30.0 653.72 137.33 2012
## 800 32.910 68.270 68.0 100.39 18.75 2012
## 801 73.400 127.730 17.0 751.36 122.76 2012
## 805 43.230 84.380 40.0 210.96 26.38 2012
## 807 221.600 305.270 150.0 203.51 22.31 2012
## 808 281.800 471.220 165.0 285.59 29.72 2012
## 810 37.100 132.820 40.0 332.05 1.05 2012
## 815 113.320 246.980 80.0 308.73 51.89 2013
## 816 183.320 243.840 130.0 187.57 21.17 2013
## 817 110.240 216.490 55.0 393.61 46.76 2013
## 818 108.240 133.380 50.0 266.75 19.78 2013
## 822 8.390 10.020 5.5 182.13 0.73 2013
## 824 806.430 1215.440 200.0 607.72 87.07 2013
## 825 596.700 964.760 76.0 1269.42 109.89 2013
## 826 435.870 855.900 130.0 658.38 121.59 2013
## 830 475.070 743.560 200.0 371.78 41.22 2013
## 831 427.300 688.510 100.0 688.51 55.79 2013
## 832 377.000 668.050 225.0 296.91 51.83 2013
## 833 428.400 632.910 170.0 372.30 50.44 2013
## 837 238.590 467.370 190.0 245.98 36.93 2013
## 838 282.270 414.830 120.0 345.69 44.26 2013
## 839 309.200 411.000 190.0 216.32 19.63 2013
## 840 253.220 375.740 130.0 289.03 31.15 2013
## 844 276.530 347.550 105.0 331.00 16.71 2013
## 845 180.600 318.000 20.0 1590.00 209.30 2013
## 846 237.300 304.650 92.0 331.15 26.99 2013
## 847 197.060 286.170 120.0 238.47 30.88 2013
## 851 160.910 268.430 100.0 268.43 33.53 2013
## 852 171.200 260.500 215.0 121.16 13.59 2013
## 853 138.900 257.770 78.0 330.48 43.62 2013
## 854 70.350 229.930 43.0 534.72 90.98 2013
## 858 131.290 199.850 90.0 222.05 16.00 2013
## 859 132.500 197.690 195.0 101.38 13.95 2013
## 860 77.100 175.610 100.0 175.61 18.36 2013
## 861 39.460 173.970 35.0 497.04 98.71 2013
## 865 35.400 162.400 40.0 406.00 1.85 2013
## 866 77.920 161.500 5.0 3230.06 805.40 2013
## 867 62.100 161.030 70.0 230.04 43.39 2013
## 868 47.000 149.000 15.0 993.35 213.73 2013
## 872 78.900 128.180 20.0 640.90 4.60 2013
## 873 24.570 126.040 32.0 393.88 64.75 2013
## 874 83.700 121.760 175.0 69.57 5.66 2013
## 875 53.990 117.740 28.0 420.51 58.32 2013
## 879 56.310 98.340 38.0 258.78 50.08 2013
## 880 43.300 97.540 17.0 573.78 151.65 2013
## 882 61.600 94.800 18.0 526.68 3.39 2013
## 884 48.820 93.490 58.0 161.19 29.88 2013
## 888 63.300 90.250 38.0 237.49 0.50 2013
## 889 24.860 89.330 3.0 2977.62 1135.33 2013
## 890 36.300 86.180 26.0 331.44 77.85 2013
## 891 51.650 84.870 12.0 707.23 1.08 2013
## 895 1.100 71.630 17.0 421.32 177.12 2013
## 896 0.000 71.350 28.0 254.82 76.43 2013
## 897 53.260 70.240 25.0 280.95 31.36 2013
## 898 16.700 68.570 13.0 527.48 131.69 2013
## 902 19.900 59.940 2.5 2397.67 724.00 2013
## 903 30.760 59.560 28.0 212.70 47.61 2013
## 904 41.130 59.520 11.0 541.09 0.45 2013
## 905 36.280 48.330 45.0 107.40 13.96 2013
## 910 19.800 35.930 12.0 299.43 55.92 2013
## 911 14.080 35.490 15.0 236.57 1.87 2013
## 912 8.940 35.460 25.0 141.82 0.72 2013
## 913 17.600 31.720 5.0 634.49 5.20 2013
## 917 5.970 30.450 6.0 507.51 144.67 2013
## 918 6.240 30.370 23.0 132.02 1.13 2013
## 919 21.090 29.930 6.0 498.77 80.17 2013
## 921 19.010 27.260 35.0 77.89 0.23 2013
## 925 10.100 23.210 11.0 210.97 3.73 2013
## 926 1.690 23.200 4.6 504.32 11.96 2013
## 927 0.890 22.460 8.5 264.19 106.24 2013
## 929 17.970 20.420 9.0 226.93 0.44 2013
## 935 7.660 16.550 20.0 82.75 23.00 2013
## 942 3.060 11.180 3.0 372.55 8.33 2013
## 945 0.440 7.450 17.5 42.60 20.97 2013
## 946 5.180 7.370 5.5 134.01 1.82 2013
## 967 16.700 68.570 13.0 527.48 131.69 2013
## 970 1.170 1.520 10.0 15.25 1.80 2013last_three <- subset(df, year >= 2011 & year <= 2013)
last_three## Movie LeadStudio
## 5 Harry Potter and the Order of the Phoenix Warner Bros
## 6 I Am Legend Warner Bros
## 7 The Bourne Ultimatum Universal
## 12 The Simpsons Movie Fox
## 13 Wild Hogs Disney
## 14 Knocked Up Universal
## 19 American Gangster Universal
## 20 Enchanted Disney
## 21 Bee Movie Paramount
## 26 Ocean's 13 Warner Bros
## 27 Ghost Rider Sony
## 28 Evan Almighty Universal
## 33 Beowulf Paramount
## 34 Disturbia Paramount
## 35 No Country for Old Men Paramount
## 40 Surf's Up Sony
## 41 Halloween Weinstein
## 42 Tyler Perry's Why Did I get Married Independent
## 48 Michael Clayton Independent
## 49 Premonition Sony
## 50 The Kingdom
## 55 There Will Be Blood Paramount
## 56 Epic Movie Independent
## 57 Hitman Fox
## 62 Smokin' Aces Universal
## 63 Good Luck Chuck Lionsgate
## 64 Zodiac Paramount
## 69 Nancy Drew Independent
## 70 The Mist Weinstein
## 71 The Reaping
## 76 Vacancy Sony
## 77 Waitress Independent
## 78 Into the Wild Paramount
## 83 Happily N'Ever After Lionsgate
## 84 The Invasion Warner Bros
## 85 Lions for Lambs Independent
## 90 Dragon Wars (aka D-War) Mediaplex
## 91 Pathfinder: Legend of the Ghost Warrior
## 92 The Dark Knight Warner Bros
## 97 Kung Fu Panda Paramount
## 98 Madagascar: Escape 2 Africa Paramount
## 99 Twilight Summit
## 105 The Chronicles of Narnia: Prince Caspian Disney
## 107 The Incredible Hulk Universal
## 108 Wanted Universal
## 114 Marley and Me Fox
## 115 The Mummy: Tomb of the Dragon Emperor Universal
## 116 Journey to the Center of the Earth Warner Bros
## 121 10,000 B.C. Warner Bros
## 122 Beverly Hills Chihuahua Disney
## 123 High School Musical 3: Senior Year Disney
## 128 Jumper Fox
## 129 Cloverfield Paramount
## 130 The Curious Case of Benjamin Button Warner Bros
## 135 The Spiderwick Chronicles Paramount
## 136 Fool's Gold Warner Bros
## 137 Role Models Universal
## 142 Seven Pounds Sony
## 143 Step Up 2: The Streets Disney
## 144 Saw V Independent
## 149 Nim's Island Independent
## 150 Australia Fox
## 151 Made of Honor Sony
## 156 Rambo Lionsgate
## 157 Welcome Home, Roscoe Jenkins Universal
## 159 Nights in Rodanthe Warner Bros
## 164 Meet the Spartans Independent
## 165 Harold and Kumar Escape from Guantanamo Bay Warner Bros
## 166 First Sunday Sony
## 172 Semi-Pro Warner Bros
## 173 Fireproof Independent
## 174 Drillbit Taylor Paramount
## 179 Quarantine Sony
## 180 Nick and Norah's Infinite Playlist Sony
## 181 The Eye Lionsgate
## 186 The Bank Job Independent
## 187 Untraceable Independent
## 188 The Women Warner Bros
## 193 Superhero Movie Weinstein
## 194 W. Lionsgate
## 195 Never Back Down Summit
## 200 Mad Money Independent
## 201 Appaloosa Warner Bros
## 203 My Best Friend's Girl Lionsgate
## 209 Swing Vote Disney
## 210 Pride & Glory Warner Bros
## 211 Bangkok Dangerous Lionsgate
## 217 Rachel Getting Married Independent
## 219 Under the Same Moon Weinstein
## 220 Miss Pettigrew Lives for a Day Independent
## 226 Stop-Loss Paramount
## 228 The Express Independent
## 229 Smart People Independent
## 236 City of Ember Independent
## 240 Avatar Fox
## 241 Transformers: Revenge of the Fallen Paramount
## 246 Star Trek Paramount
## 247 The Blind Side Warner Bros
## 248 Alvin and the Chipmunks: The Squeakquel Independent
## 253 Night at the Museum: Battle of the Smithsonian Fox
## 254 2012 Sony
## 255 The Proposal Disney
## 260 A Christmas Carol Disney
## 261 Angels & Demons Sony
## 262 Terminator Salvation Warner Bros
## 267 It's Complicated Universal
## 268 Couples Retreat Universal
## 270 Watchmen Warner Bros
## 275 The Ugly Truth Independent
## 276 Up in the Air Paramount
## 277 Knowing Summit
## 282 Law Abiding Citizen Independent
## 283 Hotel for Dogs Paramount
## 284 Michael Jackson's This Is It Sony
## 289 The Taking of Pelham 1 2 3 Sony
## 290 Friday the 13th Paramount
## 291 17 Again Independent
## 296 Ghosts of Girlfriends Past Warner Bros
## 297 Funny People Universal
## 298 My Bloody Valentine 3-D Lionsgate
## 303 Confessions of a Shopaholic Disney
## 304 The Lovely Bones Paramount
## 305 Year One Sony
## 310 Duplicity Universal
## 311 Surrogates Buena Vista
## 312 Ninja Assassin Warner Bros
## 317 All About Steve Fox
## 318 Halloween II Independent
## 319 The Informant! Warner Bros
## 324 The Soloist Paramount
## 325 Did You Hear About the Morgans? Sony
## 326 The Stepfather Sony
## 332 The International Sony
## 333 Aliens in the Attic Fox
## 334 Observe and Report Warner Bros
## 339 Nine Weinstein
## 340 Astro Boy Summit
## 341 The Invention of Lying Warner Bros
## 346 Imagine That Paramount
## 347 Adventureland Miramax
## 348 Armored Sony
## 353 Cirque du Freak: The Vampire's Assistant Universal
## 354 Crank: High Voltage Lionsgate
## 355 Whip It Independent
## 360 Extract Miramax
## 361 Not Easily Broken Independent
## 362 Pandorum Independent
## 367 A Serious Man Universal
## 368 Everybody's Fine Miramax
## 369 Street Fighter: The Legend of Chun-Li Fox
## 374 Post Grad Fox
## 375 Whatever Works Independent
## 376 Bandslam Summit
## 381 Alpha and Omega Crest
## 382 Black Swan Fox
## 383 Brooklyn's Finest Independent
## 388 Charlie St. Cloud Universal
## 389 City Island Independent
## 390 Clash of the Titans Warner Bros
## 395 Date Night Fox
## 396 Daybreakers Lionsgate
## 397 Dear John Sony
## 402 Dinner for Schmucks Paramount
## 403 Due Date Warner Bros
## 404 Easy A Sony
## 409 For Colored Girls Independent
## 410 From Paris with Love Independent
## 411 Furry Vengeance Summit
## 417 Gulliver's Travels Fox
## 418 Harry Potter and the Deathly Hallows Part 1 Warner Bros
## 419 Hot Tub Time Machine MGM
## 425 Jonah Hex Warner Bros
## 426 Just Wright Fox
## 427 Kick-Ass Independent
## 432 Legion Independent
## 433 Letters to Juliet Summit
## 434 Life as We Know It Independent
## 439 Marmaduke Fox
## 440 Megamind Paramount
## 441 Morning Glory Independent
## 450 Predators Fox
## 451 Prince of Persia: The Sands of Time Disney
## 452 Red Summit
## 457 Salt Sony
## 458 Saw 3-D Independent
## 459 Scott Pilgrim vs. the World Universal
## 464 Skyline Independent
## 465 Solitary Man Independent
## 466 Step Up 3D Summit
## 471 The American Universal
## 472 The Back-up Plan CBS
## 473 The Book of Eli Independent
## 478 The Fighter Paramount
## 479 The Ghost Writer Summit
## 481 The Karate Kid Sony
## 486 The Last Song Disney
## 487 The Losers Warner Bros
## 488 The Next Three Days Lionsgate
## 494 The Switch Independent
## 495 The Tourist Sony
## 496 The Town Warner Bros
## 501 Tron: Legacy Independent
## 502 True Grit Paramount
## 503 Unstoppable Fox
## 509 Yogi Bear
## 510 You Again Independent
## 512 Youth in Revolt Weinstein
## 518 Anonymous Relativity Media
## 520 Apollo 18 Weinstein
## 521 Arthur Warner Bros
## 526 Beastly CBS
## 527 Beginners Independent
## 528 Bridesmaids Relativity Media
## 534 Contagion Warner Bros
## 535 Cowboys and Aliens Universal
## 536 Crazy, Stupid, Love Warner Bros
## 541 Drive Independent
## 542 Drive Angry Independent
## 545 Extremely Loud and Incredibly Close Warner Bros
## 550 Fright Night DreamWorks
## 551 Gnomeo and Juliet Disney
## 552 Green Lantern Warner Bros
## 557 Hop Relativity Media
## 558 Horrible Bosses Warner Bros
## 559 Hugo Paramount
## 564 J.Edgar Warner Bros
## 565 Jack and Jill Happy Madison
## 566 Johnny English Reborn Relativity Media
## 571 Limitless Virgin
## 574 Mars Needs Moms Disney
## 575 Midnight in Paris Sony
## 580 My Week with Marilyn Weinstein
## 581 New Year's Eve Warner Bros
## 582 No Strings Attached Spyglass Entertainment
## 588 Priest Sony
## 589 Puss In Boots DreamWorks
## 590 Rango Paramount
## 596 Sanctum Relativity Media
## 597 Scream 4 Weinstein
## 598 Season Of The Witch Relativity Media
## 604 Source Code Summit
## 605 Spy Kids: All The Time in the World Weinstein
## 606 Sucker Punch Legendary Pictures
## 613 The Beaver Summit
## 614 The Big Year Independent
## 615 The Change Up Relativity Media
## 620 The Dilemma Spyglass Entertainment
## 621 The Eagle Universal
## 622 The Girl With The Dragon Tattoo Sony
## 627 The Iron Lady Weinstein
## 628 The Lincoln Lawyer Lionsgate
## 629 The Mechanic Independent
## 634 The Sitter Fox
## 635 The Smurfs Sony
## 636 The Thing Universal
## 641 Tower Heist Relativity Media
## 642 Transformers: Dark of the Moon DreamWorks
## 643 Twilight: Breaking Dawn Independent
## 648 We Bought a Zoo Fox
## 649 What's Your Number Fox
## 650 Winnie The Pooh Disney
## 657 Abraham Lincoln: Vampire Hunter Fox
## 660 American Reunion Universal
## 662 Anna Karenina Focus
## 670 Brave Buena Vista
## 675 Chernobyl Diaries Warner Bros
## 676 Chronicle (2012) Fox
## 683 Django Unchained Weinstein
## 684 Dr. Seuss' The Lorax Universal
## 685 Dredd Lionsgate
## 698 Haywire Relativity Media
## 700 Hope Springs Sony
## 701 Hotel Transylvania Sony
## 712 Journey 2: The Mysterious Island Warner Bros
## 713 Katy Perry: Part of Me Paramount
## 716 Killing Them Softly Weinstein
## 722 Looper TriStar
## 723 Madagascar 3: Europe's Most Wanted DreamWorks
## 724 Magic Mike Warner Bros
## 731 Moonrise Kingdom Focus
## 734 Paranormal Activity 4 Paramount
## 735 ParaNorman Focus
## 743 Red Tails Fox
## 744 Resident Evil: Retribution Screen Gems
## 745 Rise of the Guardians DreamWorks
## 755 Savages (2012) Universal
## 758 Seven Psychopaths CBS
## 759 Silver Linings Playbook Weinstein
## 766 Step Up Revolution Summit
## 767 Taken 2 Fox
## 769 Ted Universal
## 775 The Cabin in the Woods Lionsgate
## 779 The Dark Knight Rises Warner Bros
## 780 The Devil Inside Paramount
## 785 The Guilt Trip Paramount
## 786 The Hobbit: An Unexpected Journey Warner Bros
## 787 The Hunger Games Lionsgate
## 792 The Pirates! Band of Misfits Sony
## 793 The Possession Lionsgate
## 797 The Three Stooges Fox
## 802 This Is 40 Universal
## 803 Total Recall (2012) Sony
## 804 Underworld Awakening Screen Gems
## 812 The Fifth Estate Buena Vista
## 813 Parker FilmDistrict
## 814 The To-Do List CBS
## 819 Prisoners Warner Bros
## 820 Stoker Fox Searchlight
## 821 Walking with Dinosaurs Fox
## 827 The Desolation of Smaug Warner Bros
## 828 Frozen Buena Vista
## 829 Fast & Furious 6 Universal
## 834 The Croods Fox
## 835 World War Z Paramount
## 836 Oz The Great & Powerful Buena Vista
## 841 The Hangover Part III Warner Bros
## 842 Now You See Me Summit
## 843 The Great Gatsby Warner Bros
## 848 Elysium TriStar
## 849 Turbo Fox
## 850 We're the Millers Warner Bros
## 855 Hansel & Gretel Paramount
## 856 Planes Buena Vista
## 857 White House Down Sony
## 862 The Secret Life of Walter Mitty Fox
## 863 Lee Daniels' The Butler Weinstein
## 864 Anchorman 2 Paramount
## 869 Mama Universal
## 870 Red 2 Summit
## 871 2 Guns Universal
## 876 Warm Bodies Summit
## 877 Ender's Game Summit
## 878 Gangster Squad Warner Bros
## 885 Saving Mr. Banks Buena Vista
## 886 Free Birds Relativity Media
## 887 The Mortal Instruments: City of Bones Sony
## 892 Carrie Sony
## 893 Scary Movie 5 Weinstein
## 894 R.I.P.D. Universal
## 899 Side Effects Open Road
## 900 Runner Runner Fox
## 901 Beautiful Creatures Warner Bros
## 906 The Host Open Road
## 907 The World's End Focus
## 908 21 and Over Relativity Media
## 914 Homefront Open Road
## 915 Delivery Man Buena Vista
## 916 Dallas Buyers Club Focus
## 922 Dark Skies Weinstein
## 923 Enough Said Fox Searchlight
## 924 Trance Fox Searchlight
## 931 The Bling Ring A24
## 933 Admission Focus
## 934 Fruitvale Station Weinstein
## 952 Oldboy FilmDistrict
## 957 The East Fox Searchlight
## 965 The Butler Weinstein
## RottenTomatoes AudienceScore Story Genre
## 5 78 82 Quest Adventure
## 6 69 69 Quest Thriller
## 7 93 91 Pursuit Thriller
## 12 90 78 Maturation Comedy
## 13 14 72 Transformation Comedy
## 14 91 83 Love Comedy
## 19 79 87 pursuit Thriller
## 20 93 80 Love Comedy
## 21 52 57 Journey and Return Animation
## 26 70 74 Revenge Thriller
## 27 28 56 Monster Force Action
## 28 23 56 Comedy Comedy
## 33 71 52 Journey and Return Action
## 34 67 75 Pursuit Thriller
## 35 95 84 Pursuit Drama
## 40 78 64 Discovery Animation
## 41 26 64 Pursuit Horror
## 42 46 47 Love Romance
## 48 90 72 Transformation Thriller
## 49 8 55 The Riddle Drama
## 50 52 78 Quest Action
## 55 91 84 Wretched Excess Drama
## 56 2 38 Comedy Comedy
## 57 15 61 Quest Action
## 62 27 64 Pursuit Action
## 63 3 61 Love Comedy
## 64 89 73 Pursuit Thriller
## 69 49 61 The Riddle Thriller
## 70 72 64 Monster Force Horror
## 71 9 53 Quest Horror
## 76 55 46 Pursuit Comedy
## 77 89 67 Love Romance
## 78 82 90 quest Drama
## 83 4 43 Maturation Animation
## 84 19 43 Monster Force Thriller
## 85 27 48 Quest Drama
## 90 27 44 Monster Force Action
## 91 11 41 Rescue Action
## 92 94 96 Revenge Thriller
## 97 88 83 Underdog Animation
## 98 64 73 Journey and Return Animation
## 99 49 82 Love Romance
## 105 66 78 fish out of water Action
## 107 67 75 Metamorphosis Action
## 108 73 72 Transformation Action
## 114 63 77 love Comedy
## 115 14 40 Quest Action
## 116 61 55 Quest Action
## 121 9 44 Rescue Adventure
## 122 41 56 Journey and Return Adventure
## 123 65 76 love Comedy
## 128 16 50 Rescue Action
## 129 77 67 Monster Force Action
## 130 73 81 love Fantasy
## 135 79 67 fish out of water Fantasy
## 136 11 53 Quest Adventure
## 137 77 75 Discovery Comedy
## 142 27 77 Sacrifice Drama
## 143 26 81 underdog Drama
## 144 13 63 Monster Force Crime
## 149 51 50 rescue Adventure
## 150 55 69 Fish Out of Water Adventure
## 151 13 61 Love Comedy
## 156 36 70 Rescue Action
## 157 24 64 discovery Comedy
## 159 31 56 Discovery Drama
## 164 2 31 comedy Comedy
## 165 54 65 escape Adventure
## 166 13 59 Comedy Comedy
## 172 21 41 underdog Comedy
## 173 40 51 love Drama
## 174 26 49 Comedy Comedy
## 179 59 46 Monster Force Horror
## 180 73 67 Love Comedy
## 181 22 51 Sacrifice Horror
## 186 78 74 Quest Thriller
## 187 14 56 riddle Thriller
## 188 13 41 Transformation Drama
## 193 15 36 Comedy Comedy
## 194 60 42 rivalry Drama
## 195 23 37 Rivalry Action
## 200 22 51 Comedy Comedy
## 201 77 55 Rescue Action
## 203 14 51 Comedy Comedy
## 209 36 44 maturation Comedy
## 210 34 54 Temptation Crime
## 211 9 33 pursuit Action
## 217 85 61 love Drama
## 219 72 37 Quest
## 220 78 70 Love Comedy
## 226 65 27 Tragedy Drama
## 228 62 73 Maturation Biography
## 229 50 41 Transformation Comedy
## 236 52 48 escape Adventure
## 240 83 92 Metamorphosis Action
## 241 20 76 Revenge Action
## 246 94 91 Revenge Action
## 247 65 90 Rags To Riches Biography
## 248 21 59 Comedy Animation
## 253 43 60 Quest Action
## 254 39 63 Escape Action
## 255 43 74 Love Comedy
## 260 52 72 Transformation Animation
## 261 36 65 The Riddle Mystery
## 262 33 64 Monster Force Action
## 267 56 63 Love Comedy
## 268 12 47 Comedy Comedy
## 270 64 68 Sacrifice Action
## 275 14 68 Love Comedy
## 276 90 76 Maturation Drama
## 277 33 50 Escape Drama
## 282 25 77 Revenge Crime
## 283 46 57 Comedy Comedy
## 284 81 82 Tragedy Documentary
## 289 51 60 Rescue Action
## 290 25 52 Monster Force Horror
## 291 55 70 Maturation Comedy
## 296 27 47 Love Comedy
## 297 68 58 Transformation Comedy
## 298 57 48 Pursuit Crime
## 303 24 53 Comedy Comedy
## 304 32 57 Tragedy Drama
## 305 14 31 Quest Adventure
## 310 64 38 Rivalry Romance
## 311 39 42 Pursuit Action
## 312 25 57 Revenge Action
## 317 6 35 Comedy Comedy
## 318 20 45 Escape Horror
## 319 78 42 Comedy Comedy
## 324 56 59 Quest Drama
## 325 12 31 Comedy Comedy
## 326 12 48 Rescue Mystery
## 332 58 39 The Riddle Action
## 333 30 46 Monster Force Adventure
## 334 51 40 Comedy Comedy
## 339 37 40 Discovery Drama
## 340 49 53 Quest Animation
## 341 56 47 Love Comedy
## 346 38 44 Comedy Comedy
## 347 89 56 Maturation Comedy
## 348 40 34 Temptation Action
## 353 38 50 Discovery Action
## 354 62 54 Pursuit Action
## 355 84 73 Maturation Drama
## 360 62 37 Comedy Comedy
## 361 34 66 Love Drama
## 362 28 49 Monster Force Action
## 367 89 64 Love Drama
## 368 46 55 Discovery Drama
## 369 16 28 Revenge Action
## 374 7 31 Maturation Comedy
## 375 50 63 Discovery Comedy
## 376 79 60 Maturation Comedy
## 381 17 41 Journey and Return Animation
## 382 88 86 Wretched Excess Drama
## 383 42 47 Temptation Action
## 388 27 62 Discovery Fantasy
## 389 81 77 Transformation Comedy
## 390 28 48 Quest Action
## 395 66 58 Pursuit Comedy
## 396 67 50 Discovery Action
## 397 29 66 Love Drama
## 402 43 47 Comedy Comedy
## 403 40 56 Comedy Comedy
## 404 85 75 Maturation Comedy
## 409 33 73 Discovery Drama
## 410 38 57 Pursuit Action
## 411 8 36 Comedy Comedy
## 417 21 31 Journey and Return Comedy
## 418 79 87 Quest Adventure
## 419 64 57 Journey and Return Adventure
## 425 13 24 Revenge Action
## 426 45 58 Love Comedy
## 427 76 83 Rivalry Action
## 432 19 36 Monster Force Action
## 433 40 62 Love Comedy
## 434 28 62 Love Comedy
## 439 9 46 Rivalry Comedy
## 440 72 73 Transformation Animation
## 441 54 54 Comedy Comedy
## 450 64 52 Monster Force Action
## 451 36 71 Rivalry Action
## 452 71 72 Rivalry Action
## 457 62 62 Revenge Action
## 458 10 47 Escape Crime
## 459 81 83 Underdog Action
## 464 16 19 Monster Force Action
## 465 81 47 Wretched Excess Comedy
## 466 46 67 Transformation Drama
## 471 66 37 Rivalry Crime
## 472 20 47 Love Comedy
## 473 48 68 Quest Action
## 478 91 88 Underdog Drama
## 479 83 68 The Riddle Mystery
## 481 66 75 Underdog Action
## 486 19 66 Discovery Drama
## 487 47 55 Revenge Action
## 488 51 66 Rescue Crime
## 494 52 44 Comedy Comedy
## 495 20 44 Love Thriller
## 496 94 83 Rivalry Crime
## 501 50 67 Fish Out Of Water Action
## 502 96 86 Revenge Adventure
## 503 86 73 Rescue Action
## 509 14 36 Comedy
## 510 18 45 Comedy Comedy
## 512 68 52 Love Comedy
## 518 46 66 Tragedy Drama
## 520 23 31 Monster Force Horror
## 521 26 49 Sacrifice Comedy
## 526 19 50 Metamorphosis Romance
## 527 84 80 Love Comedy
## 528 90 77 Rivalry Comedy
## 534 84 63 The Riddle Thriller
## 535 44 50 Monster Force Action
## 536 78 81 Discovery Romance
## 541 93 79 Rivalry Thriller
## 542 45 38 Rescue Action
## 545 47 62 Drama
## 550 75 68 Rivalry Horror
## 551 56 52 Love Animation
## 552 27 48 Metamorphosis Action
## 557 26 50 Fish Out Of Water Animation
## 558 69 72 Revenge Comedy
## 559 93 84 Adventure
## 564 42 84 Wretched Excess Drama
## 565 4 59 Comedy Comedy
## 566 38 55 Comedy Comedy
## 571 69 73 Wretched Excess Thriller
## 574 36 43 Rescue Animation
## 575 93 84 Love Romance
## 580 83 84 Love Drama
## 581 8 48 Love Romance
## 582 49 57 Comedy Comedy
## 588 17 37 Monster Force Action
## 589 83 76 Quest Animation
## 590 88 69 Fish Out Of Water Animation
## 596 30 39 Quest Action
## 597 58 57 Monster Force Horror
## 598 10 32 Monster Force Action
## 604 92 81 The Riddle Thriller
## 605 22 40 Quest Action
## 606 23 48 Quest Action
## 613 62 57 Transformation Drama
## 614 38 62 Transformation Comedy
## 615 24 53 Metamorphosis Comedy
## 620 23 31 Comedy Comedy
## 621 39 43 Quest Action
## 622 87 89 Thriller
## 627 53 54 Drama
## 628 84 82 Fish Out Of Water Drama
## 629 53 52 Revenge Action
## 634 22 43 Comedy
## 635 23 50 Fish Out Of Water Animation
## 636 36 52 Monster Force Horror
## 641 68 61 Revenge Comedy
## 642 35 67 Quest Action
## 643 26 68 Love Romance
## 648 63 79 Comedy
## 649 24 50 Transformation Comedy
## 650 91 79 Quest Animation
## 657 35 51
## 660 44 63
## 662 63 51
## 670 78 76
## 675 19 29
## 676 85 71
## 683 88 92
## 684 54 64
## 685 78 72
## 698 80 40 Action
## 700 74 56
## 701 45 72
## 712 52 60
## 713 78 73
## 716 75 44
## 722 93 82
## 723 79 73 Animation
## 724 80 61
## 731 94 86
## 734 24 36 Horror
## 735 87 72
## 743 40 58
## 744 31 51 Action
## 745 74 81
## 755 51 55
## 758 83 71
## 759 92 86
## 766 42 69 Romance
## 767 21 54
## 769 68 74
## 775 92 73 Horror
## 779 88 90
## 780 6 22
## 785 38 40
## 786 65 83
## 787 84 81
## 792 86 60
## 793 40 49
## 797 52 49
## 802 51 51
## 803 30 47
## 804 26 62
## 812 37 40
## 813 41 49
## 814 52 48
## 819 82 88
## 820 68 61
## 821 25 41
## 827 75 85
## 828 89 89
## 829 69 84 Action
## 834 70 79
## 835 67 73
## 836 59 57
## 841 19 45
## 842 50 71 Thriller
## 843 49 68
## 848 68 60
## 849 67 67
## 850 47 73
## 855 15 54
## 856 26 51
## 857 50 63
## 862 48 76
## 863 73 80
## 864 75 62
## 869 66 57
## 870 42 64
## 871 64 68
## 876 80 74
## 877 61 72
## 878 32 59
## 885 81 89
## 886 18 47 Animation
## 887 12 61 Action
## 892 49 48
## 893 4 41
## 894 13 39
## 899 84 71
## 900 9 34
## 901 37 34
## 906 8 50
## 907 89 73
## 908 28 49
## 914 40 66
## 915 38 52
## 916 94 92 Drama
## 922 39 50
## 923 96 78
## 924 68 64
## 931 60 34
## 933 38 34
## 934 94 92
## 952 43 37
## 957 74 66
## 965 73 79
## TheatersOpenWeek OpeningWeekend BOAvgOpenWeekend DomesticGross ForeignGross
## 5 4285 77.100 17998 292.000 647.880
## 6 3606 77.200 21411 256.390 328.960
## 7 3660 69.300 18929 227.470 215.350
## 12 3922 74.000 18877 183.140 343.940
## 13 3287 39.700 12077 168.270 85.350
## 14 2871 30.700 10690 148.770 70.310
## 19 3054 43.600 14264 130.160 136.300
## 20 3730 34.400 9233 127.810 212.680
## 21 3928 38.000 9679 126.630 160.960
## 26 3565 36.100 10135 117.150 194.160
## 27 3619 45.300 12541 115.800 112.940
## 28 3604 31.200 8654 100.460 72.960
## 33 3153 27.500 8726 82.280 114.110
## 34 2925 22.200 7598 80.210 37.550
## 35 860 7.800 9042 74.280 97.340
## 40 3528 17.600 5000 58.870 90.180
## 41 3472 26.400 7592 58.270 21.980
## 42 2011 21.400 10618 55.200 0.660
## 48 2511 10.400 4131 49.030 43.960
## 49 2831 17.600 6202 47.850 36.290
## 50 2793 17.100 6135 47.540 39.120
## 55 885 4.900 5502 40.220 35.960
## 56 2801 18.600 6644 39.740 47.130
## 57 2458 13.200 5362 39.690 60.280
## 62 2218 14.600 6599 35.790 21.320
## 63 2612 13.700 5226 35.020 24.170
## 64 2362 13.400 5671 33.080 51.710
## 69 2612 6.900 2615 25.610 5.050
## 70 2423 8.900 3686 25.590 31.700
## 71 2603 10.000 3851 25.130 37.640
## 76 2551 7.600 2980 19.360 15.940
## 77 605 2.000 3327 19.070 3.100
## 78 658 2.100 3249 18.350 37.900
## 83 2381 6.600 2775 15.590 22.500
## 84 2776 5.600 2143 15.070 25.100
## 85 2215 6.700 3025 15.000 48.210
## 90 2277 5.000 2213 10.980 64.130
## 91 1720 5.000 2907 10.230 20.590
## 92 4366 158.400 36283 534.860 469.700
## 97 4114 60.240 14642 215.430 416.310
## 98 