Linear Regression of Disney Movies
Dhiraj Basnet
11/15/2021
This is a continuation of the third phase of the project. We are loading data from the data set. The third phase can be found at the following link
http://rpubs.com/dhirajbasnet/834553
Since this is a different rmd file we will need to load the dataset again. Loading data from the github link.
df <- read.csv("https://raw.githubusercontent.com/nurfnick/Data_Sets_For_Stats/master/CuratedDataSets/DisneyMoviesDataset.csv")Cleaning our data.
The dataset consists of a lot of columns that have majority of values as empty. We will remove such columns.We removed 16 variables out of 32 keeping only the ones that are used. Also, the variables that were removed had large number of empty entries. We are also removing any row that has imdb value of “N/A” and Empty Values.
df <- df[c(1:14,22,23)]
df<-df[!(df$imdb=="N/A" | df$imdb ==""),]
df<-df[!(is.na(df$Box.office..float.) | is.na(df$Budget..float.)),]We will need to create a factor so we will do the same thing that we did in phase II. We will create imdb as a factor. For movies that have a rating of 7.0 and higher, they will be considered Great Movies for our project. Else they will be called “Not So Great Movies”
library(dplyr)
df <- df %>% mutate(
imdb = factor(imdb >= 7.0 , levels = c(TRUE, FALSE),
labels = c('Great Movies', 'Not So Great Movies'))
)tail(df)## X title
## 409 408 Toy Story 4
## 410 409 The Lion King
## 411 410 Maleficent: Mistress of Evil
## 414 413 Frozen II
## 417 416 Onward
## 426 425 Mulan
## Production.company
## 409
## 410 ['Walt Disney Pictures', 'Fairview Entertainment']
## 411 ['Walt Disney Pictures', 'Roth/Kirschenbaum Films']
## 414 ['Walt Disney Pictures', 'Walt Disney Animation Studios']
## 417 ['Walt Disney Pictures', 'Pixar Animation Studios']
## 426 ['Walt Disney Pictures', 'Jason T. Reed Productions', 'Good Fear Productions']
## Release.date
## 409 ['June 11, 2019 ( El Capitan Theatre )', 'June 21, 2019 (United States)']
## 410 ['July 9, 2019 ( Hollywood )', 'July 19, 2019 (United States)']
## 411 ['October 18, 2019']
## 414 ['November 7, 2019 ( Dolby Theatre )', 'November 22, 2019 (United States)']
## 417 ['February 21, 2020 ( Berlinale )', 'March 6, 2020 (United States)']
## 426 ['March 9, 2020 ( Hollywood )', 'September 4, 2020 (United States)']
## Running.time Country Language Running.time..int. Budget..float.
## 409 100 minutes United States English 100 200000000
## 410 118 minutes United States English 118 250000000
## 411 119 minutes United States English 119 185000000
## 414 103 minutes United States English 103 150000000
## 417 102 minutes United States 102 175000000
## 426 115 minutes United States English 115 200000000
## Box.office..float. Release.date..datetime. imdb metascore
## 409 1.073e+09 6/11/2019 Great Movies 84
## 410 1.657e+09 7/9/2019 Great Movies 88
## 411 4.917e+08 10/18/2019 Not So Great Movies 43
## 414 1.450e+09 11/7/2019 Not So Great Movies 64
## 417 1.364e+08 2/21/2020 Great Movies 61
## 426 5.700e+07 3/9/2020 Great Movies 71
## rotten_tomatoes Budget Box.office
## 409 97% $200 million $1.073 billion
## 410 93% $250–260 million $1.657 billion
## 411 40% $185 million $491.7 million
## 414 77% $150 million $1.450 billion
## 417 88% $175–200 million $136.4 million
## 426 86% $200 million $57 millionGetting started with a simple regression here. We will be seeing if budget can predict the box office collections.
linear <- lm(Box.office..float. ~ Budget..float., df)
summary(linear)##
## Call:
## lm(formula = Box.office..float. ~ Budget..float., data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -691113468 -75713381 -31865804 32294954 959587812
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.604e+07 1.749e+07 1.489 0.138
## Budget..float. 3.096e+00 1.786e-01 17.333 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 205800000 on 250 degrees of freedom
## Multiple R-squared: 0.5458, Adjusted R-squared: 0.544
## F-statistic: 300.4 on 1 and 250 DF, p-value: < 2.2e-16We can use the predict function af follows.
a <- data.frame(Budget..float. = c(100))
predict(linear,a)## 1
## 26043455This says that for 100 dollars in budget 26043455 dollars in box office can be expected. Our dataset has huge number so this is not really unusual considering how our dataset is. Honestly, I have no idea how accurate this is.
Now, we will get to calculating the sum of the square error which is main element in linear regression.
sum(
(predict(linear,df)
-df$Box.office..float.)
^2)## [1] 1.058752e+19This is the value that linear regression attempts to minimize.
And here is the residual standard error.
sqrt(sum((predict(linear,df)-df$Box.office..float.)^2)/250)## [1] 205791302We can also see the residual error below using the following code.
summary(linear)##
## Call:
## lm(formula = Box.office..float. ~ Budget..float., data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -691113468 -75713381 -31865804 32294954 959587812
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 2.604e+07 1.749e+07 1.489 0.138
## Budget..float. 3.096e+00 1.786e-01 17.333 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 205800000 on 250 degrees of freedom
## Multiple R-squared: 0.5458, Adjusted R-squared: 0.544
## F-statistic: 300.4 on 1 and 250 DF, p-value: < 2.2e-16Here, we can see that the budget was identified as important and the intercepts wa not.
We can examine the efficacy of performing a regression by examining the plots.
plot(linear)
If we look at the qq plot, we can see that most of the figures fall in line but there are still significant outliers that can mess up the accuracy of the regression.
##Regression with no intercept We will force the intercept to be zero.
linearNoIntercept <- lm(Box.office..float. ~ 0 +Budget..float., df)
summary(linearNoIntercept)##
## Call:
## lm(formula = Box.office..float. ~ 0 + Budget..float., data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -719806716 -61233017 -8808764 49441372 958851900
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## Budget..float. 3.2743 0.1327 24.67 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 206300000 on 251 degrees of freedom
## Multiple R-squared: 0.7081, Adjusted R-squared: 0.7069
## F-statistic: 608.8 on 1 and 251 DF, p-value: < 2.2e-16We get a better adjusted R-squared.
##Multiple Regression
multiple <- lm(Box.office..float. ~ Budget..float. + imdb, df)
summary(multiple)##
## Call:
## lm(formula = Box.office..float. ~ Budget..float. + imdb, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -655586860 -110256789 -11939725 45822522 1025099029
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.148e+08 2.310e+07 4.969 1.25e-06 ***
## Budget..float. 2.989e+00 1.701e-01 17.572 < 2e-16 ***
## imdbNot So Great Movies -1.382e+08 2.511e+07 -5.505 9.18e-08 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 194700000 on 249 degrees of freedom
## Multiple R-squared: 0.5951, Adjusted R-squared: 0.5918
## F-statistic: 183 on 2 and 249 DF, p-value: < 2.2e-16It appears that movies with “Not So Great Movies” on imdb rating have a -1.382e+0.08 box office collections. P value looks significant here.
multiple2 <- lm(Box.office..float. ~ Budget..float.:imdb, df)
summary(multiple2)##
## Call:
## lm(formula = Box.office..float. ~ Budget..float.:imdb, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -762252513 -67857646 -31766799 39786432 1090565712
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 3.167e+07 1.594e+07 1.987 0.048
## Budget..float.:imdbGreat Movies 3.938e+00 1.997e-01 19.723 <2e-16
## Budget..float.:imdbNot So Great Movies 2.185e+00 2.053e-01 10.644 <2e-16
##
## (Intercept) *
## Budget..float.:imdbGreat Movies ***
## Budget..float.:imdbNot So Great Movies ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 187300000 on 249 degrees of freedom
## Multiple R-squared: 0.6252, Adjusted R-squared: 0.6222
## F-statistic: 207.7 on 2 and 249 DF, p-value: < 2.2e-16This gives different coefficients for budgets whether the imdb rating is good or bad. The coefficients for both values of imdb are significant.
multiple3 <- lm(Box.office..float. ~ Budget..float.*imdb, df)
summary(multiple3)##
## Call:
## lm(formula = Box.office..float. ~ Budget..float. * imdb, data = df)
##
## Residuals:
## Min 1Q Median 3Q Max
## -755664093 -68826774 -25330863 37346995 1089436256
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 5.386e+07 2.586e+07 2.083 0.0383
## Budget..float. 3.794e+00 2.393e-01 15.853 < 2e-16
## imdbNot So Great Movies -3.576e+07 3.283e+07 -1.089 0.2772
## Budget..float.:imdbNot So Great Movies -1.511e+00 3.279e-01 -4.609 6.49e-06
##
## (Intercept) *
## Budget..float. ***
## imdbNot So Great Movies
## Budget..float.:imdbNot So Great Movies ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 187200000 on 248 degrees of freedom
## Multiple R-squared: 0.627, Adjusted R-squared: 0.6225
## F-statistic: 139 on 3 and 248 DF, p-value: < 2.2e-16We will run a regression predicting box office collections so see what it looks like.
multiple4 <- lm(Box.office..float. ~.,df)