4056 63.110 15559 180.010 423.890
## 99 3419 69.640 20368 192.770 199.850
## 105 3929 55.030 14007 141.620 278.040
## 107 3505 55.140 15810 134.810 128.620
## 108 3175 50.930 16040 134.510 206.920
## 114 3480 36.360 10448 143.150 99.560
## 115 3760 40.500 10760 102.490 298.640
## 116 2811 21.000 7477 101.700 140.290
## 121 3410 35.900 10518 94.780 175.000
## 122 3215 29.300 9114 94.510 54.770
## 123 3623 42.030 11601 90.560 162.350
## 128 3428 27.400 7980 80.170 142.060
## 129 3411 40.100 11744 80.050 90.720
## 130 2988 26.850 8987 127.510 206.420
## 135 3847 19.000 4940 71.200 91.640
## 136 3125 21.600 6909 70.230 41.000
## 137 2792 19.170 6865 67.290 25.090
## 142 2758 14.900 5385 69.950 98.220
## 143 2470 18.910 7655 58.020 92.800
## 144 3030 30.100 9822 56.750 57.120
## 149 3513 13.200 3760 48.010 52.070
## 150 2642 14.800 5602 49.550 161.790
## 151 2729 14.760 5407 46.010 59.950
## 156 2751 18.200 6617 42.750 70.490
## 157 2387 16.210 6790 42.440 1.210
## 159 2704 13.420 4962 41.850 42.520
## 164 2605 18.510 7104 38.230 46.410
## 165 2510 14.910 5939 38.110 5.380
## 166 2213 17.700 8004 37.930 0.870
## 172 3121 15.080 4830 33.480 10.410
## 173 839 6.840 8148 33.460 0.020
## 174 3056 10.300 3373 32.860 16.830
## 179 2461 14.200 5775 31.690 9.630
## 180 2421 11.310 4672 31.490 2.020
## 181 2436 12.400 5101 31.420 25.550
## 186 1603 5.940 3702 30.060 34.760
## 187 2368 11.400 4795 28.690 23.970
## 188 2962 10.120 3415 26.900 23.110
## 193 2960 9.510 3212 25.880 45.360
## 194 2030 10.500 5175 25.530 3.970
## 195 2729 8.600 3152 24.850 16.780
## 200 2470 7.740 3132 20.670 5.740
## 201 1045 5.000 4833 20.210 7.450
## 203 2604 8.270 3174 19.220 22.400
## 209 2213 6.230 2815 16.290 1.340
## 210 2585 6.260 2423 15.740 15.410
## 211 2650 7.800 2937 15.300 27.190
## 217 9 0.290 32597 12.800 3.830
## 219 266 2.800 10412 12.590 10.720
## 220 535 2.490 4655 12.310 4.410
## 226 1291 4.560 3528 10.920 0.290
## 228 2808 4.560 1625 9.790 0.010
## 229 1106 4.090 3700 9.510 2.330
## 236 2022 3.130 1548 7.870 10.060
## 240 3452 77.000 22313 760.500 2021.000
## 241 4234 109.000 25736 402.100 434.200
## 246 3849 75.200 19539 257.700 127.950
## 247 3110 34.100 10971 255.960 53.240
## 248 3700 48.800 13210 219.500 223.000
## 253 4096 54.200 13226 177.200 235.800
## 254 3404 65.300 19165 166.120 603.570
## 255 3056 33.600 11004 163.960 153.420
## 260 3683 30.100 8159 137.900 187.430
## 261 3527 46.200 13100 133.400 352.600
## 262 3530 42.600 12056 125.300 246.700
## 267 2887 22.100 7655 112.730 106.370
## 268 3000 34.300 11429 109.200 62.630
## 270 3611 55.200 15291 107.500 77.700
## 275 2882 27.600 9579 88.900 116.380
## 276 1895 11.200 5947 83.820 116.380
## 277 3332 24.600 7384 79.950 103.630
## 282 2890 21.000 7280 73.400 53.080
## 283 3271 17.000 5201 73.000 43.970
## 284 3481 23.300 6675 72.100 189.090
## 289 3074 23.370 7603 65.450 84.710
## 290 3105 40.600 13066 65.000 26.400
## 291 3255 23.700 7288 64.200 72.100
## 296 3175 15.400 4854 55.250 46.970
## 297 3007 22.700 7535 51.850 19.730
## 298 2534 21.200 8383 51.540 49.190
## 303 2507 15.000 6010 44.270 64.050
## 304 2563 17.000 6635 44.000 49.510
## 305 3022 19.600 6489 43.330 19.020
## 310 2574 14.000 5425 40.570 37.570
## 311 2951 14.900 5050 38.570 83.860
## 312 2503 13.300 5320 38.120 23.470
## 317 2251 11.200 4994 33.860 6.260
## 318 3025 16.300 5405 33.390 6.020
## 319 2505 10.500 4177 33.310 8.450
## 324 2024 9.700 4801 31.700 6.610
## 325 2718 6.600 2434 29.580 55.700
## 326 2734 11.600 4236 29.100 2.130
## 332 2364 9.300 3947 25.400 34.700
## 333 3106 8.000 2578 25.200 32.680
## 334 2727 11.000 4040 24.000 2.960
## 339 1412 5.450 3862 19.670 34.320
## 340 3014 6.700 2224 19.550 20.340
## 341 1707 7.000 4117 18.450 13.950
## 346 3008 5.500 1830 16.120 6.860
## 347 1862 5.700 3073 16.040 1.120
## 348 1915 6.500 3400 15.990 6.950
## 353 2754 6.300 2285 13.870 25.360
## 354 2223 7.000 3133 13.700 20.800
## 355 1721 4.700 2702 13.000 3.590
## 360 1611 4.300 2694 10.800 0.030
## 361 724 5.300 7340 10.600 0.140
## 362 2506 4.400 1765 10.300 10.310
## 367 6 0.250 41890 9.230 22.200
## 368 2133 3.900 1806 9.200 7.200
## 369 1136 4.700 4156 8.740 4.020
## 374 1959 2.600 1354 6.380 0.030
## 375 9 0.260 29574 5.300 29.790
## 376 2121 2.200 1052 5.200 7.010
## 381 2625 9.100 3469 25.110 25.400
## 382 959 8.380 8742 106.950 222.440
## 383 1936 13.400 6896 27.160 9.280
## 388 2718 12.400 4555 31.160 17.030
## 389 2 0.032 16000 6.670 1.200
## 390 3777 61.200 16213 163.210 330.000
## 395 3374 25.200 7471 98.710 53.550
## 396 2523 15.100 6003 30.100 21.310
## 397 2969 30.400 10262 80.010 34.960
## 402 2911 23.500 8082 73.030 13.830
## 403 3355 32.690 9743 100.540 111.240
## 404 2856 17.700 6209 58.400 16.550
## 409 2127 19.500 9167 37.730 17.320
## 410 2722 8.200 2997 24.080 28.750
## 411 2997 6.600 2211 17.630 18.610
## 417 2546 6.300 2477 42.780 194.600
## 418 4125 125.000 30307 295.000 664.300
## 419 2754 14.000 5091 50.290 14.280
## 425 2825 5.400 1904 10.550 0.360
## 426 1831 8.300 4525 21.540 0.030
## 427 3065 19.800 6469 48.070 48.120
## 432 2476 17.500 7069 40.170 27.750
## 433 2968 13.500 4562 53.030 26.150
## 434 3150 14.500 4605 53.130 43.030
## 439 3213 11.600 3610 33.640 50.120
## 440 3944 46.020 11668 148.420 173.470
## 441 2518 9.200 3655 31.010 29.030
## 450 2669 24.800 9277 52.000 75.230
## 451 3646 30.000 8254 90.760 245.610
## 452 3255 21.800 6686 90.380 108.630
## 457 3612 36.000 9970 118.310 175.190
## 458 2808 22.530 8024 45.710 90.440
## 459 2818 10.600 3765 31.520 16.140
## 464 2880 11.690 4060 21.390 45.430
## 465 4 0.090 23734 4.360 0.820
## 466 2435 15.800 6494 42.400 116.890
## 471 2823 13.100 4668 35.610 32.270
## 472 3280 12.200 3720 37.490 39.990
## 473 3111 32.700 10540 94.840 62.270
## 478 2503 12.000 4848 93.620 35.540
## 479 819 2.000 2520 15.540 44.680
## 481 3663 55.700 15197 176.590 182.530
## 486 2673 16.000 5989 62.950 26.090
## 487 2936 9.400 3204 23.590 5.790
## 488 2564 6.540 2552 21.150 46.300
## 494 2012 8.400 4193 27.780 22.050
## 495 2756 16.000 5977 67.630 210.720
## 496 2856 23.800 8322 92.190 61.840
## 501 3451 44.030 12578 172.060 228.000
## 502 3047 24.000 8149 171.240 81.030
## 503 3207 22.690 7075 81.560 86.240
## 509 3515 16.400 4669 100.250 101.340
## 510 2548 8.400 3300 25.700 6.300
## 512 1873 6.900 3678 15.280 4.370
## 518 265 1.020 3856 4.460 10.930
## 520 3328 8.700 2615 17.690 7.880
## 521 3276 12.220 3731 33.040 12.700
## 526 1952 9.850 5047 27.870 15.300
## 527 5 0.140 28268 5.790 8.520
## 528 2918 26.250 8995 169.110 119.280
## 534 3222 22.400 6935 75.660 59.800
## 535 3750 36.430 9715 100.240 74.580
## 536 3020 19.100 6326 84.350 58.500
## 541 2886 11.340 3929 35.060 41.110
## 542 2290 5.190 2265 10.720 18.210
## 545 2630 10.040 3820 31.847 23.400
## 550 3114 7.710 2477 18.300 22.700
## 551 2994 25.360 8469 99.970 94.000
## 552 3816 53.170 13935 116.600 103.250
## 557 3579 37.540 10490 108.090 75.870
## 558 3040 28.300 9310 117.540 92.100
## 559 1277 11.360 8899 73.864 111.905
## 564 1910 11.220 5873 37.310 47.300
## 565 3438 25.000 7273 74.160 75.520
## 566 1552 3.830 2470 8.310 151.770
## 571 2756 18.910 6860 79.250 82.600
## 574 3117 6.910 2218 21.390 17.600
## 575 944 5.830 6177 56.820 94.300
## 580 247 1.750 7174 14.600 20.460
## 581 3505 13.010 3714 54.540 87.500
## 582 3018 19.700 6512 70.660 78.570
## 588 2864 14.950 5221 29.140 49.170
## 589 3952 34.080 8623 149.260 405.730
## 590 3917 38.080 9722 123.480 122.250
## 596 2787 9.400 3390 23.210 85.400
## 597 3305 18.690 5656 38.180 58.960
## 598 2816 10.600 3769 24.830 66.800
## 604 2961 14.810 5002 54.710 92.620
## 605 3295 11.640 3534 38.540 47.030
## 606 3033 19.060 6284 36.390 53.400
## 613 22 0.110 4890 0.970 5.400
## 614 2150 3.250 1513 7.200 0.240
## 615 2913 13.530 4645 37.080 38.370
## 620 2940 17.800 6060 48.480 21.250
## 621 2296 8.680 3782 19.490 7.630
## 622 2914 12.760 4382 102.060 130.101
## 627 802 5.410 6749 30.017 84.938
## 628 2707 13.210 4879 58.010 17.000
## 629 2703 11.400 4226 29.120 21.950
## 634 2750 9.850 2582 30.441 4.500
## 635 3395 35.610 10489 142.610 421.140
## 636 2996 8.490 2835 16.930 10.500
## 641 3367 24.030 7135 78.040 74.880
## 642 4088 97.850 23937 352.390 771.400
## 643 4061 138.120 34012 281.290 430.880
## 648 3117 9.360 3003 75.624 44.457
## 649 3002 5.420 1806 14.010 16.420
## 650 2405 7.860 3267 26.690 6.460
## 657 3108 16.310 5247 37.520 78.950
## 660 3192 21.510 6740 57.010 177.980
## 662 16 0.320 20043 12.820 56.110
## 670 4164 66.320 15928 237.280 301.700
## 675 2433 7.960 3270 18.120 19.040
## 676 2907 22.000 7569 64.580 62.060
## 683 3010 30.120 10008 162.810 262.560
## 684 3729 70.220 18830 214.030 134.810
## 685 2506 6.280 2505 13.410 22.210
## 698 2439 8.430 3454 18.940 14.430
## 700 2361 14.650 6205 63.540 50.750
## 701 3349 42.520 12697 148.310 210.060
## 712 3470 27.340 7878 103.860 231.400
## 713 2730 7.140 2615 25.330 7.400
## 716 2424 6.810 2811 15.030 22.900
## 722 2992 20.800 6952 66.490 110.020
## 723 4258 60.320 14166 216.390 530.530
## 724 2930 39.130 13354 113.720 53.500
## 731 4 0.520 130749 45.510 22.750
## 734 3412 29.000 8501 53.920 88.920
## 735 3429 14.090 4108 56.000 51.140
## 743 2512 18.780 7477 49.880 0.490
## 744 3012 21.050 6989 42.350 197.810
## 745 3653 23.770 6508 103.410 203.530
## 755 2628 16.020 6095 47.380 35.580
## 758 1480 4.170 2821 15.020 4.400
## 759 16 0.440 27688 132.090 104.320
## 766 2567 11.730 4570 35.070 105.400
## 767 3661 49.510 13525 139.850 236.290
## 769 3239 54.420 16800 218.820 330.550
## 775 2811 14.740 5245 42.070 24.410
## 779 4404 160.890 36532 448.140 636.300
## 780 2285 33.730 14763 53.260 48.500
## 785 2431 5.290 2176 37.130 4.730
## 786 4045 84.620 20919 303.000 714.000
## 787 4137 152.540 36871 408.010 283.240
## 792 3358 11.140 3317 31.050 92.000
## 793 2816 17.730 6297 49.130 36.320
## 797 3477 17.010 4892 44.340 10.480
## 802 2912 11.580 3976 67.540 20.510
## 803 3601 25.580 7103 58.880 139.590
## 804 3078 25.310 8222 62.320 97.790
## 812 1769 1.670 946 3.260 5.300
## 813 2238 7.010 3131 17.620 28.600
## 814 591 1.580 2672 3.490 0.070
## 819 3290 20.820 6327 61.000 61.120
## 820 275 0.160 584 1.710 10.360
## 821 3243 7.090 2187 34.690 78.500
## 827 3928 73.650 18749 252.330 595.000
## 828 3742 0.240 65 347.900 462.500
## 829 3771 97.380 25822 238.680 550.000
## 834 4065 43.640 10735 187.170 400.040
## 835 3607 66.410 18412 202.360 337.650
## 836 3912 79.110 20223 234.910 258.400
## 841 3565 41.670 11689 112.200 249.800
## 842 3082 29.350 9523 117.720 234.000
## 843 3550 50.090 14109 144.840 206.200
## 848 3284 29.810 9077 93.050 193.090
## 849 3809 21.310 5595 83.030 199.540
## 850 3445 26.420 7669 150.390 119.600
## 855 3375 19.690 5834 55.700 170.000
## 856 3716 22.230 5983 90.290 129.500
## 857 3222 24.850 7713 73.100 132.260
## 862 2922 12.770 4369 56.340 112.700
## 863 3330 24.640 7399 116.600 51.110
## 864 3507 26.230 7480 123.800 41.700
## 869 2781 28.400 10213 71.630 74.800
## 870 3016 18.050 5984 53.260 88.820
## 871 3028 27.060 8936 75.610 56.330
## 876 3009 20.350 6764 66.380 50.600
## 877 3407 27.020 7930 61.740 50.490
## 878 3103 17.070 5501 46.000 59.200
## 885 2671 0.410 155 79.160 12.100
## 886 3736 15.810 4231 55.440 35.400
## 887 3118 9.340 2995 31.170 59.400
## 892 3157 16.100 5100 35.270 48.760
## 893 3402 14.160 4161 32.020 46.360
## 894 2852 12.690 4450 33.620 44.710
## 899 2605 9.300 3571 32.170 31.200
## 900 3026 7.710 2547 19.320 43.360
## 901 2950 7.580 2570 19.450 40.600
## 906 3202 10.600 3310 26.630 21.600
## 907 1553 8.810 5674 26.000 20.080
## 908 2771 8.750 3159 25.680 19.900
## 914 2570 6.920 2691 20.160 11.200
## 915 3036 7.940 2617 30.130 1.200
## 916 1110 0.260 235 24.850 6.000
## 922 2313 8.190 3540 17.420 9.000
## 923 835 0.230 279 17.550 6.870
## 924 443 0.130 296 2.330 21.930
## 931 650 0.210 330 5.850 13.300
## 933 2161 6.150 2848 18.010 0.000
## 934 1086 0.390 356 16.100 0.920
## 952 583 0.890 1519 2.190 2.670
## 957 195 0.080 395 2.300 0.100
## 965 2933 24.640 8400 116.630 51.110
## WorldGross Budget Profitability OpenProfit Year
## 5 939.890 150.0 626.59 51.40 2007
## 6 585.350 150.0 390.23 51.47 2007
## 7 442.820 110.0 402.57 63.00 2007
## 12 527.070 75.0 702.76 98.67 2007
## 13 253.620 90.0 281.80 44.11 2007
## 14 219.080 33.0 663.86 93.03 2007
## 19 266.460 100.0 266.46 43.60 2007
## 20 340.490 85.0 400.57 40.47 2007
## 21 287.590 150.0 191.73 25.33 2007
## 26 311.310 85.0 366.25 42.47 2007
## 27 228.740 110.0 207.94 41.18 2007
## 28 173.420 175.0 99.10 17.83 2007
## 33 196.390 150.0 130.93 18.33 2007
## 34 117.760 20.0 588.79 111.00 2007
## 35 171.630 25.0 686.50 31.20 2007
## 40 149.040 85.0 175.34 20.71 2007
## 41 80.250 20.0 401.27 132.00 2007
## 42 55.860 15.0 372.41 142.67 2007
## 48 92.990 25.0 371.96 41.60 2007
## 49 84.150 20.0 420.73 88.00 2007
## 50 86.660 80.0 108.32 21.38 2007
## 55 76.180 25.0 304.72 19.60 2007
## 56 86.870 20.0 434.33 93.00 2007
## 57 99.970 17.5 571.23 75.43 2007
## 62 57.100 17.0 335.90 85.88 2007
## 63 59.190 25.0 236.76 54.80 2007
## 64 84.790 65.0 130.44 20.62 2007
## 69 30.670 20.0 153.33 34.50 2007
## 70 57.290 18.0 318.29 49.44 2007
## 71 62.770 40.0 156.93 25.00 2007
## 76 35.300 19.0 185.79 40.00 2007
## 77 22.180 2.0 1108.90 100.00 2007
## 78 56.250 15.0 375.03 14.00 2007
## 83 38.090 47.0 81.03 14.04 2007
## 84 40.170 80.0 50.21 7.00 2007
## 85 63.220 35.0 180.61 19.14 2007
## 90 75.110 75.0 100.14 6.67 2007
## 91 30.820 26.0 118.55 19.23 2007
## 92 1004.560 185.0 543.00 85.62 2008
## 97 631.740 200.0 315.87 30.12 2008
## 98 603.900 150.0 402.60 42.07 2008
## 99 392.620 37.0 1061.12 188.22 2008
## 105 419.670 200.0 209.83 27.52 2008
## 107 263.430 137.5 191.58 40.10 2008
## 108 341.430 75.0 455.24 67.91 2008
## 114 242.720 55.0 441.30 66.11 2008
## 115 401.130 145.0 276.64 27.93 2008
## 116 241.990 45.0 537.76 46.67 2008
## 121 269.780 105.0 256.94 34.19 2008
## 122 149.280 20.0 746.41 146.50 2008
## 123 252.910 11.0 2299.16 382.09 2008
## 128 222.230 82.5 269.37 33.21 2008
## 129 170.760 25.0 683.05 160.40 2008
## 130 333.930 160.0 208.71 16.78 2008
## 135 162.840 92.5 176.04 20.54 2008
## 136 111.230 72.5 153.42 29.79 2008
## 137 92.380 28.0 329.93 68.46 2008
## 142 168.170 55.0 305.76 27.09 2008
## 143 150.820 17.5 861.80 108.06 2008
## 144 113.860 10.8 1054.29 278.70 2008
## 149 100.080 37.0 270.47 35.68 2008
## 150 211.340 78.0 270.95 18.97 2008
## 151 105.960 40.0 264.91 36.90 2008
## 156 113.240 47.5 238.41 38.32 2008
## 157 43.650 35.0 124.71 46.31 2008
## 159 84.370 30.0 281.25 44.73 2008
## 164 84.650 30.0 282.15 61.70 2008
## 165 43.490 12.0 362.43 124.25 2008
## 166 38.800 13.0 298.48 136.15 2008
## 172 43.880 2.6 1687.85 580.00 2008
## 173 33.470 0.5 6694.40 1368.00 2008
## 174 49.690 40.0 124.23 25.75 2008
## 179 41.320 12.0 344.33 118.33 2008
## 180 33.510 10.0 335.05 113.10 2008
## 181 56.960 12.0 474.69 103.33 2008
## 186 64.820 20.0 324.11 29.70 2008
## 187 52.660 35.0 150.45 32.57 2008
## 188 50.010 16.0 312.54 63.25 2008
## 193 71.240 65.0 109.60 14.63 2008
## 194 29.510 25.1 117.55 41.83 2008
## 195 41.630 21.0 198.22 40.95 2008
## 200 26.410 22.0 120.05 35.18 2008
## 201 27.670 20.0 138.33 25.00 2008
## 203 41.620 20.0 208.11 41.35 2008
## 209 17.630 20.0 88.17 31.15 2008
## 210 31.150 30.0 103.82 20.87 2008
## 211 42.490 45.0 94.42 17.33 2008
## 217 16.620 12.0 138.52 2.42 2008
## 219 23.310 1.7 1371.24 164.71 2008
## 220 16.720 60.0 27.87 4.15 2008
## 226 11.210 25.0 44.82 18.24 2008
## 228 9.810 37.5 26.15 12.16 2008
## 229 11.840 7.0 169.19 58.43 2008
## 236 17.930 38.0 47.18 8.24 2008
## 240 2781.500 237.0 1173.63 32.49 2009
## 241 836.300 210.0 398.24 51.90 2009
## 246 385.650 140.0 275.46 53.71 2009
## 247 309.200 29.0 1066.20 117.59 2009
## 248 440.700 75.0 587.60 65.07 2009
## 253 413.000 150.0 275.33 36.13 2009
## 254 769.690 200.0 384.84 32.65 2009
## 255 314.700 40.0 786.75 84.00 2009
## 260 325.330 200.0 162.67 15.05 2009
## 261 485.900 150.0 323.93 30.80 2009
## 262 372.000 200.0 186.00 21.30 2009
## 267 219.100 85.0 257.76 26.00 2009
## 268 171.830 60.0 286.38 57.17 2009
## 270 185.300 130.0 142.54 42.46 2009
## 275 205.280 38.0 540.22 72.63 2009
## 276 200.200 25.0 800.81 44.80 2009
## 277 183.580 50.0 367.16 49.20 2009
## 282 126.480 53.0 238.64 39.62 2009
## 283 118.200 35.0 337.71 48.57 2009
## 284 261.190 60.0 435.32 38.83 2009
## 289 150.160 100.0 150.16 23.37 2009
## 290 91.400 19.0 481.05 213.68 2009
## 291 136.300 20.0 681.50 118.50 2009
## 296 102.220 50.0 204.44 30.80 2009
## 297 71.580 75.0 95.44 30.27 2009
## 298 100.730 14.0 719.49 151.43 2009
## 303 108.300 70.0 155.00 21.43 2009
## 304 93.510 65.0 143.86 26.15 2009
## 305 62.350 60.0 103.92 32.67 2009
## 310 78.140 60.0 130.23 23.33 2009
## 311 122.430 80.0 153.04 18.63 2009
## 312 61.590 50.0 123.18 26.60 2009
## 317 40.120 15.0 267.47 74.67 2009
## 318 39.410 15.0 262.73 108.67 2009
## 319 41.760 22.0 189.82 47.73 2009
## 324 38.310 60.0 63.85 16.17 2009
## 325 85.280 58.0 147.03 11.38 2009
## 326 31.200 20.0 156.00 58.00 2009
## 332 60.100 50.0 120.20 18.60 2009
## 333 57.880 45.0 128.62 17.78 2009
## 334 26.960 18.0 149.78 61.11 2009
## 339 53.990 80.0 67.49 6.81 2009
## 340 39.890 65.0 61.36 10.31 2009
## 341 32.400 18.5 175.14 37.84 2009
## 346 22.990 55.0 41.80 10.00 2009
## 347 17.160 9.8 175.10 58.16 2009
## 348 16.000 20.0 80.00 32.50 2009
## 353 39.230 40.0 98.08 15.75 2009
## 354 34.500 12.9 267.44 54.26 2009
## 355 16.000 15.0 106.67 31.33 2009
## 360 10.830 7.5 144.33 57.33 2009
## 361 10.700 5.0 214.00 106.00 2009
## 362 17.000 40.0 42.50 11.00 2009
## 367 31.430 7.0 448.99 3.57 2009
## 368 16.400 21.0 78.10 18.57 2009
## 369 12.340 50.0 24.68 9.40 2009
## 374 6.380 15.0 42.53 17.33 2009
## 375 35.090 15.0 233.94 1.73 2009
## 376 12.100 20.0 61.00 11.00 2009
## 381 50.507 20.0 252.54 45.50 2010
## 382 329.397 13.0 2533.82 64.46 2010
## 383 36.439 17.0 214.35 78.82 2010
## 388 48.188 44.0 109.52 28.18 2010
## 389 7.874 6.0 131.23 0.53 2010
## 390 493.214 125.0 394.57 48.96 2010
## 395 152.263 55.0 276.84 45.82 2010
## 396 51.410 20.0 257.05 75.50 2010
## 397 114.970 25.0 459.88 121.60 2010
## 402 86.855 69.0 125.88 34.06 2010
## 403 211.780 50.0 423.56 65.38 2010
## 404 74.950 8.0 936.88 221.25 2010
## 409 55.049 21.0 262.14 92.86 2010
## 410 52.829 52.0 101.59 15.77 2010
## 411 36.236 35.0 103.53 18.86 2010
## 417 237.382 112.0 211.95 5.63 2010
## 418 959.300 125.0 767.44 100.00 2010
## 419 64.571 36.0 179.36 38.89 2010
## 425 10.910 47.0 23.21 11.49 2010
## 426 21.569 12.0 179.74 69.17 2010
## 427 96.188 30.0 320.63 66.00 2010
## 432 67.920 26.0 261.23 67.31 2010
## 433 79.179 30.0 263.93 45.00 2010
## 434 53.374 52.0 102.10 27.74 2010
## 439 83.757 50.0 167.51 23.20 2010
## 440 321.884 130.0 247.60 35.40 2010
## 441 60.039 40.0 150.10 23.00 2010
## 450 127.232 40.0 318.08 62.00 2010
## 451 336.365 200.0 168.18 15.00 2010
## 452 199.006 58.0 343.11 37.59 2010
## 457 293.502 110.0 266.82 32.73 2010
## 458 136.150 20.0 680.75 112.65 2010
## 459 47.660 60.0 79.43 17.67 2010
## 464 66.817 10.0 668.17 116.90 2010
## 465 5.178 15.0 34.52 0.60 2010
## 466 159.291 30.0 530.97 52.67 2010
## 471 67.875 20.0 339.38 65.50 2010
## 472 77.477 35.0 221.36 34.86 2010
## 473 157.107 80.0 196.38 40.88 2010
## 478 129.154 25.0 516.62 48.00 2010
## 479 60.220 45.0 133.82 4.44 2010
## 481 359.120 40.0 897.80 139.25 2010
## 486 89.040 20.0 445.20 80.00 2010
## 487 29.380 25.0 117.52 37.60 2010
## 488 67.450 30.0 224.83 21.80 2010
## 494 49.831 19.0 262.27 44.21 2010
## 495 278.346 100.0 278.35 16.00 2010
## 496 154.025 37.0 416.28 64.32 2010
## 501 400.062 170.0 235.33 25.90 2010
## 502 252.273 38.0 663.88 63.16 2010
## 503 167.802 95.0 176.63 23.88 2010
## 509 201.584 80.0 251.98 20.50 2010
## 510 32.003 20.0 160.02 42.00 2010
## 512 19.649 18.0 109.16 38.33 2010
## 518 15.390 30.0 51.31 3.40 2011
## 520 25.560 5.0 511.24 174.00 2011
## 521 45.740 40.0 114.34 30.55 2011
## 526 43.170 17.0 253.91 57.94 2011
## 527 14.310 3.2 447.19 4.38 2011
## 528 288.380 32.5 887.33 80.77 2011
## 534 135.460 60.0 225.76 37.33 2011
## 535 174.820 163.0 107.25 22.35 2011
## 536 142.850 50.0 285.70 38.20 2011
## 541 76.170 15.0 507.83 75.60 2011
## 542 28.930 45.0 64.29 11.53 2011
## 545 55.247 40.0 138.12 25.10 2011
## 550 41.000 30.0 136.67 25.70 2011
## 551 193.970 36.0 538.80 70.44 2011
## 552 219.850 200.0 109.93 26.59 2011
## 557 183.950 63.0 291.99 59.59 2011
## 558 209.640 35.0 598.97 80.86 2011
## 559 185.769 150.0 123.85 7.57 2011
## 564 84.610 35.0 241.73 32.06 2011
## 565 149.680 79.0 189.47 31.65 2011
## 566 160.080 45.0 355.73 8.51 2011
## 571 161.850 27.0 599.44 70.04 2011
## 574 38.990 150.0 25.99 4.61 2011
## 575 151.120 17.0 888.94 34.29 2011
## 580 35.060 10.0 350.57 17.50 2011
## 581 142.040 56.0 253.64 23.23 2011
## 582 149.230 25.0 596.91 78.80 2011
## 588 78.310 60.0 130.51 24.92 2011
## 589 554.990 130.0 426.91 26.22 2011
## 590 245.720 135.0 182.02 28.21 2011
## 596 108.610 30.0 362.03 31.33 2011
## 597 97.140 40.0 242.84 46.73 2011
## 598 91.630 40.0 229.07 26.50 2011
## 604 147.330 32.0 460.41 46.28 2011
## 605 85.560 27.0 316.90 43.11 2011
## 606 89.790 82.0 109.50 23.24 2011
## 613 6.370 21.0 30.33 0.52 2011
## 614 7.450 41.0 18.17 7.93 2011
## 615 75.450 52.0 145.09 26.02 2011
## 620 69.720 70.0 99.60 25.43 2011
## 621 27.120 25.0 108.48 34.72 2011
## 622 232.161 90.0 257.96 14.18 2011
## 627 114.955 13.0 884.27 41.62 2011
## 628 75.010 40.0 187.52 33.03 2011
## 629 51.070 40.0 127.68 28.50 2011
## 634 34.941 25.0 139.76 39.40 2011
## 635 563.750 110.0 512.50 32.37 2011
## 636 27.430 38.0 72.18 22.34 2011
## 641 152.920 75.0 203.90 32.04 2011
## 642 1123.790 195.0 576.30 50.18 2011
## 643 712.170 110.0 647.43 125.56 2011
## 648 120.081 50.0 240.16 18.72 2011
## 649 30.430 20.0 152.13 27.10 2011
## 650 33.150 30.0 110.51 26.20 2011
## 657 116.470 69.0 168.80 23.64 2012
## 660 234.990 50.0 469.98 43.02 2012
## 662 68.930 31.0 222.35 1.03 2012
## 670 538.980 185.0 291.34 35.85 2012
## 675 37.160 1.0 3715.76 796.00 2012
## 676 126.640 12.0 1055.30 183.33 2012
## 683 425.370 100.0 425.37 30.12 2012
## 684 348.840 70.0 498.34 100.31 2012
## 685 35.630 50.0 71.25 12.56 2012
## 698 33.370 23.0 145.10 36.65 2012
## 700 114.280 30.0 380.94 48.83 2012
## 701 358.380 85.0 421.62 50.02 2012
## 712 335.260 79.0 424.38 34.61 2012
## 713 32.730 12.0 272.72 59.50 2012
## 716 37.930 15.0 252.87 45.40 2012
## 722 176.510 30.0 588.36 69.33 2012
## 723 746.920 145.0 515.12 41.60 2012
## 724 167.220 7.0 2388.88 559.00 2012
## 731 22.750 16.0 142.19 3.25 2012
## 734 142.840 5.0 2856.78 580.00 2012
## 735 107.140 60.0 178.57 23.48 2012
## 743 50.370 58.0 86.84 32.38 2012
## 744 240.160 65.0 369.48 32.38 2012
## 745 306.940 145.0 211.68 16.39 2012
## 755 82.970 45.0 184.37 35.60 2012
## 758 19.420 15.0 129.48 27.80 2012
## 759 236.410 21.0 1125.77 2.10 2012
## 766 140.470 33.0 425.67 35.55 2012
## 767 376.140 45.0 835.87 110.02 2012
## 769 549.370 50.0 1098.74 108.84 2012
## 775 66.490 30.0 221.62 49.13 2012
## 779 1084.440 250.0 433.78 64.36 2012
## 780 101.760 1.0 10175.85 3373.00 2012
## 785 41.860 40.0 104.65 13.23 2012
## 786 1017.000 200.0 508.50 42.31 2012
## 787 691.250 78.0 886.22 195.56 2012
## 792 123.050 55.0 223.73 20.25 2012
## 793 85.450 14.0 610.33 126.64 2012
## 797 54.820 30.0 182.73 56.70 2012
## 802 88.060 35.0 251.60 33.09 2012
## 803 198.470 125.0 158.77 20.46 2012
## 804 160.110 70.0 228.73 36.16 2012
## 812 8.560 28.0 30.55 5.96 2013
## 813 46.220 35.0 132.05 20.03 2013
## 814 3.570 1.5 237.75 105.33 2013
## 819 122.130 46.0 265.49 45.26 2013
## 820 12.080 12.0 100.65 1.33 2013
## 821 113.190 80.0 141.49 8.86 2013
## 827 847.330 225.0 376.59 32.73 2013
## 828 810.400 150.0 540.27 0.16 2013
## 829 788.680 160.0 492.92 60.86 2013
## 834 587.200 135.0 434.97 32.33 2013
## 835 540.010 190.0 284.21 34.95 2013
## 836 493.310 215.0 229.45 36.80 2013
## 841 362.000 103.0 351.46 40.46 2013
## 842 351.720 75.0 468.97 39.13 2013
## 843 351.040 105.0 334.32 47.70 2013
## 848 286.140 115.0 248.82 25.92 2013
## 849 282.570 135.0 209.31 15.79 2013
## 850 269.990 37.0 729.71 71.41 2013
## 855 225.700 50.0 451.41 39.38 2013
## 856 219.790 50.0 439.58 44.46 2013
## 857 205.370 150.0 136.91 16.57 2013
## 862 169.040 90.0 187.83 14.19 2013
## 863 167.710 30.0 559.03 82.13 2013
## 864 165.500 50.0 331.01 52.46 2013
## 869 146.430 15.0 976.19 189.33 2013
## 870 142.080 84.0 169.14 21.49 2013
## 871 131.940 61.0 216.30 44.36 2013
## 876 116.980 35.0 334.23 58.14 2013
## 877 112.230 110.0 102.03 24.56 2013
## 878 105.200 60.0 175.33 28.45 2013
## 885 91.260 35.0 260.74 1.17 2013
## 886 90.840 55.0 165.16 28.75 2013
## 887 90.570 60.0 150.94 15.57 2013
## 892 84.030 30.0 280.10 53.67 2013
## 893 78.380 20.0 391.89 70.80 2013
## 894 78.320 130.0 60.25 9.76 2013
## 899 63.370 30.0 211.24 31.00 2013
## 900 62.680 30.0 208.92 25.70 2013
## 901 60.050 60.0 100.09 12.63 2013
## 906 48.230 40.0 120.57 26.50 2013
## 907 46.090 20.0 230.45 44.05 2013
## 908 45.580 13.0 350.63 67.31 2013
## 914 31.360 22.0 142.54 31.45 2013
## 915 31.330 26.0 120.50 30.54 2013
## 916 30.850 5.0 616.90 5.20 2013
## 922 26.420 3.5 754.91 234.00 2013
## 923 24.420 8.0 305.23 2.88 2013
## 924 24.260 20.0 121.31 0.65 2013
## 931 19.150 8.0 239.32 2.63 2013
## 933 18.010 13.0 138.52 47.31 2013
## 934 17.030 1.0 1702.60 39.00 2013
## 952 4.860 30.0 16.20 2.97 2013
## 957 2.400 6.5 36.95 1.23 2013
## 965 167.740 30.0 559.14 82.13 2013Breaking down the Year variable into two subsets, One having the first four years and the other having the last three years.
genre <- unique(df$Genre)
genre## [1] "Action" "Animation" "Adventure" "Thriller" "Comedy"
## [6] "Musical" "Drama" "Biography" "Horror" "Romance"
## [11] "Fantasy" "Documentary" "Crime" "" "Mystery"aa<-subset(df,Genre %in% c('Action','Adventure','Thriller'))
aa## Movie
## 1 Spider-Man 3
## 3 Transformers
## 4 Pirates of the Caribbean: At World's End
## 5 Harry Potter and the Order of the Phoenix
## 6 I Am Legend
## 7 The Bourne Ultimatum
## 8 National Treasure: Book of Secrets
## 10 300
## 16 Rush Hour 3
## 17 Live Free or Die Hard
## 18 Fantastic Four: Rise of the Silver Surfer
## 19 American Gangster
## 26 Ocean's 13
## 27 Ghost Rider
## 33 Beowulf
## 34 Disturbia
## 36 The Golden Compass
## 43 TMNT
## 45 3:10 to Yuma
## 48 Michael Clayton
## 50 The Kingdom
## 51 Shooter
## 57 Hitman
## 59 Stardust
## 60 The Brave One
## 62 Smokin' Aces
## 64 Zodiac
## 67 Mr. Brooks
## 69 Nancy Drew
## 72 Grindhouse
## 80 Next
## 84 The Invasion
## 87 Shoot 'Em Up
## 90 Dragon Wars (aka D-War)
## 91 Pathfinder: Legend of the Ghost Warrior
## 92 The Dark Knight
## 93 Iron Man
## 94 Indiana Jones and the Kingdom of the Crystal Skull
## 95 Hancock
## 100 Quantum of Solace
## 105 The Chronicles of Narnia: Prince Caspian
## 107 The Incredible Hulk
## 108 Wanted
## 109 Get Smart
## 115 The Mummy: Tomb of the Dragon Emperor
## 116 Journey to the Center of the Earth
## 117 Eagle Eye
## 121 10,000 B.C.
## 122 Beverly Hills Chihuahua
## 124 Pineapple Express
## 125 Valkyrie
## 128 Jumper
## 129 Cloverfield
## 132 Hellboy II: The Golden Army
## 133 The Day the Earth Stood Still
## 136 Fool's Gold
## 138 The Happening
## 146 The Forbidden Kingdom
## 149 Nim's Island
## 150 Australia
## 152 College Road Trip
## 154 Speed Racer
## 156 Rambo
## 160 Max Payne
## 163 Body of Lies
## 165 Harold and Kumar Escape from Guantanamo Bay
## 169 Death Race
## 178 Transporter 3
## 186 The Bank Job
## 187 Untraceable
## 191 Street Kings
## 195 Never Back Down
## 196 Traitor
## 198 Babylon A.D.
## 199 The X-Files: I Want to Believe
## 201 Appaloosa
## 205 The Spirit
## 211 Bangkok Dangerous
## 222 Meet Dave
## 225 Doomsday
## 232 Sex Drive
## 234 Punisher: War Zone
## 235 Miracle at St. Anna
## 236 City of Ember
## 240 Avatar
## 241 Transformers: Revenge of the Fallen
## 242 Harry Potter and the Half-Blood Prince
## 246 Star Trek
## 249 Sherlock Holmes
## 252 X-Men Origins: Wolverine
## 253 Night at the Museum: Battle of the Smithsonian
## 254 2012
## 256 Fast and Furious
## 257 G.I. Joe: The Rise of Cobra
## 258 Paul Blart: Mall Cop
## 259 Taken
## 262 Terminator Salvation
## 264 Inglourious Basterds
## 265 G-Force
## 266 District 9
## 270 Watchmen
## 279 Where the Wild Things Are
## 280 Zombieland
## 287 Race to Witch Mountain
## 289 The Taking of Pelham 1 2 3
## 302 Underworld: Rise of the Lycans
## 305 Year One
## 311 Surrogates
## 312 Ninja Assassin
## 316 The Pink Panther 2
## 322 Push
## 330 Dance Flick
## 332 The International
## 333 Aliens in the Attic
## 338 Gamer
## 342 Inkheart
## 348 Armored
## 352 Amelia
## 353 Cirque du Freak: The Vampire's Assistant
## 354 Crank: High Voltage
## 357 12 Rounds
## 362 Pandorum
## 363 Whiteout
## 364 Next Day Air
## 366 Dragonball Evolution
## 369 Street Fighter: The Legend of Chun-Li
## 372 The Road
## 377 127 Hours
## 379 Alice in Wonderland
## 383 Brooklyn's Finest
## 387 Cats & Dogs: The Revenge of Kitty Galore
## 390 Clash of the Titans
## 392 Cop Out
## 396 Daybreakers
## 408 Faster
## 410 From Paris with Love
## 414 Green Zone
## 418 Harry Potter and the Deathly Hallows Part 1
## 419 Hot Tub Time Machine
## 422 Inception
## 423 Iron Man 2
## 425 Jonah Hex
## 427 Kick-Ass
## 428 Killers
## 429 Knight and Day
## 432 Legion
## 437 MacGruber
## 438 Machete
## 447 Percy Jackson & the Olympians: The Lightning Thief
## 450 Predators
## 451 Prince of Persia: The Sands of Time
## 452 Red
## 454 Repo Men
## 455 Resident Evil: Afterlife
## 456 Robin Hood
## 457 Salt
## 459 Scott Pilgrim vs. the World
## 464 Skyline
## 468 Takers
## 470 The A-Team
## 473 The Book of Eli
## 474 The Bounty Hunter
## 475 The Chronicles of Narnia: The Voyage of the Dawn Treader
## 477 The Expendables
## 481 The Karate Kid
## 484 The Last Airbender
## 487 The Losers
## 489 The Other Guys
## 492 The Sorcerer's Apprentice
## 495 The Tourist
## 501 Tron: Legacy
## 502 True Grit
## 503 Unstoppable
## 517 Abduction
## 525 Battle: Los Angeles
## 529 Captain America: The First Avenger
## 532 Colombiana
## 533 Conan the Barbarian
## 534 Contagion
## 535 Cowboys and Aliens
## 541 Drive
## 542 Drive Angry
## 546 Fast Five
## 552 Green Lantern
## 554 Hanna
## 559 Hugo
## 560 I Am Number Four
## 561 Immortals
## 562 In Time
## 568 Killer Elite
## 571 Limitless
## 576 Mission Impossible 4
## 587 Pirates of the Caribbean:On Stranger Tides
## 588 Priest
## 591 Real Steel
## 595 Rise of the Planet of the Apes
## 596 Sanctum
## 598 Season Of The Witch
## 601 Sherlock Holmes 2
## 604 Source Code
## 605 Spy Kids: All The Time in the World
## 606 Sucker Punch
## 610 The Adjustment Bureau
## 611 The Adventures of Tintin
## 618 The Debt
## 621 The Eagle
## 622 The Girl With The Dragon Tattoo
## 623 The Green Hornet
## 626 The Ides of March
## 629 The Mechanic
## 637 The Three Musketeers
## 639 Thor
## 640 Tinker Tailor Soldier Spy
## 642 Transformers: Dark of the Moon
## 644 Unknown
## 646 Warrior
## 651 X-Men: First Class
## 698 Haywire
## 725 Man on a Ledge
## 744 Resident Evil: Retribution
## 824 Iron Man 3
## 826 THG: Catching Fire
## 829 Fast & Furious 6
## 832 Man of Steel
## 842 Now You See Me
## 887 The Mortal Instruments: City of Bones
## LeadStudio RottenTomatoes AudienceScore Story
## 1 Sony 61 54 Metamorphosis
## 3 Paramount 57 89 Monster Force
## 4 Disney 45 74 Rescue
## 5 Warner Bros 78 82 Quest
## 6 Warner Bros 69 69 Quest
## 7 Universal 93 91 Pursuit
## 8 Disney 31 72 The Riddle
## 10 Warner Bros 60 90 Sacrifice
## 16 Warner Bros 20 68 Rescue
## 17 Fox 79 86 Rescue
## 18 Fox 35 55 Monster Force
## 19 Universal 79 87 pursuit
## 26 Warner Bros 70 74 Revenge
## 27 Sony 28 56 Monster Force
## 33 Paramount 71 52 Journey and Return
## 34 Paramount 67 75 Pursuit
## 36 Warner Bros 42 55 Rescue
## 43 33 63 Monster Force
## 45 Lionsgate 88 85 sacrifice
## 48 Independent 90 72 Transformation
## 50 52 78 Quest
## 51 Paramount 47 82 Pursuit
## 57 Fox 15 61 Quest
## 59 Paramount 76 86 Quest
## 60 43 65 Rivalry
## 62 Universal 27 64 Pursuit
## 64 Paramount 89 73 Pursuit
## 67 MGM 56 75 Temptation
## 69 Independent 49 61 The Riddle
## 72 Weinstein 82 86 pursuit
## 80 Paramount 29 59 Pursuit
## 84 Warner Bros 19 43 Monster Force
## 87 Warner Bros 67 66 Pursuit
## 90 Mediaplex 27 44 Monster Force
## 91 11 41 Rescue
## 92 Warner Bros 94 96 Revenge
## 93 Paramount 94 91 Metamorphosis
## 94 Paramount 77 59 Pursuit
## 95 Sony 40 67 Discovery
## 100 MGM 64 62 Revenge
## 105 Disney 66 78 fish out of water
## 107 Universal 67 75 Metamorphosis
## 108 Universal 73 72 Transformation
## 109 Warner Bros 51 73 Pursuit
## 115 Universal 14 40 Quest
## 116 Warner Bros 61 55 Quest
## 117 Paramount 27 72 pursuit
## 121 Warner Bros 9 44 Rescue
## 122 Disney 41 56 Journey and Return
## 124 Sony 68 74 Comedy
## 125 MGM 58 66 Sacrifice
## 128 Fox 16 50 Rescue
## 129 Paramount 77 67 Monster Force
## 132 Universal 87 70 sacrifice
## 133 Fox 19 34 Sacrifice
## 136 Warner Bros 11 53 Quest
## 138 Fox 19 29 escape
## 146 Relativity Media 64 65 journey & return
## 149 Independent 51 50 rescue
## 150 Fox 55 69 Fish Out of Water
## 152 Buena Vista 13 56 comedy
## 154 Warner Bros 38 61 Quest
## 156 Lionsgate 36 70 Rescue
## 160 Fox 16 36 Revenge
## 163 Warner Bros 53 65 Temptation
## 165 Warner Bros 54 65 escape
## 169 Universal 42 69 escape
## 178 Independent 36 58 escape
## 186 Independent 78 74 Quest
## 187 Independent 14 56 riddle
## 191 Fox 37 62 The Riddle
## 195 Summit 23 37 Rivalry
## 196 Liberty Starz 55 66 Pursuit
## 198 Fox 7 32 quest
## 199 Fox 32 34 monster force
## 201 Warner Bros 77 55 Rescue
## 205 Lionsgate 14 29 rivalry
## 211 Lionsgate 9 33 pursuit
## 222 Fox 19 42 Fish Out of Water
## 225 Relativity Media 48 47 Quest
## 232 Summit 46 61 Journey and Return
## 234 Lionsgate 27 47 Revenge
## 235 Disney 34 68 quest
## 236 Independent 52 48 escape
## 240 Fox 83 92 Metamorphosis
## 241 Paramount 20 76 Revenge
## 242 Warner Bros 83 75 Quest
## 246 Paramount 94 91 Revenge
## 249 Warner Bros 70 81 The Riddle
## 252 Fox 37 72 Revenge
## 253 Fox 43 60 Quest
## 254 Sony 39 63 Escape
## 256 Universal 28 76 Revenge
## 257 Paramount 33 62 Pursuit
## 258 Sony 33 50 Comedy
## 259 Fox 58 83 Pursuit
## 262 Warner Bros 33 64 Monster Force
## 264 Universal 88 87 Underdog
## 265 Disney 22 50 Comedy
## 266 Independent 91 81 Metamorphosis
## 270 Warner Bros 64 68 Sacrifice
## 279 Warner Bros 73 59 Journey and Return
## 280 Sony 90 87 Monster Force
## 287 Buena Vista 42 50 Quest
## 289 Sony 51 60 Rescue
## 302 Sony 30 68 Rivalry
## 305 Sony 14 31 Quest
## 311 Buena Vista 39 42 Pursuit
## 312 Warner Bros 25 57 Revenge
## 316 Sony 12 47 Comedy
## 322 Summit 22 47 Quest
## 330 Paramount 17 35 Comedy
## 332 Sony 58 39 The Riddle
## 333 Fox 30 46 Monster Force
## 338 Lionsgate 29 43 Revenge
## 342 Warner Bros 39 51 Quest
## 348 Sony 40 34 Temptation
## 352 Independent 21 35 Quest
## 353 Universal 38 50 Discovery
## 354 Lionsgate 62 54 Pursuit
## 357 Fox 30 52 Rescue
## 362 Independent 28 49 Monster Force
## 363 Warner Bros 7 28 Pursuit
## 364 Summit 21 27 Comedy
## 366 Fox 15 28 Quest
## 369 Fox 16 28 Revenge
## 372 Weinstein 75 65 Quest
## 377 Independent 93 84 Escape
## 379 Disney 52 72 Journey and Return
## 383 Independent 42 47 Temptation
## 387 Independent 13 43 Pursuit
## 390 Warner Bros 28 48 Quest
## 392 Warner Bros 19 45 The Riddle
## 396 Lionsgate 67 50 Discovery
## 408 CBS 41 50 Revenge
## 410 Independent 38 57 Pursuit
## 414 Universal 53 60 Quest
## 418 Warner Bros 79 87 Quest
## 419 MGM 64 57 Journey and Return
## 422 Warner Bros 86 93 Journey and Return
## 423 Paramount 74 80 Rivalry
## 425 Warner Bros 13 24 Revenge
## 427 Independent 76 83 Rivalry
## 428 Lionsgate 11 45 Love
## 429 Fox 53 52 Pursuit
## 432 Independent 19 36 Monster Force
## 437 Independent 47 33 Comedy
## 438 Independent 73 66 Revenge
## 447 Fox 50 57 Rivalry
## 450 Fox 64 52 Monster Force
## 451 Disney 36 71 Rivalry
## 452 Summit 71 72 Rivalry
## 454 Universal 22 43 Rescue
## 455 Highlight Communications 24 53 Monster Force
## 456 Universal 42 59 Rivalry
## 457 Sony 62 62 Revenge
## 459 Universal 81 83 Underdog
## 464 Independent 16 19 Monster Force
## 468 Sony 27 57 Rivalry
## 470 Fox 47 71 Pursuit
## 473 Independent 48 68 Quest
## 474 Sony 7 41 Rivalry
## 475 Fox 49 63 Quest
## 477 Independent 40 58 Pursuit
## 481 Sony 66 75 Underdog
## 484 Paramount 6 42 Quest
## 487 Warner Bros 47 55 Revenge
## 489 Sony 78 57 Comedy
## 492 Disney 42 57 Pursuit
## 495 Sony 20 44 Love
## 501 Independent 50 67 Fish Out Of Water
## 502 Paramount 96 86 Revenge
## 503 Fox 86 73 Rescue
## 517 Vertigo 4 46 Maturation
## 525 Relativity Media 35 50 Monster Force
## 529 Disney 78 75 Metamorphosis
## 532 Sony 28 55 Revenge
## 533 Lionsgate 22 34 Quest
## 534 Warner Bros 84 63 The Riddle
## 535 Universal 44 50 Monster Force
## 541 Independent 93 79 Rivalry
## 542 Independent 45 38 Rescue
## 546 Universal 78 83 Escape
## 552 Warner Bros 27 48 Metamorphosis
## 554 Universal 71 67 Quest
## 559 Paramount 93 84
## 560 Paramount 32 57 Maturation
## 561 Relativity Media 36 59 Revenge
## 562 Regency Enterprises 38 55 The Riddle
## 568 Independent 25 48 Rivalry
## 571 Virgin 69 73 Wretched Excess
## 576 Paramount 93 86 Pursuit
## 587 Disney 34 61 Quest
## 588 Sony 17 37 Monster Force
## 591 DreamWorks 58 81 Underdog
## 595 Fox 83 87 Revenge
## 596 Relativity Media 30 39 Quest
## 598 Relativity Media 10 32 Monster Force
## 601 Warner Bros 60 79 Pursuit
## 604 Summit 92 81 The Riddle
## 605 Weinstein 22 40 Quest
## 606 Legendary Pictures 23 48 Quest
## 610 Independent 72 67 Sacrifice
## 611 Paramount 74 78 Quest
## 618 Universal 76 70 Pursuit
## 621 Universal 39 43 Quest
## 622 Sony 87 89
## 623 Columbia 44 47 Rivalry
## 626 Columbia 85 76 Transformation
## 629 Independent 53 52 Revenge
## 637 Independent 24 48 Rivalry
## 639 Disney 77 80 Monster Force
## 640 Focus 83 68
## 642 DreamWorks 35 67 Quest
## 644 Independent 55 57 The Riddle
## 646 Lionsgate 83 93 Rivalry
## 651 Disney 87 88 Monster Force
## 698 Relativity Media 80 40
## 725 Summit 32 52
## 744 Screen Gems 31 51
## 824 Buena Vista 78 80
## 826 Lionsgate 90 92
## 829 Universal 69 84
## 832 Warner Bros 55 76
## 842 Summit 50 71
## 887 Sony 12 61
## Genre TheatersOpenWeek OpeningWeekend BOAvgOpenWeekend DomesticGross
## 1 Action 4252 151.10 35540 336.530
## 3 Action 4011 70.50 17577 319.250
## 4 Action 4362 114.70 26302 309.420
## 5 Adventure 4285 77.10 17998 292.000
## 6 Thriller 3606 77.20 21411 256.390
## 7 Thriller 3660 69.30 18929 227.470
## 8 Thriller 3832 44.80 11686 219.960
## 10 Action 3103 70.90 22844 210.610
## 16 Action 3778 49.10 12996 140.130
## 17 Action 3408 33.40 9791 134.530
## 18 Action 3959 58.00 14663 131.920
## 19 Thriller 3054 43.60 14264 130.160
## 26 Thriller 3565 36.10 10135 117.150
## 27 Action 3619 45.30 12541 115.800
## 33 Action 3153 27.50 8726 82.280
## 34 Thriller 2925 22.20 7598 80.210
## 36 Action 3528 25.70 7308 70.110
## 43 Action 3110 24.30 7799 54.150
## 45 Adventure 2652 14.00 5292 53.610
## 48 Thriller 2511 10.40 4131 49.030
## 50 Action 2793 17.10 6135 47.540
## 51 Action 2806 14.50 5175 47.000
## 57 Action 2458 13.20 5362 39.690
## 59 Adventure 2540 9.16 3610 38.630
## 60 Action 2755 13.50 4889 36.790
## 62 Action 2218 14.60 6599 35.790
## 64 Thriller 2362 13.40 5671 33.080
## 67 Thriller 2453 10.00 4083 28.550
## 69 Thriller 2612 6.90 2615 25.610
## 72 Action 2624 11.60 4419 25.040
## 80 Thriller 2725 7.10 2617 18.210
## 84 Thriller 2776 5.60 2143 15.070
## 87 Action 2108 5.70 2711 12.810
## 90 Action 2277 5.00 2213 10.980
## 91 Action 1720 5.00 2907 10.230
## 92 Thriller 4366 158.40 36283 534.860
## 93 Action 4105 98.62 24024 318.760
## 94 Action 4260 100.10 23507 317.100
## 95 Action 3965 62.60 15789 227.950
## 100 Action 3451 67.50 19568 168.370
## 105 Action 3929 55.03 14007 141.620
## 107 Action 3505 55.14 15810 134.810
## 108 Action 3175 50.93 16040 134.510
## 109 Action 3911 38.70 9891 130.320
## 115 Action 3760 40.50 10760 102.490
## 116 Action 2811 21.00 7477 101.700
## 117 Action 3510 29.20 8305 101.440
## 121 Adventure 3410 35.90 10518 94.780
## 122 Adventure 3215 29.30 9114 94.510
## 124 Action 3072 23.20 7567 87.340
## 125 Thriller 2711 21.03 7756 83.080
## 128 Action 3428 27.40 7980 80.170
## 129 Action 3411 40.10 11744 80.050
## 132 Action 3204 34.50 10780 75.990
## 133 Thriller 3560 30.50 8562 79.370
## 136 Adventure 3125 21.60 6909 70.230
## 138 Thriller 2986 30.52 10220 64.510
## 146 Action 3151 21.40 6791 52.080
## 149 Adventure 3513 13.20 3760 48.010
## 150 Adventure 2642 14.80 5602 49.550
## 152 Adventure 2706 13.60 5026 45.610
## 154 Action 3606 18.60 5174 43.950
## 156 Action 2751 18.20 6617 42.750
## 160 Action 3376 17.60 5225 40.690
## 163 Action 2710 12.90 4754 39.390
## 165 Adventure 2510 14.91 5939 38.110
## 169 Action 2532 12.62 4985 36.320
## 178 Action 2626 12.06 4594 31.720
## 186 Thriller 1603 5.94 3702 30.060
## 187 Thriller 2368 11.40 4795 28.690
## 191 Action 2467 12.50 5054 26.420
## 195 Action 2729 8.60 3152 24.850
## 196 Thriller 2054 7.90 3831 23.530
## 198 Action 3390 9.50 2798 22.530
## 199 Thriller 3185 10.10 3147 20.980
## 201 Action 1045 5.00 4833 20.210
## 205 Action 2509 6.50 2576 19.810
## 211 Action 2650 7.80 2937 15.300
## 222 Adventure 3011 5.25 1744 11.800
## 225 Action 1936 4.90 2544 11.010
## 232 Adventure 2421 3.61 1490 8.400
## 234 Action 2508 4.30 1703 8.050
## 235 Action 1185 3.50 2935 7.920
## 236 Adventure 2022 3.13 1548 7.870
## 240 Action 3452 77.00 22313 760.500
## 241 Action 4234 109.00 25736 402.100
## 242 Adventure 4325 77.80 17997 302.000
## 246 Action 3849 75.20 19539 257.700
## 249 Action 3626 62.30 17183 209.020
## 252 Action 4099 85.10 20751 179.900
## 253 Action 4096 54.20 13226 177.200
## 254 Action 3404 65.30 19165 166.120
## 256 Action 3461 70.90 20500 155.100
## 257 Action 4007 54.70 13654 150.200
## 258 Action 3144 31.80 10125 146.330
## 259 Action 3183 24.70 7765 145.000
## 262 Action 3530 42.60 12056 125.300
## 264 Adventure 3135 38.00 12024 120.500
## 265 Action 3697 31.70 8576 119.400
## 266 Action 3049 37.40 12251 115.600
## 270 Action 3611 55.20 15291 107.500
## 279 Adventure 3735 32.70 8754 77.230
## 280 Action 3036 24.70 8147 75.590
## 287 Action 3187 24.40 7651 67.170
## 289 Action 3074 23.37 7603 65.450
## 302 Action 2942 20.80 7080 45.800
## 305 Adventure 3022 19.60 6489 43.330
## 311 Action 2951 14.90 5050 38.570
## 312 Action 2503 13.30 5320 38.120
## 316 Adventure 3243 11.60 3573 35.920
## 322 Action 2313 10.10 4358 31.810
## 330 Action 2450 10.60 4344 25.660
## 332 Action 2364 9.30 3947 25.400
## 333 Adventure 3106 8.00 2578 25.200
## 338 Action 2502 9.15 3659 20.530
## 342 Adventure 2655 7.60 2862 17.300
## 348 Action 1915 6.50 3400 15.990
## 352 Adventure 820 3.90 4761 14.250
## 353 Action 2754 6.30 2285 13.870
## 354 Action 2223 7.00 3133 13.700
## 357 Action 2331 5.30 2286 12.230
## 362 Action 2506 4.40 1765 10.300
## 363 Action 2745 4.90 1791 10.280
## 364 Action 1138 4.10 3613 10.000
## 366 Action 2181 4.80 2181 9.360
## 369 Action 1136 4.70 4156 8.740
## 372 Adventure 111 1.50 13534 8.120
## 377 Adventure 916 2.13 2333 18.330
## 379 Adventure 3728 116.10 31143 334.190
## 383 Action 1936 13.40 6896 27.160
## 387 Action 3705 12.30 3314 43.590
## 390 Action 3777 61.20 16213 163.210
## 392 Action 3150 18.21 5781 44.880
## 396 Action 2523 15.10 6003 30.100
## 408 Action 2454 8.52 3873 23.240
## 410 Action 2722 8.20 2997 24.080
## 414 Action 3003 14.30 4765 35.050
## 418 Adventure 4125 125.00 30307 295.000
## 419 Adventure 2754 14.00 5091 50.290
## 422 Action 3792 62.80 16557 292.580
## 423 Action 4380 128.10 29252 312.430
## 425 Action 2825 5.40 1904 10.550
## 427 Action 3065 19.80 6469 48.070
## 428 Action 2859 15.80 5539 47.060
## 429 Action 3098 20.20 6501 76.420
## 432 Action 2476 17.50 7069 40.170
## 437 Action 2551 4.00 1585 8.530
## 438 Action 2670 11.00 4276 26.590
## 447 Action 3356 31.20 9308 88.770
## 450 Action 2669 24.80 9277 52.000
## 451 Action 3646 30.00 8254 90.760
## 452 Action 3255 21.80 6686 90.380
## 454 Action 2521 6.10 2430 13.790
## 455 Action 3203 26.70 8320 60.130
## 456 Action 3503 36.00 10295 105.270
## 457 Action 3612 36.00 9970 118.310
## 459 Action 2818 10.60 3765 31.520
## 464 Action 2880 11.69 4060 21.390
## 468 Action 2206 20.50 9298 57.740
## 470 Action 3535 25.70 7262 77.220
## 473 Action 3111 32.70 10540 94.840
## 474 Action 3074 20.70 6729 67.060
## 475 Adventure 3555 24.00 6752 104.390
## 477 Action 3270 34.80 10650 103.070
## 481 Action 3663 55.70 15197 176.590
## 484 Action 3169 40.30 12725 131.770
## 487 Action 2936 9.40 3204 23.590
## 489 Action 3651 35.50 9735 119.220
## 492 Action 3504 17.60 5028 63.150
## 495 Thriller 2756 16.00 5977 67.630
## 501 Action 3451 44.03 12578 172.060
## 502 Adventure 3047 24.00 8149 171.240
## 503 Action 3207 22.69 7075 81.560
## 517 Action 3118 10.93 3504 28.090
## 525 Action 3417 35.57 10411 83.550
## 529 Action 3715 65.06 17512 176.650
## 532 Action 2614 10.41 3982 36.670
## 533 Action 3015 10.02 3324 21.300
## 534 Thriller 3222 22.40 6935 75.660
## 535 Action 3750 36.43 9715 100.240
## 541 Thriller 2886 11.34 3929 35.060
## 542 Action 2290 5.19 2265 10.720
## 546 Action 3644 86.19 23655 209.400
## 552 Action 3816 53.17 13935 116.600
## 554 Action 2535 12.37 4880 40.260
## 559 Adventure 1277 11.36 8899 73.864
## 560 Thriller 3154 19.45 6167 55.100
## 561 Action 3112 32.21 10349 83.500
## 562 Thriller 3122 12.05 3860 37.520
## 568 Action 2986 9.35 3132 25.120
## 571 Thriller 2756 18.91 6860 79.250
## 576 Action 3448 29.55 8672 209.390
## 587 Action 4155 90.15 21697 241.070
## 588 Action 2864 14.95 5221 29.140
## 591 Action 3440 27.32 7942 85.470
## 595 Action 3648 54.81 15024 176.700
## 596 Action 2787 9.40 3390 23.210
## 598 Action 2816 10.60 3769 24.830
## 601 Action 3703 39.63 10704 186.850
## 604 Thriller 2961 14.81 5002 54.710
## 605 Action 3295 11.64 3534 38.540
## 606 Action 3033 19.06 6284 36.390
## 610 Thriller 2840 21.16 7450 62.500
## 611 Adventure 3087 9.72 3149 77.591
## 618 Thriller 1826 9.91 5427 31.180
## 621 Action 2296 8.68 3782 19.490
## 622 Thriller 2914 12.76 4382 102.060
## 623 Action 3584 33.50 9335 98.780
## 626 Thriller 2199 10.47 4761 40.960
## 629 Action 2703 11.40 4226 29.120
## 637 Action 3017 8.67 2875 20.370
## 639 Action 3955 65.72 16618 181.030
## 640 Thriller 809 5.47 6772 24.149
## 642 Action 4088 97.85 23937 352.390
## 644 Thriller 3043 21.86 7183 63.690
## 646 Action 1869 5.24 2805 13.660
## 651 Action 3641 55.10 15134 146.410
## 698 Action 2439 8.43 3454 18.940
## 725 Action 2998 8.00 2669 18.620
## 744 Action 3012 21.05 6989 42.350
## 824 Action 4253 174.14 40946 409.010
## 826 Action 4163 158.07 37971 420.020
## 829 Action 3771 97.38 25822 238.680
## 832 Action 4207 116.62 27720 291.050
## 842 Thriller 3082 29.35 9523 117.720
## 887 Action 3118 9.34 2995 31.170
## ForeignGross WorldGross Budget Profitability OpenProfit Year
## 1 554.340 890.870 258.0 345.30 58.57 2007
## 3 390.460 709.710 150.0 473.14 47.00 2007
## 4 654.000 963.420 300.0 321.14 38.23 2007
## 