head(head(head(summary(multiple4))))## $call
## lm(formula = Box.office..float. ~ ., data = df)
##
## $terms
## Box.office..float. ~ X + title + Production.company + Release.date +
## Running.time + Country + Language + Running.time..int. +
## Budget..float. + Release.date..datetime. + imdb + metascore +
## rotten_tomatoes + Budget + Box.office
## attr(,"variables")
## list(Box.office..float., X, title, Production.company, Release.date,
## Running.time, Country, Language, Running.time..int., Budget..float.,
## Release.date..datetime., imdb, metascore, rotten_tomatoes,
## Budget, Box.office)
## attr(,"factors")
## X title Production.company Release.date Running.time
## Box.office..float. 0 0 0 0 0
## X 1 0 0 0 0
## title 0 1 0 0 0
## Production.company 0 0 1 0 0
## Release.date 0 0 0 1 0
## Running.time 0 0 0 0 1
## Country 0 0 0 0 0
## Language 0 0 0 0 0
## Running.time..int. 0 0 0 0 0
## Budget..float. 0 0 0 0 0
## Release.date..datetime. 0 0 0 0 0
## imdb 0 0 0 0 0
## metascore 0 0 0 0 0
## rotten_tomatoes 0 0 0 0 0
## Budget 0 0 0 0 0
## Box.office 0 0 0 0 0
## Country Language Running.time..int. Budget..float.
## Box.office..float. 0 0 0 0
## X 0 0 0 0
## title 0 0 0 0
## Production.company 0 0 0 0
## Release.date 0 0 0 0
## Running.time 0 0 0 0
## Country 1 0 0 0
## Language 0 1 0 0
## Running.time..int. 0 0 1 0
## Budget..float. 0 0 0 1
## Release.date..datetime. 0 0 0 0
## imdb 0 0 0 0
## metascore 0 0 0 0
## rotten_tomatoes 0 0 0 0
## Budget 0 0 0 0
## Box.office 0 0 0 0
## Release.date..datetime. imdb metascore rotten_tomatoes
## Box.office..float. 0 0 0 0
## X 0 0 0 0
## title 0 0 0 0
## Production.company 0 0 0 0
## Release.date 0 0 0 0
## Running.time 0 0 0 0
## Country 0 0 0 0
## Language 0 0 0 0
## Running.time..int. 0 0 0 0
## Budget..float. 0 0 0 0
## Release.date..datetime. 1 0 0 0
## imdb 0 1 0 0
## metascore 0 0 1 0
## rotten_tomatoes 0 0 0 1
## Budget 0 0 0 0
## Box.office 0 0 0 0
## Budget Box.office
## Box.office..float. 0 0
## X 0 0
## title 0 0
## Production.company 0 0
## Release.date 0 0
## Running.time 0 0
## Country 0 0
## Language 0 0
## Running.time..int. 0 0
## Budget..float. 0 0
## Release.date..datetime. 0 0
## imdb 0 0
## metascore 0 0
## rotten_tomatoes 0 0
## Budget 1 0
## Box.office 0 1
## attr(,"term.labels")
## [1] "X" "title"
## [3] "Production.company" "Release.date"
## [5] "Running.time" "Country"
## [7] "Language" "Running.time..int."
## [9] "Budget..float." "Release.date..datetime."
## [11] "imdb" "metascore"
## [13] "rotten_tomatoes" "Budget"
## [15] "Box.office"
## attr(,"order")
## [1] 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1
## attr(,"intercept")
## [1] 1
## attr(,"response")
## [1] 1
## attr(,".Environment")
## <environment: R_GlobalEnv>
## attr(,"predvars")
## list(Box.office..float., X, title, Production.company, Release.date,
## Running.time, Country, Language, Running.time..int., Budget..float.,
## Release.date..datetime., imdb, metascore, rotten_tomatoes,
## Budget, Box.office)
## attr(,"dataClasses")
## Box.office..float. X title
## "numeric" "numeric" "character"
## Production.company Release.date Running.time
## "character" "character" "character"
## Country Language Running.time..int.
## "character" "character" "numeric"
## Budget..float. Release.date..datetime. imdb
## "numeric" "character" "factor"
## metascore rotten_tomatoes Budget
## "character" "character" "character"
## Box.office
## "character"
##
## $residuals
## 2 3 4 5 6 7 9 11 12 14 15 17 18 19 21 22 23 26 28 41
## 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## 42 44 47 50 51 56 58 68 73 85 87 92 99 103 112 117 128 132 134 142
## 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## 145 147 148 151 152 156 158 159 160 161 164 165 168 169 170 172 174 175 177 178
## 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## 179 180 181 182 183 186 187 188 189 191 194 195 197 200 201 203 204 205 206 208
## 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## 210 212 213 214 216 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232
## 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253
## 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## 254 255 256 257 258 259 260 261 262 263 264 265 266 267 269 270 271 272 274 276
## 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## 277 278 280 281 282 283 284 285 286 287 288 290 291 292 293 294 295 296 297 298
## 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## 299 301 302 303 305 306 307 308 309 310 311 312 315 316 318 319 320 321 323 326
## 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## 327 328 329 331 332 333 334 336 338 340 343 345 346 347 348 349 350 351 352 354
## 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## 355 356 357 358 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375
## 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## 376 377 378 380 381 382 383 385 386 387 388 389 390 392 393 394 395 396 399 400
## 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
## 401 402 403 404 405 406 409 410 411 414 417 426
## 0 0 0 0 0 0 0 0 0 0 0 0
##
## $coefficients
## Estimate
## (Intercept) 199064203.7
## X 565747.9
## title102 Dalmatians -152375193.0
## title20,000 Leagues Under the Sea -185007900.9
## titleA Bug's Life 35245277.4
## titleA Christmas Carol -57932267.9
## titleA Kid in King Arthur's Court -301076773.2
## titleA Wrinkle in Time -291397611.7
## titleAfrican Cats -362781477.8
## titleAir Bud -295728739.4
## titleAladdin 202635428.3
## titleAlexander and the Terrible, Horrible, No Good, Very Bad Day -307690922.9
## titleAlice in Wonderland -203647665.7
## titleAlice Through the Looking Glass -116311393.4
## titleAngels in the Outfield -258619294.3
## titleAround the World in 80 Days -281313377.6
## titleAtlantis: The Lost Empire -5281109.7
## titleBabes in Toyland -225580337.6
## titleBambi 64941309.0
## titleBears -384262183.5
## titleBeauty and the Beast 140898419.8
## titleBedknobs and Broomsticks -238870488.5
## titleBedtime Stories -164374789.0
## titleBeverly Hills Chihuahua -927976001.1
## titleBig Hero 6 248843329.2
## titleBlank Check -275956302.8
## titleBolt -66709041.1
## titleBon Voyage! -226311833.4
## titleBorn in China -396303124.4
## titleBrave 141626791.2
## titleBridge to Terabithia -229657074.9
## titleBrother Bear 47703932.5
## titleCars 97171664.6
## titleCars 2 166721278.6
## titleCars 3 -38634620.2
## titleCheetah -286521920.1
## titleChicken Little 99823226.8
## titleChimpanzee -362841713.0
## titleChristopher Robin -228229107.5
## titleCinderella 55483830.1
## titleCoco 382868136.2
## titleCollege Road Trip -321814553.7
## titleConfessions of a Teenage Drama Queen -318716133.9
## titleCool Runnings -149959059.1
## titleDinosaur 15522050.6
## titleDoug's 1st Movie -310351966.2
## titleDragonslayer -269826387.2
## titleDuckTales the Movie: Treasure of the Lost Lamp -277707092.9
## titleDumbo -200592943.1
## titleEarth -270537780.5
## titleEight Below -242631091.7
## titleEnchanted -31117310.1
## titleFantasia -117461447.4
## titleFantasia 2000 -95955126.6
## titleFinding Dory 612122858.7
## titleFinding Nemo 593009849.2
## titleFirst Kid -293076711.2
## titleFlight of the Navigator -273282244.6
## titleFlubber -146660235.2
## titleFrankenweenie -318404704.6
## titleFreaky Friday -234914185.7
## titleFrozen 876135060.2
## titleFrozen II 1017281917.8
## titleG-Force -88435024.2
## titleGeorge of the Jungle -148562991.6
## titleGhosts of the Abyss -316892907.1
## titleHannah Montana and Miley Cyrus: Best of Both Worlds Concert -302148805.9
## titleHannah Montana: The Movie -378971863.4
## titleHerbie: Fully Loaded -214505108.6
## titleHercules -69697243.7
## titleHocus Pocus -264793311.2
## titleHoles -274758655.0
## titleHome on the Range -60590554.9
## titleHoney, I Blew Up the Kid -241633076.0
## titleHoney, I Shrunk the Kids -71409849.2
## titleI'll Be Home for Christmas -1017553178.4
## titleIce Princess -330439360.7
## titleIncredibles 2 817636640.4
## titleInside Out 445648841.9
## titleInspector Gadget -197049209.9
## titleInto the Woods -196422418.7
## titleInvincible -307459831.2
## titleJames and the Giant Peach -289537008.4
## titleJohn Carter -112975965.1
## titleJungle 2 Jungle -261931495.8
## titleKhoobsurat -396825175.0
## titleLady and the Tramp -27339396.7
## titleLilo & Stitch 77758655.0
## titleMake Mine Music -201446682.6
## titleMaleficent 351806320.8
## titleMaleficent: Mistress of Evil 60679161.5
## titleMan of the House -271577038.8
## titleMarch of the Penguins -292871628.6
## titleMars Needs Moms -353349982.0
## titleMary Poppins -136698051.8
## titleMary Poppins Returns -78126351.2
## titleMax Keeble's Big Move -320203932.5
## titleMcFarland, USA -364388166.6
## titleMeet the Deedles -321391731.0
## titleMelody Time -203858926.3
## titleMighty Joe Young -278020470.5
## titleMillion Dollar Arm -366927931.4
## titleMiracle -286750386.0
## titleMoana 271659867.2
## titleMonkey Kingdom -394119662.4
## titleMonsters University 341432303.9
## titleMonsters, Inc. 238030319.6
## titleMr. Magoo -296325983.1
## titleMulan 124233848.1
## titleMuppet Treasure Island -283005512.7
## titleMuppets Most Wanted -324596435.6
## titleMy Favorite Martian -292386218.3
## titleNational Treasure -8276369.2
## titleNational Treasure: Book of Secrets 87016942.0
## titleNever Cry Wolf -260852370.3
## titleNewsies -296967328.1
## titleOceans -303061007.3
## titleOld Dogs -286698015.8
## titleOliver & Company -172544101.3
## titleOne Hundred and One Dalmatians 75648401.8
## titleOnward -298015325.8
## titleOperation Dumbo Drop -289240679.3
## titleOz the Great and Powerful 92263799.7
## titlePete's Dragon -274308637.0
## titlePeter Pan -122979161.5
## titlePiglet's Big Movie -282127159.3
## titlePinocchio -36195699.5
## titlePirates of the Caribbean: At World's End 592211429.4
## titlePirates of the Caribbean: Dead Man's Chest 700605916.7
## titlePirates of the Caribbean: Dead Men Tell No Tales 372931127.7
## titlePirates of the Caribbean: On Stranger Tides 651187026.4
## titlePirates of the Caribbean: The Curse of the Black Pearl 306444101.3
## titlePlanes -163999191.9
## titlePlanes: Fire & Rescue -260259427.1
## titlePocahontas 179046049.5
## titlePollyanna -221338606.6
## titlePooh's Heffalump Movie -304007864.9
## titlePopeye -222229143.5
## titlePrince of Persia: The Sands of Time -49926755.2
## titleProm -384147225.7
## titleQueen of Katwe -408174384.9
## titleRace to Witch Mountain -319298823.9
## titleRalph Breaks the Internet 102239396.7
## titleRatatouille 251345681.5
## titleRecess: School's Out -292606688.8
## titleRemember The Titans -198709445.1
## titleReturn to Never Land -225401176.1
## titleReturn to Oz -277918118.2
## titleRobin Hood -229862219.5
## titleRocketMan -308694487.3
## titleRoving Mars -351565343.8
## titleSaving Mr. Banks -286530687.7
## titleSecretariat -328289746.8
## titleShipwrecked -282404336.5
## titleSky High -320063395.6
## titleSleeping Beauty -170094119.3
## titleSnow Dogs -224935428.3
## titleSnow White and the Seven Dwarfs 218370048.4
## titleSo Dear to My Heart -203284674.2
## titleSomething Wicked This Way Comes -279486622.4
## titleSong of the South -140287430.5
## titleSwiss Family Robinson -186785850.3
## titleTall Tale -301213781.7
## titleTangled 202678757.4
## titleTarzan 117316538.0
## titleTeacher's Pet -344184638.2
## titleTex -279355126.6
## titleThe Adventures of Huck Finn -279627563.3
## titleThe Aristocats -63507496.9
## titleThe BFG -222242889.1
## titleThe Big Green -297342521.1
## titleThe Black Cauldron -268283866.1
## titleThe Black Hole -243034656.2
## titleThe Chronicles of Narnia: Prince Caspian 45819698.4
## titleThe Chronicles of Narnia: The Lion, the Witch and the Wardrobe 383566151.9
## titleThe Country Bears -324198419.8
## titleThe Emperor's New Groove -20949614.0
## titleThe Finest Hours -361948401.8
## titleThe Fox and the Hound -220992135.1
## titleThe Game Plan -224451562.2
## titleThe Good Dinosaur -81282653.9
## titleThe Great Mouse Detective -252581109.7
## titleThe Greatest Game Ever Played -344902352.3
## titleThe Happiest Millionaire -242718522.2
## titleThe Haunted Mansion -167253142.4
## titleThe Hunchback of Notre Dame 152588570.6
## titleThe Incredibles 277789378.7
## titleThe Island at the Top of the World -254690958.9
## titleThe Jungle Book 131412973.6
## titleThe Jungle Book 2 -208761411.4
## titleThe Kid -224543697.2
## titleThe Last Flight of Noah's Ark -270663395.6
## titleThe Lion King 806537780.5
## titleThe Living Desert -208910657.3
## titleThe Lizzie McGuire Movie -291224402.9
## titleThe Lone Ranger -142233444.0
## titleThe Love Bug -199283261.7
## titleThe Mighty Ducks -250098823.9
## titleThe Muppet Christmas Carol -274830319.6
## titleThe Muppets -231310217.2
## titleThe Nightmare Before Christmas -277425579.1
## titleThe Nutcracker and the Four Realms -252494855.4
## titleThe Odd Life of Timothy Green -343338956.7
## titleThe Pacifier -158873612.8
## titleThe Parent Trap -234823226.8
## titleThe Princess and the Frog -115063763.7
## titleThe Princess Diaries -172938184.6
## titleThe Princess Diaries 2: Royal Engagement -219944873.4
## titleThe Reluctant Dragon -200367195.3