5 647.880 939.890 150.0 626.59 51.40 2007
## 6 328.960 585.350 150.0 390.23 51.47 2007
## 7 215.350 442.820 110.0 402.57 63.00 2007
## 8 237.400 457.360 130.0 351.82 34.46 2007
## 10 245.450 456.070 65.0 701.64 109.08 2007
## 16 117.900 258.020 140.0 184.30 35.07 2007
## 17 249.000 383.530 110.0 348.66 30.36 2007
## 18 157.130 289.050 130.0 222.34 44.62 2007
## 19 136.300 266.460 100.0 266.46 43.60 2007
## 26 194.160 311.310 85.0 366.25 42.47 2007
## 27 112.940 228.740 110.0 207.94 41.18 2007
## 33 114.110 196.390 150.0 130.93 18.33 2007
## 34 37.550 117.760 20.0 588.79 111.00 2007
## 36 302.130 372.230 180.0 206.80 14.28 2007
## 43 41.460 95.610 35.0 273.17 69.43 2007
## 45 16.410 70.020 48.0 145.86 29.17 2007
## 48 43.960 92.990 25.0 371.96 41.60 2007
## 50 39.120 86.660 80.0 108.32 21.38 2007
## 51 48.690 95.700 61.0 156.88 23.77 2007
## 57 60.280 99.970 17.5 571.23 75.43 2007
## 59 96.930 135.560 70.0 193.66 13.09 2007
## 60 32.990 69.790 70.0 99.69 19.29 2007
## 62 21.320 57.100 17.0 335.90 85.88 2007
## 64 51.710 84.790 65.0 130.44 20.62 2007
## 67 19.570 48.120 20.0 240.61 50.00 2007
## 69 5.050 30.670 20.0 153.33 34.50 2007
## 72 0.380 25.420 53.0 47.96 21.89 2007
## 80 57.860 76.070 70.0 108.67 10.14 2007
## 84 25.100 40.170 80.0 50.21 7.00 2007
## 87 14.010 26.820 39.0 68.77 14.62 2007
## 90 64.130 75.110 75.0 100.14 6.67 2007
## 91 20.590 30.820 26.0 118.55 19.23 2007
## 92 469.700 1004.560 185.0 543.00 85.62 2008
## 93 266.760 585.520 186.0 314.80 53.02 2008
## 94 469.530 786.640 185.0 425.21 54.11 2008
## 95 396.440 624.390 150.0 416.26 41.73 2008
## 100 417.720 586.090 230.0 254.82 29.35 2008
## 105 278.040 419.670 200.0 209.83 27.52 2008
## 107 128.620 263.430 137.5 191.58 40.10 2008
## 108 206.920 341.430 75.0 455.24 67.91 2008
## 109 100.370 230.690 80.0 288.36 48.38 2008
## 115 298.640 401.130 145.0 276.64 27.93 2008
## 116 140.290 241.990 45.0 537.76 46.67 2008
## 117 76.630 178.070 80.0 222.58 36.50 2008
## 121 175.000 269.780 105.0 256.94 34.19 2008
## 122 54.770 149.280 20.0 746.41 146.50 2008
## 124 14.280 101.620 26.0 390.86 89.23 2008
## 125 117.200 200.280 75.0 267.03 28.04 2008
## 128 142.060 222.230 82.5 269.37 33.21 2008
## 129 90.720 170.760 25.0 683.05 160.40 2008
## 132 84.400 160.390 82.5 194.41 41.82 2008
## 133 153.730 233.090 100.0 233.09 30.50 2008
## 136 41.000 111.230 72.5 153.42 29.79 2008
## 138 98.900 163.400 48.0 340.42 63.58 2008
## 146 75.900 127.980 55.0 232.69 38.91 2008
## 149 52.070 100.080 37.0 270.47 35.68 2008
## 150 161.790 211.340 78.0 270.95 18.97 2008
## 152 5.940 51.550 140.0 36.82 9.71 2008
## 154 50.000 93.950 120.0 78.29 15.50 2008
## 156 70.490 113.240 47.5 238.41 38.32 2008
## 160 44.730 85.420 35.0 244.05 50.29 2008
## 163 75.700 115.100 67.5 170.51 19.11 2008
## 165 5.380 43.490 12.0 362.43 124.25 2008
## 169 39.360 75.680 45.0 168.17 28.04 2008
## 178 77.260 108.980 30.0 363.26 40.20 2008
## 186 34.760 64.820 20.0 324.11 29.70 2008
## 187 23.970 52.660 35.0 150.45 32.57 2008
## 191 39.150 65.570 20.0 327.86 62.50 2008
## 195 16.780 41.630 21.0 198.22 40.95 2008
## 196 4.130 27.660 22.0 125.74 35.91 2008
## 198 49.580 72.110 45.0 160.24 21.11 2008
## 199 47.390 68.370 35.0 195.34 28.86 2008
## 201 7.450 27.670 20.0 138.33 25.00 2008
## 205 19.230 39.030 6.0 650.52 108.33 2008
## 211 27.190 42.490 45.0 94.42 17.33 2008
## 222 38.850 50.650 60.0 84.42 8.75 2008
## 225 11.200 22.210 33.0 67.30 14.85 2008
## 232 10.350 18.760 19.0 98.71 19.00 2008
## 234 2.050 10.100 35.0 28.85 12.29 2008
## 235 1.400 9.320 45.0 20.72 7.78 2008
## 236 10.060 17.930 38.0 47.18 8.24 2008
## 240 2021.000 2781.500 237.0 1173.63 32.49 2009
## 241 434.200 836.300 210.0 398.24 51.90 2009
## 242 632.000 934.000 250.0 373.60 31.12 2009
## 246 127.950 385.650 140.0 275.46 53.71 2009
## 249 315.000 524.020 90.0 582.24 69.22 2009
## 252 193.200 373.100 150.0 248.73 56.73 2009
## 253 235.800 413.000 150.0 275.33 36.13 2009
## 254 603.570 769.690 200.0 384.84 32.65 2009
## 256 208.000 363.100 85.0 427.18 83.41 2009
## 257 152.260 302.100 175.0 172.63 31.26 2009
## 258 36.950 183.280 26.0 704.92 122.31 2009
## 259 81.800 226.800 25.0 907.20 98.80 2009
## 262 246.700 372.000 200.0 186.00 21.30 2009
## 264 200.910 321.410 70.0 459.16 54.29 2009
## 265 173.380 285.100 150.0 190.07 21.13 2009
## 266 95.170 210.770 30.0 702.57 124.67 2009
## 270 77.700 185.300 130.0 142.54 42.46 2009
## 279 22.850 100.080 100.0 100.08 32.70 2009
## 280 26.800 102.390 23.6 433.86 104.66 2009
## 287 39.210 106.380 50.0 212.76 48.80 2009
## 289 84.710 150.160 100.0 150.16 23.37 2009
## 302 45.550 91.350 35.0 261.00 59.43 2009
## 305 19.020 62.350 60.0 103.92 32.67 2009
## 311 83.860 122.430 80.0 153.04 18.63 2009
## 312 23.470 61.590 50.0 123.18 26.60 2009
## 316 40.020 75.940 59.0 128.71 19.66 2009
## 322 17.040 48.850 38.0 128.55 26.58 2009
## 330 5.770 31.430 25.0 125.72 42.40 2009
## 332 34.700 60.100 50.0 120.20 18.60 2009
## 333 32.680 57.880 45.0 128.62 17.78 2009
## 338 20.290 40.820 12.5 326.56 73.20 2009
## 342 45.140 62.440 60.0 104.07 12.67 2009
## 348 6.950 16.000 20.0 80.00 32.50 2009
## 352 5.400 19.200 40.0 48.00 9.75 2009
## 353 25.360 39.230 40.0 98.08 15.75 2009
## 354 20.800 34.500 12.9 267.44 54.26 2009
## 357 5.050 17.280 20.0 86.38 26.50 2009
## 362 10.310 17.000 40.0 42.50 11.00 2009
## 363 7.570 12.200 35.0 34.86 14.00 2009
## 364 0.150 10.000 3.0 333.33 136.67 2009
## 366 48.130 58.230 30.0 194.10 16.00 2009
## 369 4.020 12.340 50.0 24.68 9.40 2009
## 372 19.510 27.630 25.0 110.51 6.00 2009
## 377 42.400 60.730 18.0 337.39 11.83 2010
## 379 691.280 1025.466 200.0 512.73 58.05 2010
## 383 9.280 36.439 17.0 214.35 78.82 2010
## 387 68.900 112.490 85.0 132.34 14.47 2010
## 390 330.000 493.214 125.0 394.57 48.96 2010
## 392 10.710 55.588 30.0 185.29 60.70 2010
## 396 21.310 51.410 20.0 257.05 75.50 2010
## 408 12.390 35.626 24.0 148.44 35.50 2010
## 410 28.750 52.829 52.0 101.59 15.77 2010
## 414 59.830 94.878 100.0 94.88 14.30 2010
## 418 664.300 959.300 125.0 767.44 100.00 2010
## 419 14.280 64.571 36.0 179.36 38.89 2010
## 422 532.960 825.536 160.0 515.96 39.25 2010
## 423 311.500 623.930 200.0 311.97 64.05 2010
## 425 0.360 10.910 47.0 23.21 11.49 2010
## 427 48.120 96.188 30.0 320.63 66.00 2010
## 428 51.100 98.160 75.0 130.88 21.07 2010
## 429 185.510 261.927 117.0 223.87 17.26 2010
## 432 27.750 67.920 26.0 261.23 67.31 2010
## 437 0.800 9.327 10.0 93.27 40.00 2010
## 438 17.500 44.089 20.0 220.45 55.00 2010
## 447 137.730 226.500 95.0 238.42 32.84 2010
## 450 75.230 127.232 40.0 318.08 62.00 2010
## 451 245.610 336.365 200.0 168.18 15.00 2010
## 452 108.630 199.006 58.0 343.11 37.59 2010
## 454 4.620 18.410 32.0 57.53 19.06 2010
## 455 236.090 296.220 60.0 493.70 44.50 2010
## 456 216.400 321.669 200.0 160.83 18.00 2010
## 457 175.190 293.502 110.0 266.82 32.73 2010
## 459 16.140 47.660 60.0 79.43 17.67 2010
## 464 45.430 66.817 10.0 668.17 116.90 2010
## 468 11.310 69.050 32.0 215.78 64.06 2010
## 470 100.020 177.236 100.0 177.24 25.70 2010
## 473 62.270 157.107 80.0 196.38 40.88 2010
## 474 69.270 136.333 40.0 340.83 51.75 2010
## 475 311.300 415.685 155.0 268.18 15.48 2010
## 477 171.400 274.469 82.0 334.72 42.44 2010
## 481 182.530 359.120 40.0 897.80 139.25 2010
## 484 187.940 319.713 150.0 213.14 26.87 2010
## 487 5.790 29.380 25.0 117.52 37.60 2010
## 489 51.210 170.431 100.0 170.43 35.50 2010
## 492 152.130 215.280 150.0 143.52 11.73 2010
## 495 210.720 278.346 100.0 278.35 16.00 2010
## 501 228.000 400.062 170.0 235.33 25.90 2010
## 502 81.030 252.273 38.0 663.88 63.16 2010
## 503 86.240 167.802 95.0 176.63 23.88 2010
## 517 54.000 82.090 35.0 234.53 31.23 2011
## 525 128.270 211.820 70.0 302.60 50.81 2011
## 529 193.920 370.570 140.0 264.69 46.47 2011
## 532 24.300 60.970 40.0 152.41 26.03 2011
## 533 27.500 48.800 90.0 54.22 11.13 2011
## 534 59.800 135.460 60.0 225.76 37.33 2011
## 535 74.580 174.820 163.0 107.25 22.35 2011
## 541 41.110 76.170 15.0 507.83 75.60 2011
## 542 18.210 28.930 45.0 64.29 11.53 2011
## 546 416.300 626.130 125.0 500.90 68.95 2011
## 552 103.250 219.850 200.0 109.93 26.59 2011
## 554 23.520 63.780 30.0 212.60 41.23 2011
## 559 111.905 185.769 150.0 123.85 7.57 2011
## 560 94.780 149.880 60.0 249.80 32.42 2011
## 561 143.400 226.900 75.0 302.54 42.95 2011
## 562 136.410 173.930 40.0 434.83 30.13 2011
## 568 31.260 56.380 70.0 80.55 13.36 2011
## 571 82.600 161.850 27.0 599.44 70.04 2011
## 576 485.320 694.710 145.0 479.11 20.38 2011
## 587 804.640 1045.710 250.0 418.28 36.06 2011
## 588 49.170 78.310 60.0 130.51 24.92 2011
## 591 213.800 299.270 110.0 272.06 24.84 2011
## 595 305.040 481.740 93.0 518.00 58.94 2011
## 596 85.400 108.610 30.0 362.03 31.33 2011
## 598 66.800 91.630 40.0 229.07 26.50 2011
## 601 358.600 545.450 125.0 436.36 31.70 2011
## 604 92.620 147.330 32.0 460.41 46.28 2011
## 605 47.030 85.560 27.0 316.90 43.11 2011
## 606 53.400 89.790 82.0 109.50 23.24 2011
## 610 65.370 127.870 50.2 254.72 42.15 2011
## 611 296.402 373.993 130.0 287.69 7.48 2011
## 618 14.460 45.640 20.0 228.18 49.55 2011
## 621 7.630 27.120 25.0 108.48 34.72 2011
## 622 130.101 232.161 90.0 257.96 14.18 2011
## 623 129.040 227.820 120.0 189.85 27.92 2011
## 626 35.030 75.990 12.5 607.94 83.76 2011
## 629 21.950 51.070 40.0 127.68 28.50 2011
## 637 111.900 132.270 75.0 176.37 11.56 2011
## 639 268.290 449.320 150.0 299.55 43.81 2011
## 640 56.481 80.630 21.0 383.95 26.05 2011
## 642 771.400 1123.790 195.0 576.30 50.18 2011
## 644 67.100 130.790 30.0 435.95 72.87 2011
## 646 9.400 23.060 25.0 92.23 20.96 2011
## 651 207.220 353.620 160.0 221.01 34.44 2011
## 698 14.430 33.370 23.0 145.10 36.65 2012
## 725 27.600 46.220 42.0 110.05 19.05 2012
## 744 197.810 240.160 65.0 369.48 32.38 2012
## 824 806.430 1215.440 200.0 607.72 87.07 2013
## 826 435.870 855.900 130.0 658.38 121.59 2013
## 829 550.000 788.680 160.0 492.92 60.86 2013
## 832 377.000 668.050 225.0 296.91 51.83 2013
## 842 234.000 351.720 75.0 468.97 39.13 2013
## 887 59.400 90.570 60.0 150.94 15.57 2013Creating a subset within the Genre variable, containing Action, Adventure and Thriller categories because movies that are usually classified as Action movies are also classified as Adventure and Thriller movies.
c<-subset(df,Genre %in% c('Comedy'))
c## Movie LeadStudio
## 12 The Simpsons Movie Fox
## 13 Wild Hogs Disney
## 14 Knocked Up Universal
## 15 Juno Fox
## 20 Enchanted Disney
## 22 Superbad Sony
## 23 I Now Pronounce You Chuck and Larry Universal
## 25 Blades of Glory Paramount
## 28 Evan Almighty Universal
## 30 Norbit Paramount
## 32 The Game Plan Disney
## 52 License to Wed Warner Bros
## 53 No Reservations
## 56 Epic Movie Independent
## 61 The Heartbreak Kid Paramount
## 63 Good Luck Chuck Lionsgate
## 68 The Nanny Diaries Weinstein
## 76 Vacancy Sony
## 79 Walk Hard: The Dewey Cox Story Sony
## 86 Daddy Day Camp Sony
## 89 In the Land of Women Warner Bros
## 102 Sex and the City Warner Bros
## 104 Mamma Mia! Universal
## 111 Tropic Thunder Paramount
## 112 Bedtime Stories Disney
## 114 Marley and Me Fox
## 118 Step Brothers Sony
## 119 You Don't Mess with the Zohan Sony
## 120 Yes Man Warner Bros
## 123 High School Musical 3: Senior Year Disney
## 127 What Happens in Vegas Fox
## 131 27 Dresses Fox
## 137 Role Models Universal
## 139 Forgetting Sarah Marshall Independent
## 140 Burn After Reading Relativity Media
## 141 Baby Mama Independent
## 148 The House Bunny Sony
## 151 Made of Honor Sony
## 157 Welcome Home, Roscoe Jenkins Universal
## 164 Meet the Spartans Independent
## 166 First Sunday Sony
## 172 Semi-Pro Warner Bros
## 174 Drillbit Taylor Paramount
## 175 The Love Guru Paramount
## 176 Definitely, Maybe Universal
## 180 Nick and Norah's Infinite Playlist Sony
## 183 Leatherheads Universal
## 193 Superhero Movie Weinstein
## 200 Mad Money Independent
## 203 My Best Friend's Girl Lionsgate
## 209 Swing Vote Disney
## 212 Disaster Movie Lionsgate
## 215 Ghost Town Paramount
## 220 Miss Pettigrew Lives for a Day Independent
## 223 The Longshots Independent
## 224 Be Kind, Rewind New Line
## 229 Smart People Independent
## 245 The Hangover Warner Bros
## 255 The Proposal Disney
## 267 It's Complicated Universal
## 268 Couples Retreat Universal
## 274 He's Just Not That Into You Warner Bros
## 275 The Ugly Truth Independent
## 278 Hannah Montana: The Movie Disney
## 283 Hotel for Dogs Paramount
## 285 I Love You, Man Paramount
## 291 17 Again Independent
## 293 Bruno Universal
## 294 Bride Wars Fox
## 296 Ghosts of Girlfriends Past Warner Bros
## 297 Funny People Universal
## 299 Old Dogs Buena Vista
## 303 Confessions of a Shopaholic Disney
## 317 All About Steve Fox
## 319 The Informant! Warner Bros
## 320 The Men Who Stare at Goats Independent
## 321 (500) Days of Summer Fox
## 325 Did You Hear About the Morgans? Sony
## 334 Observe and Report Warner Bros
## 336 Fame MGM
## 341 The Invention of Lying Warner Bros
## 343 Fired Up! Independent
## 345 Jennifer's Body Fox
## 346 Imagine That Paramount
## 347 Adventureland Miramax
## 351 I Love You Beth Cooper Fox
## 358 Sunshine Cleaning Independent
## 360 Extract Miramax
## 365 Away We Go Focus
## 370 My Life in Ruins Independent
## 371 Pirate Radio (The Boat that Rocked, UK) Focus
## 373 Taking Woodstock Focus
## 374 Post Grad Fox
## 375 Whatever Works Independent
## 376 Bandslam Summit
## 380 All About Steve Independent
## 389 City Island Independent
## 394 Cyrus Independent
## 395 Date Night Fox
## 398 Death at a Funeral Independent
## 401 Diary of a Wimpy Kid Independent
## 402 Dinner for Schmucks Paramount
## 403 Due Date Warner Bros
## 404 Easy A Sony
## 411 Furry Vengeance Summit
## 412 Get Him to the Greek Universal
## 413 Going the Distance Warner Bros
## 416 Grown Ups Independent
## 417 Gulliver's Travels Fox
## 426 Just Wright Fox
## 430 Leap Year Universal
## 433 Letters to Juliet Summit
## 434 Life as We Know It Independent
## 435 Little Fockers Independent
## 436 Love & Other Drugs Fox
## 439 Marmaduke Fox
## 441 Morning Glory Independent
## 443 Nanny McPhee Returns Universal
## 448 Piranha 3-D Weinstein
## 460 Sex and the City 2 Warner Bros
## 461 She's Out of My League Paramount
## 465 Solitary Man Independent
## 472 The Back-up Plan CBS
## 482 The Kids Are All Right Independent
## 494 The Switch Independent
## 499 Tooth Fairy Fox
## 504 Valentine's Day Warner Bros
## 505 Vampires Suck Independent
## 508 Why Did I Get Married Too? Lionsgate
## 509 Yogi Bear
## 510 You Again Independent
## 512 Youth in Revolt Weinstein
## 513 30 Minutes or Less Independent
## 514 50/50 Independent
## 516 A Very Harold and Kumar Christmas Lionsgate
## 521 Arthur Warner Bros
## 524 Bad Teacher Independent
## 527 Beginners Independent
## 528 Bridesmaids Relativity Media
## 537 Diary of a Wimpy Kid 2: Rodrick Rules Fox
## 553 Hall Pass Warner Bros
## 558 Horrible Bosses Warner Bros
## 565 Jack and Jill Happy Madison
## 566 Johnny English Reborn Relativity Media
## 579 Mr. Popper's Penguins Fox
## 582 No Strings Attached Spyglass Entertainment
## 586 Paul Relativity Media
## 614 The Big Year Independent
## 615 The Change Up Relativity Media
## 620 The Dilemma Spyglass Entertainment
## 624 The Hangover Part II Legendary Pictures
## 630 The Muppets Disney
## 634 The Sitter Fox
## 641 Tower Heist Relativity Media
## 648 We Bought a Zoo Fox
## 649 What's Your Number Fox
## 652 Your Highness Universal
## 653 Zookeeper Happy Madison
## RottenTomatoes AudienceScore Story Genre TheatersOpenWeek
## 12 90 78 Maturation Comedy 3922
## 13 14 72 Transformation Comedy 3287
## 14 91 83 Love Comedy 2871
## 15 94 89 Maturation Comedy 1019
## 20 93 80 Love Comedy 3730
## 22 88 87 Comedy Comedy 2948
## 23 13 73 Comedy Comedy 3495
## 25 69 66 Rivalry Comedy 3372
## 28 23 56 Comedy Comedy 3604
## 30 9 56 Comedy Comedy 3136
## 32 27 75 Discovery Comedy 3103
## 52 8 55 Love Comedy 2604
## 53 39 64 Love Comedy 2425
## 56 2 38 Comedy Comedy 2801
## 61 30 41 Love Comedy 3229
## 63 3 61 Love Comedy 2612
## 68 33 52 Discovery Comedy 2629
## 76 55 46 Pursuit Comedy 2551
## 79 75 55 Comedy Comedy 2650
## 86 1 63 Comedy Comedy 2332
## 89 43 72 Transformation Comedy 2155
## 102 49 81 love Comedy 3285
## 104 53 76 Love Comedy 2976
## 111 83 69 fish out of water Comedy 3319
## 112 25 63 rivalry Comedy 3681
## 114 63 77 love Comedy 3480
## 118 54 68 Comedy Comedy 3094
## 119 36 50 fish out of water Comedy 3462
## 120 43 72 Transformation Comedy 3434
## 123 65 76 love Comedy 3623
## 127 28 72 Love Comedy 3215
## 131 40 71 Love Comedy 3057
## 137 77 75 Discovery Comedy 2792
## 139 85 75 maturation Comedy 2798
## 140 78 64 Comedy Comedy 2651
## 141 63 59 Discovery Comedy 2543
## 148 39 54 Discovery Comedy 2714
## 151 13 61 Love Comedy 2729
## 157 24 64 discovery Comedy 2387
## 164 2 31 comedy Comedy 2605
## 166 13 59 Comedy Comedy 2213
## 172 21 41 underdog Comedy 3121
## 174 26 49 Comedy Comedy 3056
## 175 14 38 Comedy Comedy 3012
## 176 71 72 Discovery Comedy 2204
## 180 73 67 Love Comedy 2421
## 183 52 41 Rivalry Comedy 2769
## 193 15 36 Comedy Comedy 2960
## 200 22 51 Comedy Comedy 2470
## 203 14 51 Comedy Comedy 2604
## 209 36 44 maturation Comedy 2213
## 212 2 28 Rescue Comedy 2642
## 215 85 60 transformation Comedy 1505
## 220 78 70 Love Comedy 535
## 223 39 39 Quest Comedy 2089
## 224 65 57 Comedy Comedy 808
## 229 50 41 Transformation Comedy 1106
## 245 79 87 Comedy Comedy 3269
## 255 43 74 Love Comedy 3056
## 267 56 63 Love Comedy 2887
## 268 12 47 Comedy Comedy 3000
## 274 42 60 Love Comedy 3175
## 275 14 68 Love Comedy 2882
## 278 44 66 Maturation Comedy 3118
## 283 46 57 Comedy Comedy 3271
## 285 83 72 Comedy Comedy 2711
## 291 55 70 Maturation Comedy 3255
## 293 68 48 Comedy Comedy 2756
## 294 11 56 Comedy Comedy 3226
## 296 27 47 Love Comedy 3175
## 297 68 58 Transformation Comedy 3007
## 299 5 49 Comedy Comedy 3425
## 303 24 53 Comedy Comedy 2507
## 317 6 35 Comedy Comedy 2251
## 319 78 42 Comedy Comedy 2505
## 320 52 43 Comedy Comedy 2443
## 321 87 81 Love Comedy 817
## 325 12 31 Comedy Comedy 2718
## 334 51 40 Comedy Comedy 2727
## 336 25 43 Maturation Comedy 3096
## 341 56 47 Love Comedy 1707
## 343 22 52 Comedy Comedy 1810
## 345 42 37 Monster Force Comedy 2702
## 346 38 44 Comedy Comedy 3008
## 347 89 56 Maturation Comedy 1862
## 351 14 38 Comedy Comedy 1856
## 358 72 59 Transformation Comedy 642
## 360 62 37 Comedy Comedy 1611
## 365 67 74 Discovery Comedy 4
## 370 9 43 Comedy Comedy 1164
## 371 60 72 Comedy Comedy 882
## 373 48 48 Quest Comedy 1393
## 374 7 31 Maturation Comedy 1959
## 375 50 63 Discovery Comedy 9
## 376 79 60 Maturation Comedy 2121
## 380 6 35 Comedy Comedy 2251
## 389 81 77 Transformation Comedy 2
## 394 80 51 Rivalry Comedy 4
## 395 66 58 Pursuit Comedy 3374
## 398 40 48 Comedy Comedy 2459
## 401 53 49 Underdog Comedy 3077
## 402 43 47 Comedy Comedy 2911
## 403 40 56 Comedy Comedy 3355
## 404 85 75 Maturation Comedy 2856
## 411 8 36 Comedy Comedy 2997
## 412 73 63 Comedy Comedy 2697
## 413 53 56 Love Comedy 3030
## 416 10 59 Comedy Comedy 3534
## 417 21 31 Journey and Return Comedy 2546
## 426 45 58 Love Comedy 1831
## 430 21 49 Love Comedy 2511
## 433 40 62 Love Comedy 2968
## 434 28 62 Love Comedy 3150
## 435 9 40 Comedy Comedy 3536
## 436 48 55 Love Comedy 2455
## 439 9 46 Rivalry Comedy 3213
## 441 54 54 Comedy Comedy 2518
## 443 77 54 Comedy Comedy 2784
## 448 74 45 Monster Force Comedy 2470
## 460 15 49 Love Comedy 3445
## 461 57 60 Love Comedy 2956
## 465 81 47 Wretched Excess Comedy 4
## 472 20 47 Love Comedy 3280
## 482 94 72 Comedy Comedy 847
## 494 52 44 Comedy Comedy 2012
## 499 16 46 Comedy Comedy 3344
## 504 17 54 Love Comedy 3655
## 505 4 32 Comedy Comedy 3233
## 508 27 67 Comedy Comedy 2155
## 509 14 36 Comedy 3515
## 510 18 45 Comedy Comedy 2548
## 512 68 52 Love Comedy 1873
## 513 43 48 Comedy Comedy 2888
## 514 93 93 Discovery Comedy 2458
## 516 72 71 Comedy Comedy 2875
## 521 26 49 Sacrifice Comedy 3276
## 524 44 38 Comedy Comedy 3049
## 527 84 80 Love Comedy 5
## 528 90 77 Rivalry Comedy 2918
## 537 47 63 Comedy Comedy 3167
## 553 35 44 Temptation Comedy 2950
## 558 69 72 Revenge Comedy 3040
## 565 4 59 Comedy Comedy 3438
## 566 38 55 Comedy Comedy 1552
## 579 47 54 Discovery Comedy 3339
## 582 49 57 Comedy Comedy 3018
## 586 72 70 Comedy Comedy 2802
## 614 38 62 Transformation Comedy 2150
## 615 24 53 Metamorphosis Comedy 2913
## 620 23 31 Comedy Comedy 2940
## 624 35 58 Comedy Comedy 3615
## 630 97 87 Quest Comedy 3440
## 634 22 43 Comedy 2750
## 641 68 61 Revenge Comedy 3367
## 648 63 79 Comedy 3117
## 649 24 50 Transformation Comedy 3002
## 652 26 36 Comedy Comedy 2769
## 653 14 42 Comedy Comedy 3482
## OpeningWeekend BOAvgOpenWeekend DomesticGross ForeignGross WorldGross
## 12 74.000 18877 183.140 343.940 527.070
## 13 39.700 12077 168.270 85.350 253.620
## 14 30.700 10690 148.770 70.310 219.080
## 15 10.600 10436 143.500 87.920 231.410
## 20 34.400 9233 127.810 212.680 340.490
## 22 33.000 11211 121.460 48.410 169.870
## 23 34.200 9795 120.060 66.010 186.070
## 25 33.000 9790 118.590 27.110 145.710
## 28 31.200 8654 100.460 72.960 173.420
## 30 34.200 10904 95.670 63.640 159.310
## 32 22.900 7396 90.650 57.230 147.880
## 52 10.400 4002 43.800 25.510 69.310
## 53 11.700 4826 43.110 49.490 92.600
## 56 18.600 6644 39.740 47.130 86.870
## 61 14.000 4342 36.790 90.980 127.770
## 63 13.700 5226 35.020 24.170 59.190
## 68 7.500 2845 25.930 21.810 47.740
## 76 7.600 2980 19.360 15.940 35.300
## 79 4.100 1575 18.320 2.260 20.580
## 86 3.400 1459 13.240 4.960 18.200
## 89 4.700 2186 11.050 6.510 17.560
## 102 57.040 17363 152.650 262.610 415.250
## 104 27.750 9325 144.130 465.710 609.840
## 111 25.810 7777 110.520 77.560 188.070
## 112 27.500 7457 110.100 102.770 212.870
## 114 36.360 10448 143.150 99.560 242.720
## 118 30.940 10000 100.470 27.640 128.110
## 119 38.530 11130 100.020 99.920 199.940
## 120 18.260 5318 97.690 125.550 223.240
## 123 42.030 11601 90.560 162.350 252.910
## 127 20.170 6274 80.280 139.100 219.380
## 131 23.010 7526 76.810 83.450 160.260
## 137 19.170 6865 67.290 25.090 92.380
## 139 17.730 6791 63.170 42.000 105.170
## 140 19.130 7215 60.360 103.360 163.720
## 141 17.410 6845 60.490 3.670 64.160
## 148 14.530 5355 48.240 22.210 70.440
## 151 14.760 5407 46.010 59.950 105.960
## 157 16.210 6790 42.440 1.210 43.650
## 164 18.510 7104 38.230 46.410 84.650
## 166 17.700 8004 37.930 0.870 38.800
## 172 15.080 4830 33.480 10.410 43.880
## 174 10.300 3373 32.860 16.830 49.690
## 175 13.910 4617 32.240 8.630 40.860
## 176 9.760 4430 32.240 23.210 55.450
## 180 11.310 4672 31.490 2.020 33.510
## 183 12.700 4580 31.370 9.930 41.300
## 193 9.510 3212 25.880 45.360 71.240
## 200 7.740 3132 20.670 5.740 26.410
## 203 8.270 3174 19.220 22.400 41.620
## 209 6.230 2815 16.290 1.340 17.630
## 212 5.800 2209 14.190 20.630 34.820
## 215 5.010 3330 13.370 13.710 27.070
## 220 2.490 4655 12.310 4.410 16.720
## 223 4.000 1953 11.540 0.230 11.770
## 224 4.050 5013 11.180 19.400 30.580
## 229 4.090 3700 9.510 2.330 11.840
## 245 45.000 13759 277.300 190.160 467.460
## 255 33.600 11004 163.960 153.420 314.700
## 267 22.100 7655 112.730 106.370 219.100
## 268 34.300 11429 109.200 62.630 171.830
## 274 27.800 8751 93.950 84.890 178.840
## 275 27.600 9579 88.900 116.380 205.280
## 278 32.300 10367 79.580 75.970 155.550
## 283 17.000 5201 73.000 43.970 118.200
## 285 17.800 6570 71.400 20.200 91.400
## 291 23.700 7288 64.200 72.100 136.300
## 293 30.600 11110 60.100 78.750 130.800
## 294 21.100 6528 58.750 55.950 115.150
## 296 15.400 4854 55.250 46.970 102.220
## 297 22.700 7535 51.850 19.730 71.580
## 299 16.900 4933 49.490 47.260 96.750
## 303 15.000 6010 44.270 64.050 108.300
## 317 11.200 4994 33.860 6.260 40.120
## 319 10.500 4177 33.310 8.450 41.760
## 320 12.700 5201 32.400 36.540 68.940
## 321 3.800 4577 32.390 28.330 60.720
## 325 6.600 2434 29.580 55.700 85.280
## 334 11.000 4040 24.000 2.960 26.960
## 336 10.000 3234 22.460 54.760 77.210
## 341 7.000 4117 18.450 13.950 32.400
## 343 5.500 3030 17.200 1.370 18.600
## 345 6.900 2542 16.200 15.350 31.550
## 346 5.500 1830 16.120 6.860 22.990
## 347 5.700 3073 16.040 1.120 17.160
## 351 4.900 2648 14.800 1.020 15.820
## 358 0.900 1527 12.060 4.510 16.570
## 360 4.300 2694 10.800 0.030 10.830
## 365 0.130 32603 9.450 5.440 14.890
## 370 3.200 2769 8.670 11.790 18.010
## 371 2.900 3293 8.010 28.330 36.340
## 373 3.500 2482 7.460 2.520 9.980
## 374 2.600 1354 6.380 0.030 6.380
## 375 0.260 29574 5.300 29.790 35.090
## 376 2.200 1052 5.200 7.010 12.100
## 380 11.200 4994 33.860 6.260 40.120
## 389 0.032 16000 6.670 1.200 7.874
## 394 0.180 45429 7.470 2.450 9.920
## 395 25.200 7471 98.710 53.550 152.263
## 398 16.200 6595 42.740 6.310 49.050
## 401 22.100 7191 64.000 11.700 75.700
## 402 23.500 8082 73.030 13.830 86.855
## 403 32.690 9743 100.540 111.240 211.780
## 404 17.700 6209 58.400 16.550 74.950
## 411 6.600 2211 17.630 18.610 36.236
## 412 17.600 6515 60.970 30.290 91.257
## 413 6.900 2272 17.800 24.250 42.050
## 416 40.500 11462 162.000 109.430 271.430
## 417 6.300 2477 42.780 194.600 237.382
## 426 8.300 4525 21.540 0.030 21.569
## 430 9.200 3665 25.920 6.690 32.608
## 433 13.500 4562 53.030 26.150 79.179
## 434 14.500 4605 53.130 43.030 53.374
## 435 30.830 8720 148.440 162.210 310.649
## 436 9.740 3967 32.370 70.440 102.802
## 439 11.600 3610 33.640 50.120 83.757
## 441 9.200 3655 31.010 29.030 60.039
## 443 8.400 3020 29.010 64.230 93.240
## 448 10.100 4092 25.000 58.190 83.188
## 460 31.000 8999 95.350 193.000 288.347
## 461 9.800 3307 32.010 17.770 49.778
## 465 0.090 23734 4.360 0.820 5.178
## 472 12.200 3720 37.490 39.990 77.477
## 482 3.500 4162 20.810 13.890 34.704
## 494 8.400 4193 27.780 22.050 49.831
## 499 14.000 4190 60.020 52.440 112.460
## 504 56.200 15351 110.490 106.000 216.485
## 505 12.200 3774 36.660 43.890 80.546
## 508 29.300 13591 60.090 0.580 60.670
## 509 16.400 4669 100.250 101.340 201.584
## 510 8.400 3300 25.700 6.300 32.003
## 512 6.900 3678 15.280 4.370 19.649
## 513 13.330 4616 37.050 3.490 40.550
## 514 8.640 3517 35.010 4.170 39.190
## 516 12.950 4506 35.060 0.330 35.390
## 521 12.220 3731 33.040 12.700 45.740
## 524 31.600 10365 100.290 115.900 216.200
## 527 0.140 28268 5.790 8.520 14.310
## 528 26.250 8995 169.110 119.280 288.380
## 537 23.750 7500 52.700 19.720 72.420
## 553 13.540 4588 45.060 38.100 83.160
## 558 28.300 9310 117.540 92.100 209.640
## 565 25.000 7273 74.160 75.520 149.680
## 566 3.830 2470 8.310 151.770 160.080
## 579 18.450 5524 68.220 119.140 187.360
## 582 19.700 6512 70.660 78.570 149.230
## 586 13.040 4655 37.410 60.570 97.980
## 614 3.250 1513 7.200 0.240 7.450
## 615 13.530 4645 37.080 38.370 75.450
## 620 17.800 6060 48.480 21.250 69.720
## 624 85.950 23775 254.460 332.300 586.760
## 630 29.240 8500 88.630 76.550 165.180
## 634 9.850 2582 30.441 4.500 34.941
## 641 24.030 7135 78.040 74.880 152.920
## 648 9.360 3003 75.624 44.457 120.081
## 649 5.420 1806 14.010 16.420 30.430
## 652 9.360 3380 21.600 3.260 24.860
## 653 20.070 5763 80.360 89.490 169.850
## Budget Profitability OpenProfit Year
## 12 75.0 702.76 98.67 2007
## 13 90.0 281.80 44.11 2007
## 14 33.0 663.86 93.03 2007
## 15 7.5 3085.48 141.33 2007
## 20 85.0 400.57 40.47 2007
## 22 20.0 849.36 165.00 2007
## 23 85.0 218.91 40.24 2007
## 25 61.0 238.87 54.10 2007
## 28 175.0 99.10 17.83 2007
## 30 60.0 265.52 57.00 2007
## 32 22.0 672.18 104.09 2007
## 52 35.0 198.02 29.71 2007
## 53 28.0 330.71 41.79 2007
## 56 20.0 434.33 93.00 2007
## 61 60.0 212.94 23.33 2007
## 63 25.0 236.76 54.80 2007
## 68 20.0 238.69 37.50 2007
## 76 19.0 185.79 40.00 2007
## 79 35.0 58.79 11.71 2007
## 86 6.0 303.28 56.67 2007
## 89 10.0 175.61 47.00 2007
## 102 57.5 722.18 99.20 2008
## 104 66.0 924.00 42.05 2008
## 111 90.0 208.97 28.68 2008
## 112 80.0 266.09 34.38 2008
## 114 55.0 441.30 66.11 2008
## 118 65.0 197.09 47.60 2008
## 119 80.0 249.92 48.16 2008
## 120 70.0 318.91 26.09 2008
## 123 11.0 2299.16 382.09 2008
## 127 35.0 626.79 57.63 2008
## 131 30.0 534.19 76.70 2008
## 137 28.0 329.93 68.46 2008
## 139 30.0 350.57 59.10 2008
## 140 37.0 442.48 51.70 2008
## 141 70.0 91.66 24.87 2008
## 148 25.0 281.77 58.12 2008
## 151 40.0 264.91 36.90 2008
## 157 35.0 124.71 46.31 2008
## 164 30.0 282.15 61.70 2008
## 166 13.0 298.48 136.15 2008
## 172 2.6 1687.85 580.00 2008
## 174 40.0 124.23 25.75 2008
## 175 62.0 65.91 22.44 2008
## 176 7.0 792.10 139.43 2008
## 180 10.0 335.05 113.10 2008
## 183 58.0 71.20 21.90 2008
## 193 65.0 109.60 14.63 2008
## 200 22.0 120.05 35.18 2008
## 203 20.0 208.11 41.35 2008
## 209 20.0 88.17 31.15 2008
## 212 20.0 174.08 29.00 2008
## 215 20.0 135.37 25.05 2008
## 220 60.0 27.87 4.15 2008
## 223 30.0 39.22 13.33 2008
## 224 20.0 152.88 20.25 2008
## 229 7.0 169.19 58.43 2008
## 245 35.0 1335.60 128.57 2009
## 255 40.0 786.75 84.00 2009
## 267 85.0 257.76 26.00 2009
## 268 60.0 286.38 57.17 2009
## 274 25.0 715.36 111.20 2009
## 275 38.0 540.22 72.63 2009
## 278 35.0 444.43 92.29 2009
## 283 35.0 337.71 48.57 2009
## 285 40.0 228.50 44.50 2009
## 291 20.0 681.50 118.50 2009
## 293 42.0 311.43 72.86 2009
## 294 30.0 383.83 70.33 2009
## 296 50.0 204.44 30.80 2009
## 297 75.0 95.44 30.27 2009
## 299 35.0 276.43 48.29 2009
## 303 70.0 155.00 21.43 2009
## 317 15.0 267.47 74.67 2009
## 319 22.0 189.82 47.73 2009
## 320 25.0 275.76 50.80 2009
## 321 7.5 809.60 50.67 2009
## 325 58.0 147.03 11.38 2009
## 334 18.0 149.78 61.11 2009
## 336 18.0 428.95 55.56 2009
## 341 18.5 175.14 37.84 2009
## 343 20.0 93.00 27.50 2009
## 345 16.0 197.19 43.13 2009
## 346 55.0 41.80 10.00 2009
## 347 9.8 175.10 58.16 2009
## 351 18.0 87.89 27.22 2009
## 358 5.0 331.40 18.00 2009
## 360 7.5 144.33 57.33 2009
## 365 21.0 70.90 0.62 2009
## 370 17.0 106.00 18.82 2009
## 371 50.0 72.68 5.80 2009
## 373 29.0 34.40 12.07 2009
## 374 15.0 42.53 17.33 2009
## 375 15.0 233.94 1.73 2009
## 376 20.0 61.00 11.00 2009
## 380 15.0 267.47 74.67 2010
## 389 6.0 131.23 0.53 2010
## 394 7.0 141.71 2.57 2010
## 395 55.0 276.84 45.82 2010
## 398 21.0 233.57 77.14 2010
## 401 15.0 504.67 147.33 2010
## 402 69.0 125.88 34.06 2010
## 403 50.0 423.56 65.38 2010
## 404 8.0 936.88 221.25 2010
## 411 35.0 103.53 18.86 2010
## 412 40.0 228.14 44.00 2010
## 413 32.0 131.41 21.56 2010
## 416 80.0 339.29 50.63 2010
## 417 112.0 211.95 5.63 2010
## 426 12.0 179.74 69.17 2010
## 430 19.0 171.62 48.42 2010
## 433 30.0 263.93 45.00 2010
## 434 52.0 102.10 27.74 2010
## 435 100.0 310.65 30.83 2010
## 436 30.0 342.67 32.47 2010
## 439 50.0 167.51 23.20 2010
## 441 40.0 150.10 23.00 2010
## 443 35.0 266.40 24.00 2010
## 448 24.0 346.62 42.08 2010
## 460 100.0 288.35 31.00 2010
## 461 20.0 248.89 49.00 2010
## 465 15.0 34.52 0.60 2010
## 472 35.0 221.36 34.86 2010
## 482 4.0 867.60 87.50 2010
## 494 19.0 262.27 44.21 2010
## 499 48.0 234.29 29.17 2010
## 504 52.0 416.32 108.08 2010
## 505 20.0 402.73 61.00 2010
## 508 20.0 303.35 146.50 2010
## 509 80.0 251.98 20.50 2010
## 510 20.0 160.02 42.00 2010
## 512 18.0 109.16 38.33 2010
## 513 28.0 144.81 47.61 2011
## 514 8.0 489.84 108.00 2011
## 516 19.0 186.25 68.16 2011
## 521 40.0 114.34 30.55 2011
## 524 20.0 1080.98 158.00 2011
## 527 3.2 447.19 4.38 2011
## 528 32.5 887.33 80.77 2011
## 537 21.0 344.84 113.10 2011
## 553 36.0 231.00 37.61 2011
## 558 35.0 598.97 80.86 2011
## 565 79.0 189.47 31.65 2011
## 566 45.0 355.73 8.51 2011
## 579 55.0 340.66 33.55 2011
## 582 25.0 596.91 78.80 2011
## 586 40.0 244.96 32.60 2011
## 614 41.0 18.17 7.93 2011
## 615 52.0 145.09 26.02 2011
## 620 70.0 99.60 25.43 2011
## 624 80.0 733.46 107.44 2011
## 630 45.0 367.08 64.98 2011
## 634 25.0 139.76 39.40 2011
## 641 75.0 203.90 32.04 2011
## 648 50.0 240.16 18.72 2011
## 649 20.0 152.13 27.10 2011
## 652 49.9 49.81 18.76 2011
## 653 80.0 212.31 25.09 2011Creating a subset within the Genre variable, containing the comedy category.
bd<-subset(df,Genre %in% c('Biography','Documentary','Mystery','Horror','Crime'))
bd## Movie LeadStudio RottenTomatoes AudienceScore
## 37 Charlie Wilson's War Universal 82 73
## 38 Saw IV Independent 18 70
## 41 Halloween Weinstein 26 64
## 54 Alien vs. Predator -- Requiem Fox 14 37
## 58 30 Days of Night Independent 50 57
## 70 The Mist Weinstein 72 64
## 71 The Reaping 9 53
## 73 Sicko Weinstein 93 87
## 75 The Hills Have Eyes 2 Independent 11 50
## 81 Hostel: Part II Lionsgate 44 45
## 126 21 Sony 35 73
## 144 Saw V Independent 13 63
## 145 The Strangers Relativity Media 44 48
## 155 Prom Night Independent 8 46
## 161 Righteous Kill Overture 19 44
## 162 Lakeview Terrace Sony 46 44
## 177 Milk Universal 94 88
## 179 Quarantine Sony 59 46
## 181 The Eye Lionsgate 22 51
## 184 Mirrors Independent 14 49
## 189 One Missed Call Warner Bros 0 36
## 192 Shutter Fox 7 40
## 207 The Ruins Paramount 46 32
## 210 Pride & Glory Warner Bros 34 54
## 214 The Haunting of Molly Hartley Independent 3 22
## 216 Religulous Lionsgate 70 78
## 228 The Express Independent 62 73
## 233 Cadillac Records Sony 67 64
## 247 The Blind Side Warner Bros 65 90
## 261 Angels & Demons Sony 36 65
## 272 Public Enemies Universal 67 65
## 273 Julie & Julia Sony 74 69
## 282 Law Abiding Citizen Independent 25 77
## 284 Michael Jackson's This Is It Sony 81 82
## 288 The Final Destination Warner Bros 29 52
## 290 Friday the 13th Paramount 25 52
## 298 My Bloody Valentine 3-D Lionsgate 57 48
## 306 The Unborn Relativity Media 11 39
## 308 Drag Me to Hell Universal 92 61
## 309 Orphan Warner Bros 55 65
## 313 Invictus Warner Bros 75 74
## 314 State of Play Universal 84 71
## 315 Notorious Fox 50 66
## 318 Halloween II Independent 20 45
## 326 The Stepfather Sony 12 48
## 329 Saw VI Independent 40 67
## 331 The Fourth Kind Universal 18 44
## 349 A Perfect Getaway Universal 61 50
## 359 Sorority Row Summit 22 38
## 378 A Nightmare on Elm Street Warner Bros 13 40
## 386 Case 39 Independent 23 42
## 391 Conviction Independent 68 71
## 400 Devil Independent 52 45
## 406 Edge of Darkness Warner Bros 55 56
## 424 Jackass 3-D Paramount 63 72
## 442 My Soul to Take Relativity Media 9 29
## 458 Saw 3-D Independent 10 47
## 471 The American Universal 66 37
## 476 The Crazies Liberty Starz 72 54
## 479 The Ghost Writer Summit 83 68
## 483 The King's Speech Independent 95 93
## 488 The Next Three Days Lionsgate 51 66
## 490 The Runaways Independent 68 56
## 491 The Social Network Sony 96 89
## 496 The Town Warner Bros 94 83
## 520 Apollo 18 Weinstein 23 31
## 539 Don't Be Afraid Of The Dark Miramax 59 37
## 540 Dream House Morgan Creek 7 38
## 547 Final Destination 5 New Line 61 56
## 550 Fright Night DreamWorks 75 68
## 563 Insidious Sony 67 65
## 585 Paranormal Activity 3 Independent 68 58
## 592 Red Riding Hood Warner Bros 11 41
## 597 Scream 4 Weinstein 58 57
## 600 Shark Night 3D Relativity Media 16 25
## 607 Super 8 Paramount 82 78
## 631 The Rite Warner Bros 20 43
## 632 The Roommate Independent 4 29
## 636 The Thing Universal 36 52
## 734 Paranormal Activity 4 Paramount 24 36
## 761 Sinister Summit 63 61
## 775 The Cabin in the Woods Lionsgate 92 73
## 845 The Conjuring Warner Bros 86 83
## 970 Lovelace Radius-TWC 55 37
## Story Genre TheatersOpenWeek OpeningWeekend BOAvgOpenWeekend
## 37 Discovery Biography 2575 9.60 3750
## 38 Escape Horror 3183 31.70 9976
## 41 Pursuit Horror 3472 26.40 7592
## 54 Monster Force Horror 2611 10.00 3853
## 58 Monster Force Horror 2855 15.60 5587
## 70 Monster Force Horror 2423 8.90 3686
## 71 Quest Horror 2603 10.00 3851
## 73 quest Documentary 702 3.60 5128
## 75 Monster Force Horror 2447 9.70 3958
## 81 Escape Horror 2350 8.20 3490
## 126 quest Crime 2648 24.10 9103
## 144 Monster Force Crime 3030 30.10 9822
## 145 Escape Horror 2466 20.99 8515
## 155 escape Horror 2700 20.81 7705
## 161 The Riddle Crime 3152 16.30 5168
## 162 rivalry Crime 2464 15.00 6090
## 177 quest Biography 36 1.50 40385
## 179 Monster Force Horror 2461 14.20 5775
## 181 Sacrifice Horror 2436 12.40 5101
## 184 monster force Horror 2664 11.20 4190
## 189 Monster Force Horror 2240 12.50 5585
## 192 Monster Force Horror 2753 10.50 3794
## 207 rescue Horror 2812 8.00 2846
## 210 Temptation Crime 2585 6.26 2423
## 214 sacrifice Horror 2652 5.40 2045
## 216 comedy Documentary 502 3.41 6792
## 228 Maturation Biography 2808 4.56 1625
## 233 Rags to Riches Biography 687 3.40 5015
## 247 Rags To Riches Biography 3110 34.10 10971
## 261 The Riddle Mystery 3527 46.20 13100
## 272 Underdog Biography 3334 25.20 7580
## 273 Underdog Biography 2354 20.00 8508
## 282 Revenge Crime 2890 21.00 7280
## 284 Tragedy Documentary 3481 23.30 6675
## 288 Escape Horror 3121 27.40 8782
## 290 Monster Force Horror 3105 40.60 13066
## 298 Pursuit Crime 2534 21.20 8383
## 306 Monster Force Horror 2357 19.80 8405
## 308 Monster Force Horror 2508 15.80 6310
## 309 Escape Horror 2750 12.80 4681
## 313 Underdog Biography 2125 8.60 4052
## 314 The Riddle Crime 2803 14.10 5020
## 315 Tragedy Biography 1638 20.50 12514
## 318 Escape Horror 3025 16.30 5405
## 326 Rescue Mystery 2734 11.60 4236
## 329 Escape Horror 3036 14.10 4650
## 331 Monster Force Mystery 2527 12.20 4840
## 349 Escape Mystery 2159 5.90 2755
## 359 Pursuit Horror 2665 5.10 1899
## 378 Monster Force Horror 3332 32.90 9875
## 386 Monster Force Horror 2211 5.40 2420
## 391 Rescue Biography 672 1.62 2424
## 400 Monster Force Horror 2809 12.30 4375
## 406 Revenge Crime 3066 17.20 5615
## 424 Comedy Documentary 3081 50.40 16343
## 442 Monster Force Horror 2572 6.84 2660
## 458 Escape Crime 2808 22.53 8024
## 471 Rivalry Crime 2823 13.10 4668
## 476 Monster Force Horror 2476 16.07 6489
## 479 The Riddle Mystery 819 2.00 2520
## 483 Maturation Biography 700 4.40 6406
## 488 Rescue Crime 2564 6.54 2552
## 490 Maturation Biography 244 0.80 3300
## 491 Rags to Riches Biography 2771 22.40 8100
## 496 Rivalry Crime 2856 23.80 8322
## 520 Monster Force Horror 3328 8.70 2615
## 539 Monster Force Horror 2760 8.53 3089
## 540 The Riddle Horror 2661 8.13 3055
## 547 Monster Force Horror 3155 18.03 5715
## 550 Rivalry Horror 3114 7.71 2477
## 563 Monster Force Horror 2408 13.27 5511
## 585 Monster Force Horror 3321 52.57 15829
## 592 Monster Force Horror 3030 14.01 4622
## 597 Monster Force Horror 3305 18.69 5656
## 600 Escape Horror 2806 8.40 2995
## 607 Monster Force Horror 3379 35.45 10492
## 631 Monster Force Horror 2985 14.80 4955
## 632 Monster Force Horror 2534 15.00 5921
## 636 Monster Force Horror 2996 8.49 2835
## 734 Horror 3412 29.00 8501
## 761 Horror 2527 18.01 7126
## 775 Horror 2811 14.74 5245
## 845 Horror 3115 41.86 13437
## 970 Biography 118 0.18 1564
## DomesticGross ForeignGross WorldGross Budget Profitability OpenProfit Year
## 37 66.66 52.34 119.000 75.0 158.67 12.80 2007
## 38 63.30 76.05 139.350 10.0 1393.52 317.00 2007
## 41 58.27 21.98 80.250 20.0 401.27 132.00 2007
## 54 41.80 87.09 128.880 40.0 322.21 25.00 2007
## 58 39.57 35.94 75.500 32.0 235.95 48.75 2007
## 70 25.59 31.70 57.290 18.0 318.29 49.44 2007
## 71 25.13 37.64 62.770 40.0 156.93 25.00 2007
## 73 24.54 11.55 36.090 9.0 400.98 40.00 2007
## 75 20.80 16.66 37.470 15.0 249.77 64.67 2007
## 81 17.61 18.01 35.620 10.0 356.19 82.00 2007
## 126 81.16 76.77 157.930 35.0 451.22 68.86 2008
## 144 56.75 57.12 113.860 10.8 1054.29 278.70 2008
## 145 52.60 29.79 82.390 9.0 915.44 233.22 2008
## 155 43.87 13.33 57.200 18.0 317.76 115.61 2008
## 161 40.08 38.38 78.460 60.0 130.77 27.17 2008
## 162 39.26 5.39 44.650 20.0 223.27 75.00 2008
## 177 31.84 22.75 54.590 20.0 272.93 7.50 2008
## 179 31.69 9.63 41.320 12.0 344.33 118.33 2008
## 181 31.42 25.55 56.960 12.0 474.69 103.33 2008
## 184 30.69 46.80 77.490 35.0 221.39 32.00 2008
## 189 26.89 18.96 45.850 20.0 229.24 62.50 2008
## 192 25.93 21.95 47.880 8.0 598.48 131.25 2008
## 207 17.43 5.30 22.730 25.0 90.91 32.00 2008
## 210 15.74 15.41 31.150 30.0 103.82 20.87 2008
## 214 13.56 1.86 15.420 5.0 308.34 108.00 2008
## 216 13.01 0.63 13.640 2.5 545.52 136.40 2008
## 228 9.79 0.01 9.810 37.5 26.15 12.16 2008
## 233 8.20 0.68 8.880 12.0 73.99 28.33 2008
## 247 255.96 53.24 309.200 29.0 1066.20 117.59 2009
## 261 133.40 352.60 485.900 150.0 323.93 30.80 2009
## 272 97.10 117.00 214.100 100.0 214.10 25.20 2009
## 273 94.12 32.45 126.570 40.0 316.43 50.00 2009
## 282 73.40 53.08 126.480 53.0 238.64 39.62 2009
## 284 72.10 189.09 261.190 60.0 435.32 38.83 2009
## 288 66.50 119.69 186.190 40.0 465.47 68.50 2009
## 290 65.00 26.40 91.400 19.0 481.05 213.68 2009
## 298 51.54 49.19 100.730 14.0 719.49 151.43 2009
## 306 42.67 33.84 76.510 16.0 478.19 123.75 2009
## 308 42.10 48.70 90.800 30.0 302.67 52.67 2009
## 309 41.59 35.10 76.690 30.0 255.64 42.67 2009
## 313 37.49 84.74 122.230 60.0 203.72 14.33 2009
## 314 37.02 50.79 88.300 60.0 147.00 23.50 2009
## 315 36.84 7.52 44.360 20.0 221.80 102.50 2009
## 318 33.39 6.02 39.410 15.0 262.73 108.67 2009
## 326 29.10 2.13 31.200 20.0 156.00 58.00 2009
## 329 27.69 40.50 68.190 11.0 619.91 128.18 2009
## 331 25.48 22.22 47.700 10.0 477.00 122.00 2009
## 349 15.50 7.33 22.830 14.0 163.07 42.14 2009
## 359 11.97 15.24 27.210 12.5 217.68 40.80 2009
## 378 63.08 52.59 115.670 35.0 330.49 94.00 2010
## 386 13.26 14.93 28.190 26.0 108.42 20.77 2010
## 391 6.79 2.92 9.710 12.5 77.68 12.96 2010
## 400 33.60 29.09 62.694 10.0 626.94 123.00 2010
## 406 43.31 37.81 81.120 80.0 101.40 21.50 2010
## 424 117.23 54.46 171.685 20.0 858.43 252.00 2010
## 442 14.74 6.23 20.971 25.0 83.88 27.36 2010
## 458 45.71 90.44 136.150 20.0 680.75 112.65 2010
## 471 35.61 32.27 67.875 20.0 339.38 65.50 2010
## 476 39.12 15.68 54.803 20.0 274.02 80.35 2010
## 479 15.54 44.68 60.220 45.0 133.82 4.44 2010
## 483 138.79 275.41 414.204 15.0 2761.36 29.33 2010
## 488 21.15 46.30 67.450 30.0 224.83 21.80 2010
## 490 3.57 1.11 4.677 10.0 46.77 8.00 2010
## 491 96.96 127.96 224.919 50.0 449.84 44.80 2010
## 496 92.19 61.84 154.025 37.0 416.28 64.32 2010
## 520 17.69 7.88 25.560 5.0 511.24 174.00 2011
## 539 24.05 12.95 36.990 25.0 147.97 34.12 2011
## 540 21.30 17.20 38.500 50.0 77.00 16.26 2011
## 547 42.59 115.30 157.890 40.0 394.72 45.08 2011
## 550 18.30 22.70 41.000 30.0 136.67 25.70 2011
## 563 54.01 43.00 97.010 1.5 6467.27 884.67 2011
## 585 104.03 103.01 207.040 5.0 4140.78 1051.40 2011
## 592 37.66 51.50 89.160 42.0 212.29 33.36 2011
## 597 38.18 58.96 97.140 40.0 242.84 46.73 2011
## 600 18.88 21.26 40.140 25.0 160.54 33.60 2011
## 607 127.00 133.09 260.100 50.0 520.19 70.90 2011
## 631 33.05 63.00 96.050 37.0 259.59 40.00 2011
## 632 37.30 3.19 40.490 16.0 253.08 93.75 2011
## 636 16.93 10.50 27.430 38.0 72.18 22.34 2011
## 734 53.92 88.92 142.840 5.0 2856.78 580.00 2012
## 761 48.09 29.63 77.710 3.0 2590.41 600.33 2012
## 775 42.07 24.41 66.490 30.0 221.62 49.13 2012
## 845 137.40 180.60 318.000 20.0 1590.00 209.30 2013
## 970 0.36 1.17 1.520 10.0 15.25 1.80 2013Creating a subset within the Genre variable, containing Biography, Documentary, Mystery, Horror and Crime categories because those are all similar categories and have similar movies.