## titleThe Rescuers -104177177.3
## titleThe Rocketeer -251935832.3
## titleThe Rookie -260366924.0
## titleThe Santa Clause -120150790.1
## titleThe Santa Clause 2 -170429915.6
## titleThe Santa Clause 3: The Escape Clause -256291327.0
## titleThe Shaggy Dog -209959867.2
## titleThe Sorcerer's Apprentice -172158251.0
## titleThe Straight Story -325814957.8
## titleThe Sword and the Rose -209944909.4
## titleThe Sword in the Stone -214769312.3
## titleThe Three Musketeers -251524807.0
## titleThe Tigger Movie -237512201.5
## titleThe Watcher in the Woods -275531899.8
## titleThe Wild -261962587.5
## titleThird Man on the Mountain -221691363.0
## titleTomorrowland -202785410.3
## titleToy Story 57425983.1
## titleToy Story 2 164819294.3
## titleToy Story 3 680107496.9
## titleToy Story 4 643110657.3
## titleTreasure Island -204581917.8
## titleTreasure Planet -88004336.5
## titleTron: Legacy 19147261.7
## titleTuck Everlasting -323464167.7
## titleUnderdog -304620066.4
## titleUp 354996471.6
## titleValiant -298036604.4
## titleVictory Through Air Power -202791186.8
## titleWALL-E 158853950.5
## titleWhite Fang -262138588.6
## titleWinnie the Pooh -345844469.3
## titleWreck-It Ralph 70729547.5
## titleZootopia 609385850.3
## Production.company['Walt Disney Pictures', 'Fairview Entertainment'] 420007128.9
## Production.company['Walt Disney Pictures', 'Gunn Films'] 47292539.1
## Production.company['Walt Disney Pictures', 'Jason T. Reed Productions', 'Good Fear Productions'] -506740904.9
## Production.company['Walt Disney Pictures', 'Kinberg Genre', 'Allison Shearmur Productions', 'Beagle Pug Films'] 76262255.5
## Production.company['Walt Disney Pictures', 'Mandeville Films', 'Boxing Cat Films'] -66636972.4
## Production.company['Walt Disney Pictures', 'Mandeville Films'] 702264203.7
## Production.company['Walt Disney Pictures', 'Roth Films', 'The Zanuck Company', 'Team Todd'] 844018154.2
## Production.company['Walt Disney Pictures', 'Tim Burton Productions', 'Infinite Detective Productions', 'Secret Machine Entertainment'] 125700844.1
## Production.company['Walt Disney Pictures', 'Walt Disney Feature Animation'] -146291327.0
## Std. Error
## (Intercept) NaN
## X NaN
## title102 Dalmatians NaN
## title20,000 Leagues Under the Sea NaN
## titleA Bug's Life NaN
## titleA Christmas Carol NaN
## titleA Kid in King Arthur's Court NaN
## titleA Wrinkle in Time NaN
## titleAfrican Cats NaN
## titleAir Bud NaN
## titleAladdin NaN
## titleAlexander and the Terrible, Horrible, No Good, Very Bad Day NaN
## titleAlice in Wonderland NaN
## titleAlice Through the Looking Glass NaN
## titleAngels in the Outfield NaN
## titleAround the World in 80 Days NaN
## titleAtlantis: The Lost Empire NaN
## titleBabes in Toyland NaN
## titleBambi NaN
## titleBears NaN
## titleBeauty and the Beast NaN
## titleBedknobs and Broomsticks NaN
## titleBedtime Stories NaN
## titleBeverly Hills Chihuahua NaN
## titleBig Hero 6 NaN
## titleBlank Check NaN
## titleBolt NaN
## titleBon Voyage! NaN
## titleBorn in China NaN
## titleBrave NaN
## titleBridge to Terabithia NaN
## titleBrother Bear NaN
## titleCars NaN
## titleCars 2 NaN
## titleCars 3 NaN
## titleCheetah NaN
## titleChicken Little NaN
## titleChimpanzee NaN
## titleChristopher Robin NaN
## titleCinderella NaN
## titleCoco NaN
## titleCollege Road Trip NaN
## titleConfessions of a Teenage Drama Queen NaN
## titleCool Runnings NaN
## titleDinosaur NaN
## titleDoug's 1st Movie NaN
## titleDragonslayer NaN
## titleDuckTales the Movie: Treasure of the Lost Lamp NaN
## titleDumbo NaN
## titleEarth NaN
## titleEight Below NaN
## titleEnchanted NaN
## titleFantasia NaN
## titleFantasia 2000 NaN
## titleFinding Dory NaN
## titleFinding Nemo NaN
## titleFirst Kid NaN
## titleFlight of the Navigator NaN
## titleFlubber NaN
## titleFrankenweenie NaN
## titleFreaky Friday NaN
## titleFrozen NaN
## titleFrozen II NaN
## titleG-Force NaN
## titleGeorge of the Jungle NaN
## titleGhosts of the Abyss NaN
## titleHannah Montana and Miley Cyrus: Best of Both Worlds Concert NaN
## titleHannah Montana: The Movie NaN
## titleHerbie: Fully Loaded NaN
## titleHercules NaN
## titleHocus Pocus NaN
## titleHoles NaN
## titleHome on the Range NaN
## titleHoney, I Blew Up the Kid NaN
## titleHoney, I Shrunk the Kids NaN
## titleI'll Be Home for Christmas NaN
## titleIce Princess NaN
## titleIncredibles 2 NaN
## titleInside Out NaN
## titleInspector Gadget NaN
## titleInto the Woods NaN
## titleInvincible NaN
## titleJames and the Giant Peach NaN
## titleJohn Carter NaN
## titleJungle 2 Jungle NaN
## titleKhoobsurat NaN
## titleLady and the Tramp NaN
## titleLilo & Stitch NaN
## titleMake Mine Music NaN
## titleMaleficent NaN
## titleMaleficent: Mistress of Evil NaN
## titleMan of the House NaN
## titleMarch of the Penguins NaN
## titleMars Needs Moms NaN
## titleMary Poppins NaN
## titleMary Poppins Returns NaN
## titleMax Keeble's Big Move NaN
## titleMcFarland, USA NaN
## titleMeet the Deedles NaN
## titleMelody Time NaN
## titleMighty Joe Young NaN
## titleMillion Dollar Arm NaN
## titleMiracle NaN
## titleMoana NaN
## titleMonkey Kingdom NaN
## titleMonsters University NaN
## titleMonsters, Inc. NaN
## titleMr. Magoo NaN
## titleMulan NaN
## titleMuppet Treasure Island NaN
## titleMuppets Most Wanted NaN
## titleMy Favorite Martian NaN
## titleNational Treasure NaN
## titleNational Treasure: Book of Secrets NaN
## titleNever Cry Wolf NaN
## titleNewsies NaN
## titleOceans NaN
## titleOld Dogs NaN
## titleOliver & Company NaN
## titleOne Hundred and One Dalmatians NaN
## titleOnward NaN
## titleOperation Dumbo Drop NaN
## titleOz the Great and Powerful NaN
## titlePete's Dragon NaN
## titlePeter Pan NaN
## titlePiglet's Big Movie NaN
## titlePinocchio NaN
## titlePirates of the Caribbean: At World's End NaN
## titlePirates of the Caribbean: Dead Man's Chest NaN
## titlePirates of the Caribbean: Dead Men Tell No Tales NaN
## titlePirates of the Caribbean: On Stranger Tides NaN
## titlePirates of the Caribbean: The Curse of the Black Pearl NaN
## titlePlanes NaN
## titlePlanes: Fire & Rescue NaN
## titlePocahontas NaN
## titlePollyanna NaN
## titlePooh's Heffalump Movie NaN
## titlePopeye NaN
## titlePrince of Persia: The Sands of Time NaN
## titleProm NaN
## titleQueen of Katwe NaN
## titleRace to Witch Mountain NaN
## titleRalph Breaks the Internet NaN
## titleRatatouille NaN
## titleRecess: School's Out NaN
## titleRemember The Titans NaN
## titleReturn to Never Land NaN
## titleReturn to Oz NaN
## titleRobin Hood NaN
## titleRocketMan NaN
## titleRoving Mars NaN
## titleSaving Mr. Banks NaN
## titleSecretariat NaN
## titleShipwrecked NaN
## titleSky High NaN
## titleSleeping Beauty NaN
## titleSnow Dogs NaN
## titleSnow White and the Seven Dwarfs NaN
## titleSo Dear to My Heart NaN
## titleSomething Wicked This Way Comes NaN
## titleSong of the South NaN
## titleSwiss Family Robinson NaN
## titleTall Tale NaN
## titleTangled NaN
## titleTarzan NaN
## titleTeacher's Pet NaN
## titleTex NaN
## titleThe Adventures of Huck Finn NaN
## titleThe Aristocats NaN
## titleThe BFG NaN
## titleThe Big Green NaN
## titleThe Black Cauldron NaN
## titleThe Black Hole NaN
## titleThe Chronicles of Narnia: Prince Caspian NaN
## titleThe Chronicles of Narnia: The Lion, the Witch and the Wardrobe NaN
## titleThe Country Bears NaN
## titleThe Emperor's New Groove NaN
## titleThe Finest Hours NaN
## titleThe Fox and the Hound NaN
## titleThe Game Plan NaN
## titleThe Good Dinosaur NaN
## titleThe Great Mouse Detective NaN
## titleThe Greatest Game Ever Played NaN
## titleThe Happiest Millionaire NaN
## titleThe Haunted Mansion NaN
## titleThe Hunchback of Notre Dame NaN
## titleThe Incredibles NaN
## titleThe Island at the Top of the World NaN
## titleThe Jungle Book NaN
## titleThe Jungle Book 2 NaN
## titleThe Kid NaN
## titleThe Last Flight of Noah's Ark NaN
## titleThe Lion King NaN
## titleThe Living Desert NaN
## titleThe Lizzie McGuire Movie NaN
## titleThe Lone Ranger NaN
## titleThe Love Bug NaN
## titleThe Mighty Ducks NaN
## titleThe Muppet Christmas Carol NaN
## titleThe Muppets NaN
## titleThe Nightmare Before Christmas NaN
## titleThe Nutcracker and the Four Realms NaN
## titleThe Odd Life of Timothy Green NaN
## titleThe Pacifier NaN
## titleThe Parent Trap NaN
## titleThe Princess and the Frog NaN
## titleThe Princess Diaries NaN
## titleThe Princess Diaries 2: Royal Engagement NaN
## titleThe Reluctant Dragon NaN
## titleThe Rescuers NaN
## titleThe Rocketeer NaN
## titleThe Rookie NaN
## titleThe Santa Clause NaN
## titleThe Santa Clause 2 NaN
## titleThe Santa Clause 3: The Escape Clause NaN
## titleThe Shaggy Dog NaN
## titleThe Sorcerer's Apprentice NaN
## titleThe Straight Story NaN
## titleThe Sword and the Rose NaN
## titleThe Sword in the Stone NaN
## titleThe Three Musketeers NaN
## titleThe Tigger Movie NaN
## titleThe Watcher in the Woods NaN
## titleThe Wild NaN
## titleThird Man on the Mountain NaN
## titleTomorrowland NaN
## titleToy Story NaN
## titleToy Story 2 NaN
## titleToy Story 3 NaN
## titleToy Story 4 NaN
## titleTreasure Island NaN
## titleTreasure Planet NaN
## titleTron: Legacy NaN
## titleTuck Everlasting NaN
## titleUnderdog NaN
## titleUp NaN
## titleValiant NaN
## titleVictory Through Air Power NaN
## titleWALL-E NaN
## titleWhite Fang NaN
## titleWinnie the Pooh NaN
## titleWreck-It Ralph NaN
## titleZootopia NaN
## Production.company['Walt Disney Pictures', 'Fairview Entertainment'] NaN
## Production.company['Walt Disney Pictures', 'Gunn Films'] NaN
## Production.company['Walt Disney Pictures', 'Jason T. Reed Productions', 'Good Fear Productions'] NaN
## Production.company['Walt Disney Pictures', 'Kinberg Genre', 'Allison Shearmur Productions', 'Beagle Pug Films'] NaN
## Production.company['Walt Disney Pictures', 'Mandeville Films', 'Boxing Cat Films'] NaN
## Production.company['Walt Disney Pictures', 'Mandeville Films'] NaN
## Production.company['Walt Disney Pictures', 'Roth Films', 'The Zanuck Company', 'Team Todd'] NaN
## Production.company['Walt Disney Pictures', 'Tim Burton Productions', 'Infinite Detective Productions', 'Secret Machine Entertainment'] NaN
## Production.company['Walt Disney Pictures', 'Walt Disney Feature Animation'] NaN
## t value
## (Intercept) NaN
## X NaN
## title102 Dalmatians NaN
## title20,000 Leagues Under the Sea NaN
## titleA Bug's Life NaN
## titleA Christmas Carol NaN
## titleA Kid in King Arthur's Court NaN
## titleA Wrinkle in Time NaN
## titleAfrican Cats NaN
## titleAir Bud NaN
## titleAladdin NaN
## titleAlexander and the Terrible, Horrible, No Good, Very Bad Day NaN
## titleAlice in Wonderland NaN
## titleAlice Through the Looking Glass NaN
## titleAngels in the Outfield NaN
## titleAround the World in 80 Days NaN
## titleAtlantis: The Lost Empire NaN
## titleBabes in Toyland NaN
## titleBambi NaN
## titleBears NaN
## titleBeauty and the Beast NaN
## titleBedknobs and Broomsticks NaN
## titleBedtime Stories NaN
## titleBeverly Hills Chihuahua NaN
## titleBig Hero 6 NaN
## titleBlank Check NaN
## titleBolt NaN
## titleBon Voyage! NaN
## titleBorn in China NaN
## titleBrave NaN
## titleBridge to Terabithia NaN
## titleBrother Bear NaN
## titleCars NaN
## titleCars 2 NaN
## titleCars 3 NaN
## titleCheetah NaN
## titleChicken Little NaN
## titleChimpanzee NaN
## titleChristopher Robin NaN
## titleCinderella NaN
## titleCoco NaN
## titleCollege Road Trip NaN
## titleConfessions of a Teenage Drama Queen NaN
## titleCool Runnings NaN
## titleDinosaur NaN
## titleDoug's 1st Movie NaN
## titleDragonslayer NaN
## titleDuckTales the Movie: Treasure of the Lost Lamp NaN
## titleDumbo NaN
## titleEarth NaN
## titleEight Below NaN
## titleEnchanted NaN
## titleFantasia NaN
## titleFantasia 2000 NaN
## titleFinding Dory NaN
## titleFinding Nemo NaN
## titleFirst Kid NaN
## titleFlight of the Navigator NaN
## titleFlubber NaN
## titleFrankenweenie NaN
## titleFreaky Friday NaN
## titleFrozen NaN
## titleFrozen II NaN
## titleG-Force NaN
## titleGeorge of the Jungle NaN
## titleGhosts of the Abyss NaN
## titleHannah Montana and Miley Cyrus: Best of Both Worlds Concert NaN
## titleHannah Montana: The Movie NaN
## titleHerbie: Fully Loaded NaN
## titleHercules NaN
## titleHocus Pocus NaN
## titleHoles NaN
## titleHome on the Range NaN
## titleHoney, I Blew Up the Kid NaN
## titleHoney, I Shrunk the Kids NaN
## titleI'll Be Home for Christmas NaN
## titleIce Princess NaN
## titleIncredibles 2 NaN
## titleInside Out NaN
## titleInspector Gadget NaN
## titleInto the Woods NaN
## titleInvincible NaN
## titleJames and the Giant Peach NaN
## titleJohn Carter NaN
## titleJungle 2 Jungle NaN
## titleKhoobsurat NaN
## titleLady and the Tramp NaN
## titleLilo & Stitch NaN
## titleMake Mine Music NaN
## titleMaleficent NaN
## titleMaleficent: Mistress of Evil NaN
## titleMan of the House NaN
## titleMarch of the Penguins NaN
## titleMars Needs Moms NaN
## titleMary Poppins NaN
## titleMary Poppins Returns NaN
## titleMax Keeble's Big Move NaN
## titleMcFarland, USA NaN
## titleMeet the Deedles NaN
## titleMelody Time NaN
## titleMighty Joe Young NaN
## titleMillion Dollar Arm NaN
## titleMiracle NaN
## titleMoana NaN
## titleMonkey Kingdom NaN
## titleMonsters University NaN
## titleMonsters, Inc. NaN
## titleMr. Magoo NaN
## titleMulan NaN
## titleMuppet Treasure Island NaN
## titleMuppets Most Wanted NaN
## titleMy Favorite Martian NaN
## titleNational Treasure NaN
## titleNational Treasure: Book of Secrets NaN
## titleNever Cry Wolf NaN
## titleNewsies NaN
## titleOceans NaN
## titleOld Dogs NaN
## titleOliver & Company NaN
## titleOne Hundred and One Dalmatians NaN
## titleOnward NaN
## titleOperation Dumbo Drop NaN
## titleOz the Great and Powerful NaN
## titlePete's Dragon NaN
## titlePeter Pan NaN
## titlePiglet's Big Movie NaN
## titlePinocchio NaN
## titlePirates of the Caribbean: At World's End NaN
## titlePirates of the Caribbean: Dead Man's Chest NaN
## titlePirates of the Caribbean: Dead Men Tell No Tales NaN
## titlePirates of the Caribbean: On Stranger Tides NaN
## titlePirates of the Caribbean: The Curse of the Black Pearl NaN
## titlePlanes NaN
## titlePlanes: Fire & Rescue NaN
## titlePocahontas NaN
## titlePollyanna NaN
## titlePooh's Heffalump Movie NaN
## titlePopeye NaN
## titlePrince of Persia: The Sands of Time NaN
## titleProm NaN
## titleQueen of Katwe NaN
## titleRace to Witch Mountain NaN
## titleRalph Breaks the Internet NaN
## titleRatatouille NaN
## titleRecess: School's Out NaN
## titleRemember The Titans NaN
## titleReturn to Never Land NaN
## titleReturn to Oz NaN
## titleRobin Hood NaN
## titleRocketMan NaN
## titleRoving Mars NaN
## titleSaving Mr. Banks NaN
## titleSecretariat NaN
## titleShipwrecked NaN
## titleSky High NaN
## titleSleeping Beauty NaN
## titleSnow Dogs NaN
## titleSnow White and the Seven Dwarfs NaN
## titleSo Dear to My Heart NaN
## titleSomething Wicked This Way Comes NaN
## titleSong of the South NaN
## titleSwiss Family Robinson NaN
## titleTall Tale NaN
## titleTangled NaN
## titleTarzan NaN
## titleTeacher's Pet NaN
## titleTex NaN
## titleThe Adventures of Huck Finn NaN
## titleThe Aristocats NaN
## titleThe BFG NaN
## titleThe Big Green NaN
## titleThe Black Cauldron NaN
## titleThe Black Hole NaN
## titleThe Chronicles of Narnia: Prince Caspian NaN
## titleThe Chronicles of Narnia: The Lion, the Witch and the Wardrobe NaN
## titleThe Country Bears NaN
## titleThe Emperor's New Groove NaN
## titleThe Finest Hours NaN
## titleThe Fox and the Hound NaN
## titleThe Game Plan NaN
## titleThe Good Dinosaur NaN
## titleThe Great Mouse Detective NaN
## titleThe Greatest Game Ever Played NaN
## titleThe Happiest Millionaire NaN
## titleThe Haunted Mansion NaN
## titleThe Hunchback of Notre Dame NaN
## titleThe Incredibles NaN
## titleThe Island at the Top of the World NaN
## titleThe Jungle Book NaN
## titleThe Jungle Book 2 NaN
## titleThe Kid NaN
## titleThe Last Flight of Noah's Ark NaN
## titleThe Lion King NaN
## titleThe Living Desert NaN
## titleThe Lizzie McGuire Movie NaN
## titleThe Lone Ranger NaN
## titleThe Love Bug NaN
## titleThe Mighty Ducks NaN
## titleThe Muppet Christmas Carol NaN
## titleThe Muppets NaN
## titleThe Nightmare Before Christmas NaN
## titleThe Nutcracker and the Four Realms NaN
## titleThe Odd Life of Timothy Green NaN
## titleThe Pacifier NaN
## titleThe Parent Trap NaN
## titleThe Princess and the Frog NaN
## titleThe Princess Diaries NaN
## titleThe Princess Diaries 2: Royal Engagement NaN
## titleThe Reluctant Dragon NaN
## titleThe Rescuers NaN
## titleThe Rocketeer NaN
## titleThe Rookie NaN
## titleThe Santa Clause NaN
## titleThe Santa Clause 2 NaN
## titleThe Santa Clause 3: The Escape Clause NaN
## titleThe Shaggy Dog NaN
## titleThe Sorcerer's Apprentice NaN
## titleThe Straight Story NaN
## titleThe Sword and the Rose NaN
## titleThe Sword in the Stone NaN
## titleThe Three Musketeers NaN
## titleThe Tigger Movie NaN
## titleThe Watcher in the Woods NaN
## titleThe Wild NaN
## titleThird Man on the Mountain NaN
## titleTomorrowland NaN
## titleToy Story NaN
## titleToy Story 2 NaN
## titleToy Story 3 NaN
## titleToy Story 4 NaN
## titleTreasure Island NaN
## titleTreasure Planet NaN
## titleTron: Legacy NaN
## titleTuck Everlasting NaN
## titleUnderdog NaN
## titleUp NaN
## titleValiant NaN
## titleVictory Through Air Power NaN
## titleWALL-E NaN
## titleWhite Fang NaN
## titleWinnie the Pooh NaN
## titleWreck-It Ralph NaN
## titleZootopia NaN
## Production.company['Walt Disney Pictures', 'Fairview Entertainment'] NaN
## Production.company['Walt Disney Pictures', 'Gunn Films'] NaN
## Production.company['Walt Disney Pictures', 'Jason T. Reed Productions', 'Good Fear Productions'] NaN
## Production.company['Walt Disney Pictures', 'Kinberg Genre', 'Allison Shearmur Productions', 'Beagle Pug Films'] NaN
## Production.company['Walt Disney Pictures', 'Mandeville Films', 'Boxing Cat Films'] NaN
## Production.company['Walt Disney Pictures', 'Mandeville Films'] NaN
## Production.company['Walt Disney Pictures', 'Roth Films', 'The Zanuck Company', 'Team Todd'] NaN
## Production.company['Walt Disney Pictures', 'Tim Burton Productions', 'Infinite Detective Productions', 'Secret Machine Entertainment'] NaN
## Production.company['Walt Disney Pictures', 'Walt Disney Feature Animation'] NaN
## Pr(>|t|)
## (Intercept) NaN
## X NaN
## title102 Dalmatians NaN
## title20,000 Leagues Under the Sea NaN
## titleA Bug's Life NaN
## titleA Christmas Carol NaN
## titleA Kid in King Arthur's Court NaN
## titleA Wrinkle in Time NaN
## titleAfrican Cats NaN
## titleAir Bud NaN
## titleAladdin NaN
## titleAlexander and the Terrible, Horrible, No Good, Very Bad Day NaN
## titleAlice in Wonderland NaN
## titleAlice Through the Looking Glass NaN
## titleAngels in the Outfield NaN
## titleAround the World in 80 Days NaN
## titleAtlantis: The Lost Empire NaN
## titleBabes in Toyland NaN
## titleBambi NaN
## titleBears NaN
## titleBeauty and the Beast NaN
## titleBedknobs and Broomsticks NaN
## titleBedtime Stories NaN
## titleBeverly Hills Chihuahua NaN
## titleBig Hero 6 NaN
## titleBlank Check NaN
## titleBolt NaN
## titleBon Voyage! NaN
## titleBorn in China NaN
## titleBrave NaN
## titleBridge to Terabithia NaN
## titleBrother Bear NaN
## titleCars NaN
## titleCars 2 NaN
## titleCars 3 NaN
## titleCheetah NaN
## titleChicken Little NaN
## titleChimpanzee NaN
## titleChristopher Robin NaN
## titleCinderella NaN
## titleCoco NaN
## titleCollege Road Trip NaN
## titleConfessions of a Teenage Drama Queen NaN
## titleCool Runnings NaN
## titleDinosaur NaN
## titleDoug's 1st Movie NaN
## titleDragonslayer NaN
## titleDuckTales the Movie: Treasure of the Lost Lamp NaN
## titleDumbo NaN
## titleEarth NaN
## titleEight Below NaN
## titleEnchanted NaN
## titleFantasia NaN
## titleFantasia 2000 NaN
## titleFinding Dory NaN
## titleFinding Nemo NaN
## titleFirst Kid NaN
## titleFlight of the Navigator NaN
## titleFlubber NaN
## titleFrankenweenie NaN
## titleFreaky Friday NaN
## titleFrozen NaN
## titleFrozen II NaN
## titleG-Force NaN
## titleGeorge of the Jungle NaN
## titleGhosts of the Abyss NaN
## titleHannah Montana and Miley Cyrus: Best of Both Worlds Concert NaN
## titleHannah Montana: The Movie NaN
## titleHerbie: Fully Loaded NaN
## titleHercules NaN
## titleHocus Pocus NaN
## titleHoles NaN
## titleHome on the Range NaN
## titleHoney, I Blew Up the Kid NaN
## titleHoney, I Shrunk the Kids NaN
## titleI'll Be Home for Christmas NaN
## titleIce Princess NaN
## titleIncredibles 2 NaN
## titleInside Out NaN
## titleInspector Gadget NaN
## titleInto the Woods NaN
## titleInvincible NaN
## titleJames and the Giant Peach NaN
## titleJohn Carter NaN
## titleJungle 2 Jungle NaN
## titleKhoobsurat NaN
## titleLady and the Tramp NaN
## titleLilo & Stitch NaN
## titleMake Mine Music NaN
## titleMaleficent NaN
## titleMaleficent: Mistress of Evil NaN
## titleMan of the House NaN
## titleMarch of the Penguins NaN
## titleMars Needs Moms NaN
## titleMary Poppins NaN
## titleMary Poppins Returns NaN
## titleMax Keeble's Big Move NaN
## titleMcFarland, USA NaN
## titleMeet the Deedles NaN
## titleMelody Time NaN
## titleMighty Joe Young NaN
## titleMillion Dollar Arm NaN
## titleMiracle NaN
## titleMoana NaN
## titleMonkey Kingdom NaN
## titleMonsters University NaN
## titleMonsters, Inc. NaN
## titleMr. Magoo NaN
## titleMulan NaN
## titleMuppet Treasure Island NaN
## titleMuppets Most Wanted NaN
## titleMy Favorite Martian NaN
## titleNational Treasure NaN
## titleNational Treasure: Book of Secrets NaN
## titleNever Cry Wolf NaN
## titleNewsies NaN
## titleOceans NaN
## titleOld Dogs NaN
## titleOliver & Company NaN
## titleOne Hundred and One Dalmatians NaN
## titleOnward NaN
## titleOperation Dumbo Drop NaN
## titleOz the Great and Powerful NaN
## titlePete's Dragon NaN
## titlePeter Pan NaN
## titlePiglet's Big Movie NaN
## titlePinocchio NaN
## titlePirates of the Caribbean: At World's End NaN
## titlePirates of the Caribbean: Dead Man's Chest NaN
## titlePirates of the Caribbean: Dead Men Tell No Tales NaN
## titlePirates of the Caribbean: On Stranger Tides NaN
## titlePirates of the Caribbean: The Curse of the Black Pearl NaN
## titlePlanes NaN
## titlePlanes: Fire & Rescue NaN
## titlePocahontas NaN
## titlePollyanna NaN
## titlePooh's Heffalump Movie NaN
## titlePopeye NaN
## titlePrince of Persia: The Sands of Time NaN
## titleProm NaN
## titleQueen of Katwe NaN
## titleRace to Witch Mountain NaN
## titleRalph Breaks the Internet NaN
## titleRatatouille NaN
## titleRecess: School's Out NaN
## titleRemember The Titans NaN
## titleReturn to Never Land NaN
## titleReturn to Oz NaN
## titleRobin Hood NaN
## titleRocketMan NaN
## titleRoving Mars NaN
## titleSaving Mr. Banks NaN
## titleSecretariat NaN
## titleShipwrecked NaN
## titleSky High NaN
## titleSleeping Beauty NaN
## titleSnow Dogs NaN
## titleSnow White and the Seven Dwarfs NaN
## titleSo Dear to My Heart NaN
## titleSomething Wicked This Way Comes NaN
## titleSong of the South NaN
## titleSwiss Family Robinson NaN
## titleTall Tale NaN
## titleTangled NaN
## titleTarzan NaN
## titleTeacher's Pet NaN
## titleTex NaN
## titleThe Adventures of Huck Finn NaN
## titleThe Aristocats NaN
## titleThe BFG NaN
## titleThe Big Green NaN
## titleThe Black Cauldron NaN
## titleThe Black Hole NaN
## titleThe Chronicles of Narnia: Prince Caspian NaN
## titleThe Chronicles of Narnia: The Lion, the Witch and the Wardrobe NaN
## titleThe Country Bears NaN
## titleThe Emperor's New Groove NaN
## titleThe Finest Hours NaN
## titleThe Fox and the Hound NaN
## titleThe Game Plan NaN
## titleThe Good Dinosaur NaN
## titleThe Great Mouse Detective NaN
## titleThe Greatest Game Ever Played NaN
## titleThe Happiest Millionaire NaN
## titleThe Haunted Mansion NaN
## titleThe Hunchback of Notre Dame NaN
## titleThe Incredibles NaN
## titleThe Island at the Top of the World NaN
## titleThe Jungle Book NaN
## titleThe Jungle Book 2 NaN
## titleThe Kid NaN
## titleThe Last Flight of Noah's Ark NaN
## titleThe Lion King NaN
## titleThe Living Desert NaN
## titleThe Lizzie McGuire Movie NaN
## titleThe Lone Ranger NaN
## titleThe Love Bug NaN
## titleThe Mighty Ducks NaN
## titleThe Muppet Christmas Carol NaN
## titleThe Muppets NaN
## titleThe Nightmare Before Christmas NaN
## titleThe Nutcracker and the Four Realms NaN
## titleThe Odd Life of Timothy Green NaN
## titleThe Pacifier NaN
## titleThe Parent Trap NaN
## titleThe Princess and the Frog NaN
## titleThe Princess Diaries NaN
## titleThe Princess Diaries 2: Royal Engagement NaN
## titleThe Reluctant Dragon NaN
## titleThe Rescuers NaN
## titleThe Rocketeer NaN
## titleThe Rookie NaN
## titleThe Santa Clause NaN
## titleThe Santa Clause 2 NaN
## titleThe Santa Clause 3: The Escape Clause NaN
## titleThe Shaggy Dog NaN
## titleThe Sorcerer's Apprentice NaN
## titleThe Straight Story NaN
## titleThe Sword and the Rose NaN
## titleThe Sword in the Stone NaN
## titleThe Three Musketeers NaN
## titleThe Tigger Movie NaN
## titleThe Watcher in the Woods NaN
## titleThe Wild NaN
## titleThird Man on the Mountain NaN
## titleTomorrowland NaN
## titleToy Story NaN
## titleToy Story 2 NaN
## titleToy Story 3 NaN
## titleToy Story 4 NaN
## titleTreasure Island NaN
## titleTreasure Planet NaN
## titleTron: Legacy NaN
## titleTuck Everlasting NaN
## titleUnderdog NaN
## titleUp NaN
## titleValiant NaN
## titleVictory Through Air Power NaN
## titleWALL-E NaN
## titleWhite Fang NaN
## titleWinnie the Pooh NaN
## titleWreck-It Ralph NaN
## titleZootopia NaN
## Production.company['Walt Disney Pictures', 'Fairview Entertainment'] NaN
## Production.company['Walt Disney Pictures', 'Gunn Films'] NaN
## Production.company['Walt Disney Pictures', 'Jason T. Reed Productions', 'Good Fear Productions'] NaN
## Production.company['Walt Disney Pictures', 'Kinberg Genre', 'Allison Shearmur Productions', 'Beagle Pug Films'] NaN
## Production.company['Walt Disney Pictures', 'Mandeville Films', 'Boxing Cat Films'] NaN
## Production.company['Walt Disney Pictures', 'Mandeville Films'] NaN
## Production.company['Walt Disney Pictures', 'Roth Films', 'The Zanuck Company', 'Team Todd'] NaN
## Production.company['Walt Disney Pictures', 'Tim Burton Productions', 'Infinite Detective Productions', 'Secret Machine Entertainment'] NaN