afm<-subset(df,Genre %in% c('Animation','Fantasy', 'Musical','Romance','Drama'))
afm## Movie LeadStudio
## 2 Shrek the Third Paramount
## 9 Alvin and the Chipmunks Fox
## 11 Ratatouille Disney
## 21 Bee Movie Paramount
## 24 Hairspray Warner Bros
## 29 Meet the Robinsons Disney
## 31 The Bucket List Warner Bros
## 35 No Country for Old Men Paramount
## 39 Stomp the Yard Independent
## 40 Surf's Up Sony
## 42 Tyler Perry's Why Did I get Married Independent
## 44 P.S. I Love You Independent
## 46 Sweeney Todd: The Demon Barber of Fleet Street Warner Bros
## 49 Premonition Sony
## 55 There Will Be Blood Paramount
## 65 Mr. Magorium's Wonder Emporium Independent
## 66 We Own the Night Sony
## 74 Across the Universe Independent
## 77 Waitress Independent
## 78 Into the Wild Paramount
## 82 The Kite Runner Paramount
## 83 Happily N'Ever After Lionsgate
## 85 Lions for Lambs Independent
## 88 The Darjeeling Limited Fox
## 96 WALL-E Disney
## 97 Kung Fu Panda Paramount
## 98 Madagascar: Escape 2 Africa Paramount
## 99 Twilight Summit
## 101 Dr. Seuss' Horton Hears a Who! Fox
## 113 Bolt Disney
## 130 The Curious Case of Benjamin Button Warner Bros
## 135 The Spiderwick Chronicles Paramount
## 142 Seven Pounds Sony
## 143 Step Up 2: The Streets Disney
## 147 The Tale of Despereaux Universal
## 159 Nights in Rodanthe Warner Bros
## 167 The Secret Life of Bees Fox
## 170 Changeling Independent
## 171 Star Wars: The Clone Wars Independent
## 173 Fireproof Independent
## 182 Zack and Miri Make a Porno Weinstein
## 185 Space Chimps Independent
## 188 The Women Warner Bros
## 190 The Other Boleyn Girl Independent
## 194 W. Lionsgate
## 197 Vicky Cristina Barcelona Weinstein
## 204 Doubt Independent
## 208 88 Minutes Sony
## 217 Rachel Getting Married Independent
## 226 Stop-Loss Paramount
## 243 The Twilight Saga: New Moon Summit
## 244 Up Disney
## 248 Alvin and the Chipmunks: The Squeakquel Independent
## 250 Monsters Vs. Aliens Paramount
## 251 Ice Age: Dawn of the Dinosaurs Fox
## 260 A Christmas Carol Disney
## 263 Cloudy with a Chance of Meatballs Sony
## 271 The Princess and the Frog Disney
## 276 Up in the Air Paramount
## 277 Knowing Summit
## 281 Coraline Universal
## 286 Obsessed Sony
## 292 The Time Traveler's Wife Paramount
## 295 The Haunting in Connecticut Lionsgate
## 300 Land of the Lost Universal
## 301 My Sister's Keeper Warner Bros
## 304 The Lovely Bones Paramount
## 307 Planet 51 Independent
## 310 Duplicity Universal
## 323 9 Focus
## 324 The Soloist Paramount
## 328 Brothers Lionsgate
## 335 Love Happens Universal
## 337 Fantastic Mr. Fox Fox
## 339 Nine Weinstein
## 340 Astro Boy Summit
## 344 The Hurt Locker Independent
## 350 The Box Warner Bros
## 355 Whip It Independent
## 356 An Education Sony
## 361 Not Easily Broken Independent
## 367 A Serious Man Universal
## 368 Everybody's Fine Miramax
## 381 Alpha and Omega Crest
## 382 Black Swan Fox
## 384 Buried Independent
## 385 Burlesque Paramount
## 388 Charlie St. Cloud Universal
## 393 Country Strong Sony
## 397 Dear John Sony
## 399 Despicable Me Universal
## 405 Eat Pray Love Sony
## 407 Extraordinary Measures CBS
## 409 For Colored Girls Independent
## 420 How to Train Your Dragon Paramount
## 431 Legend of the Guardians: The Owls of Ga'Hoole Warner Bros
## 440 Megamind Paramount
## 453 Remember Me Summit
## 462 Shrek Forever After Paramount
## 463 Shutter Island Paramount
## 466 Step Up 3D Summit
## 467 Stone Independent
## 469 Tangled Disney
## 478 The Fighter Paramount
## 485 The Last Exorcism Independent
## 486 The Last Song Disney
## 497 The Twilight Saga: Eclipse Summit
## 498 The Wolfman Universal
## 500 Toy Story 3 Disney
## 506 Wall Street: Money Never Sleeps Independent
## 518 Anonymous Relativity Media
## 522 Arthur Christmas Aardman Animations
## 526 Beastly CBS
## 530 Cars 2 Pixar
## 536 Crazy, Stupid, Love Warner Bros
## 538 Dolphin Tale Independent
## 545 Extremely Loud and Incredibly Close Warner Bros
## 548 Footloose Spyglass Entertainment
## 549 Friends With Benefits Warner Bros
## 551 Gnomeo and Juliet Disney
## 555 Happy Feet 2 Village Roadshow
## 556 Harry Potter and the Deathly Hallows Part 2 Warner Bros
## 557 Hop Relativity Media
## 564 J.Edgar Warner Bros
## 567 Just Go With It Happy Madison
## 569 Kung Fu Panda 2 DreamWorks
## 570 Larry Crowne Universal
## 574 Mars Needs Moms Disney
## 575 Midnight in Paris Sony
## 577 Moneyball Columbia
## 578 Monte Carlo Fox
## 580 My Week with Marilyn Weinstein
## 581 New Year's Eve Warner Bros
## 583 One Day Independent
## 589 Puss In Boots DreamWorks
## 590 Rango Paramount
## 594 Rio Fox
## 599 Shame Independent
## 603 Soul Surfer Sony
## 612 The Artist Weinstein
## 613 The Beaver Summit
## 616 The Company Men Weinstein
## 617 The Conspirator Independent
## 619 The Descendants Fox
## 625 The Help DreamWorks
## 627 The Iron Lady Weinstein
## 628 The Lincoln Lawyer Lionsgate
## 633 The Rum Diary Independent
## 635 The Smurfs Sony
## 638 The Tree Of Life Independent
## 643 Twilight: Breaking Dawn Independent
## 645 War Horse Disney
## 647 Water For Elephants Fox
## 650 Winnie The Pooh Disney
## 693 Frankenweenie Buena Vista
## 723 Madagascar 3: Europe's Most Wanted DreamWorks
## 747 Rock of Ages Warner Bros
## 766 Step Up Revolution Summit
## 872 12 years a slave Fox Searchlight
## 886 Free Birds Relativity Media
## 916 Dallas Buyers Club Focus
## 918 Her Warner Bros
## RottenTomatoes AudienceScore Story Genre TheatersOpenWeek
## 2 42 57 Quest Animation 4122
## 9 26 73 Comedy Animation 3475
## 11 97 84 Transformation Animation 3940
## 21 52 57 Journey and Return Animation 3928
## 24 92 84 Underdog Musical 3121
## 29 66 75 Quest Animation 3413
## 31 41 81 discovery Drama 2911
## 35 95 84 Pursuit Drama 860
## 39 27 83 Maturation Musical 2051
## 40 78 64 Discovery Animation 3528
## 42 46 47 Love Romance 2011
## 44 21 82 Love Romance 2454
## 46 86 81 Revenge Musical 1249
## 49 8 55 The Riddle Drama 2831
## 55 91 84 Wretched Excess Drama 885
## 65 36 56 Transformation Fantasy 3164
## 66 55 63 Sacrifice Drama 2362
## 74 54 84 Love Romance 954
## 77 89 67 Love Romance 605
## 78 82 90 quest Drama 658
## 82 66 85 Maturation Drama 715
## 83 4 43 Maturation Animation 2381
## 85 27 48 Quest Drama 2215
## 88 67 79 Journey and Return Drama 698
## 96 96 89 love Animation 3992
## 97 88 83 Underdog Animation 4114
## 98 64 73 Journey and Return Animation 4056
## 99 49 82 Love Romance 3419
## 101 79 75 rescue Animation 3954
## 113 89 76 rescue Animation 3651
## 130 73 81 love Fantasy 2988
## 135 79 67 fish out of water Fantasy 3847
## 142 27 77 Sacrifice Drama 2758
## 143 26 81 underdog Drama 2470
## 147 54 46 Rescue Animation 3104
## 159 31 56 Discovery Drama 2704
## 167 56 78 Maturation Drama 1591
## 170 62 84 quest Drama 1850
## 171 19 46 sacrifice Animation 3452
## 173 40 51 love Drama 839
## 182 64 70 Love Romance 3735
## 185 36 37 Transformation Animation 2511
## 188 13 41 Transformation Drama 2962
## 190 41 65 tragedy Drama 1166
## 194 60 42 rivalry Drama 2030
## 197 82 73 temptation Romance 692
## 204 78 75 riddle Drama 1267
## 208 5 51 The Riddle Drama 2168
## 217 85 61 love Drama 9
## 226 65 27 Tragedy Drama 1291
## 243 27 78 Love Drama 4024
## 244 98 86 Journey and Return Animation 3766
## 248 21 59 Comedy Animation 3700
## 250 72 65 Monster Force Animation 4104
## 251 45 72 Quest Animation 4099
## 260 52 72 Transformation Animation 3683
## 263 86 70 Comedy Animation 3119
## 271 84 72 Metamorphosis Animation 3434
## 276 90 76 Maturation Drama 1895
## 277 33 50 Escape Drama 3332
## 281 89 77 Journey and Return Animation 2299
## 286 20 50 Rivalry Drama 2514
## 292 38 65 Love Drama 2988
## 295 17 51 Monster Force Drama 2732
## 300 26 38 Journey and Return Drama 3521
## 301 47 73 Escape Drama 2606
## 304 32 57 Tragedy Drama 2563
## 307 22 45 Comedy Animation 3035
## 310 64 38 Rivalry Romance 2574
## 323 57 58 Sacrifice Animation 1661
## 324 56 59 Quest Drama 2024
## 328 61 62 Transformation Drama 2088
## 335 18 40 Love Drama 1898
## 337 93 80 Rivalry Animation 2033
## 339 37 40 Discovery Drama 1412
## 340 49 53 Quest Animation 3014
## 344 97 83 Quest Drama 4
## 350 46 27 Temptation Drama 2635
## 355 84 73 Maturation Drama 1721
## 356 94 78 Maturation Drama 761
## 361 34 66 Love Drama 724
## 367 89 64 Love Drama 6
## 368 46 55 Discovery Drama 2133
## 381 17 41 Journey and Return Animation 2625
## 382 88 86 Wretched Excess Drama 959
## 384 86 63 Escape Drama 11
## 385 36 66 Rags to Riches Drama 3037
## 388 27 62 Discovery Fantasy 2718
## 393 20 56 Rags to Riches Drama 1424
## 397 29 66 Love Drama 2969
## 399 81 81 Maturation Animation 3476
## 405 36 46 Journey and Return Drama 3082
## 407 27 55 Underdog Drama 2549
## 409 33 73 Discovery Drama 2127
## 420 98 90 Underdog Animation 4055
## 431 51 65 Rivalry Animation 3575
## 440 72 73 Transformation Animation 3944
## 453 28 70 Love Drama 2212
## 462 57 64 Journey and Return Animation 4359
## 463 68 73 The Riddle Drama 2991
## 466 46 67 Transformation Drama 2435
## 467 49 20 Rivalry Drama 6
## 469 89 88 Love Animation 3603
## 478 91 88 Underdog Drama 2503
## 485 73 32 Monster Force Drama 2874
## 486 19 66 Discovery Drama 2673
## 497 50 74 Monster Force Drama 4468
## 498 33 38 Monster Force Drama 3222
## 500 99 91 Rescue Animation 4028
## 506 54 43 Rivalry Drama 3565
## 518 46 66 Tragedy Drama 265
## 522 92 82 Journey and Return Animation 3376
## 526 19 50 Metamorphosis Romance 1952
## 530 38 56 Fish Out Of Water Animation 4115
## 536 78 81 Discovery Romance 3020
## 538 84 81 Quest Drama 3507
## 545 47 62 Drama 2630
## 548 71 71 Transformation Drama 3549
## 549 71 68 Temptation Romance 2926
## 551 56 52 Love Animation 2994
## 555 41 59 Journey and Return Animation 3606
## 556 96 92 Rivalry Fantasy 4375
## 557 26 50 Fish Out Of Water Animation 3579
## 564 42 84 Wretched Excess Drama 1910
## 567 19 63 Comedy Romance 3548
## 569 82 80 Rivalry Animation 3925
## 570 34 46 Discovery Drama 2973
## 574 36 43 Rescue Animation 3117
## 575 93 84 Love Romance 944
## 577 95 89 Underdog Drama 2993
## 578 38 50 Love Romance 2473
## 580 83 84 Love Drama 247
## 581 8 48 Love Romance 3505
## 583 37 54 Love Romance 1719
## 589 83 76 Quest Animation 3952
## 590 88 69 Fish Out Of Water Animation 3917
## 594 71 73 Quest Animation 3826
## 599 80 80 Drama 10
## 603 46 79 Underdog Drama 2214
## 612 97 91 Drama 662
## 613 62 57 Transformation Drama 22
## 616 66 55 Discovery Drama 106
## 617 56 65 Underdog Drama 707
## 619 89 88 Discovery Drama 876
## 625 75 91 Maturation Drama 2534
## 627 53 54 Drama 802
## 628 84 82 Fish Out Of Water Drama 2707
## 633 50 48 Discovery Drama 2273
## 635 23 50 Fish Out Of Water Animation 3395
## 638 84 61 Discovery Drama 4
## 643 26 68 Love Romance 4061
## 645 77 73 Drama 2376
## 647 60 72 Love Drama 2817
## 650 91 79 Quest Animation 2405
## 693 87 70 Animation 3005
## 723 79 73 Animation 4258
## 747 41 55 Musical 3470
## 766 42 69 Romance 2567
## 872 96 92 Drama 1474
## 886 18 47 Animation 3736
## 916 94 92 Drama 1110
## 918 94 85 Drama 1729
## OpeningWeekend BOAvgOpenWeekend DomesticGross ForeignGross WorldGross
## 2 121.600 29507 322.720 476.240 798.960
## 9 44.300 12750 217.330 144.010 361.340
## 11 47.000 11935 206.450 417.280 623.720
## 21 38.000 9679 126.630 160.960 287.590
## 24 27.500 8803 118.870 83.680 202.550
## 29 25.100 7361 97.820 71.510 169.330
## 31 19.400 6661 93.470 81.910 175.370
## 35 7.800 9042 74.280 97.340 171.630
## 39 21.900 10645 61.360 14.150 75.510
## 40 17.600 5000 58.870 90.180 149.040
## 42 21.400 10618 55.200 0.660 55.860
## 44 6.500 2641 53.700 103.140 156.830
## 46 9.300 7446 52.900 99.630 152.520
## 49 17.600 6202 47.850 36.290 84.150
## 55 4.900 5502 40.220 35.960 76.180
## 65 9.630 3043 32.060 37.410 69.470
## 66 10.800 4583 28.560 26.360 54.930
## 74 3.800 4009 24.340 5.020 29.370
## 77 2.000 3327 19.070 3.100 22.180
## 78 2.100 3249 18.350 37.900 56.250
## 82 1.600 2243 15.800 57.480 73.280
## 83 6.600 2775 15.590 22.500 38.090
## 85 6.700 3025 15.000 48.210 63.220
## 88 1.800 2523 11.900 23.180 35.080
## 96 63.090 15803 223.810 297.500 521.310
## 97 60.240 14642 215.430 416.310 631.740
## 98 63.110 15559 180.010 423.890 603.900
## 99 69.640 20368 192.770 199.850 392.620
## 101 45.000 11384 154.530 142.610 297.140
## 113 26.200 7182 114.050 195.930 309.980
## 130 26.850 8987 127.510 206.420 333.930
## 135 19.000 4940 71.200 91.640 162.840
## 142 14.900 5385 69.950 98.220 168.170
## 143 18.910 7655 58.020 92.800 150.820
## 147 10.100 3255 50.880 36.070 86.950
## 159 13.420 4962 41.850 42.520 84.370
## 167 10.530 6617 37.770 2.180 39.950
## 170 9.400 5055 35.740 77.280 113.020
## 171 14.600 4233 35.160 33.120 68.280
## 173 6.840 8148 33.460 0.020 33.470
## 182 10.070 3680 31.460 10.650 42.100
## 185 7.180 2860 30.110 34.730 64.830
## 188 10.120 3415 26.900 23.110 50.010
## 190 8.200 7035 26.810 50.900 77.710
## 194 10.500 5175 25.530 3.970 29.510
## 197 3.760 5427 23.220 73.190 96.410
## 204 5.300 4214 33.450 17.460 50.910
## 208 7.000 3209 17.210 15.380 32.590
## 217 0.290 32597 12.800 3.830 16.620
## 226 4.560 3528 10.920 0.290 11.210
## 243 142.800 35497 296.620 413.200 709.820
## 244 68.100 18085 293.000 438.300 731.300
## 248 48.800 13210 219.500 223.000 440.700
## 250 59.300 14454 198.400 183.200 381.500
## 251 41.700 10171 196.570 690.110 886.680
## 260 30.100 8159 137.900 187.430 325.330
## 263 30.300 9716 124.900 118.130 243.030
## 271 24.200 7050 104.400 162.640 267.040
## 276 11.200 5947 83.820 116.380 200.200
## 277 24.600 7384 79.950 103.630 183.580
## 281 16.800 7329 75.280 49.300 124.580
## 286 28.600 11318 68.260 5.560 73.820
## 292 18.600 6233 63.410 37.920 101.330
## 295 23.000 8420 55.390 22.130 77.520
## 300 18.800 5350 49.430 19.340 68.770
## 301 12.400 4774 49.200 46.510 95.710
## 304 17.000 6635 44.000 49.510 93.510
## 307 12.300 4048 42.190 63.450 105.640
## 310 14.000 5425 40.570 37.570 78.140
## 323 10.700 10398 31.740 16.670 48.410
## 324 9.700 4801 31.700 6.610 38.310
## 328 9.500 4563 28.500 14.770 43.270
## 335 8.050 4245 22.960 13.120 36.080
## 337 7.000 3426 21.000 25.460 46.460
## 339 5.450 3862 19.670 34.320 53.990
## 340 6.700 2224 19.550 20.340 39.890
## 344 0.140 36338 17.010 32.210 49.220
## 350 7.600 2873 15.100 18.280 33.380
## 355 4.700 2702 13.000 3.590 16.000
## 356 0.760 1003 12.570 13.520 26.090
## 361 5.300 7340 10.600 0.140 10.700
## 367 0.250 41890 9.230 22.200 31.430
## 368 3.900 1806 9.200 7.200 16.400
## 381 9.100 3469 25.110 25.400 50.507
## 382 8.380 8742 106.950 222.440 329.397
## 384 0.103 9115 1.040 18.110 19.148
## 385 11.950 3934 39.440 50.080 89.519
## 388 12.400 4555 31.160 17.030 48.188
## 393 7.330 5145 20.220 0.310 20.528
## 397 30.400 10262 80.010 34.960 114.970
## 399 56.400 16225 251.510 291.600 543.113
## 405 23.100 7497 80.570 124.020 204.590
## 407 6.000 2359 12.070 3.070 15.140
## 409 19.500 9167 37.730 17.320 55.049
## 420 43.700 10785 217.580 277.300 494.880
## 431 16.100 4507 55.680 84.400 140.073
## 440 46.020 11668 148.420 173.470 321.884
## 453 8.000 3657 19.070 36.960 56.034
## 462 70.800 16251 238.740 513.860 752.604
## 463 41.000 13729 128.010 166.790 294.802
## 466 15.800 6494 42.400 116.890 159.291
## 467 0.075 12628 1.810 7.670 9.479
## 469 48.770 13535 200.820 390.970 591.794
## 478 12.000 4848 93.620 35.540 129.154
## 485 20.400 7087 41.030 26.700 67.733
## 486 16.000 5989 62.950 26.090 89.040
## 497 64.800 14510 300.530 397.960 698.489
## 498 31.500 9770 61.980 77.810 139.790
## 500 110.300 27385 415.000 648.160 1063.160
## 506 19.000 5333 52.470 82.270 134.743
## 518 1.020 3856 4.460 10.930 15.390
## 522 12.070 3537 46.460 100.950 147.410
## 526 9.850 5047 27.870 15.300 43.170
## 530 66.140 16072 191.450 368.400 559.850
## 536 19.100 6326 84.350 58.500 142.850
## 538 19.150 5461 72.290 23.120 95.410
## 545 10.040 3820 31.847 23.400 55.247
## 548 15.560 4383 51.800 11.740 63.540
## 549 18.620 6364 55.800 93.740 149.540
## 551 25.360 8469 99.970 94.000 193.970
## 555 21.240 5889 64.010 86.400 150.410
## 556 169.190 38672 381.010 960.500 1341.510
## 557 37.540 10490 108.090 75.870 183.950
## 564 11.220 5873 37.310 47.300 84.610
## 567 30.510 8601 103.030 111.920 214.950
## 569 47.660 12142 165.250 500.440 665.690
## 570 13.100 4405 35.610 36.400 72.010
## 574 6.910 2218 21.390 17.600 38.990
## 575 5.830 6177 56.820 94.300 151.120
## 577 19.500 6516 75.600 34.600 110.200
## 578 7.450 3014 23.190 16.480 39.670
## 580 1.750 7174 14.600 20.460 35.060
## 581 13.010 3714 54.540 87.500 142.040
## 583 5.080 2955 13.840 45.550 59.390
## 589 34.080 8623 149.260 405.730 554.990
## 590 38.080 9722 123.480 122.250 245.720
## 594 39.230 10252 143.620 341.020 484.630
## 599 0.340 34952 3.090 13.784 16.874
## 603 10.600 4789 43.850 3.240 47.090
## 612 2.370 3583 44.671 88.761 133.432
## 613 0.110 4890 0.970 5.400 6.370
## 616 0.640 6111 4.440 0.440 4.880
## 617 3.510 4960 11.540 3.940 15.480
## 619 4.380 5000 82.580 94.660 177.240
## 625 26.040 10278 169.710 46.930 216.640
## 627 5.410 6749 30.017 84.938 114.955
## 628 13.210 4879 58.010 17.000 75.010
## 633 5.140 2259 13.110 10.840 23.950
## 635 35.610 10489 142.610 421.140 563.750
## 638 0.370 93230 13.300 41.000 54.300
## 643 138.120 34012 281.290 430.880 712.170
## 645 14.520 6114 79.884 97.700 177.584
## 647 16.840 5979 58.710 58.390 117.090
## 650 7.860 3267 26.690 6.460 33.150
## 693 11.410 3798 35.290 46.200 81.490
## 723 60.320 14166 216.390 530.530 746.920
## 747 14.440 4161 38.520 20.900 59.420
## 766 11.730 4570 35.070 105.400 140.470
## 872 0.920 627 49.280 78.900 128.180
## 886 15.810 4231 55.440 35.400 90.840
## 916 0.260 235 24.850 6.000 30.850
## 918 0.260 151 24.120 6.240 30.370
## Budget Profitability OpenProfit Year
## 2 160.0 499.35 76.00 2007
## 9 70.0 516.19 63.29 2007
## 11 150.0 415.81 31.33 2007
## 21 150.0 191.73 25.33 2007
## 24 75.0 270.06 36.67 2007
## 29 100.0 169.33 25.10 2007
## 31 45.0 389.72 43.11 2007
## 35 25.0 686.50 31.20 2007
## 39 14.0 539.36 156.43 2007
## 40 85.0 175.34 20.71 2007
## 42 15.0 372.41 142.67 2007
## 44 30.0 522.78 21.67 2007
## 46 50.0 305.05 18.60 2007
## 49 20.0 420.73 88.00 2007
## 55 25.0 304.72 19.60 2007
## 65 25.0 277.90 38.52 2007
## 66 21.0 261.55 51.43 2007
## 74 45.0 65.26 8.44 2007
## 77 2.0 1108.90 100.00 2007
## 78 15.0 375.03 14.00 2007
## 82 20.0 366.38 8.00 2007
## 83 47.0 81.03 14.04 2007
## 85 35.0 180.61 19.14 2007
## 88 17.5 200.45 10.29 2007
## 96 180.0 289.62 35.05 2008
## 97 200.0 315.87 30.12 2008
## 98 150.0 402.60 42.07 2008
## 99 37.0 1061.12 188.22 2008
## 101 85.0 349.57 52.94 2008
## 113 150.0 206.65 17.47 2008
## 130 160.0 208.71 16.78 2008
## 135 92.5 176.04 20.54 2008
## 142 55.0 305.76 27.09 2008
## 143 17.5 861.80 108.06 2008
## 147 55.0 158.09 18.36 2008
## 159 30.0 281.25 44.73 2008
## 167 11.0 363.15 95.73 2008
## 170 55.0 205.49 17.09 2008
## 171 8.5 803.32 171.76 2008
## 173 0.5 6694.40 1368.00 2008
## 182 24.0 175.43 41.96 2008
## 185 37.0 175.22 19.41 2008
## 188 16.0 312.54 63.25 2008
## 190 40.0 194.28 20.50 2008
## 194 25.1 117.55 41.83 2008
## 197 16.0 602.55 23.50 2008
## 204 25.0 203.62 21.20 2008
## 208 30.0 108.64 23.33 2008
## 217 12.0 138.52 2.42 2008
## 226 25.0 44.82 18.24 2008
## 243 50.0 1419.64 285.60 2009
## 244 175.0 417.89 38.91 2009
## 248 75.0 587.60 65.07 2009
## 250 175.0 218.00 33.89 2009
## 251 90.0 985.20 46.33 2009
## 260 200.0 162.67 15.05 2009
## 263 100.0 243.03 30.30 2009
## 271 105.0 254.32 23.05 2009
## 276 25.0 800.81 44.80 2009
## 277 50.0 367.16 49.20 2009
## 281 60.0 207.63 28.00 2009
## 286 20.0 369.10 143.00 2009
## 292 39.0 259.82 47.69 2009
## 295 30.0 258.40 76.67 2009
## 300 100.0 68.77 18.80 2009
## 301 27.5 348.05 45.09 2009
## 304 65.0 143.86 26.15 2009
## 307 70.0 150.91 17.57 2009
## 310 60.0 130.23 23.33 2009
## 323 30.0 161.37 35.67 2009
## 324 60.0 63.85 16.17 2009
## 328 26.0 166.42 36.54 2009
## 335 18.0 200.44 44.72 2009
## 337 40.0 116.15 17.50 2009
## 339 80.0 67.49 6.81 2009
## 340 65.0 61.36 10.31 2009
## 344 15.0 328.13 0.93 2009
## 350 30.0 111.27 25.33 2009
## 355 15.0 106.67 31.33 2009
## 356 7.5 347.87 10.13 2009
## 361 5.0 214.00 106.00 2009
## 367 7.0 448.99 3.57 2009
## 368 21.0 78.10 18.57 2009
## 381 20.0 252.54 45.50 2010
## 382 13.0 2533.82 64.46 2010
## 384 2.0 957.40 5.15 2010
## 385 55.0 162.76 21.73 2010
## 388 44.0 109.52 28.18 2010
## 393 15.0 136.85 48.87 2010
## 397 25.0 459.88 121.60 2010
## 399 69.0 787.12 81.74 2010
## 405 60.0 340.98 38.50 2010
## 407 31.0 48.84 19.35 2010
## 409 21.0 262.14 92.86 2010
## 420 165.0 299.93 26.48 2010
## 431 80.0 175.09 20.13 2010
## 440 130.0 247.60 35.40 2010
## 453 16.0 350.21 50.00 2010
## 462 165.0 456.12 42.91 2010
## 463 80.0 368.50 51.25 2010
## 466 30.0 530.97 52.67 2010
## 467 22.0 43.09 0.34 2010
## 469 260.0 227.61 18.76 2010
## 478 25.0 516.62 48.00 2010
## 485 1.8 3762.94 1133.33 2010
## 486 20.0 445.20 80.00 2010
## 497 68.0 1027.19 95.29 2010
## 498 150.0 93.19 21.00 2010
## 500 200.0 531.58 55.15 2010
## 506 70.0 192.49 27.14 2010
## 518 30.0 51.31 3.40 2011
## 522 150.0 98.27 8.05 2011
## 526 17.0 253.91 57.94 2011
## 530 200.0 279.93 33.07 2011
## 536 50.0 285.70 38.20 2011
## 538 37.0 257.86 51.76 2011
## 545 40.0 138.12 25.10 2011
## 548 24.0 264.76 64.83 2011
## 549 35.0 427.26 53.20 2011
## 551 36.0 538.80 70.44 2011
## 555 135.0 111.41 15.73 2011
## 556 125.0 1073.21 135.35 2011
## 557 63.0 291.99 59.59 2011
## 564 35.0 241.73 32.06 2011
## 567 80.0 268.68 38.14 2011
## 569 150.0 443.79 31.77 2011
## 570 30.0 240.03 43.67 2011
## 574 150.0 25.99 4.61 2011
## 575 17.0 888.94 34.29 2011
## 577 50.0 220.40 39.00 2011
## 578 20.0 198.33 37.25 2011
## 580 10.0 350.57 17.50 2011
## 581 56.0 253.64 23.23 2011
## 583 15.0 395.92 33.87 2011
## 589 130.0 426.91 26.22 2011
## 590 135.0 182.02 28.21 2011
## 594 90.0 538.48 43.59 2011
## 599 6.5 259.60 5.23 2011
## 603 18.0 261.60 58.89 2011
## 612 16.0 833.95 14.81 2011
## 613 21.0 30.33 0.52 2011
## 616 15.0 32.55 4.27 2011
## 617 25.0 61.91 14.04 2011
## 619 20.0 886.22 21.90 2011
## 625 25.0 866.56 104.16 2011
## 627 13.0 884.27 41.62 2011
## 628 40.0 187.52 33.03 2011
## 633 45.0 53.21 11.42 2011
## 635 110.0 512.50 32.37 2011
## 638 32.0 169.70 1.16 2011
## 643 110.0 647.43 125.56 2011
## 645 66.0 269.07 22.00 2011
## 647 38.0 308.14 44.32 2011
## 650 30.0 110.51 26.20 2011
## 693 39.0 208.95 29.26 2012
## 723 145.0 515.12 41.60 2012
## 747 75.0 79.22 19.25 2012
## 766 33.0 425.67 35.55 2012
## 872 20.0 640.90 4.60 2013
## 886 55.0 165.16 28.75 2013
## 916 5.0 616.90 5.20 2013
## 918 23.0 132.02 1.13 2013Creating a subset within the Genre variable, containing Animation, Fantasy, Musical, Romance and Drama categories because those are all similar categories and have similar movies.