## Production.company['Walt Disney Pictures', 'Walt Disney Feature Animation'] NaN
##
## $aliased
## (Intercept)
## FALSE
## X
## FALSE
## title102 Dalmatians
## FALSE
## title20,000 Leagues Under the Sea
## FALSE
## titleA Bug's Life
## FALSE
## titleA Christmas Carol
## FALSE
## titleA Kid in King Arthur's Court
## FALSE
## titleA Wrinkle in Time
## FALSE
## titleAfrican Cats
## FALSE
## titleAir Bud
## FALSE
## titleAladdin
## FALSE
## titleAlexander and the Terrible, Horrible, No Good, Very Bad Day
## FALSE
## titleAlice in Wonderland
## FALSE
## titleAlice Through the Looking Glass
## FALSE
## titleAngels in the Outfield
## FALSE
## titleAround the World in 80 Days
## FALSE
## titleAtlantis: The Lost Empire
## FALSE
## titleBabes in Toyland
## FALSE
## titleBambi
## FALSE
## titleBears
## FALSE
## titleBeauty and the Beast
## FALSE
## titleBedknobs and Broomsticks
## FALSE
## titleBedtime Stories
## FALSE
## titleBeverly Hills Chihuahua
## FALSE
## titleBig Hero 6
## FALSE
## titleBlank Check
## FALSE
## titleBolt
## FALSE
## titleBon Voyage!
## FALSE
## titleBorn in China
## FALSE
## titleBrave
## FALSE
## titleBridge to Terabithia
## FALSE
## titleBrother Bear
## FALSE
## titleCars
## FALSE
## titleCars 2
## FALSE
## titleCars 3
## FALSE
## titleCheetah
## FALSE
## titleChicken Little
## FALSE
## titleChimpanzee
## FALSE
## titleChristopher Robin
## FALSE
## titleCinderella
## FALSE
## titleCoco
## FALSE
## titleCollege Road Trip
## FALSE
## titleConfessions of a Teenage Drama Queen
## FALSE
## titleCool Runnings
## FALSE
## titleDinosaur
## FALSE
## titleDoug's 1st Movie
## FALSE
## titleDragonslayer
## FALSE
## titleDuckTales the Movie: Treasure of the Lost Lamp
## FALSE
## titleDumbo
## FALSE
## titleEarth
## FALSE
## titleEight Below
## FALSE
## titleEnchanted
## FALSE
## titleFantasia
## FALSE
## titleFantasia 2000
## FALSE
## titleFinding Dory
## FALSE
## titleFinding Nemo
## FALSE
## titleFirst Kid
## FALSE
## titleFlight of the Navigator
## FALSE
## titleFlubber
## FALSE
## titleFrankenweenie
## FALSE
## titleFreaky Friday
## FALSE
## titleFrozen
## FALSE
## titleFrozen II
## FALSE
## titleG-Force
## FALSE
## titleGeorge of the Jungle
## FALSE
## titleGhosts of the Abyss
## FALSE
## titleHannah Montana and Miley Cyrus: Best of Both Worlds Concert
## FALSE
## titleHannah Montana: The Movie
## FALSE
## titleHerbie: Fully Loaded
## FALSE
## titleHercules
## FALSE
## titleHocus Pocus
## FALSE
## titleHoles
## FALSE
## titleHome on the Range
## FALSE
## titleHoney, I Blew Up the Kid
## FALSE
## titleHoney, I Shrunk the Kids
## FALSE
## titleI'll Be Home for Christmas
## FALSE
## titleIce Princess
## FALSE
## titleIncredibles 2
## FALSE
## titleInside Out
## FALSE
## titleInspector Gadget
## FALSE
## titleInto the Woods
## FALSE
## titleInvincible
## FALSE
## titleJames and the Giant Peach
## FALSE
## titleJohn Carter
## FALSE
## titleJungle 2 Jungle
## FALSE
## titleKhoobsurat
## FALSE
## titleLady and the Tramp
## FALSE
## titleLilo & Stitch
## FALSE
## titleMake Mine Music
## FALSE
## titleMaleficent
## FALSE
## titleMaleficent: Mistress of Evil
## FALSE
## titleMan of the House
## FALSE
## titleMarch of the Penguins
## FALSE
## titleMars Needs Moms
## FALSE
## titleMary Poppins
## FALSE
## titleMary Poppins Returns
## FALSE
## titleMax Keeble's Big Move
## FALSE
## titleMcFarland, USA
## FALSE
## titleMeet the Deedles
## FALSE
## titleMelody Time
## FALSE
## titleMighty Joe Young
## FALSE
## titleMillion Dollar Arm
## FALSE
## titleMiracle
## FALSE
## titleMoana
## FALSE
## titleMonkey Kingdom
## FALSE
## titleMonsters University
## FALSE
## titleMonsters, Inc.
## FALSE
## titleMr. Magoo
## FALSE
## titleMulan
## FALSE
## titleMuppet Treasure Island
## FALSE
## titleMuppets Most Wanted
## FALSE
## titleMy Favorite Martian
## FALSE
## titleNational Treasure
## FALSE
## titleNational Treasure: Book of Secrets
## FALSE
## titleNever Cry Wolf
## FALSE
## titleNewsies
## FALSE
## titleOceans
## FALSE
## titleOld Dogs
## FALSE
## titleOliver & Company
## FALSE
## titleOne Hundred and One Dalmatians
## FALSE
## titleOnward
## FALSE
## titleOperation Dumbo Drop
## FALSE
## titleOz the Great and Powerful
## FALSE
## titlePete's Dragon
## FALSE
## titlePeter Pan
## FALSE
## titlePiglet's Big Movie
## FALSE
## titlePinocchio
## FALSE
## titlePirates of the Caribbean: At World's End
## FALSE
## titlePirates of the Caribbean: Dead Man's Chest
## FALSE
## titlePirates of the Caribbean: Dead Men Tell No Tales
## FALSE
## titlePirates of the Caribbean: On Stranger Tides
## FALSE
## titlePirates of the Caribbean: The Curse of the Black Pearl
## FALSE
## titlePlanes
## FALSE
## titlePlanes: Fire & Rescue
## FALSE
## titlePocahontas
## FALSE
## titlePollyanna
## FALSE
## titlePooh's Heffalump Movie
## FALSE
## titlePopeye
## FALSE
## titlePrince of Persia: The Sands of Time
## FALSE
## titleProm
## FALSE
## titleQueen of Katwe
## FALSE
## titleRace to Witch Mountain
## FALSE
## titleRalph Breaks the Internet
## FALSE
## titleRatatouille
## FALSE
## titleRecess: School's Out
## FALSE
## titleRemember The Titans
## FALSE
## titleReturn to Never Land
## FALSE
## titleReturn to Oz
## FALSE
## titleRobin Hood
## FALSE
## titleRocketMan
## FALSE
## titleRoving Mars
## FALSE
## titleSaving Mr. Banks
## FALSE
## titleSecretariat
## FALSE
## titleShipwrecked
## FALSE
## titleSky High
## FALSE
## titleSleeping Beauty
## FALSE
## titleSnow Dogs
## FALSE
## titleSnow White and the Seven Dwarfs
## FALSE
## titleSo Dear to My Heart
## FALSE
## titleSomething Wicked This Way Comes
## FALSE
## titleSong of the South
## FALSE
## titleSwiss Family Robinson
## FALSE
## titleTall Tale
## FALSE
## titleTangled
## FALSE
## titleTarzan
## FALSE
## titleTeacher's Pet
## FALSE
## titleTex
## FALSE
## titleThe Adventures of Huck Finn
## FALSE
## titleThe Aristocats
## FALSE
## titleThe BFG
## FALSE
## titleThe Big Green
## FALSE
## titleThe Black Cauldron
## FALSE
## titleThe Black Hole
## FALSE
## titleThe Chronicles of Narnia: Prince Caspian
## FALSE
## titleThe Chronicles of Narnia: The Lion, the Witch and the Wardrobe
## FALSE
## titleThe Country Bears
## FALSE
## titleThe Emperor's New Groove
## FALSE
## titleThe Finest Hours
## FALSE
## titleThe Fox and the Hound
## FALSE
## titleThe Game Plan
## FALSE
## titleThe Good Dinosaur
## FALSE
## titleThe Great Mouse Detective
## FALSE
## titleThe Greatest Game Ever Played
## FALSE
## titleThe Happiest Millionaire
## FALSE
## titleThe Haunted Mansion
## FALSE
## titleThe Hunchback of Notre Dame
## FALSE
## titleThe Incredibles
## FALSE
## titleThe Island at the Top of the World
## FALSE
## titleThe Jungle Book
## FALSE
## titleThe Jungle Book 2
## FALSE
## titleThe Kid
## FALSE
## titleThe Last Flight of Noah's Ark
## FALSE
## titleThe Lion King
## FALSE
## titleThe Living Desert
## FALSE
## titleThe Lizzie McGuire Movie
## FALSE
## titleThe Lone Ranger
## FALSE
## titleThe Love Bug
## FALSE
## titleThe Mighty Ducks
## FALSE
## titleThe Muppet Christmas Carol
## FALSE
## titleThe Muppets
## FALSE
## titleThe Nightmare Before Christmas
## FALSE
## titleThe Nutcracker and the Four Realms
## FALSE
## titleThe Odd Life of Timothy Green
## FALSE
## titleThe Pacifier
## FALSE
## titleThe Parent Trap
## FALSE
## titleThe Princess and the Frog
## FALSE
## titleThe Princess Diaries
## FALSE
## titleThe Princess Diaries 2: Royal Engagement
## FALSE
## titleThe Reluctant Dragon
## FALSE
## titleThe Rescuers
## FALSE
## titleThe Rocketeer
## FALSE
## titleThe Rookie
## FALSE
## titleThe Santa Clause
## FALSE
## titleThe Santa Clause 2
## FALSE
## titleThe Santa Clause 3: The Escape Clause
## FALSE
## titleThe Shaggy Dog
## FALSE
## titleThe Sorcerer's Apprentice
## FALSE
## titleThe Straight Story
## FALSE
## titleThe Sword and the Rose
## FALSE
## titleThe Sword in the Stone
## FALSE
## titleThe Three Musketeers
## FALSE
## titleThe Tigger Movie
## FALSE
## titleThe Watcher in the Woods
## FALSE
## titleThe Wild
## FALSE
## titleThird Man on the Mountain
## FALSE
## titleTomorrowland
## FALSE
## titleToy Story
## FALSE
## titleToy Story 2
## FALSE
## titleToy Story 3
## FALSE
## titleToy Story 4
## FALSE
## titleTreasure Island
## FALSE
## titleTreasure Planet
## FALSE
## titleTron: Legacy
## FALSE
## titleTuck Everlasting
## FALSE
## titleUnderdog
## FALSE
## titleUp
## FALSE
## titleValiant
## FALSE
## titleVictory Through Air Power
## FALSE
## titleWALL-E
## FALSE
## titleWhite Fang
## FALSE
## titleWinnie the Pooh
## FALSE
## titleWreck-It Ralph
## FALSE
## titleZootopia
## FALSE
## Production.company['Asymmetrical Productions', 'Canal+', 'FilmFour Productions', 'Ciby 2000', 'Le Studio Canal+']
## TRUE
## Production.company['BBC Worldwide', 'Greenlight Media', 'Discovery Channel', 'BBC Natural History Unit']
## TRUE
## Production.company['Disneynature', 'Fothergill / Scholey Productions', 'Silverback Films']
## TRUE
## Production.company['Disneynature', 'Great Ape Productions']
## TRUE
## Production.company['Disneynature', 'Shanghai Media Group', 'Chuan Films', 'Brian Leith Productions']
## TRUE
## Production.company['Disneynature', 'Silverback Films']
## TRUE
## Production.company['DisneyToon Studios', 'Walt Disney Pictures']
## TRUE
## Production.company['Paramount Pictures', 'Walt Disney Productions', 'Robert Evans Productions', 'King Features Entertainment']
## TRUE
## Production.company['Paramount Pictures', 'Walt Disney Productions']
## TRUE
## Production.company['Pathé', 'Participant Media', 'Galatée Films', 'Notro Films', 'France 2 Cinéma', 'France 3 Cinéma', 'Canal+', 'TPS Star', 'Alfred P. Sloan Foundation', 'Census of Marine Life']
## TRUE
## Production.company['PSO Productions', 'Viking Film AS']
## TRUE
## Production.company['Touchstone Pictures', 'Skellington Productions']
## TRUE
## Production.company['Vanguard Animation', 'Ealing Studios', 'UK Film Council', 'Take Film Partnerships', 'Odyssey Entertainment']
## TRUE
## Production.company['Walt Disney Pictures India', 'Anil Kapoor Films Company']
## TRUE
## Production.company['Walt Disney Pictures', '21 Laps Entertainment', 'The Jim Henson Company']
## TRUE
## Production.company['Walt Disney Pictures', '2DUX²']
## TRUE
## Production.company['Walt Disney Pictures', 'A113 Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'AB Svensk Filmindustri']
## TRUE
## Production.company['Walt Disney Pictures', 'All Girl Productions', 'Orr & Cruickshank Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Allied Filmmakers', 'Skellington Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Amarok Productions Ltd.']