aa_genre <- aa[, c("Genre")]
afm_genre <- afm[, c("Genre")]
bd_genre <- bd[, c("Genre")]
c_genre <- c[, c("Genre")]
four_year <- first_four[, c("Year")]
last_three <- last_three[, c("Year")]
#contTable <-table(aa_genre,afm_genre,bd_genre,c_genre,four_year,last_three)
#(contTable)The Contingency Table would not load when I used the subset data because the length did not match, I was not able to find a solution despite looking online and posting on the discussion board.
cont_Table <-table(df$Genre, df$Year)
(cont_Table)##
## 2007 2008 2009 2010 2011 2012 2013
## 0 3 0 0 1 89 112
## Action 20 31 34 39 30 3 5
## Adventure 3 10 9 6 2 0 0
## Animation 7 8 12 8 12 2 1
## Biography 1 3 5 4 0 0 1
## Comedy 21 36 38 37 26 0 0
## Crime 0 5 3 5 0 0 0
## Documentary 1 1 1 1 0 0 0
## Drama 9 13 20 18 22 0 3
## Fantasy 1 2 0 1 1 0 0
## Horror 8 9 8 5 14 3 1
## Musical 3 0 0 0 0 1 0
## Mystery 0 0 4 1 0 0 0
## Romance 4 3 1 0 9 1 0
## Thriller 12 8 0 1 12 0 1hist(df$Year, main="Year Distribution", xlab="Year Released", ylab= "Number of Films")
counts <- table(df$Genre)
barplot(counts, main="Genre Distribution", xlab="Types of Genres", ylab= "Number of Films")
tapply (df$Year, df$Genre, qqnorm)
## [[1]]
## [[1]]$x
## [1] -2.81497856 -2.44130853 -2.25092570 -2.11833931 -2.01502109 -1.92958292
## [7] -1.85627315 -1.79176429 -1.73395071 -1.68141195 -1.63314253 -1.58840352
## [13] -1.54663527 -1.50740329 -1.47036319 -1.43523721 -1.40179789 -1.36985648
## [19] -1.33925459 -1.30985793 -1.28155157 -1.25423639 -1.22782626 -1.20224584
## [25] -1.17742883 -1.15331653 -1.12985676 -1.10700288 -1.08471302 -1.06294945
## [31] -1.04167804 -1.02086781 -1.00049055 -0.98052047 -0.96093398 -0.94170936
## [37] -0.92282663 -0.90426734 -0.88601442 -0.86805202 -0.85036543 -0.83294092
## [43] -0.81576571 -0.79882784 -0.78211611 -0.76562000 -0.74932966 -0.73323578
## [49] -0.71732963 -0.70160292 -0.68604786 -0.67065706 -0.65542351 -0.64034056
## [55] -0.62540190 -0.61060152 -0.59593371 -0.58139301 -0.56697420 -0.55267233
## [61] -0.53848262 -0.52440051 -0.51042164 -0.49654181 -0.48275699 -0.46906330
## [67] -0.45545701 -0.44193453 -0.42849238 -0.41512721 -0.40183579 -0.38861499
## [73] -0.37546177 -0.36237319 -0.34934640 -0.33637863 -0.32346717 -0.31060943
## [79] -0.29780282 -0.28504488 -0.27233317 -0.25966531 -0.24703899 -0.23445193
## [85] -0.22190191 -0.20938674 -0.19690429 -0.18445244 -0.17202912 -0.15963230
## [91] -0.14725997 -0.13491013 -0.12258084 -0.11027016 -0.09797617 -0.08569696
## [97] -0.07343067 -0.06117541 -0.04892934 -0.03669060 -0.02445735 -0.01222776
## [103] 0.00000000 0.01222776 0.02445735 0.03669060 0.04892934 0.06117541
## [109] 0.07343067 0.08569696 0.09797617 0.11027016 0.12258084 0.13491013
## [115] 0.14725997 0.15963230 0.17202912 0.18445244 0.19690429 0.20938674
## [121] 0.22190191 0.23445193 0.24703899 0.25966531 0.27233317 0.28504488
## [127] 0.29780282 0.31060943 0.32346717 0.33637863 0.34934640 0.36237319
## [133] 0.37546177 0.38861499 0.40183579 0.41512721 0.42849238 0.44193453
## [139] 0.45545701 0.46906330 0.48275699 0.49654181 0.51042164 0.52440051
## [145] 0.53848262 0.55267233 0.56697420 0.58139301 0.59593371 0.61060152
## [151] 0.62540190 0.64034056 0.65542351 0.67065706 0.68604786 0.70160292
## [157] 0.71732963 0.73323578 0.74932966 0.76562000 0.78211611 0.79882784
## [163] 0.81576571 0.83294092 0.85036543 0.86805202 0.88601442 0.90426734
## [169] 0.92282663 0.94170936 0.96093398 0.98052047 1.00049055 1.02086781
## [175] 1.04167804 1.06294945 1.08471302 1.10700288 1.12985676 1.15331653
## [181] 1.17742883 1.20224584 1.22782626 1.25423639 1.28155157 1.30985793
## [187] 1.33925459 1.36985648 1.40179789 1.43523721 1.47036319 1.50740329
## [193] 1.54663527 1.58840352 1.63314253 1.68141195 1.73395071 1.79176429
## [199] 1.85627315 1.92958292 2.01502109 2.11833931 2.25092570 2.44130853
## [205] 2.81497856
##
## [[1]]$y
## [1] 2008 2008 2008 2011 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012
## [16] 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012
## [31] 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012
## [46] 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012
## [61] 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012
## [76] 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012 2012
## [91] 2012 2012 2012 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013
## [106] 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013
## [121] 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013
## [136] 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013
## [151] 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013
## [166] 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013
## [181] 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013
## [196] 2013 2013 2013 2013 2013 2013 2013 2013 2013 2013
##
##
## $Action
## $Action$x
## [1] -2.738456132 -2.355084009 -2.158819185 -2.021675597 -1.914505825
## [6] -1.825661707 -1.749255215 -1.681877520 -1.621370182 -1.566276284
## [11] -1.515564024 -1.468474755 -1.424433620 -1.382994127 -1.343802238
## [16] -1.306572255 -1.271070121 -1.237101555 -1.204503418 -1.173137325
## [21] -1.142884811 -1.113643635 -1.085324908 -1.057850826 -1.031152875
## [26] -1.005170381 -0.979849338 -0.955141444 -0.931003310 -0.907395798
## [31] -0.884283469 -0.861634120 -0.839418390 -0.817609420 -0.796182572
## [36] -0.775115176 -0.754386319 -0.733976660 -0.713868266 -0.694044470
## [41] -0.674489750 -0.655189616 -0.636130515 -0.617299742 -0.598685368
## [46] -0.580276170 -0.562061565 -0.544031563 -0.526176713 -0.508488059
## [51] -0.490957100 -0.473575753 -0.456336323 -0.439231466 -0.422254170
## [56] -0.405397722 -0.388655690 -0.372021901 -0.355490418 -0.339055526
## [61] -0.322711714 -0.306453658 -0.290276209 -0.274174378 -0.258143324
## [66] -0.242178343 -0.226274855 -0.210428394 -0.194634602 -0.178889215
## [71] -0.163188056 -0.147527026 -0.131902099 -0.116309310 -0.100744750
## [76] -0.085204560 -0.069684920 -0.054182048 -0.038692187 -0.023211605
## [81] -0.007736584 0.007736584 0.023211605 0.038692187 0.054182048
## [86] 0.069684920 0.085204560 0.100744750 0.116309310 0.131902099
## [91] 0.147527026 0.163188056 0.178889215 0.194634602 0.210428394
## [96] 0.226274855 0.242178343 0.258143324 0.274174378 0.290276209
## [101] 0.306453658 0.322711714 0.339055526 0.355490418 0.372021901
## [106] 0.388655690 0.405397722 0.422254170 0.439231466 0.456336323
## [111] 0.473575753 0.490957100 0.508488059 0.526176713 0.544031563
## [116] 0.562061565 0.580276170 0.598685368 0.617299742 0.636130515
## [121] 0.655189616 0.674489750 0.694044470 0.713868266 0.733976660
## [126] 0.754386319 0.775115176 0.796182572 0.817609420 0.839418390
## [131] 0.861634120 0.884283469 0.907395798 0.931003310 0.955141444
## [136] 0.979849338 1.005170381 1.031152875 1.057850826 1.085324908
## [141] 1.113643635 1.142884811 1.173137325 1.204503418 1.237101555
## [146] 1.271070121 1.306572255 1.343802238 1.382994127 1.424433620
## [151] 1.468474755 1.515564024 1.566276284 1.621370182 1.681877520
## [156] 1.749255215 1.825661707 1.914505825 2.021675597 2.158819185
## [161] 2.355084009 2.738456132
##
## $Action$y
## [1] 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007
## [16] 2007 2007 2007 2007 2007 2008 2008 2008 2008 2008 2008 2008 2008 2008 2008
## [31] 2008 2008 2008 2008 2008 2008 2008 2008 2008 2008 2008 2008 2008 2008 2008
## [46] 2008 2008 2008 2008 2008 2008 2009 2009 2009 2009 2009 2009 2009 2009 2009
## [61] 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009
## [76] 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2010 2010 2010 2010 2010
## [91] 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010
## [106] 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010
## [121] 2010 2010 2010 2010 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011
## [136] 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011
## [151] 2011 2011 2011 2011 2012 2012 2012 2013 2013 2013 2013 2013
##
##
## $Adventure
## $Adventure$x
## [1] -2.1280452 -1.6448536 -1.3829941 -1.1918162 -1.0364334 -0.9027348
## [7] -0.7835004 -0.6744898 -0.5729675 -0.4770404 -0.3853205 -0.2967378
## [13] -0.2104284 -0.1256613 -0.0417893 0.0417893 0.1256613 0.2104284
## [19] 0.2967378 0.3853205 0.4770404 0.5729675 0.6744898 0.7835004
## [25] 0.9027348 1.0364334 1.1918162 1.3829941 1.6448536 2.1280452
##
## $Adventure$y
## [1] 2007 2007 2007 2008 2008 2008 2008 2008 2008 2008 2008 2008 2008 2009 2009
## [16] 2009 2009 2009 2009 2009 2009 2009 2010 2010 2010 2010 2010 2010 2011 2011
##
##
## $Animation
## $Animation$x
## [1] -2.32634787 -1.88079361 -1.64485363 -1.47579103 -1.34075503 -1.22652812
## [7] -1.12639113 -1.03643339 -0.95416525 -0.87789630 -0.80642125 -0.73884685
## [13] -0.67448975 -0.61281299 -0.55338472 -0.49585035 -0.43991317 -0.38532047
## [19] -0.33185335 -0.27931903 -0.22754498 -0.17637416 -0.12566135 -0.07526986
## [25] -0.02506891 0.02506891 0.07526986 0.12566135 0.17637416 0.22754498
## [31] 0.27931903 0.33185335 0.38532047 0.43991317 0.49585035 0.55338472
## [37] 0.61281299 0.67448975 0.73884685 0.80642125 0.87789630 0.95416525
## [43] 1.03643339 1.12639113 1.22652812 1.34075503 1.47579103 1.64485363
## [49] 1.88079361 2.32634787
##
## $Animation$y
## [1] 2007 2007 2007 2007 2007 2007 2007 2008 2008 2008 2008 2008 2008 2008 2008
## [16] 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2010 2010 2010
## [31] 2010 2010 2010 2010 2010 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011
## [46] 2011 2011 2012 2012 2013
##
##
## $Biography
## $Biography$x
## [1] -1.80274309 -1.24186679 -0.92082298 -0.67448975 -0.46370775 -0.27188001
## [7] -0.08964235 0.08964235 0.27188001 0.46370775 0.67448975 0.92082298
## [13] 1.24186679 1.80274309
##
## $Biography$y
## [1] 2007 2008 2008 2008 2009 2009 2009 2009 2009 2010 2010 2010 2010 2013
##
##
## $Comedy
## $Comedy$x
## [1] -2.730224862 -2.345779398 -2.148859115 -2.011205099 -1.903602099
## [6] -1.814373432 -1.737616100 -1.669912338 -1.609097899 -1.553711853
## [11] -1.502719499 -1.455360014 -1.411056863 -1.369362225 -1.329920993
## [16] -1.292446588 -1.256704220 -1.222498985 -1.189667217 -1.158070070
## [21] -1.127588677 -1.098120445 -1.069576169 -1.041877764 -1.014956461
## [26] -0.988751354 -0.963208226 -0.938278578 -0.913918839 -0.890089703
## [31] -0.866755572 -0.843884094 -0.821445764 -0.799413590 -0.777762802
## [36] -0.756470607 -0.735515972 -0.714879437 -0.694542955 -0.674489750
## [41] -0.654704189 -0.635171673 -0.615878544 -0.596811991 -0.577959979
## [46] -0.559311179 -0.540854906 -0.522581061 -0.504480089 -0.486542926
## [51] -0.468760962 -0.451126008 -0.433630253 -0.416266245 -0.399026854
## [56] -0.381905251 -0.364894884 -0.347989457 -0.331182909 -0.314469396
## [61] -0.297843274 -0.281299084 -0.264831538 -0.248435501 -0.232105985
## [66] -0.215838132 -0.199627202 -0.183468567 -0.167357698 -0.151290155
## [71] -0.135261577 -0.119267676 -0.103304229 -0.087367066 -0.071452064
## [76] -0.055555140 -0.039672244 -0.023799350 -0.007932451 0.007932451
## [81] 0.023799350 0.039672244 0.055555140 0.071452064 0.087367066
## [86] 0.103304229 0.119267676 0.135261577 0.151290155 0.167357698
## [91] 0.183468567 0.199627202 0.215838132 0.232105985 0.248435501
## [96] 0.264831538 0.281299084 0.297843274 0.314469396 0.331182909
## [101] 0.347989457 0.364894884 0.381905251 0.399026854 0.416266245
## [106] 0.433630253 0.451126008 0.468760962 0.486542926 0.504480089
## [111] 0.522581061 0.540854906 0.559311179 0.577959979 0.596811991
## [116] 0.615878544 0.635171673 0.654704189 0.674489750 0.694542955
## [121] 0.714879437 0.735515972 0.756470607 0.777762802 0.799413590
## [126] 0.821445764 0.843884094 0.866755572 0.890089703 0.913918839
## [131] 0.938278578 0.963208226 0.988751354 1.014956461 1.041877764
## [136] 1.069576169 1.098120445 1.127588677 1.158070070 1.189667217
## [141] 1.222498985 1.256704220 1.292446588 1.329920993 1.369362225
## [146] 1.411056863 1.455360014 1.502719499 1.553711853 1.609097899
## [151] 1.669912338 1.737616100 1.814373432 1.903602099 2.011205099
## [156] 2.148859115 2.345779398 2.730224862
##
## $Comedy$y
## [1] 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007
## [16] 2007 2007 2007 2007 2007 2007 2008 2008 2008 2008 2008 2008 2008 2008 2008
## [31] 2008 2008 2008 2008 2008 2008 2008 2008 2008 2008 2008 2008 2008 2008 2008
## [46] 2008 2008 2008 2008 2008 2008 2008 2008 2008 2008 2008 2008 2009 2009 2009
## [61] 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009
## [76] 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009
## [91] 2009 2009 2009 2009 2009 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010
## [106] 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010
## [121] 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2011 2011 2011
## [136] 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011
## [151] 2011 2011 2011 2011 2011 2011 2011 2011
##
##
## $Crime
## $Crime$x
## [1] -1.7688250 -1.1983797 -0.8694238 -0.6151411 -0.3957253 -0.1940281
## [7] 0.0000000 0.1940281 0.3957253 0.6151411 0.8694238 1.1983797
## [13] 1.7688250
##
## $Crime$y
## [1] 2008 2008 2008 2008 2008 2009 2009 2009 2010 2010 2010 2010 2010
##
##
## $Documentary
## $Documentary$x
## [1] -1.0491314 -0.2993069 0.2993069 1.0491314
##
## $Documentary$y
## [1] 2007 2008 2009 2010
##
##
## $Drama
## $Drama$x
## [1] -2.51912447 -2.10496772 -1.88950996 -1.73719396 -1.61698114 -1.51642562
## [7] -1.42921942 -1.35170224 -1.28155157 -1.21719663 -1.15752281 -1.10170893
## [13] -1.04913140 -0.99930480 -0.95184328 -0.90643457 -0.86282209 -0.82079209
## [19] -0.78016439 -0.74078547 -0.70252320 -0.66526290 -0.62890422 -0.59335862
## [25] -0.55854749 -0.52440051 -0.49085443 -0.45785193 -0.42534083 -0.39327329
## [31] -0.36160523 -0.33029579 -0.29930691 -0.26860288 -0.23815006 -0.20791656
## [37] -0.17787196 -0.14798711 -0.11823387 -0.08858496 -0.05901372 -0.02949402
## [43] 0.00000000 0.02949402 0.05901372 0.08858496 0.11823387 0.14798711
## [49] 0.17787196 0.20791656 0.23815006 0.26860288 0.29930691 0.33029579
## [55] 0.36160523 0.39327329 0.42534083 0.45785193 0.49085443 0.52440051
## [61] 0.55854749 0.59335862 0.62890422 0.66526290 0.70252320 0.74078547
## [67] 0.78016439 0.82079209 0.86282209 0.90643457 0.95184328 0.99930480
## [73] 1.04913140 1.10170893 1.15752281 1.21719663 1.28155157 1.35170224
## [79] 1.42921942 1.51642562 1.61698114 1.73719396 1.88950996 2.10496772
## [85] 2.51912447
##
## $Drama$y
## [1] 2007 2007 2007 2007 2007 2007 2007 2007 2007 2008 2008 2008 2008 2008 2008
## [16] 2008 2008 2008 2008 2008 2008 2008 2009 2009 2009 2009 2009 2009 2009 2009
## [31] 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2009 2010 2010 2010
## [46] 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010 2010
## [61] 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011
## [76] 2011 2011 2011 2011 2011 2011 2011 2013 2013 2013
##
##
## $Fantasy
## $Fantasy$x
## [1] -1.1797611 -0.4972006 0.0000000 0.4972006 1.1797611
##
## $Fantasy$y
## [1] 2007 2008 2008 2010 2011
##
##
## $Horror
## $Horror$x
## [1] -2.31099134 -1.86273187 -1.62498072 -1.45440760 -1.31801090 -1.20250826
## [7] -1.10114551 -1.00999017 -0.92653760 -0.84908619 -0.77642176 -0.70764351
## [13] -0.64206138 -0.57913216 -0.51841799 -0.45955825 -0.40225007 -0.34623426
## [19] -0.29128503 -0.23720211 -0.18380470 -0.13092665 -0.07841241 -0.02611368
## [25] 0.02611368 0.07841241 0.13092665 0.18380470 0.23720211 0.29128503
## [31] 0.34623426 0.40225007 0.45955825 0.51841799 0.57913216 0.64206138
## [37] 0.70764351 0.77642176 0.84908619 0.92653760 1.00999017 1.10114551
## [43] 1.20250826 1.31801090 1.45440760 1.62498072 1.86273187 2.31099134
##
## $Horror$y
## [1] 2007 2007 2007 2007 2007 2007 2007 2007 2008 2008 2008 2008 2008 2008 2008
## [16] 2008 2008 2009 2009 2009 2009 2009 2009 2009 2009 2010 2010 2010 2010 2010
## [31] 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2011 2012
## [46] 2012 2012 2013
##
##
## $Musical
## $Musical$x
## [1] -1.0491314 -0.2993069 0.2993069 1.0491314
##
## $Musical$y
## [1] 2007 2007 2007 2012
##
##
## $Mystery
## $Mystery$x
## [1] -1.1797611 -0.4972006 0.0000000 0.4972006 1.1797611
##
## $Mystery$y
## [1] 2009 2009 2009 2009 2010
##
##
## $Romance
## $Romance$x
## [1] -1.91450583 -1.38299413 -1.08532491 -0.86163412 -0.67448975 -0.50848806
## [7] -0.35549042 -0.21042839 -0.06968492 0.06968492 0.21042839 0.35549042
## [13] 0.50848806 0.67448975 0.86163412 1.08532491 1.38299413 1.91450583
##
## $Romance$y
## [1] 2007 2007 2007 2007 2008 2008 2008 2009 2011 2011 2011 2011 2011 2011 2011
## [16] 2011 2011 2012
##
##
## $Thriller
## $Thriller$x
## [1] -2.17792307 -1.70478090 -1.44999891 -1.26496924 -1.11533736 -0.98723099
## [7] -0.87356913 -0.77020808 -0.67448975 -0.58458986 -0.49918784 -0.41728414
## [13] -0.33809166 -0.26096740 -0.18536702 -0.11081291 -0.03687053 0.03687053
## [19] 0.11081291 0.18536702 0.26096740 0.33809166 0.41728414 0.49918784
## [25] 0.58458986 0.67448975 0.77020808 0.87356913 0.98723099 1.11533736
## [31] 1.26496924 1.44999891 1.70478090 2.17792307
##
## $Thriller$y
## [1] 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 2008 2008 2008
## [16] 2008 2008 2008 2008 2008 2010 2011 2011 2011 2011 2011 2011 2011 2011 2011
## [31] 2011 2011 2011 2013leveneTest(df$Year ~ df$Genre, data = df)## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 14 8.7688 < 2.2e-16 ***
## 820
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Ho: success of a movie genre does not changed based on the year released, all the same Ha: success of a movie genre changes for the year released, at least one difference
chisq.test(cont_Table)## Warning in chisq.test(cont_Table): Chi-squared approximation may be incorrect##
## Pearson's Chi-squared test
##
## data: cont_Table
## X-squared = 849.63, df = 84, p-value < 2.2e-16Since the p-value is less than 0.05, we reject the null hypothesis which means that there is at least one difference where the genre’s success is affected by the year it is released.
One limitation that occurred is that above the Chi-squared test a warning message popped up, Chi-squared approximation may be incorrect, which could mean the values are wrong. Another limitation is that we are limited to what is shown in the dataset. There could be more movies released in a certain year that could change the values.
Analysis 2: Analysis of Variance/Categorical explanatory variable is Genre and quantitative response variable is RottenTomatoes.
Analyst: Jiin Kim
My analysis of Variance with Categorical explanatory variable is Genre and quantitative response variable is RottenTomatoes review with this Hollywood movie data set. I chose two categorical variable Comedy and Thriller. The parameter eliminating all missing and NA.
State Hypotheses to test for difference in means:
HO: There is no significant difference between the mean number of RottenTomatoes review of the two Genre variables, Comedy and Thriller. (The two means are the same)
HA: There is at least one of the population means are different.
I performed the ANOVA and two way comparisons. TukeyHSD is Pair-wise comparisons for this analysis of variance fit. We returned overall 95%. For a two-way comparison, if there is a zero between the lower and upper parts of a confidence interval, then that means there is no difference. This claim can also be supported by the large p-values as well Thriller-Comedy (6.45, 26.07) No difference. Multiple pairwise-comparison between the means of groups in one-way ANOVA test, a significant p-value indicates that some of the group means are different, but we don’t know which pairs of groups are different.
One-way ANOVA for randomly designed experiment with Categorical explanatory variable is Genre and quantitative response variable is RottenTomatoes review with this Hollywood movie data set. The results show that within the Genre,there is a slight variability, but not that much within the Genre. As the p-value is less than the significance level 0.05, we can conclude that there are significant differences between the groups highlighted with “*" in the model summary.
One limitation is that the data isn’t normally distributed. Another one is that not all the observation numbers for each Genre are a minimum of 10. Even if they were a minimum of 10, another limitation is that the Genre might not have equal sample sizes, which would mess up the F statistic. A non-parametric would be the better option because since not all conditions are met, and we already know there’s a significant difference between the groups based on the Kruskal-Wallis test for one way analysis of variance is a non parametric equivalent to the one-way analysis of variance. We have to find the pairs of groups that have this particular difference. From the output of the Kruskal-Wallis test, we know that there is a significant difference between groups, but we don’t know which pairs of groups are different.
Loading in the packages and/or libraries that I’ll need for this Analysis 2.
# Load the data, check the variables
# One categorical explanatory variable and one quantitative response variable.
df <- subset(df, select = c("Genre", "RottenTomatoes"))
# Clean.
df <- subset(df, Genre != "")
df <- df[!is.na(df$RottenTomatoes),]
# 2 categorical variable.
df <- subset(df, Genre == "Comedy" | Genre == "Thriller")
df## Genre RottenTomatoes
## 6 Thriller 69
## 7 Thriller 93
## 8 Thriller 31
## 12 Comedy 90
## 13 Comedy 14
## 14 Comedy 91
## 15 Comedy 94
## 19 Thriller 79
## 20 Comedy 93
## 22 Comedy 88
## 23 Comedy 13
## 25 Comedy 69
## 26 Thriller 70
## 28 Comedy 23
## 30 Comedy 9
## 32 Comedy 27
## 34 Thriller 67
## 48 Thriller 90
## 52 Comedy 8
## 53 Comedy 39
## 56 Comedy 2
## 61 Comedy 30
## 63 Comedy 3
## 64 Thriller 89
## 67 Thriller 56
## 68 Comedy 33
## 69 Thriller 49
## 76 Comedy 55
## 79 Comedy 75
## 80 Thriller 29
## 84 Thriller 19
## 86 Comedy 1
## 89 Comedy 43
## 92 Thriller 94
## 102 Comedy 49
## 104 Comedy 53
## 111 Comedy 83
## 112 Comedy 25
## 114 Comedy 63
## 118 Comedy 54
## 119 Comedy 36
## 120 Comedy 43
## 123 Comedy 65
## 125 Thriller 58
## 127 Comedy 28
## 131 Comedy 40
## 133 Thriller 19
## 137 Comedy 77
## 138 Thriller 19
## 139 Comedy 85
## 140 Comedy 78
## 141 Comedy 63
## 148 Comedy 39
## 151 Comedy 13
## 157 Comedy 24
## 164 Comedy 2
## 166 Comedy 13
## 172 Comedy 21
## 174 Comedy 26
## 175 Comedy 14
## 176 Comedy 71
## 180 Comedy 73
## 183 Comedy 52
## 186 Thriller 78
## 187 Thriller 14
## 193 Comedy 15
## 196 Thriller 55
## 199 Thriller 32
## 200 Comedy 22
## 203 Comedy 14
## 209 Comedy 36
## 212 Comedy 2
## 215 Comedy 85
## 220 Comedy 78
## 223 Comedy 39
## 224 Comedy 65
## 229 Comedy 50
## 245 Comedy 79
## 255 Comedy 43
## 267 Comedy 56
## 268 Comedy 12
## 274 Comedy 42
## 275 Comedy 14
## 278 Comedy 44
## 283 Comedy 46
## 285 Comedy 83
## 291 Comedy 55
## 293 Comedy 68
## 294 Comedy 11
## 296 Comedy 27
## 297 Comedy 68
## 299 Comedy 5
## 303 Comedy 24
## 317 Comedy 6
## 319 Comedy 78
## 320 Comedy 52
## 321 Comedy 87
## 325 Comedy 12
## 334 Comedy 51
## 336 Comedy 25
## 341 Comedy 56
## 343 Comedy 22
## 345 Comedy 42
## 346 Comedy 38
## 347 Comedy 89
## 351 Comedy 14
## 358 Comedy 72
## 360 Comedy 62
## 365 Comedy 67
## 370 Comedy 9
## 371 Comedy 60
## 373 Comedy 48
## 374 Comedy 7
## 375 Comedy 50
## 376 Comedy 79
## 380 Comedy 6
## 389 Comedy 81
## 394 Comedy 80
## 395 Comedy 66
## 398 Comedy 40
## 401 Comedy 53
## 402 Comedy 43
## 403 Comedy 40
## 404 Comedy 85
## 411 Comedy 8
## 412 Comedy 73
## 413 Comedy 53
## 416 Comedy 10
## 417 Comedy 21
## 426 Comedy 45
## 430 Comedy 21
## 433 Comedy 40
## 434 Comedy 28
## 435 Comedy 9
## 436 Comedy 48
## 439 Comedy 9
## 441 Comedy 54
## 443 Comedy 77
## 448 Comedy 74
## 460 Comedy 15
## 461 Comedy 57
## 465 Comedy 81
## 472 Comedy 20
## 482 Comedy 94
## 494 Comedy 52
## 495 Thriller 20
## 499 Comedy 16
## 504 Comedy 17
## 505 Comedy 4
## 508 Comedy 27
## 509 Comedy 14
## 510 Comedy 18
## 512 Comedy 68
## 513 Comedy 43
## 514 Comedy 93
## 516 Comedy 72
## 521 Comedy 26
## 524 Comedy 44
## 527 Comedy 84
## 528 Comedy 90
## 534 Thriller 84
## 537 Comedy 47
## 541 Thriller 93
## 553 Comedy 35
## 558 Comedy 69
## 560 Thriller 32
## 562 Thriller 38
## 565 Comedy 4
## 566 Comedy 38
## 571 Thriller 69
## 579 Comedy 47
## 582 Comedy 49
## 586 Comedy 72
## 604 Thriller 92
## 610 Thriller 72
## 614 Comedy 38
## 615 Comedy 24
## 618 Thriller 76
## 620 Comedy 23
## 622 Thriller 87
## 624 Comedy 35
## 626 Thriller 85
## 630 Comedy 97
## 634 Comedy 22
## 640 Thriller 83
## 641 Comedy 68
## 644 Thriller 55
## 648 Comedy 63
## 649 Comedy 24
## 652 Comedy 26
## 653 Comedy 14
## 842 Thriller 50View main features of data.
dim(df)## [1] 192 2names(df)## [1] "Genre" "RottenTomatoes"str(df)## 'data.frame': 192 obs. of 2 variables:
## $ Genre : chr "Thriller" "Thriller" "Thriller" "Comedy" ...
## $ RottenTomatoes: int 69 93 31 90 14 91 94 79 93 88 ...head(df)## Genre RottenTomatoes
## 6 Thriller 69
## 7 Thriller 93
## 8 Thriller 31
## 12 Comedy 90
## 13 Comedy 14
## 14 Comedy 91tail(df)## Genre RottenTomatoes
## 644 Thriller 55
## 648 Comedy 63
## 649 Comedy 24
## 652 Comedy 26
## 653 Comedy 14
## 842 Thriller 50Create an appropriate summary table for your variables.
# Create a table of summary statistics, showing the sample size, mean,
# and standard deviation for Genre and RottenTomatoes.
tapply(df$RottenTomatoes, df$Genre, mean)## Comedy Thriller
## 44.25949 60.17647tapply(df$RottenTomatoes, df$Genre, sd)## Comedy Thriller
## 27.02185 26.31795tapply(df$RottenTomatoes, df$Genre, summary)## $Comedy
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 1.00 21.25 43.00 44.26 68.00 97.00
##
## $Thriller
## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 14.00 33.50 68.00 60.18 83.75 94.00group_by(df, Genre) %>%
summarise(count = n(),mean = mean(RottenTomatoes, na.rm = TRUE),
sd = sd(RottenTomatoes, na.rm = TRUE))## `summarise()` ungrouping output (override with `.groups` argument)## # A tibble: 2 x 4
## Genre count mean sd
## <chr> <int> <dbl> <dbl>
## 1 Comedy 158 44.3 27.0
## 2 Thriller 34 60.2 26.3The means within each Genre are different. Comedy approx. 44.65 and Thriller approx. 60.91 are further to each other.
Create an appropriate visualization (graph) for your variables.
boxplot(df$RottenTomatoes ~ df$Genre,
main = "Hollywood Movies",
col = "turquoise")
Determine whether the data meets the conditions for performing an analysis of variance test.