## TRUE
## Production.company['Walt Disney Pictures', 'Avnet– Kerner Productions', 'Touchwood Pacific Partners I']
## TRUE
## Production.company['Walt Disney Pictures', 'Bridget Johnson Films', 'On The Ice Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'BrownHouse Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Caravan Pictures', 'Avnet–Kerner Productions (uncredited)']
## TRUE
## Production.company['Walt Disney Pictures', 'Caravan Pictures', 'Roger Birnbaum Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Caravan Pictures']
## TRUE
## Production.company['Walt Disney Pictures', 'Cruella Productions', 'Kanzaman S.A.M. Films']
## TRUE
## Production.company['Walt Disney Pictures', 'DIC Entertainment', 'Peak Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Disneytoon Studios']
## TRUE
## Production.company['Walt Disney Pictures', 'Fairview Entertainment']
## FALSE
## Production.company['Walt Disney Pictures', 'Great Oaks Entertainment']
## TRUE
## Production.company['Walt Disney Pictures', 'Great Oaks']
## TRUE
## Production.company['Walt Disney Pictures', 'Gunn Films', 'Head Gear Films']
## TRUE
## Production.company['Walt Disney Pictures', 'Gunn Films']
## FALSE
## Production.company['Walt Disney Pictures', 'Happy Madison Productions', 'Gunn Films', 'Offspring Entertainment', 'Conman & Izzy Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Hoytyboy Pictures', 'Sir Zip Productions', 'Contrafilm', 'C.O.R.E. Feature Animation']
## TRUE
## Production.company['Walt Disney Pictures', 'ImageMovers Digital']
## TRUE
## Production.company['Walt Disney Pictures', 'Interscope Communications', 'PolyGram Filmed Entertainment']
## TRUE
## Production.company['Walt Disney Pictures', 'Jason T. Reed Productions', 'Good Fear Productions']
## FALSE
## Production.company['Walt Disney Pictures', 'Jerry Bruckheimer Films', 'Infinitum Nihil', 'Blind Wink Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Jerry Bruckheimer Films', 'Junction Entertainment', 'Saturn Films']
## TRUE
## Production.company['Walt Disney Pictures', 'Jerry Bruckheimer Films', 'Saturn Films', 'Broken Road Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Jerry Bruckheimer Films', 'Technical Black Films']
## TRUE
## Production.company['Walt Disney Pictures', 'Jerry Bruckheimer Films']
## TRUE
## Production.company['Walt Disney Pictures', 'Jim Henson Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Jumbo Pictures', 'Walt Disney Television Animation', 'Plus One Animation']
## TRUE
## Production.company['Walt Disney Pictures', 'Karz Entertainment']
## TRUE
## Production.company['Walt Disney Pictures', 'Kinberg Genre', 'Allison Shearmur Productions', 'Beagle Pug Films']
## FALSE
## Production.company['Walt Disney Pictures', 'Lucamar Productions', 'Marc Platt Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Mandeville Films', 'Boxing Cat Films']
## FALSE
## Production.company['Walt Disney Pictures', 'Mandeville Films', 'Jay Ward Productions', 'The Kerner Entertainment Company']
## TRUE
## Production.company['Walt Disney Pictures', 'Mandeville Films', 'The Muppets Studio']
## TRUE
## Production.company['Walt Disney Pictures', 'Mandeville Films']
## FALSE
## Production.company['Walt Disney Pictures', 'Mayhem Pictures']
## TRUE
## Production.company['Walt Disney Pictures', 'Outlaw Productions', 'Boxing Cat Films']
## TRUE
## Production.company['Walt Disney Pictures', 'PACE', 'Disney Channel Original Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Pixar Animation Studios']
## TRUE
## Production.company['Walt Disney Pictures', 'RKO Pictures', 'The Jacobson Company']
## TRUE
## Production.company['Walt Disney Pictures', 'Robert Simonds Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Roth Films', 'Mayhem Pictures']
## TRUE
## Production.company['Walt Disney Pictures', 'Roth Films', 'Team Todd', 'Tim Burton Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Roth Films', 'The Zanuck Company', 'Team Todd']
## FALSE
## Production.company['Walt Disney Pictures', 'Roth Films']
## TRUE
## Production.company['Walt Disney Pictures', 'Roth/Kirschenbaum Films']
## TRUE
## Production.company['Walt Disney Pictures', 'Ruby Films', 'Essential Media and Entertainment', 'BBC Films', 'Hopscotch Features']
## TRUE
## Production.company['Walt Disney Pictures', 'Scholastic Studios']
## TRUE
## Production.company['Walt Disney Pictures', 'Scott Sanders Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Silver Screen Partners II']
## TRUE
## Production.company['Walt Disney Pictures', 'Silver Screen Partners III']
## TRUE
## Production.company['Walt Disney Pictures', 'Silver Screen Partners IV']
## TRUE
## Production.company['Walt Disney Pictures', 'Spyglass Entertainment', 'Mandeville Films', 'The Kennedy/Marshall Company']
## TRUE
## Production.company['Walt Disney Pictures', 'Spyglass Entertainment']
## TRUE
## Production.company['Walt Disney Pictures', 'Stan Rogow Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Tapestry Films']
## TRUE
## Production.company['Walt Disney Pictures', 'TF1 International']
## TRUE
## Production.company['Walt Disney Pictures', 'The Kerner Entertainment Company']
## TRUE
## Production.company['Walt Disney Pictures', 'The Mark Gordon Company']
## TRUE
## Production.company['Walt Disney Pictures', 'Tim Burton Productions', 'Infinite Detective Productions', 'Secret Machine Entertainment']
## FALSE
## Production.company['Walt Disney Pictures', 'Tim Burton Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Touchwood Pacific Partners']
## TRUE
## Production.company['Walt Disney Pictures', 'Trimark Pictures', 'Tapestry Films']
## TRUE
## Production.company['Walt Disney Pictures', 'UPA Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Walden Media', 'Earthship Productions', 'Ascot Elite Entertainment Group', 'Golden Village', 'Telepool', 'UGC PH']
## TRUE
## Production.company['Walt Disney Pictures', 'Walden Media', 'Phoenix Pictures', 'Chicago Pacific Entertainment']
## TRUE
## Production.company['Walt Disney Pictures', 'Walden Media', 'Spanknyce Films', 'Mostow/Lieberman Productions']
## TRUE
## Production.company['Walt Disney Pictures', 'Walden Media']
## TRUE
## Production.company['Walt Disney Pictures', 'Walt Disney Animation Studios']
## TRUE
## Production.company['Walt Disney Pictures', 'Walt Disney Feature Animation', 'Silver Screen Partners II']
## TRUE
## Production.company['Walt Disney Pictures', 'Walt Disney Feature Animation', 'Silver Screen Partners III']
## TRUE
## Production.company['Walt Disney Pictures', 'Walt Disney Feature Animation', 'The Secret Lab']
## TRUE
## Production.company['Walt Disney Pictures', 'Walt Disney Feature Animation']
## FALSE
## Production.company['Walt Disney Pictures', 'Walt Disney Productions', 'Silver Screen Partners II']
## TRUE
## Production.company['Walt Disney Pictures', 'Walt Disney Television Animation', 'Toon City Animation']
## TRUE
## Production.company['Walt Disney Pictures', 'Walt Disney Television Animation', 'Walt Disney Television Animation Digital Production', 'Paul & Joe Productions', 'Sunwoo Animation Sunwoo Digital International']
## TRUE
## Production.company['Walt Disney Pictures', 'Whitaker Entertainment', 'Red Hawk Entertainment']
## TRUE
## Production.company['Walt Disney Pictures', 'White Mountain Films', 'The Kennedy/Marshall Company']
## TRUE
## Production.company['Walt Disney Pictures', "It's a Laugh Productions", 'Millar Gough Ink']
## TRUE
## Production.company['Walt Disney Productions', 'Bryna Productions']
## TRUE
## Production.company['Walt Disney Television Animation', 'Walt Disney Animation Japan', 'Walt Disney Pictures']
## TRUE
## Production.company['Wild Bunch', 'National Geographic Films', 'Bonne Pioche']
## TRUE
## Production.companyBuddy Films, Inc.
## TRUE
## Production.companyWalt Disney Pictures
## TRUE
## Production.companyWalt Disney Productions
## TRUE
## Production.companyWalt Disney Productions (promoted under the auspices of Touchstone Films)
## TRUE
## Production.companyWalt Disney Television Animation
## TRUE
## Release.date['26 January 2005']
## TRUE
## Release.date['3 October 1990']
## TRUE
## Release.date['April 10, 1992']
## TRUE
## Release.date['April 10, 2009']
## TRUE
## Release.date['April 12, 1996 (United States)', 'August 2, 1996 (United Kingdom)']
## TRUE
## Release.date['April 14, 2006']
## TRUE
## Release.date['April 17, 1980 (New York City)', 'October 9, 1981 (U.S.)']
## TRUE
## Release.date['April 17, 2015 (United States)']
## TRUE
## Release.date['April 18, 2003 (United States)']
## TRUE
## Release.date['April 18, 2014 (United States)']
## TRUE
## Release.date['April 2, 1993']
## TRUE
## Release.date['April 2, 2004']
## TRUE
## Release.date['April 20, 1946 (Premiere-New York City)', 'August 15, 1946 (U.S.)']
## TRUE
## Release.date['April 20, 2012 (United States)', 'February 20, 2013 (France)', 'May 3, 2013 (United Kingdom)']
## TRUE
## Release.date['April 22, 2011 (United States)', 'February 1, 2012 (France)', 'April 27, 2012 (United Kingdom)']
## TRUE
## Release.date['April 29, 1983 (United States)']
## TRUE
## Release.date['April 29, 2011']
## TRUE
## Release.date['April 4, 2016 ( El Capitan Theatre )', 'April 15, 2016 (United States)']
## TRUE
## Release.date['April 6, 2011 (Belgium)', 'July 15, 2011 (United States)']
## TRUE
## Release.date['August 1, 1986']
## TRUE
## Release.date['August 11, 1995']
## TRUE
## Release.date['August 11, 2004']
## TRUE
## Release.date['August 12, 2016 (China)', 'April 21, 2017 (United States)', 'August 23, 2017 (France)']
## TRUE
## Release.date['August 15, 2012']
## TRUE
## Release.date['August 2, 2013 ( EAA AirVenture Oshkosh )', 'August 9, 2013']
## TRUE
## Release.date['August 25, 2006']
## TRUE
## Release.date['August 27, 1964']
## TRUE
## Release.date['August 3, 1990']
## TRUE
## Release.date['August 3, 2001']
## TRUE
## Release.date['August 3, 2007']
## TRUE
## Release.date['August 30, 1996']
## TRUE
## Release.date['August 4, 2003 ( Los Angeles )', 'August 6, 2003 (United States)']
## TRUE
## Release.date['August 8, 1953 ( US )']
## TRUE
## Release.date['August 8, 2016 ( El Capitan Theatre )', 'August 12, 2016 (United States)']
## TRUE
## Release.date['August 9, 1942 (World Premiere-London)', 'August 13, 1942 (Premiere-New York City)', 'August 21, 1942 (U.S.)']
## TRUE
## Release.date['December 11, 1970 (premiere)', 'December 24, 1970 (United States)']
## TRUE
## Release.date['December 11, 1992']
## TRUE
## Release.date['December 14, 1961']
## TRUE
## Release.date['December 15, 2000']
## TRUE
## Release.date['December 17, 1976']
## TRUE
## Release.date['December 17, 1999 ( Carnegie Hall )', 'January 1, 2000 ( IMAX )', 'June 16, 2000 (United States)']
## TRUE
## Release.date['December 18, 1979 (United Kingdom)', 'December 21, 1979 (United States)']
## TRUE
## Release.date['December 21, 1937 ( Carthay Circle Theatre , Los Angeles , CA )', 'February 4, 1938 (United States)']
## TRUE
## Release.date['December 21, 1960']
## TRUE
## Release.date['December 21, 2007']
## TRUE
## Release.date['December 23, 1954']
## TRUE
## Release.date['December 24, 1968 (limited)', 'March 13, 1969 (wide)']
## TRUE
## Release.date['December 25, 1963']
## TRUE
## Release.date['December 25, 1997']
## TRUE
## Release.date['December 25, 1998']
## TRUE
## Release.date['December 25, 2008']
## TRUE
## Release.date['December 6, 1980']
## TRUE
## Release.date['December 7, 2005 ( Royal Film Performance )', 'December 8, 2005 (United Kingdom)', 'December 9, 2005 (United States)']
## TRUE
## Release.date['December 8, 2014 ( Ziegfeld Theatre )', 'December 25, 2014 (United States)']
## TRUE
## Release.date['February 10, 2001 (premiere)', 'February 16, 2001 (United States)']
## TRUE
## Release.date['February 10, 2002 ( New York City )', 'February 15, 2002 (United States)']
## TRUE
## Release.date['February 11, 1994']
## TRUE
## Release.date['February 11, 2000 (United States)']
## TRUE
## Release.date['February 11, 2005']
## TRUE
## Release.date['February 12, 1999']
## TRUE
## Release.date['February 13, 2015 ( Berlin )', 'March 13, 2015 (United States)', 'March 27, 2015 (United Kingdom)']
## TRUE
## Release.date['February 13, 2016 (Belgium)', 'March 4, 2016 (United States)']
## TRUE
## Release.date['February 14, 2003']
## TRUE
## Release.date['February 14, 2013 ( El Capitan Theatre )', 'March 8, 2013 (United States)']
## TRUE
## Release.date['February 15, 1950 (Boston)', 'March 4, 1950 (United States)']
## TRUE
## Release.date['February 16, 1996']
## TRUE
## Release.date['February 16, 2007']
## TRUE
## Release.date['February 17, 2006 (United States)']
## TRUE
## Release.date['February 20, 2004 (United States)']
## TRUE
## Release.date['February 21, 2020 ( Berlinale )', 'March 6, 2020 (United States)']
## TRUE
## Release.date['February 22, 2012 ( Los Angeles )', 'March 9, 2012 (United States)']
## TRUE
## Release.date['February 23, 2017 ( Spencer House )', 'March 17, 2017 (United States)']
## TRUE
## Release.date['February 25, 2010 ( Odeon Leicester Square )', 'March 5, 2010 (United States)']
## TRUE
## Release.date['February 26, 2018 ( El Capitan Theatre )', 'March 9, 2018 (United States)']
## TRUE
## Release.date['February 5, 1953 (United States)']
## TRUE
## Release.date['February 6, 2004']
## TRUE
## Release.date['February 7, 1940 ( Center Theatre )', 'February 23, 1940 (United States)']
## TRUE
## Release.date['February 9, 2015 ( Hollywood )', 'February 20, 2015 (United States)']
## TRUE
## Release.date['January 16, 2004']
## TRUE
## Release.date['January 18, 1991']
## TRUE
## Release.date['January 18, 2002']
## TRUE
## Release.date['January 25, 1961']
## TRUE
## Release.date['January 25, 2016 ( TCL Chinese Theatre )', 'January 29, 2016 (United States)']
## TRUE
## Release.date['January 27, 2006']
## TRUE
## Release.date['January 29, 1959']
## TRUE
## Release.date['July 10, 1981']
## TRUE
## Release.date['July 15, 1994']
## TRUE
## Release.date['July 15, 2014 ( El Capitan Theatre )', 'July 18, 2014 (United States)']
## TRUE
## Release.date['July 16, 1993']
## TRUE
## Release.date['July 16, 1997']
## TRUE
## Release.date['July 17, 1943']
## TRUE
## Release.date['July 17, 1992']
## TRUE
## Release.date['July 2, 1986']
## TRUE
## Release.date['July 21, 2002', 'July 26, 2002']
## TRUE
## Release.date['July 23, 1999']
## TRUE
## Release.date['July 24, 2009']
## TRUE
## Release.date['July 26, 1951 (London, premiere)', 'July 28, 1951 (New York City, premiere)']
## TRUE
## Release.date['July 26, 1985']
## TRUE
## Release.date['July 28, 1995']
## TRUE
## Release.date['July 29, 1998 (United States)']
## TRUE
## Release.date['July 29, 2005']
## TRUE
## Release.date['July 30, 2018 ( Burbank )', 'August 3, 2018 (United States)']
## TRUE
## Release.date['July 7, 2000']
## TRUE
## Release.date['July 8, 2010 (Fantasia Film Festival)', 'July 14, 2010']
## TRUE
## Release.date['July 9, 1980 (Los Angeles)']
## TRUE
## Release.date['July 9, 2019 ( Hollywood )', 'July 19, 2019 (United States)']
## TRUE
## Release.date['June 10, 2012 ( SIFF )', 'June 22, 2012 (United States)']
## TRUE
## Release.date['June 11, 2019 ( El Capitan Theatre )', 'June 21, 2019 (United States)']
## TRUE
## Release.date['June 12, 1999 ( El Capitan Theatre )', 'June 16, 1999 (United States )']
## TRUE
## Release.date['June 12, 2010 ( Taormina Film Fest )', 'June 18, 2010 (United States)']
## TRUE
## Release.date['June 13, 1997 (limited release)', 'June 27, 1997 (wide release)']
## TRUE
## Release.date['June 13, 2004 (Los Angeles, California)', 'June 16, 2004 (United States)']
## TRUE
## Release.date['June 15, 1994', 'June 24, 1994']
## TRUE
## Release.date['June 18, 2011 (Hollywood)', 'June 24, 2011 (United States)']
## TRUE
## Release.date['June 19, 1998']
## TRUE
## Release.date['June 20, 1941']
## TRUE
## Release.date['June 21, 1985 (United States)']
## TRUE
## Release.date['June 21, 1991']
## TRUE
## Release.date['June 21, 1996']
## TRUE
## Release.date['June 21, 2002']
## TRUE
## Release.date['June 22, 1950 (World Premiere- London )', 'July 29, 1950 ( US )']
## TRUE
## Release.date['June 22, 1955']
## TRUE
## Release.date['June 22, 1977']
## TRUE
## Release.date['June 22, 2005']
## TRUE
## Release.date['June 22, 2007 ( Kodak Theatre )', 'June 29, 2007 (United States)']
## TRUE
## Release.date['June 22, 2013 ( Hyperion Theatre )', 'July 3, 2013 (United States)']
## TRUE
## Release.date['June 23, 1967', 'November 30, 1967']
## TRUE
## Release.date['June 23, 1989']
## TRUE
## Release.date['June 23, 1995']
## TRUE
## Release.date['June 23, 2008 ( Los Angeles )', 'June 27, 2008 (United States)']
## TRUE
## Release.date['June 24, 2006 ( Disneyland Resort )', 'July 7, 2006 (United States)']
## TRUE
## Release.date['June 26, 1981']
## TRUE
## Release.date['June 28, 2003 ( Disneyland Resort )', 'July 9, 2003 (United States)']
## TRUE
## Release.date['June 3, 2001 (Premiere)', 'June 15, 2001 (United States)']
## TRUE
## Release.date['June 5, 2013 ( BFI Southbank )', 'June 21, 2013 (United States)']
## TRUE
## Release.date['June 5, 2018 ( Los Angeles )', 'June 15, 2018 (United States)']
## TRUE
## Release.date['June 8, 2016 ( El Capitan Theatre )', 'June 17, 2016 (United States)']
## TRUE
## Release.date['March 10, 2006']
## TRUE
## Release.date['March 11, 2009 (Egypt)', 'March 13, 2009 (United States)']
## TRUE
## Release.date['March 11, 2011']
## TRUE
## Release.date['March 11, 2014 ( El Capitan Theatre )', 'March 21, 2014 (United States)']
## TRUE
## Release.date['March 11, 2019 ( Los Angeles )', 'March 29, 2019 (United States)']
## TRUE
## Release.date['March 16, 2003 (premiere)', 'March 21, 2003 (United States)', 'July 2, 2003 ( Manila , Philippines )']
## TRUE
## Release.date['March 18, 2005']
## TRUE
## Release.date['March 19, 1959']
## TRUE
## Release.date['March 24, 1995']
## TRUE
## Release.date['March 25, 2005 (UK)', 'August 19, 2005 (US)']
## TRUE
## Release.date['March 26, 1999']
## TRUE
## Release.date['March 27, 1998 (United States)']
## TRUE
## Release.date['March 29, 2002']
## TRUE
## Release.date['March 3, 1995']
## TRUE
## Release.date['March 31, 2003 (premiere)', 'April 11, 2003 (limited)']
## TRUE
## Release.date['March 4, 2005']
## TRUE
## Release.date['March 7, 1997 (US)', 'August 5, 1998 (France)']
## TRUE
## Release.date['March 7, 2008']
## TRUE
## Release.date['March 9, 2020 ( Hollywood )', 'September 4, 2020 (United States)']
## TRUE
## Release.date['May 10, 2016 ( London )', 'May 27, 2016 (United States)']
## TRUE
## Release.date['May 11, 2017 ( Shanghai )', 'May 26, 2017 (United States)']
## TRUE
## Release.date['May 14, 2016 ( Cannes )', 'July 1, 2016 (United States)']
## TRUE
## Release.date['May 17, 1962']
## TRUE
## Release.date['May 18, 2015 ( Cannes )', 'June 19, 2015 (United States)']
## TRUE
## Release.date['May 19, 2000 (United States)']
## TRUE
## Release.date['May 19, 2007 ( Disneyland Resort )', 'May 25, 2007 (United States)']
## TRUE
## Release.date['May 1999 ( Cannes )', 'October 15, 1999 (United States)']
## TRUE
## Release.date['May 2, 2003 (United States)']
## TRUE
## Release.date['May 23, 2017 ( Kannapolis )', 'June 16, 2017 (United States)']
## TRUE
## Release.date['May 28, 2014 ( El Capitan Theatre )', 'May 30, 2014 (United States)']
## TRUE
## Release.date['May 29, 2009']
## TRUE
## Release.date['May 30, 2003']
## TRUE
## Release.date['May 6, 2014 ( El Capitan Theatre )', 'May 16, 2014 (United States)']
## TRUE
## Release.date['May 7, 2008 ( New York City )', 'May 16, 2008 (United States)', 'June 26, 2008 (United Kingdom)']
## TRUE
## Release.date['May 7, 2011 ( Disneyland Resort )', 'May 20, 2011 (United States)']
## TRUE
## Release.date['May 9, 2010 (London premiere)', 'May 28, 2010 (United States)']
## TRUE
## Release.date['May 9, 2015 ( Disneyland )', 'May 22, 2015 (United States)']
## TRUE
## Release.date['November 1, 2002 (United States)']
## TRUE
## Release.date['November 1, 2003']
## TRUE
## Release.date['November 10, 1959']
## TRUE
## Release.date['November 10, 2015 ( Paris )', 'November 25, 2015 (United States)']
## TRUE
## Release.date['November 11, 1994']
## TRUE
## Release.date['November 12, 1946 (Premiere: Atlanta, Georgia)', 'November 20, 1946']
## TRUE
## Release.date['November 12, 1993']
## TRUE
## Release.date['November 13, 1940']
## TRUE
## Release.date['November 13, 1998']
## TRUE
## Release.date['November 13, 1999 ( El Capitan Theatre )', 'November 24, 1999 (United States)']
## TRUE
## Release.date['November 14, 2010 ( El Capitan Theatre )', 'November 24, 2010 (United States)']
## TRUE
## Release.date['November 14, 2016 ( AFI Fest )', 'November 23, 2016 (United States)']
## TRUE
## Release.date['November 16, 1997 ( Pennsylvania )', 'November 26, 1997 (United States)']
## TRUE
## Release.date['November 18, 1988']
## TRUE
## Release.date['November 19, 1995 ( El Capitan Theatre )', 'November 22, 1995 (United States)']
## TRUE
## Release.date['November 19, 2004']
## TRUE
## Release.date['November 19, 2013 ( El Capitan Theatre )', 'November 22, 2013 (United States)']
## TRUE
## Release.date['November 20, 1998']
## TRUE
## Release.date['November 21, 2008']
## TRUE
## Release.date['November 22, 2000']
## TRUE
## Release.date['November 25, 1992']
## TRUE
## Release.date['November 25, 2009 (Los Angeles premiere)', 'December 11, 2009 (United States)']
## TRUE
## Release.date['November 25, 2009']
## TRUE
## Release.date['November 26, 2003']
## TRUE
## Release.date['November 27, 1996']
## TRUE
## Release.date['November 27, 2002']
## TRUE
## Release.date['November 29, 1948 (Chicago, Illinois)', 'January 19, 1949 (Indianapolis, Indiana)']
## TRUE
## Release.date['November 29, 2018 ( Dolby Theatre )', 'December 19, 2018 (United States)']
## TRUE
## Release.date['November 3, 1977']
## TRUE
## Release.date['November 3, 2006']
## TRUE
## Release.date['November 3, 2009 ( London )', 'November 6, 2009 (United States)']
## TRUE
## Release.date['November 30, 2010 (Tokyo)', 'December 17, 2010 (United States)']
## TRUE
## Release.date['November 4, 2011 (Savannah Film Festival)', 'November 23, 2011 (United States)']
## TRUE
## Release.date['November 5, 2018 ( El Capitan Theatre )', 'November 21, 2018 (United States)']
## TRUE
## Release.date['November 7, 2019 ( Dolby Theatre )', 'November 22, 2019 (United States)']
## TRUE
## Release.date['November 8, 1973']
## TRUE
## Release.date['October 1, 1993']
## TRUE
## Release.date['October 10, 1997']
## TRUE
## Release.date['October 10, 2007 (France)', 'November 16, 2007 (United Kingdom)', 'January 12, 2008 (Germany)', 'April 22, 2009 (United States)']
## TRUE
## Release.date['October 11, 2002 (U.S.)']
## TRUE
## Release.date['October 17, 2009 ( Tokyo International Film Festival )', 'January 24, 2010 (France)']
## TRUE
## Release.date['October 18, 1967']
## TRUE
## Release.date['October 18, 2019']
## TRUE
## Release.date['October 2, 1992']
## TRUE
## Release.date['October 20, 2007 ( London )', 'November 21, 2007 (United States)']
## TRUE
## Release.date['October 20, 2013 ( BFI London Film Festival )', 'November 29, 2013 (United Kingdom)', 'December 13, 2013 (United States)', 'January 9, 2014 (Australia)']
## TRUE
## Release.date['October 20, 2017 ( Morelia )', 'November 22, 2017 (United States)']
## TRUE
## Release.date['October 23, 1941 (New York City)', 'October 31, 1941 (U.S.)']
## TRUE
## Release.date['October 23, 2014 ( Tokyo International Film Festival )', 'November 7, 2014 (United States)']
## TRUE
## Release.date['October 27, 2004 ( BFI London Film Festival )', 'November 5, 2004 (United States)']
## TRUE
## Release.date['October 28, 2001 ( El Capitan Theatre )', 'November 2, 2001 (United States)']
## TRUE
## Release.date['October 29, 1993']
## TRUE
## Release.date['October 29, 2012 ( El Capitan Theatre )', 'November 2, 2012 (United States)']
## TRUE
## Release.date['October 29, 2018 ( Dolby Theatre )', 'November 2, 2018 (United States)']
## TRUE
## Release.date['October 30, 2005 ( El Capitan Theatre )', 'November 4, 2005 (United States)']
## TRUE
## Release.date['October 5, 2001']
## TRUE
## Release.date['October 6, 2014 ( El Capitan Theatre )', 'October 10, 2014 (United States)']
## TRUE
## Release.date['October 7, 1971 (United Kingdom)', 'December 13, 1971 (United States)']
## TRUE
## Release.date['October 7, 1983 (limited)', 'January 27, 1984']
## TRUE
## Release.date['September 10, 2016 ( TIFF )', 'September 23, 2016 (United States)']
## TRUE
## Release.date['September 20, 2012 (Fantastic Fest)', 'October 5, 2012 (United States)']
## TRUE
## Release.date['September 23, 2007 ( Hollywood )', 'September 28, 2007 (United States)']
## TRUE
## Release.date['September 26, 2008 (United States)']
## TRUE
## Release.date['September 29, 1991 ( NYFF )', 'November 22, 1991 (United States)']
## TRUE
## Release.date['September 29, 1995']
## TRUE
## Release.date['September 29, 2000']
## TRUE
## Release.date['September 30, 2005']
## TRUE
## Release.date['September 30, 2010 ( Hollywood )', 'October 8, 2010 (United States)']
## TRUE
## Release.date["May 26, 2006 ( Lowe's Motor Speedway )", 'June 9, 2006 (United States)']
## TRUE
## Release.date1-Aug-97
## TRUE
## Release.date1-Feb-08
## TRUE
## Release.date10-Nov-53
## TRUE
## Release.date18-Aug-89
## TRUE
## Release.date19-May-60
## TRUE
## Release.date27-May-48
## TRUE
## Release.date30-Jul-82
## TRUE
## Release.dateDecember 20, 1974 (with Winnie the Pooh and Tigger Too )
## TRUE
## Running.time['118 minutes (1971 original version)', '139 minutes (1996 reconstruction version)']
## TRUE
## Running.time['164 minutes', '(', 'Los Angeles', 'premiere)', '144 minutes', '(', 'New York City', 'premiere)', '118 minutes', '(General release)', '172 minutes', '(', "Director's Cut", ')']
## TRUE
## Running.time['99 minutes (UK)', '90 minutes (U.S.)']
## TRUE
## Running.time100 minutes
## TRUE
## Running.time101 minutes
## TRUE
## Running.time102 minutes
## TRUE
## Running.time103 minutes
## TRUE
## Running.time104 minutes
## TRUE
## Running.time105 minutes
## TRUE
## Running.time106 minutes
## TRUE
## Running.time107 minutes
## TRUE
## Running.time108 minutes
## TRUE
## Running.time109 minutes
## TRUE
## Running.time110 minutes
## TRUE
## Running.time111 minutes
## TRUE
## Running.time112 minutes
## TRUE
## Running.time113 minutes
## TRUE
## Running.time114 minutes
## TRUE
## Running.time115 minutes
## TRUE
## Running.time116 minutes
## TRUE
## Running.time117 minutes
## TRUE
## Running.time118 minutes
## TRUE
## Running.time119 minutes
## TRUE
## Running.time120 minutes
## TRUE
## Running.time121 minutes
## TRUE
## Running.time123 minutes
## TRUE
## Running.time124 minutes
## TRUE
## Running.time125 minutes
## TRUE
## Running.time126 minutes
## TRUE
## Running.time127 minutes
## TRUE
## Running.time128 minutes
## TRUE
## Running.time129 minutes
## TRUE
## Running.time130 minutes
## TRUE
## Running.time131 minutes
## TRUE
## Running.time132 minutes
## TRUE
## Running.time134 minutes
## TRUE
## Running.time136 minutes
## TRUE
## Running.time137 minutes
## TRUE
## Running.time139 minutes
## TRUE
## Running.time143 minutes
## TRUE
## Running.time149 minutes
## TRUE
## Running.time150 minutes
## TRUE
## Running.time151 minutes
## TRUE
## Running.time168 minutes
## TRUE
## Running.time40 minutes
## TRUE
## Running.time61 minutes
## TRUE
## Running.time64 minutes
## TRUE
## Running.time65 min.
## TRUE
## Running.time68 minutes
## TRUE
## Running.time69 minutes
## TRUE
## Running.time70 minutes
## TRUE
## Running.time72 minutes
## TRUE
## Running.time73 minutes
## TRUE
## Running.time74 minutes
## TRUE
## Running.time75 minutes
## TRUE
## Running.time76 minutes
## TRUE
## Running.time77 minutes
## TRUE
## Running.time78 minutes
## TRUE
## Running.time79 minutes
## TRUE
## Running.time80 minutes
## TRUE
## Running.time81 minutes
## TRUE
## Running.time82 minutes
## TRUE
## Running.time83 minutes
## TRUE
## Running.time84 minutes
## TRUE
## Running.time85 minutes
## TRUE
## Running.time86 minutes
## TRUE
## Running.time87 minutes
## TRUE
## Running.time88 minutes
## TRUE
## Running.time89 minutes
## TRUE
## Running.time90 minutes
## TRUE
## Running.time91 minutes
## TRUE
## Running.time92 minutes
## TRUE
## Running.time93 mins
## TRUE
## Running.time93 minutes
## TRUE
## Running.time94 minutes
## TRUE
## Running.time95 minutes
## TRUE
## Running.time96 minutes
## TRUE
## Running.time97 minutes
## TRUE
## Running.time98 minutes
## TRUE
## Running.time99 minutes
## TRUE
## Country['Australia', 'United Kingdom', 'United States']
## TRUE
## Country['France', 'United Kingdom', 'Germany', 'United States']
## TRUE
## Country['Norway', 'Sweden', 'United States']
## TRUE
## Country['United Kingdom', 'United States']
## TRUE
## Country['United States', 'Australia']
## TRUE
## Country['United States', 'Austria']
## TRUE
## Country['United States', 'Canada']
## TRUE
## Country['United States', 'China', 'France']
## TRUE
## Country['United States', 'France', 'United Kingdom']
## TRUE
## Country['United States', 'France']
## TRUE
## Country['United States', 'Norway']
## TRUE
## Country['United States', 'United Kingdom', 'France']
## TRUE
## Country['United States', 'United Kingdom']
## TRUE
## Country['United States']
## TRUE
## CountryFrance
## TRUE
## CountryIndia
## TRUE
## CountryUnited States
## TRUE
## Language['English', 'French', 'Mandarin Chinese', 'Hindi']
## TRUE
## Language['English', 'French']
## TRUE
## Language['English', 'Inuktitut']
## TRUE
## Language['English', 'Italian']
## TRUE
## Language['English', 'Luganda']
## TRUE
## Language['English', 'Mandarin', 'French']
## TRUE
## Language['English', 'Swedish', 'Norwegian', 'Danish', 'Icelandic']
## TRUE
## Language['English', 'Vietnamese']
## TRUE
## Language['Norwegian', 'English']
## TRUE
## LanguageEnglish
## TRUE
## LanguageFrench
## TRUE
## LanguageHindi
## TRUE
## Running.time..int.
## TRUE
## Budget..float.
## TRUE
## Release.date..datetime.1/16/2004
## TRUE
## Release.date..datetime.1/18/1991
## TRUE
## Release.date..datetime.1/18/2002
## TRUE
## Release.date..datetime.1/25/1961
## TRUE
## Release.date..datetime.1/25/2016
## TRUE
## Release.date..datetime.1/26/2005
## TRUE
## Release.date..datetime.1/27/2006
## TRUE
## Release.date..datetime.1/29/1959
## TRUE
## Release.date..datetime.10/1/1993
## TRUE
## Release.date..datetime.10/10/1997
## TRUE
## Release.date..datetime.10/10/2007
## TRUE
## Release.date..datetime.10/11/2002
## TRUE
## Release.date..datetime.10/17/2009
## TRUE
## Release.date..datetime.10/18/1967
## TRUE
## Release.date..datetime.10/18/2019
## TRUE
## Release.date..datetime.10/2/1992
## TRUE
## Release.date..datetime.10/20/2007
## TRUE
## Release.date..datetime.10/20/2013
## TRUE
## Release.date..datetime.10/20/2017
## TRUE
## Release.date..datetime.10/23/1941
## TRUE
## Release.date..datetime.10/23/2014
## TRUE
## Release.date..datetime.10/27/2004
## TRUE
## Release.date..datetime.10/28/2001
## TRUE
## Release.date..datetime.10/29/1993
## TRUE
## Release.date..datetime.10/29/2012
## TRUE
## Release.date..datetime.10/29/2018
## TRUE
## Release.date..datetime.10/3/1990
## TRUE
## Release.date..datetime.10/30/2005
## TRUE
## Release.date..datetime.10/5/2001
## TRUE
## Release.date..datetime.10/6/2014
## TRUE
## Release.date..datetime.10/7/1971
## TRUE
## Release.date..datetime.10/7/1983
## TRUE
## Release.date..datetime.11/1/2002
## TRUE
## Release.date..datetime.11/1/2003
## TRUE
## Release.date..datetime.11/10/1953
## TRUE
## Release.date..datetime.11/10/1959
## TRUE
## Release.date..datetime.11/10/2015
## TRUE
## Release.date..datetime.11/11/1994
## TRUE
## Release.date..datetime.11/12/1946
## TRUE
## Release.date..datetime.11/12/1993
## TRUE
## Release.date..datetime.11/13/1940
## TRUE
## Release.date..datetime.11/13/1998
## TRUE
## Release.date..datetime.11/13/1999
## TRUE
## Release.date..datetime.11/14/2010
## TRUE
## Release.date..datetime.11/14/2016
## TRUE
## Release.date..datetime.11/16/1997
## TRUE
## Release.date..datetime.11/18/1988
## TRUE
## Release.date..datetime.11/19/1995
## TRUE
## Release.date..datetime.11/19/2004
## TRUE
## Release.date..datetime.11/19/2013
## TRUE
## Release.date..datetime.11/20/1998
## TRUE
## Release.date..datetime.11/21/2008
## TRUE
## Release.date..datetime.11/22/2000
## TRUE
## Release.date..datetime.11/25/1992
## TRUE
## Release.date..datetime.11/25/2009
## TRUE
## Release.date..datetime.11/26/2003
## TRUE
## Release.date..datetime.11/27/1996
## TRUE
## Release.date..datetime.11/27/2002
## TRUE
## Release.date..datetime.11/29/1948
## TRUE
## Release.date..datetime.11/29/2018
## TRUE
## Release.date..datetime.11/3/1977
## TRUE
## Release.date..datetime.11/3/2006
## TRUE
## Release.date..datetime.11/3/2009
## TRUE
## Release.date..datetime.11/30/2010
## TRUE
## Release.date..datetime.11/4/2011
## TRUE
## Release.date..datetime.11/5/2018
## TRUE
## Release.date..datetime.11/7/2019
## TRUE
## Release.date..datetime.11/8/1973
## TRUE
## Release.date..datetime.12/11/1970
## TRUE
## Release.date..datetime.12/11/1992
## TRUE
## Release.date..datetime.12/14/1961
## TRUE
## Release.date..datetime.12/15/2000
## TRUE
## Release.date..datetime.12/17/1976
## TRUE
## Release.date..datetime.12/17/1999
## TRUE
## Release.date..datetime.12/18/1979
## TRUE
## Release.date..datetime.12/20/1974
## TRUE
## Release.date..datetime.12/21/1937
## TRUE
## Release.date..datetime.12/21/1960
## TRUE
## Release.date..datetime.12/21/2007
## TRUE
## Release.date..datetime.12/23/1954
## TRUE
## Release.date..datetime.12/24/1968
## TRUE
## Release.date..datetime.12/25/1963
## TRUE
## Release.date..datetime.12/25/1997
## TRUE
## Release.date..datetime.12/25/1998
## TRUE
## Release.date..datetime.12/25/2008
## TRUE
## Release.date..datetime.12/6/1980
## TRUE
## Release.date..datetime.12/7/2005
## TRUE
## Release.date..datetime.12/8/2014
## TRUE
## Release.date..datetime.2/1/2008
## TRUE
## Release.date..datetime.2/10/2001
## TRUE
## Release.date..datetime.2/10/2002
## TRUE
## Release.date..datetime.2/11/1994
## TRUE
## Release.date..datetime.2/11/2000
## TRUE
## Release.date..datetime.2/11/2005
## TRUE
## Release.date..datetime.2/12/1999
## TRUE
## Release.date..datetime.2/13/2015
## TRUE
## Release.date..datetime.2/13/2016
## TRUE
## Release.date..datetime.2/14/2003
## TRUE
## Release.date..datetime.2/14/2013
## TRUE
## Release.date..datetime.2/15/1950
## TRUE
## Release.date..datetime.2/16/1996
## TRUE
## Release.date..datetime.2/16/2007
## TRUE
## Release.date..datetime.2/17/2006
## TRUE
## Release.date..datetime.2/20/2004
## TRUE
## Release.date..datetime.2/21/2020
## TRUE
## Release.date..datetime.2/22/2012
## TRUE
## Release.date..datetime.2/23/2017
## TRUE
## Release.date..datetime.2/25/2010
## TRUE
## Release.date..datetime.2/26/2018
## TRUE
## Release.date..datetime.2/5/1953
## TRUE
## Release.date..datetime.2/6/2004
## TRUE
## Release.date..datetime.2/7/1940
## TRUE
## Release.date..datetime.2/9/2015
## TRUE
## Release.date..datetime.3/10/2006
## TRUE
## Release.date..datetime.3/11/2009
## TRUE
## Release.date..datetime.3/11/2011
## TRUE
## Release.date..datetime.3/11/2014
## TRUE
## Release.date..datetime.3/11/2019
## TRUE
## Release.date..datetime.3/16/2003
## TRUE
## Release.date..datetime.3/18/2005
## TRUE
## Release.date..datetime.3/19/1959
## TRUE
## Release.date..datetime.3/24/1995
## TRUE
## Release.date..datetime.3/25/2005
## TRUE
## Release.date..datetime.3/26/1999
## TRUE
## Release.date..datetime.3/27/1998
## TRUE
## Release.date..datetime.3/29/2002
## TRUE
## Release.date..datetime.3/3/1995
## TRUE
## Release.date..datetime.3/31/2003
## TRUE
## Release.date..datetime.3/4/2005
## TRUE
## Release.date..datetime.3/7/1997
## TRUE
## Release.date..datetime.3/7/2008
## TRUE
## Release.date..datetime.3/9/2020
## TRUE
## Release.date..datetime.4/10/1992
## TRUE
## Release.date..datetime.4/10/2009
## TRUE
## Release.date..datetime.4/12/1996
## TRUE
## Release.date..datetime.4/14/2006
## TRUE
## Release.date..datetime.4/17/1980
## TRUE
## Release.date..datetime.4/17/2015
## TRUE
## Release.date..datetime.4/18/2003
## TRUE
## Release.date..datetime.4/18/2014
## TRUE
## Release.date..datetime.4/2/1993
## TRUE
## Release.date..datetime.4/2/2004
## TRUE
## Release.date..datetime.4/20/1946
## TRUE
## Release.date..datetime.4/20/2012
## TRUE
## Release.date..datetime.4/22/2011
## TRUE
## Release.date..datetime.4/29/1983
## TRUE
## Release.date..datetime.4/29/2011
## TRUE
## Release.date..datetime.4/4/2016
## TRUE
## Release.date..datetime.4/6/2011
## TRUE
## Release.date..datetime.5/10/2016
## TRUE
## Release.date..datetime.5/11/2017
## TRUE
## Release.date..datetime.5/14/2016
## TRUE
## Release.date..datetime.5/17/1962
## TRUE
## Release.date..datetime.5/18/2015
## TRUE
## Release.date..datetime.5/19/1960
## TRUE
## Release.date..datetime.5/19/2000
## TRUE
## Release.date..datetime.5/19/2007
## TRUE
## Release.date..datetime.5/2/2003
## TRUE
## Release.date..datetime.5/23/2017
## TRUE
## Release.date..datetime.5/26/2006
## TRUE
## Release.date..datetime.5/27/1948
## TRUE
## Release.date..datetime.5/28/2014
## TRUE
## Release.date..datetime.5/29/2009
## TRUE
## Release.date..datetime.5/30/2003
## TRUE
## Release.date..datetime.5/6/2014
## TRUE
## Release.date..datetime.5/7/2008
## TRUE
## Release.date..datetime.5/7/2011
## TRUE
## Release.date..datetime.5/9/2010
## TRUE
## Release.date..datetime.5/9/2015
## TRUE
## Release.date..datetime.6/10/2012
## TRUE
## Release.date..datetime.6/11/2019
## TRUE
## Release.date..datetime.6/12/1999
## TRUE
## Release.date..datetime.6/12/2010
## TRUE
## Release.date..datetime.6/13/1997
## TRUE
## Release.date..datetime.6/13/2004
## TRUE
## Release.date..datetime.6/15/1994
## TRUE
## Release.date..datetime.6/18/2011
## TRUE
## Release.date..datetime.6/19/1998
## TRUE
## Release.date..datetime.6/20/1941
## TRUE
## Release.date..datetime.6/21/1985
## TRUE
## Release.date..datetime.6/21/1991
## TRUE
## Release.date..datetime.6/21/1996
## TRUE
## Release.date..datetime.6/21/2002
## TRUE
## Release.date..datetime.6/22/1950
## TRUE
## Release.date..datetime.6/22/1955
## TRUE
## Release.date..datetime.6/22/1977
## TRUE
## Release.date..datetime.6/22/2005
## TRUE
## Release.date..datetime.6/22/2007
## TRUE
## Release.date..datetime.6/22/2013
## TRUE
## Release.date..datetime.6/23/1967
## TRUE
## Release.date..datetime.6/23/1989
## TRUE
## Release.date..datetime.6/23/1995
## TRUE
## Release.date..datetime.6/23/2008
## TRUE
## Release.date..datetime.6/24/2006
## TRUE
## Release.date..datetime.6/26/1981
## TRUE
## Release.date..datetime.6/28/2003
## TRUE
## Release.date..datetime.6/3/2001
## TRUE
## Release.date..datetime.6/5/2013
## TRUE
## Release.date..datetime.6/5/2018
## TRUE
## Release.date..datetime.6/8/2016
## TRUE
## Release.date..datetime.7/10/1981
## TRUE
## Release.date..datetime.7/15/1994
## TRUE
## Release.date..datetime.7/15/2014
## TRUE
## Release.date..datetime.7/16/1993
## TRUE
## Release.date..datetime.7/16/1997
## TRUE
## Release.date..datetime.7/17/1943
## TRUE
## Release.date..datetime.7/17/1992
## TRUE
## Release.date..datetime.7/2/1986
## TRUE
## Release.date..datetime.7/21/2002
## TRUE
## Release.date..datetime.7/23/1999
## TRUE
## Release.date..datetime.7/24/2009
## TRUE
## Release.date..datetime.7/26/1951
## TRUE
## Release.date..datetime.7/26/1985
## TRUE
## Release.date..datetime.7/28/1995
## TRUE
## Release.date..datetime.7/29/1998
## TRUE
## Release.date..datetime.7/29/2005
## TRUE
## Release.date..datetime.7/30/1982
## TRUE
## Release.date..datetime.7/30/2018
## TRUE
## Release.date..datetime.7/7/2000
## TRUE
## Release.date..datetime.7/8/2010
## TRUE
## Release.date..datetime.7/9/1980
## TRUE
## Release.date..datetime.7/9/2019
## TRUE
## Release.date..datetime.8/1/1986
## TRUE
## Release.date..datetime.8/1/1997
## TRUE
## Release.date..datetime.8/11/1995
## TRUE
## Release.date..datetime.8/11/2004
## TRUE
## Release.date..datetime.8/12/2016
## TRUE
## Release.date..datetime.8/15/2012
## TRUE
## Release.date..datetime.8/18/1989
## TRUE
## Release.date..datetime.8/2/2013
## TRUE
## Release.date..datetime.8/25/2006
## TRUE
## Release.date..datetime.8/27/1964
## TRUE
## Release.date..datetime.8/3/1990
## TRUE
## Release.date..datetime.8/3/2001
## TRUE
## Release.date..datetime.8/3/2007
## TRUE
## Release.date..datetime.8/30/1996
## TRUE
## Release.date..datetime.8/4/2003
## TRUE
## Release.date..datetime.8/8/1953
## TRUE
## Release.date..datetime.8/8/2016
## TRUE
## Release.date..datetime.8/9/1942
## TRUE
## Release.date..datetime.9/10/2016
## TRUE
## Release.date..datetime.9/19/2014
## TRUE
## Release.date..datetime.9/20/2012
## TRUE
## Release.date..datetime.9/23/2007
## TRUE
## Release.date..datetime.9/26/2008
## TRUE
## Release.date..datetime.9/29/1991
## TRUE
## Release.date..datetime.9/29/1995
## TRUE
## Release.date..datetime.9/29/2000
## TRUE
## Release.date..datetime.9/30/2005
## TRUE
## Release.date..datetime.9/30/2010
## TRUE
## imdbNot So Great Movies
## TRUE
## metascore19
## TRUE
## metascore29
## TRUE
## metascore30
## TRUE
## metascore32
## TRUE
## metascore33
## TRUE
## metascore34
## TRUE
## metascore35
## TRUE
## metascore36
## TRUE
## metascore37
## TRUE
## metascore38
## TRUE
## metascore39
## TRUE
## metascore40
## TRUE
## metascore41
## TRUE
## metascore42
## TRUE
## metascore43
## TRUE
## metascore44
## TRUE
## metascore45
## TRUE
## metascore46
## TRUE
## metascore47
## TRUE
## metascore48
## TRUE
## metascore49
## TRUE
## metascore50
## TRUE
## metascore51
## TRUE
## metascore52
## TRUE
## metascore53
## TRUE
## metascore54
## TRUE
## metascore55
## TRUE
## metascore56
## TRUE
## metascore57
## TRUE
## metascore58
## TRUE
## metascore59
## TRUE
## metascore60
## TRUE
## metascore61
## TRUE
## metascore62
## TRUE
## metascore63
## TRUE
## metascore64
## TRUE
## metascore65
## TRUE
## metascore66
## TRUE
## metascore67
## TRUE
## metascore68
## TRUE
## metascore69
## TRUE
## metascore70
## TRUE
## metascore71
## TRUE
## metascore72
## TRUE
## metascore73
## TRUE
## metascore74
## TRUE
## metascore75
## TRUE
## metascore76
## TRUE
## metascore77
## TRUE
## metascore78
## TRUE
## metascore79
## TRUE
## metascore80
## TRUE
## metascore81
## TRUE
## metascore82
## TRUE
## metascore83
## TRUE
## metascore84
## TRUE
## metascore85
## TRUE
## metascore86
## TRUE
## metascore88
## TRUE
## metascore89
## TRUE
## metascore90
## TRUE
## metascore91
## TRUE
## metascore92
## TRUE
## metascore94
## TRUE
## metascore95
## TRUE
## metascore96
## TRUE
## metascore99
## TRUE
## metascoreN/A