Show calculations or visualizations that you use to justify this.
tapply(df$RottenTomatoes, df$Genre, qqnorm)
## $Comedy
## $Comedy$x
## [1] 1.669912338 -1.014956461 1.814373432 2.148859115 1.903602099
## [6] 1.553711853 -1.098120445 0.735515972 -0.596811991 -1.369362225
## [11] -0.399026854 -1.455360014 -0.167357698 -2.345779398 -0.314469396
## [16] -1.903602099 -0.297843274 0.399026854 0.938278578 -2.730224862
## [21] -0.023799350 0.183468567 0.314469396 1.256704220 -0.486542926
## [26] 0.522581061 0.364894884 -0.248435501 -0.007932451 0.577959979
## [31] -0.347989457 -0.119267676 0.963208226 1.369362225 1.014956461
## [36] 0.540854906 -0.151290155 -1.069576169 -0.559311179 -2.148859115
## [41] -1.041877764 -0.714879437 -0.451126008 -0.988751354 0.777762802
## [46] 0.866755572 0.264831538 -0.843884094 -0.654704189 -0.963208226
## [51] -0.232105985 -2.011205099 1.411056863 1.041877764 -0.135261577
## [56] 0.596811991 0.215838132 1.098120445 0.007932451 0.433630253
## [61] -1.158070070 -0.055555140 -0.938278578 0.055555140 0.103304229
## [66] 1.292446588 0.416266245 0.654704189 -1.189667217 -0.381905251
## [71] 0.674489750 -1.669912338 -0.540854906 -1.609097899 1.069576169
## [76] 0.281299084 1.502719499 -1.127588677 0.248435501 -0.468760962
## [81] 0.451126008 -0.635171673 -0.039672244 -0.215838132 1.609097899
## [86] -0.913918839 0.799413590 0.504480089 0.635171673 -1.329920993
## [91] 0.486542926 0.151290155 -1.502719499 0.232105985 1.127588677
## [96] -1.553711853 1.189667217 1.158070070 0.615878544 -0.103304229
## [101] 0.331182909 0.023799350 -0.087367066 1.455360014 -1.411056863
## [106] 0.890089703 0.347989457 -1.222498985 -0.694542955 0.087367066
## [111] -0.674489750 -0.071452064 -0.331182909 -1.292446588 0.167357698
## [116] -1.256704220 0.381905251 0.988751354 0.913918839 -0.821445764
## [121] 0.468760962 1.222498985 -0.735515972 2.345779398 0.297843274
## [126] -0.799413590 -0.777762802 -1.814373432 -0.364894884 -0.890089703
## [131] -0.756470607 0.694542955 0.039672244 2.011205099 0.821445764
## [136] -0.433630253 0.071452064 1.329920993 1.737616100 0.119267676
## [141] -0.281299084 0.756470607 -1.737616100 -0.199627202 0.135261577
## [146] 0.199627202 0.843884094 -0.183468567 -0.522581061 -0.577959979
## [151] -0.264831538 2.730224862 -0.615878544 0.714879437 0.559311179
## [156] -0.504480089 -0.416266245 -0.866755572
##
## $Comedy$y
## [1] 90 14 91 94 93 88 13 69 23 9 27 8 39 2 30 3 33 55 75 1 43 49 53 83 25
## [26] 63 54 36 43 65 28 40 77 85 78 63 39 13 24 2 13 21 26 14 71 73 52 15 22 14
## [51] 36 2 85 78 39 65 50 79 43 56 12 42 14 44 46 83 55 68 11 27 68 5 24 6 78
## [76] 52 87 12 51 25 56 22 42 38 89 14 72 62 67 9 60 48 7 50 79 6 81 80 66 40
## [101] 53 43 40 85 8 73 53 10 21 45 21 40 28 9 48 9 54 77 74 15 57 81 20 94 52
## [126] 16 17 4 27 14 18 68 43 93 72 26 44 84 90 47 35 69 4 38 47 49 72 38 24 23
## [151] 35 97 22 68 63 24 26 14
##
##
## $Thriller
## $Thriller$x
## [1] 0.03687053 1.44999891 -0.87356913 0.49918784 0.18536702 -0.03687053
## [7] 1.11533736 0.98723099 -0.18536702 -0.49918784 -0.98723099 -1.70478090
## [13] 2.17792307 -0.11081291 -1.44999891 -1.26496924 0.41728414 -2.17792307
## [19] -0.33809166 -0.77020808 -1.11533736 0.67448975 1.70478090 -0.67448975
## [25] -0.58458986 0.11081291 1.26496924 0.26096740 0.33809166 0.87356913
## [31] 0.77020808 0.58458986 -0.26096740 -0.41728414
##
## $Thriller$y
## [1] 69 93 31 79 70 67 90 89 56 49 29 19 94 58 19 19 78 14 55 32 20 84 93 32 38
## [26] 69 92 72 76 87 85 83 55 50Run the analysis of variance test.
Run one-way ANOVA for randomly designed experiment.
# Compute the analysis of variance
aov.all <- aov(df$RottenTomatoes ~ df$Genre, data = df)
# Summary of the analysis
summary (aov.all)## Df Sum Sq Mean Sq F value Pr(>F)
## df$Genre 1 7089 7089 9.795 0.00203 **
## Residuals 190 137495 724
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1The results show that within the Genre, there is a slight variability, but not that much within the Genre. As the p-value is less than the significance level 0.05, we can conclude that there are significant differences between the groups highlighted with “*" in the model summary.
F value and Pr(>F) corresponding to the p-value of the test.
leveneTest(RottenTomatoes ~ Genre, data = df)## Warning in leveneTest.default(y = y, group = group, ...): group coerced to
## factor.## Levene's Test for Homogeneity of Variance (center = median)
## Df F value Pr(>F)
## group 1 0.0579 0.8101
## 190I use Levene Test to test homogeneity of variance. The null is no difference in variances across groups. If the variance amount is not constant, so my probability of having a Type I error increases.
Perform the ANOVA and two way comparisons.
TukeyHSD(aov.all)## Tukey multiple comparisons of means
## 95% family-wise confidence level
##
## Fit: aov(formula = df$RottenTomatoes ~ df$Genre, data = df)
##
## $`df$Genre`
## diff lwr upr p adj
## Thriller-Comedy 15.91698 5.885313 25.94864 0.0020255kruskal.test(RottenTomatoes ~ Genre, data = df)##
## Kruskal-Wallis rank sum test
##
## data: RottenTomatoes by Genre
## Kruskal-Wallis chi-squared = 9.482, df = 1, p-value = 0.002075TukeyHSD is Pair-wise comparisons for this analysis of variance fit. We are returned overall 95%. For a two-way comparison, if there is a zero between the lower and upper parts of a confidence interval, then that means there is no difference. This claim can also be supported by the large p-values as well Thriller-Comedy (6.45, 26.07) No difference.
In conclusion, because the p-value is less than 0.05 we reject the null hypothesis and accept the alternative. In this case, this means that there is at least one of the population means are different.
Analysis 3: Simple Linear Regression
Analyst: Campbell Cash
When you look at the scatter plot, there is a positive correlation between the budget and world gross of the movies in the data set. When the budget of a movie is higher, the money it makes tends to increase. This is due to bigger budget movies having more popularity than smaller budget movies, like independent movies. However, when using the “cor” function, it comes out as “NA”.
From the plot, you can tell that the data meets conditions for a linear model. The data is gradually increasing in a straight line.
After using the “lm” function, I was able to do a summary for the linear model of both columns. The intercept is 26.24.
H0: p > .01 Ha: p < .01
The p-value is less than 2.2e-16, which makes it an incredibly small number, therefore I reject the null hypothesis.
The multiple R^2 is 0.5504 The adjusted R^2 is 0.5499
For the limitations; in order to make the scatter plot, I had to leave in the NA values. If I took out the NA values and tried to make the plot or interpret the data, I would get an error because the numbers would be unequal
df<-read.csv("HollywoodMovies.csv")
budget <- df$Budget
wgross <- df$WorldGross
scatter.smooth(budget, wgross)
cor(budget, wgross)## [1] NAlinearmodel <- lm(budget ~ wgross)
summary(linearmodel)##
## Call:
## lm(formula = budget ~ wgross)
##
## Residuals:
## Min 1Q Median 3Q Max
## -273.579 -20.003 -8.236 14.954 174.277
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 26.24631 1.50474 17.44 <2e-16 ***
## wgross 0.17413 0.00526 33.10 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 36.06 on 895 degrees of freedom
## (73 observations deleted due to missingness)
## Multiple R-squared: 0.5504, Adjusted R-squared: 0.5499
## F-statistic: 1096 on 1 and 895 DF, p-value: < 2.2e-16Analysis 4:[4: Multiple Linear Regression]
Analyst:[Nour Fouladi]
[Ho: If there is a significant linear relationship between the two independent variables Genre and LeadStudio, and the dependent variable AudienceScore, the slope will not equal zero]
[Ha: If there is not a significant linear relationship between the two independent variables Genre and LeadStudio, and the dependent variable AudienceScore, the slope will equal zero]
[Interpretation of model coefficients]
[f-statistic: the p-value associated to the f-statistic is 2.438e-11, meaning the model as a whole is significant, and the slope does not equal 0. Thus, we accept the null hypothesis as true]
[R2 : The model has an R2 of 0.1709, which means that at least 17% of the variability in the projected dataset is explained by the model. The adjusted R2 of the model is 0.111. The adjusted R-squared value is
decreased because the term did not improve the model’s fit by a sufficient amount.]
df<-read.csv("HollywoodMovies.csv")
ggplot(data = df, aes(x = Genre, y = AudienceScore)) +
geom_jitter() +
labs(x = "Genre", y = "Audience Score") +
ggtitle("Relationship Between Genre And Audience Score")## Warning: Removed 63 rows containing missing values (geom_point).
ggplot(data = df, aes(x = LeadStudio, y = AudienceScore)) +
geom_jitter() +
labs(x = "Lead Studio", y = "Audience Score") +
ggtitle("Relationship Between the Lead Studio And Audience Score")## Warning: Removed 63 rows containing missing values (geom_point).
#Boxplots
ggplot(data = df, mapping = aes(x = Genre, y = AudienceScore)) +
geom_boxplot() + labs(y = "AudienceScore") + ggtitle("Relationship Between Audience Score And Movie Genre")## Warning: Removed 63 rows containing non-finite values (stat_boxplot).
ggplot(data = df, mapping = aes(x = LeadStudio, y = AudienceScore)) +
geom_boxplot() + labs(y = "AudienceScore") + ggtitle("Relationship Between Audience Score And Lead Studio") ## Warning: Removed 63 rows containing non-finite values (stat_boxplot).
#Modeling + Summaries
fullmodel <- lm(AudienceScore ~ Genre + LeadStudio, data = df)
summary(fullmodel)##
## Call:
## lm(formula = AudienceScore ~ Genre + LeadStudio, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -44.76 -10.71 0.00 11.13 39.58
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 59.0597 5.4260 10.885 < 2e-16 ***
## GenreAction -3.3040 1.7205 -1.920 0.05515 .
## GenreAdventure -0.2156 3.1265 -0.069 0.94504
## GenreAnimation 0.4488 2.7101 0.166 0.86852
## GenreBiography 12.8650 4.5364 2.836 0.00468 **
## GenreComedy -5.8051 1.7373 -3.341 0.00087 ***
## GenreCrime 1.9953 4.3892 0.455 0.64952
## GenreDocumentary 9.3572 7.2056 1.299 0.19444
## GenreDrama 2.6301 2.0399 1.289 0.19764
## GenreFantasy 9.3247 6.5420 1.425 0.15442
## GenreHorror -12.0684 2.5936 -4.653 3.79e-06 ***
## GenreMusical 13.2072 7.9967 1.652 0.09899 .
## GenreMystery -8.3955 7.1497 -1.174 0.24063
## GenreRomance 3.9756 3.8554 1.031 0.30275
## GenreThriller 3.6036 3.0754 1.172 0.24163
## LeadStudioA24 -22.5597 12.3272 -1.830 0.06759 .
## LeadStudioAardman Animations 22.4915 16.7071 1.346 0.17859
## LeadStudioBuena Vista 8.7645 6.3940 1.371 0.17082
## LeadStudioCBS -2.0177 7.0091 -0.288 0.77351
## LeadStudioColumbia 10.6304 10.5309 1.009 0.31305
## LeadStudioCrest -18.5085 16.7071 -1.108 0.26826
## LeadStudioDisney 13.8492 5.9066 2.345 0.01927 *
## LeadStudioDreamWorks 19.9028 7.7114 2.581 0.01002 *
## LeadStudioFilmDistrict -6.1757 8.3492 -0.740 0.45970
## LeadStudioFocus 7.3501 6.7906 1.082 0.27938
## LeadStudioFox 1.8216 5.5545 0.328 0.74303
## LeadStudioFox Searchlight 12.0773 7.3297 1.648 0.09978 .
## LeadStudioHappy Madison -1.8482 10.5719 -0.175 0.86126
## LeadStudioHighlight Communications -2.7557 16.5384 -0.167 0.86770
## LeadStudioIFC 23.4403 12.3272 1.902 0.05758 .
## LeadStudioIndependent 0.1687 5.4899 0.031 0.97549
## LeadStudioLegendary Pictures -1.5052 12.2710 -0.123 0.90241
## LeadStudioLiberty Starz 5.1727 12.3928 0.417 0.67649
## LeadStudioLionsgate 0.6187 5.8475 0.106 0.91577
## LeadStudioMagnolia -6.0597 16.5675 -0.366 0.71464
## LeadStudioMediaplex -11.7557 16.5384 -0.711 0.47740
## LeadStudioMGM 1.9638 8.8699 0.221 0.82483
## LeadStudioMillenium Entertainment 3.9403 16.5675 0.238 0.81207
## LeadStudioMiramax -7.5476 9.4794 -0.796 0.42614
## LeadStudioMorgan Creek -8.9913 16.6542 -0.540 0.58942
## LeadStudioNew Line 2.1665 10.5092 0.206 0.83672
## LeadStudioOpen Road 4.9403 7.7505 0.637 0.52403
## LeadStudioOverture -17.0550 17.0640 -0.999 0.31785
## LeadStudioParamount 7.6980 5.5875 1.378 0.16866
## LeadStudioPixar -3.5085 16.7071 -0.210 0.83372
## LeadStudioRadius-TWC -34.9247 17.1031 -2.042 0.04146 *
## LeadStudioRegency Enterprises -7.6633 16.7714 -0.457 0.64784
## LeadStudioRelativity Media -5.0661 6.0336 -0.840 0.40134
## LeadStudioReliance -8.6898 16.6140 -0.523 0.60109
## LeadStudioRoadside Attractions 1.4403 8.3834 0.172 0.86363
## LeadStudioSamuel Goldwyn -2.0597 16.5675 -0.124 0.90109
## LeadStudioScreen Gems 0.7083 10.4949 0.067 0.94621
## LeadStudioSony 3.6197 5.5449 0.653 0.51406
## LeadStudioSpyglass Entertainment -3.0663 10.5139 -0.292 0.77063
## LeadStudioSummit 5.4747 5.9952 0.913 0.36141
## LeadStudioTriStar 8.1070 8.3834 0.967 0.33381
## LeadStudioUniversal 4.4825 5.5774 0.804 0.42181
## LeadStudioVertigo -9.7557 16.5384 -0.590 0.55543
## LeadStudioVillage Roadshow -0.5085 16.7071 -0.030 0.97573
## LeadStudioVirgin 10.3367 16.7714 0.616 0.53784
## LeadStudioWarner Bros 4.5879 5.5101 0.833 0.40528
## LeadStudioWeinstein 6.9790 5.8769 1.188 0.23535
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 15.65 on 845 degrees of freedom
## (63 observations deleted due to missingness)
## Multiple R-squared: 0.1709, Adjusted R-squared: 0.111
## F-statistic: 2.855 on 61 and 845 DF, p-value: 2.438e-11model3 <- lm(AudienceScore ~ Genre + LeadStudio, data = df)
summary(model3)##
## Call:
## lm(formula = AudienceScore ~ Genre + LeadStudio, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -44.76 -10.71 0.00 11.13 39.58
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 59.0597 5.4260 10.885 < 2e-16 ***
## GenreAction -3.3040 1.7205 -1.920 0.05515 .
## GenreAdventure -0.2156 3.1265 -0.069 0.94504
## GenreAnimation 0.4488 2.7101 0.166 0.86852
## GenreBiography 12.8650 4.5364 2.836 0.00468 **
## GenreComedy -5.8051 1.7373 -3.341 0.00087 ***
## GenreCrime 1.9953 4.3892 0.455 0.64952
## GenreDocumentary 9.3572 7.2056 1.299 0.19444
## GenreDrama 2.6301 2.0399 1.289 0.19764
## GenreFantasy 9.3247 6.5420 1.425 0.15442
## GenreHorror -12.0684 2.5936 -4.653 3.79e-06 ***
## GenreMusical 13.2072 7.9967 1.652 0.09899 .
## GenreMystery -8.3955 7.1497 -1.174 0.24063
## GenreRomance 3.9756 3.8554 1.031 0.30275
## GenreThriller 3.6036 3.0754 1.172 0.24163
## LeadStudioA24 -22.5597 12.3272 -1.830 0.06759 .
## LeadStudioAardman Animations 22.4915 16.7071 1.346 0.17859
## LeadStudioBuena Vista 8.7645 6.3940 1.371 0.17082
## LeadStudioCBS -2.0177 7.0091 -0.288 0.77351
## LeadStudioColumbia 10.6304 10.5309 1.009 0.31305
## LeadStudioCrest -18.5085 16.7071 -1.108 0.26826
## LeadStudioDisney 13.8492 5.9066 2.345 0.01927 *
## LeadStudioDreamWorks 19.9028 7.7114 2.581 0.01002 *
## LeadStudioFilmDistrict -6.1757 8.3492 -0.740 0.45970
## LeadStudioFocus 7.3501 6.7906 1.082 0.27938
## LeadStudioFox 1.8216 5.5545 0.328 0.74303
## LeadStudioFox Searchlight 12.0773 7.3297 1.648 0.09978 .
## LeadStudioHappy Madison -1.8482 10.5719 -0.175 0.86126
## LeadStudioHighlight Communications -2.7557 16.5384 -0.167 0.86770
## LeadStudioIFC 23.4403 12.3272 1.902 0.05758 .
## LeadStudioIndependent 0.1687 5.4899 0.031 0.97549
## LeadStudioLegendary Pictures -1.5052 12.2710 -0.123 0.90241
## LeadStudioLiberty Starz 5.1727 12.3928 0.417 0.67649
## LeadStudioLionsgate 0.6187 5.8475 0.106 0.91577
## LeadStudioMagnolia -6.0597 16.5675 -0.366 0.71464
## LeadStudioMediaplex -11.7557 16.5384 -0.711 0.47740
## LeadStudioMGM 1.9638 8.8699 0.221 0.82483
## LeadStudioMillenium Entertainment 3.9403 16.5675 0.238 0.81207
## LeadStudioMiramax -7.5476 9.4794 -0.796 0.42614
## LeadStudioMorgan Creek -8.9913 16.6542 -0.540 0.58942
## LeadStudioNew Line 2.1665 10.5092 0.206 0.83672
## LeadStudioOpen Road 4.9403 7.7505 0.637 0.52403
## LeadStudioOverture -17.0550 17.0640 -0.999 0.31785
## LeadStudioParamount 7.6980 5.5875 1.378 0.16866
## LeadStudioPixar -3.5085 16.7071 -0.210 0.83372
## LeadStudioRadius-TWC -34.9247 17.1031 -2.042 0.04146 *
## LeadStudioRegency Enterprises -7.6633 16.7714 -0.457 0.64784
## LeadStudioRelativity Media -5.0661 6.0336 -0.840 0.40134
## LeadStudioReliance -8.6898 16.6140 -0.523 0.60109
## LeadStudioRoadside Attractions 1.4403 8.3834 0.172 0.86363
## LeadStudioSamuel Goldwyn -2.0597 16.5675 -0.124 0.90109
## LeadStudioScreen Gems 0.7083 10.4949 0.067 0.94621
## LeadStudioSony 3.6197 5.5449 0.653 0.51406
## LeadStudioSpyglass Entertainment -3.0663 10.5139 -0.292 0.77063
## LeadStudioSummit 5.4747 5.9952 0.913 0.36141
## LeadStudioTriStar 8.1070 8.3834 0.967 0.33381
## LeadStudioUniversal 4.4825 5.5774 0.804 0.42181
## LeadStudioVertigo -9.7557 16.5384 -0.590 0.55543
## LeadStudioVillage Roadshow -0.5085 16.7071 -0.030 0.97573
## LeadStudioVirgin 10.3367 16.7714 0.616 0.53784
## LeadStudioWarner Bros 4.5879 5.5101 0.833 0.40528
## LeadStudioWeinstein 6.9790 5.8769 1.188 0.23535
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 15.65 on 845 degrees of freedom
## (63 observations deleted due to missingness)
## Multiple R-squared: 0.1709, Adjusted R-squared: 0.111
## F-statistic: 2.855 on 61 and 845 DF, p-value: 2.438e-11#Model Diagnostics
#Nearly normal residuals
ggplot(data = model3, aes(x = .resid)) +
geom_histogram(binwidth = 5) +
labs(x = "Residuals", y = "Count")
#Constant Variability of Residuals
ggplot(data = model3, aes(x = .fitted, y = .resid)) +
geom_point() +
geom_hline(yintercept = 0, linetype = "dashed") +
labs(x = "Fitted values", y = "Residuals")
Conclusion: Since the p-value was less than 0.05 we reject the null hypothesis. This means that there is not a significant linear relationship between the two independent variables Genre and LeadStudio, and the dependent variable AudienceScore, the slope will equal zero.
Analysis 5: Multiple Linear Regression
Analyst: Turk Hasnan
library (tidyverse)## -- Attaching packages -------------------------------- tidyverse 1.3.0 --## v tibble 3.0.3 v purrr 0.3.4
## v tidyr 1.1.2 v stringr 1.4.0
## v readr 1.3.1 v forcats 0.5.0## -- Conflicts ----------------------------------- tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag() masks stats::lag()
## x car::recode() masks dplyr::recode()
## x purrr::some() masks car::some()library (psych)## Warning: package 'psych' was built under R version 4.0.3##
## Attaching package: 'psych'## The following object is masked from 'package:car':
##
## logit## The following object is masked from 'package:sjstats':
##
## phi## The following objects are masked from 'package:ggplot2':
##
## %+%, alphalibrary (GGally)## Warning: package 'GGally' was built under R version 4.0.3## Registered S3 method overwritten by 'GGally':
## method from
## +.gg ggplot2library (car)
library (ggplot2)Load data
sapply(df, is.numeric)## Movie LeadStudio RottenTomatoes AudienceScore
## FALSE FALSE TRUE TRUE
## Story Genre TheatersOpenWeek OpeningWeekend
## FALSE FALSE TRUE TRUE
## BOAvgOpenWeekend DomesticGross ForeignGross WorldGross
## TRUE TRUE TRUE TRUE
## Budget Profitability OpenProfit Year
## TRUE TRUE TRUE TRUEIn this analysis, we will predict the Profitability based on Budget, OpenProfit, and OpeningWeekend.
#Basic plots using Tidyverse
ggplot(data= df)+
geom_boxplot (mapping = aes(x = Budget )) ## Warning: Removed 73 rows containing non-finite values (stat_boxplot).
ggplot(data = df) +
geom_histogram(mapping = aes(x = Budget ), binwidth = 0.5)## Warning: Removed 73 rows containing non-finite values (stat_bin).
#Summary stats using Psych
describe (df$Profitability)## vars n mean sd median trimmed mad min max range skew
## X1 1 896 384.62 631.67 254.82 283.05 177.66 2.3 10175.85 10173.55 8.27
## kurtosis se
## X1 94.44 21.1Checking numerical variables:
sapply(df, is.numeric)## Movie LeadStudio RottenTomatoes AudienceScore
## FALSE FALSE TRUE TRUE
## Story Genre TheatersOpenWeek OpeningWeekend
## FALSE FALSE TRUE TRUE
## BOAvgOpenWeekend DomesticGross ForeignGross WorldGross
## TRUE TRUE TRUE TRUE
## Budget Profitability OpenProfit Year
## TRUE TRUE TRUE TRUE#Get rid off the missing values
filldf <- df[complete.cases(df), ]
str(filldf)## 'data.frame': 835 obs. of 16 variables:
## $ Movie : chr "Spider-Man 3" "Shrek the Third" "Transformers" "Pirates of the Caribbean: At World's End" ...
## $ LeadStudio : chr "Sony" "Paramount" "Paramount" "Disney" ...
## $ RottenTomatoes : int 61 42 57 45 78 69 93 31 26 60 ...
## $ AudienceScore : int 54 57 89 74 82 69 91 72 73 90 ...
## $ Story : chr "Metamorphosis" "Quest" "Monster Force" "Rescue" ...
## $ Genre : chr "Action" "Animation" "Action" "Action" ...
## $ TheatersOpenWeek: int 4252 4122 4011 4362 4285 3606 3660 3832 3475 3103 ...
## $ OpeningWeekend : num 151.1 121.6 70.5 114.7 77.1 ...
## $ BOAvgOpenWeekend: int 35540 29507 17577 26302 17998 21411 18929 11686 12750 22844 ...
## $ DomesticGross : num 337 323 319 309 292 ...
## $ ForeignGross : num 554 476 390 654 648 ...
## $ WorldGross : num 891 799 710 963 940 ...
## $ Budget : num 258 160 150 300 150 150 110 130 70 65 ...
## $ Profitability : num 345 499 473 321 627 ...
## $ OpenProfit : num 58.6 76 47 38.2 51.4 ...
## $ Year : int 2007 2007 2007 2007 2007 2007 2007 2007 2007 2007 ...Correlation between data:
#Using psych
filldf %>%
select_if(is.numeric)%>%
pairs.panels(.,
method = "pearson", # correlation method
hist.col = "#00AFBB",
density = TRUE, # show density plots
ellipses = FALSE # do not show correlation ellipses
)
The linear regression:
lrdf <- lm(Profitability ~ Budget+ OpenProfit+ OpeningWeekend , data = filldf)
summary(lrdf)##
## Call:
## lm(formula = Profitability ~ Budget + OpenProfit + OpeningWeekend,
## data = filldf)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1521.4 -120.5 -52.4 54.7 3268.3
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 165.33147 15.13897 10.921 < 2e-16 ***
## Budget -0.74350 0.25067 -2.966 0.0031 **
## OpenProfit 3.39663 0.06359 53.415 < 2e-16 ***
## OpeningWeekend 2.24871 0.51748 4.345 1.56e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 275.7 on 831 degrees of freedom
## Multiple R-squared: 0.8011, Adjusted R-squared: 0.8003
## F-statistic: 1115 on 3 and 831 DF, p-value: < 2.2e-16Determine conditions for linear regression:
#Residual plots (linearity & variance)
plot(lrdf$residuals ~ filldf$Profitability)
abline(h = 0, lty = 3) # adds horizontal dashed line at y = 0
#Residual plots - normality
hist(lrdf$residuals)
#Residual plots - normality
qqnorm(lrdf$residuals)
qqline(lrdf$residuals) # adds diagonal line to the plot
The residual data looks relatively linear even though we can see outliers. The Histogram shows that the data is skewed right, but the distribution is not close to the normality even if we take out the outliers.
With the QQ-Plot, we can see our data is close to the normality with a few outliers.
anova(lrdf)## Analysis of Variance Table
##
## Response: Profitability
## Df Sum Sq Mean Sq F value Pr(>F)
## Budget 1 6362366 6362366 83.676 < 2.2e-16 ***
## OpenProfit 1 246626847 246626847 3243.559 < 2.2e-16 ***
## OpeningWeekend 1 1435806 1435806 18.883 1.562e-05 ***
## Residuals 831 63185817 76036
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1H0: The profitability of the movie is independent from the response variables: Budget, OpenProfit, and OpeningWeekend
HA: The profitability of a movie depends on the response variables: Budget, OpenProfit, and OpeningWeekend.
Profitability : If everything else is held constant, for every unit of Profitability added, the profitability of a movie will increase on average by 165.33147.
Budget: If everything else is held constant, for every unit of Budget added, then the profitability of a movie would decrease on average by -0.74350.
OpenProfit: If everything else is held constant, for every unit of OpenProfit added, the profitability of a movie would increase on average by 3.39663.
OpeningWeekend: If everything else is held constant, for every unit of OpeningWeekend added, the profitability of a movie would increase on average by 0.299194.
R-squared interpretation: Nearly 80.03% of the variation in the profitability of a movie is accounted for the by our model.
# The linear regression
lrdf <- lm(Profitability ~ Budget + OpenProfit + OpeningWeekend, data = filldf)
summary(lrdf)##
## Call:
## lm(formula = Profitability ~ Budget + OpenProfit + OpeningWeekend,
## data = filldf)
##
## Residuals:
## Min 1Q Median 3Q Max
## -1521.4 -120.5 -52.4 54.7 3268.3
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 165.33147 15.13897 10.921 < 2e-16 ***
## Budget -0.74350 0.25067 -2.966 0.0031 **
## OpenProfit 3.39663 0.06359 53.415 < 2e-16 ***
## OpeningWeekend 2.24871 0.51748 4.345 1.56e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 275.7 on 831 degrees of freedom
## Multiple R-squared: 0.8011, Adjusted R-squared: 0.8003
## F-statistic: 1115 on 3 and 831 DF, p-value: < 2.2e-16We have a strong evidence against the H0 because the p_value is very close to zero.
With our model we can predict that 80.03% of profitability of a movie is accounted for a Budget, OpenProfit, and OpeningWeekend. We are confident that Budget, OpenProfit,and OpeningWeekend are independent of profitability of a Hollywood Movie.
#Discussing any limitation of the Model
ncvTest(lrdf)## Non-constant Variance Score Test
## Variance formula: ~ fitted.values
## Chisquare = 2276.927, Df = 1, p = < 2.22e-16#leverage plots
leveragePlots(lrdf) #leverage plots
#Bonferonni "p-value for most extreme obs
outlierTest(lrdf) ## rstudent unadjusted p-value Bonferroni p
## 563 13.274877 1.3109e-36 1.0946e-33
## 483 9.546740 1.4527e-20 1.2130e-17
## 15 9.228105 2.2362e-19 1.8672e-16
## 780 -8.631193 3.0699e-17 2.5633e-14
## 382 8.063935 2.5741e-15 2.1493e-12
## 173 7.314649 6.0853e-13 5.0812e-10
## 934 5.179634 2.7923e-07 2.3316e-04
## 773 4.343993 1.5723e-05 1.3129e-02
## 889 -4.216783 2.7505e-05 2.2967e-02#qq plot for studentized resid
qqPlot(lrdf, main = "QQ Plot" ) 
## 483 563
## 457 529Recommendations
One limitation that we faced in our analysis is that we are limited to the data in our csv file, so the numbers are not real time, as people go back and watch movies over and over again. Another limitation is that even though all the NA values were removed, some of the variables can still to be affected by potential outliers. Another limitation is that the chi-square test had a warning message that the values may be incorrect. One statistically significant finding we evaluated was that there is at least one difference where the success of a genre of the movie was affected by the time that the movie was released. We were also able to deduce that there is not a significant linear relationship between the LeadStudio and the AudienceScore. This gives us new sight because we now know that the year a movie is released may affect its success while the LeadStudio will not.
Reflections
The unit projects allowed the entire team to review the topics we touched on in class. Since we are applying it to a data set of our own choosing we can further expand our knowledge of it. One piece of new knowledge that we learned about our statistical analysis is that you can look into almost any pair of variables, that at first sight you think are not related, but find some correlation between the two. By creating the unit projects we learned how to subset and make combine categories within a variable for testing. We also mastered reading and analyzing p-values from different types of tests and when to reject or accept the null values. We also learned the important of working together and communicating with each other, since this is the first time many of us worked on a group coding project. One challenge that we faced as a group was sub-setting in the beginning. Once we were able to create our subsets other issues arose like subsets having different lengths, etc.