## TRUE
## rotten_tomatoes0%
## TRUE
## rotten_tomatoes100%
## TRUE
## rotten_tomatoes12%
## TRUE
## rotten_tomatoes14%
## TRUE
## rotten_tomatoes17%
## TRUE
## rotten_tomatoes19%
## TRUE
## rotten_tomatoes20%
## TRUE
## rotten_tomatoes21%
## TRUE
## rotten_tomatoes22%
## TRUE
## rotten_tomatoes23%
## TRUE
## rotten_tomatoes24%
## TRUE
## rotten_tomatoes25%
## TRUE
## rotten_tomatoes26%
## TRUE
## rotten_tomatoes27%
## TRUE
## rotten_tomatoes28%
## TRUE
## rotten_tomatoes29%
## TRUE
## rotten_tomatoes30%
## TRUE
## rotten_tomatoes31%
## TRUE
## rotten_tomatoes32%
## TRUE
## rotten_tomatoes33%
## TRUE
## rotten_tomatoes35%
## TRUE
## rotten_tomatoes36%
## TRUE
## rotten_tomatoes37%
## TRUE
## rotten_tomatoes38%
## TRUE
## rotten_tomatoes39%
## TRUE
## rotten_tomatoes40%
## TRUE
## rotten_tomatoes41%
## TRUE
## rotten_tomatoes42%
## TRUE
## rotten_tomatoes43%
## TRUE
## rotten_tomatoes44%
## TRUE
## rotten_tomatoes45%
## TRUE
## rotten_tomatoes46%
## TRUE
## rotten_tomatoes48%
## TRUE
## rotten_tomatoes49%
## TRUE
## rotten_tomatoes5%
## TRUE
## rotten_tomatoes50%
## TRUE
## rotten_tomatoes51%
## TRUE
## rotten_tomatoes52%
## TRUE
## rotten_tomatoes53%
## TRUE
## rotten_tomatoes54%
## TRUE
## rotten_tomatoes55%
## TRUE
## rotten_tomatoes56%
## TRUE
## rotten_tomatoes57%
## TRUE
## rotten_tomatoes59%
## TRUE
## rotten_tomatoes60%
## TRUE
## rotten_tomatoes61%
## TRUE
## rotten_tomatoes62%
## TRUE
## rotten_tomatoes63%
## TRUE
## rotten_tomatoes64%
## TRUE
## rotten_tomatoes65%
## TRUE
## rotten_tomatoes66%
## TRUE
## rotten_tomatoes67%
## TRUE
## rotten_tomatoes69%
## TRUE
## rotten_tomatoes7%
## TRUE
## rotten_tomatoes70%
## TRUE
## rotten_tomatoes71%
## TRUE
## rotten_tomatoes72%
## TRUE
## rotten_tomatoes73%
## TRUE
## rotten_tomatoes74%
## TRUE
## rotten_tomatoes75%
## TRUE
## rotten_tomatoes76%
## TRUE
## rotten_tomatoes77%
## TRUE
## rotten_tomatoes78%
## TRUE
## rotten_tomatoes79%
## TRUE
## rotten_tomatoes80%
## TRUE
## rotten_tomatoes81%
## TRUE
## rotten_tomatoes82%
## TRUE
## rotten_tomatoes84%
## TRUE
## rotten_tomatoes85%
## TRUE
## rotten_tomatoes86%
## TRUE
## rotten_tomatoes87%
## TRUE
## rotten_tomatoes88%
## TRUE
## rotten_tomatoes89%
## TRUE
## rotten_tomatoes9%
## TRUE
## rotten_tomatoes90%
## TRUE
## rotten_tomatoes91%
## TRUE
## rotten_tomatoes92%
## TRUE
## rotten_tomatoes93%
## TRUE
## rotten_tomatoes94%
## TRUE
## rotten_tomatoes95%
## TRUE
## rotten_tomatoes96%
## TRUE
## rotten_tomatoes97%
## TRUE
## rotten_tomatoes98%
## TRUE
## rotten_tomatoes99%
## TRUE
## Budget['$306.6 million (gross)', '$263.7 million (net)']
## TRUE
## Budget['$32 million', '(estimated)']
## TRUE
## Budget['$410.6 million (gross)', '$378.5 million (net)']
## TRUE
## Budget$1 million
## TRUE
## Budget$1,800,000
## TRUE
## Budget$1.35 million
## TRUE
## Budget$1.49 million
## TRUE
## Budget$1.5 million
## TRUE
## Budget$10 million
## TRUE
## Budget$100 million
## TRUE
## Budget$100–130 million
## TRUE
## Budget$105 million
## TRUE
## Budget$11 million
## TRUE
## Budget$110 million
## TRUE
## Budget$115 million
## TRUE
## Budget$12 million
## TRUE
## Budget$120 million
## TRUE
## Budget$120–133 million
## TRUE
## Budget$127.5 million
## TRUE
## Budget$13 million
## TRUE
## Budget$130 million
## TRUE
## Budget$14 million
## TRUE
## Budget$140 million
## TRUE
## Budget$15 million
## TRUE
## Budget$15 million –$30 million
## TRUE
## Budget$150 million
## TRUE
## Budget$150 –$200 million
## TRUE
## Budget$150 million
## TRUE
## Budget$150–175 million
## TRUE
## Budget$16 million
## TRUE
## Budget$160–255 million
## TRUE
## Budget$165 million
## TRUE
## Budget$17 million
## TRUE
## Budget$170 million
## TRUE
## Budget$175 million
## TRUE
## Budget$175-200 million
## TRUE
## Budget$175–177 million
## TRUE
## Budget$175–200 million
## TRUE
## Budget$18 million
## TRUE
## Budget$180 million
## TRUE
## Budget$180–190 million
## TRUE
## Budget$180–263 million
## TRUE
## Budget$185 million
## TRUE
## Budget$19 million (estimated)
## TRUE
## Budget$2 million
## TRUE
## Budget$2.125 million
## TRUE
## Budget$2.28 million
## TRUE
## Budget$2.5 million
## TRUE
## Budget$2.6 million
## TRUE
## Budget$2.9 million
## TRUE
## Budget$20 million
## TRUE
## Budget$200 million
## TRUE
## Budget$200–215 million
## TRUE
## Budget$20–25 million
## TRUE
## Budget$22 million
## TRUE
## Budget$225 million
## TRUE
## Budget$225–250 million
## TRUE
## Budget$23 million
## TRUE
## Budget$230–320 million
## TRUE
## Budget$24 million
## TRUE
## Budget$25 million
## TRUE
## Budget$250–260 million
## TRUE
## Budget$25–44 million
## TRUE
## Budget$26 million
## TRUE
## Budget$260 million
## TRUE
## Budget$28 million
## TRUE
## Budget$3 million
## TRUE
## Budget$3.6 million
## TRUE
## Budget$30 million
## TRUE
## Budget$300 million
## TRUE
## Budget$300,000
## TRUE
## Budget$31 million
## TRUE
## Budget$32 million
## TRUE
## Budget$33 million
## TRUE
## Budget$35 million
## TRUE
## Budget$35-40 million
## TRUE
## Budget$38 million
## TRUE
## Budget$39 million
## TRUE
## Budget$4 million
## TRUE
## Budget$4.4–6 million
## TRUE
## Budget$40 million
## TRUE
## Budget$45 million
## TRUE
## Budget$46 million
## TRUE
## Budget$47 million
## TRUE
## Budget$5 million
## TRUE
## Budget$50 million
## TRUE
## Budget$51 million
## TRUE
## Budget$55 million
## TRUE
## Budget$56 million
## TRUE
## Budget$5–10 million
## TRUE
## Budget$6 million
## TRUE
## Budget$6-8 million
## TRUE
## Budget$6.3 million
## TRUE
## Budget$6.5 million
## TRUE
## Budget$600,000
## TRUE
## Budget$65 million
## TRUE
## Budget$7 million
## TRUE
## Budget$7.5 million
## TRUE
## Budget$70–80 million
## TRUE
## Budget$75 million
## TRUE
## Budget$788,000
## TRUE
## Budget$8 million
## TRUE
## Budget$80 million
## TRUE
## Budget$80–$85 million
## TRUE
## Budget$85 million
## TRUE
## Budget$858,000
## TRUE
## Budget$9 million
## TRUE
## Budget$90 million
## TRUE
## Budget$90–120 million
## TRUE
## Budget$92 million
## TRUE
## Budget$94 million
## TRUE
## Budget$950,000
## TRUE
## Budget$95–100 million
## TRUE
## Budget60 million Norwegian Kroner (around $8.7 million in 1989)
## TRUE
## Budgetunder $1 million or $1,250,000
## TRUE
## Box.office>$121 million
## TRUE
## Box.office$1 million (US)
## TRUE
## Box.office$1,700,000 (US/Canada rentals)
## TRUE
## Box.office$1.024 billion
## TRUE
## Box.office$1.025 billion
## TRUE
## Box.office$1.029 billion
## TRUE
## Box.office$1.046 billion
## TRUE
## Box.office$1.066 billion
## TRUE
## Box.office$1.067 billion
## TRUE
## Box.office$1.073 billion
## TRUE
## Box.office$1.243 billion
## TRUE
## Box.office$1.264 billion
## TRUE
## Box.office$1.280 billion
## TRUE
## Box.office$1.3 million (est. United States/Canada rentals, 1941)
## TRUE
## Box.office$1.450 billion
## TRUE
## Box.office$1.657 billion
## TRUE
## Box.office$10 million (US/Canada rentals)
## TRUE
## Box.office$10.1 million
## TRUE
## Box.office$10.4 million
## TRUE
## Box.office$100.7 million
## TRUE
## Box.office$102.3 million
## TRUE
## Box.office$103.1 million
## TRUE
## Box.office$106.4 million
## TRUE
## Box.office$109 million
## TRUE
## Box.office$109.6 million
## TRUE
## Box.office$11 million
## TRUE
## Box.office$11.1 million (USA)
## TRUE
## Box.office$110.3 million
## TRUE
## Box.office$110.8 million
## TRUE
## Box.office$115 million
## TRUE
## Box.office$115.1 million
## TRUE
## Box.office$117.9 million
## TRUE
## Box.office$12.2 million
## TRUE
## Box.office$12.3 million (US and Canada rentals)
## TRUE
## Box.office$120.5 million
## TRUE
## Box.office$127.4 million
## TRUE
## Box.office$13.4 million (domestic)
## TRUE
## Box.office$133.4 million
## TRUE
## Box.office$134.4 million
## TRUE
## Box.office$134.7 million
## TRUE
## Box.office$135.7 million
## TRUE
## Box.office$136.4 million
## TRUE
## Box.office$136.7 million
## TRUE
## Box.office$138 million
## TRUE
## Box.office$14.1 million
## TRUE
## Box.office$143.7 million
## TRUE
## Box.office$144.1 million
## TRUE
## Box.office$145.5 million
## TRUE
## Box.office$146.6 million
## TRUE
## Box.office$147 million
## TRUE
## Box.office$149.3 million
## TRUE
## Box.office$15.1 million
## TRUE
## Box.office$15.4 million
## TRUE
## Box.office$154.9 million
## TRUE
## Box.office$160.8 million
## TRUE
## Box.office$164 million
## TRUE
## Box.office$165.2 million
## TRUE
## Box.office$165.3 million
## TRUE
## Box.office$169 million
## TRUE
## Box.office$169.2 million
## TRUE
## Box.office$169.3 million
## TRUE
## Box.office$17.1 million
## TRUE
## Box.office$17.7 million
## TRUE
## Box.office$17.9 million
## TRUE
## Box.office$172.9 million
## TRUE
## Box.office$174 million
## TRUE
## Box.office$174.4 million
## TRUE
## Box.office$178 million
## TRUE
## Box.office$18 million
## TRUE
## Box.office$18,564,613
## TRUE
## Box.office$18.1 million
## TRUE
## Box.office$18.6 million
## TRUE
## Box.office$182.3 million
## TRUE
## Box.office$183.6 million
## TRUE
## Box.office$186.1 million
## TRUE
## Box.office$187 million
## TRUE
## Box.office$189.8 million
## TRUE
## Box.office$19.3 million
## TRUE
## Box.office$19.4 million
## TRUE
## Box.office$191 million
## TRUE
## Box.office$195.2 million
## TRUE
## Box.office$197.7 million
## TRUE
## Box.office$198.6 million
## TRUE
## Box.office$2,560,000 (worldwide rentals)
## TRUE
## Box.office$2.6 million (US)
## TRUE
## Box.office$2.8 million
## TRUE
## Box.office$209 million
## TRUE
## Box.office$21.3 million
## TRUE
## Box.office$21.3 million (domestic)
## TRUE
## Box.office$212.9 million
## TRUE
## Box.office$213.1 million
## TRUE
## Box.office$215.3 million
## TRUE
## Box.office$22.2 million
## TRUE
## Box.office$222.7 million
## TRUE
## Box.office$239.3 million
## TRUE
## Box.office$24,670,346
## TRUE
## Box.office$24.1 million
## TRUE
## Box.office$25.1 million
## TRUE
## Box.office$250.4 million
## TRUE
## Box.office$252.7 million
## TRUE
## Box.office$26,491,793
## TRUE
## Box.office$260.5 million
## TRUE
## Box.office$263.6 million
## TRUE
## Box.office$267.4 million
## TRUE
## Box.office$269 million
## TRUE
## Box.office$27.2 million
## TRUE
## Box.office$27.6 million
## TRUE
## Box.office$27.8 million
## TRUE
## Box.office$273.1 million
## TRUE
## Box.office$28.2 million
## TRUE
## Box.office$28.7 million
## TRUE
## Box.office$28.9 million
## TRUE
## Box.office$28.9 million (U.S.)
## TRUE
## Box.office$284.1 million
## TRUE
## Box.office$292.8 million
## TRUE
## Box.office$3,275,000 (worldwide rentals)
## TRUE
## Box.office$3.7 million (U.S. rental) $575,000 (foreign rental)
## TRUE
## Box.office$3.75 million (US and Canadian rentals)
## TRUE
## Box.office$30.6 million
## TRUE
## Box.office$30.9 million
## TRUE
## Box.office$300 million
## TRUE
## Box.office$303 million
## TRUE
## Box.office$304.3 million
## TRUE
## Box.office$310 million
## TRUE
## Box.office$314.4 million
## TRUE
## Box.office$32 million
## TRUE
## Box.office$320.7 million
## TRUE
## Box.office$325 million
## TRUE
## Box.office$325.3 million
## TRUE
## Box.office$33.1 million
## TRUE
## Box.office$332.2 million
## TRUE
## Box.office$336.4 million
## TRUE
## Box.office$34.3 million (North America)
## TRUE
## Box.office$34.8 million
## TRUE
## Box.office$340.5 million
## TRUE
## Box.office$346.1 million
## TRUE
## Box.office$347.5 million
## TRUE
## Box.office$349.5 million
## TRUE
## Box.office$349.8 million
## TRUE
## Box.office$353.3 million
## TRUE
## Box.office$36 –39.6 million
## TRUE
## Box.office$36 million
## TRUE
## Box.office$36.8 million
## TRUE
## Box.office$363.3 million
## TRUE
## Box.office$373.6 million
## TRUE
## Box.office$378 million
## TRUE
## Box.office$38.7 million
## TRUE
## Box.office$383.9 million
## TRUE
## Box.office$39.2 million
## TRUE
## Box.office$39.5 million
## TRUE
## Box.office$4,100,000 (worldwide rentals)
## TRUE
## Box.office$4.4 million
## TRUE
## Box.office$4.6 million (US/Canada rentals)
## TRUE
## Box.office$40 million
## TRUE
## Box.office$40,070,995
## TRUE
## Box.office$410 million
## TRUE
## Box.office$418 million
## TRUE
## Box.office$419.7 million
## TRUE
## Box.office$44.5 million
## TRUE
## Box.office$440.1 million
## TRUE
## Box.office$448.2 million
## TRUE
## Box.office$45.7 million
## TRUE
## Box.office$459.2 million
## TRUE
## Box.office$46.7 million (USA)
## TRUE
## Box.office$462 million
## TRUE
## Box.office$471.2 million
## TRUE
## Box.office$491.7 million
## TRUE
## Box.office$493.3 million
## TRUE
## Box.office$497.4 million
## TRUE
## Box.office$5 million
## TRUE
## Box.office$5 million (rentals)
## TRUE
## Box.office$5 million (US/ Canada rentals)
## TRUE
## Box.office$5.6 million (US, 1951)
## TRUE
## Box.office$50.1 million
## TRUE
## Box.office$50.2 million
## TRUE
## Box.office$50.6 million (US)
## TRUE
## Box.office$50.8 million
## TRUE
## Box.office$504.1 million
## TRUE
## Box.office$51,264,000
## TRUE
## Box.office$51.5 million
## TRUE
## Box.office$51.6 million (United States/Canada)
## TRUE
## Box.office$52.1 million
## TRUE
## Box.office$52.9 million
## TRUE
## Box.office$529.3 million
## TRUE
## Box.office$53.9 million
## TRUE
## Box.office$533.3 million
## TRUE
## Box.office$540.4 million
## TRUE
## Box.office$542.4 million
## TRUE
## Box.office$55.5 million
## TRUE
## Box.office$56 million
## TRUE
## Box.office$562.1 million
## TRUE
## Box.office$57 million
## TRUE
## Box.office$577.4 million
## TRUE
## Box.office$58.5 million
## TRUE
## Box.office$58.7 million
## TRUE
## Box.office$59.9 million
## TRUE
## Box.office$592.4 million
## TRUE
## Box.office$6.2 million
## TRUE
## Box.office$6.5 million
## TRUE
## Box.office$60 million
## TRUE
## Box.office$60.3 million
## TRUE
## Box.office$61.7 million
## TRUE
## Box.office$62.9 million
## TRUE
## Box.office$620.7 million
## TRUE
## Box.office$63.5 million
## TRUE
## Box.office$633 million
## TRUE
## Box.office$64.5 million
## TRUE
## Box.office$65 million
## TRUE
## Box.office$65.3 million
## TRUE
## Box.office$654.3 million
## TRUE
## Box.office$657.8 million
## TRUE
## Box.office$690.8 million
## TRUE
## Box.office$7.4 million
## TRUE
## Box.office$70.6 million
## TRUE
## Box.office$71.4 million
## TRUE
## Box.office$72.2 million
## TRUE
## Box.office$735.1 million
## TRUE
## Box.office$743.6 million
## TRUE
## Box.office$745 million
## TRUE
## Box.office$758.5 million
## TRUE
## Box.office$76.4–$83.3 million
## TRUE
## Box.office$794.9 million
## TRUE
## Box.office$799,000
## TRUE
## Box.office$8,153,677 (United States)
## TRUE
## Box.office$8.4 million
## TRUE
## Box.office$80.4 million
## TRUE
## Box.office$80.7 million
## TRUE
## Box.office$807.1 million
## TRUE
## Box.office$81.5 million
## TRUE
## Box.office$82.7 million
## TRUE
## Box.office$858 million
## TRUE
## Box.office$86.4 million
## TRUE
## Box.office$87.1 million
## TRUE
## Box.office$87.4 million
## TRUE
## Box.office$89.1 million
## TRUE
## Box.office$90.9 million
## TRUE
## Box.office$92.1 million
## TRUE
## Box.office$940.3 million
## TRUE
## Box.office$96.2 million
## TRUE
## Box.office$96.8 million
## TRUE
## Box.office$960,000 (worldwide rentals)
## TRUE
## Box.office$961 million
## TRUE
## Box.office$966.6 million
## TRUE
## Box.office$968.5 million
## TRUE
## Box.officeest. (US$11 million)
## TRUE
##
## $sigma
## [1] NaNThis looks hard to interpret.
ggplot(df,aes(x=Budget..float., y = Box.office..float.))+
geom_jitter(color = "Red") +
geom_smooth(method = lm)## `geom_smooth()` using formula 'y ~ x'
We can see there are some movies with really high budgets and having high box office collections. We can see most of the data is accumulated within the same area.The shadowing around the line is the confidence interval and thera are so many that fall out of it. Overall it does not seem appropriate to apply the linear regression to this data and use it to predict box office colletions!
We will do a multiple to see the differences highlighted.
ggplot(df,aes(x= Budget..float., y = Box.office..float., color = imdb))+
geom_point()+
geom_smooth(method = lm)## `geom_smooth()` using formula 'y ~ x'
Still, a lot of data falls outside the confidence interval and its clear that this is not really appropriate prediction.
Here is another visualization to see it better
dfoff <- df %>% filter(imdb == "Great Movies")
ggplot(dfoff,aes(x= Budget..float., y = Box.office..float.))+
geom_jitter()+
geom_smooth(method = lm)## `geom_smooth()` using formula 'y ~ x'
This is funny, there are only a few data points inside the shaded area.
ggplot(dfoff,aes(x= Budget..float., y = Box.office..float.))+
geom_point()+
geom_smooth(method = "glm")## `geom_smooth()` using formula 'y ~ x'
ggplot(df,aes(x= Budget..float., y = Box.office..float.))+
geom_point()+
geom_smooth()## `geom_smooth()` using method = 'loess' and formula 'y ~ x'
This shows that the function is actually non linear.