We want to compare the performance of the MovieLense dataset recommendation systems (user-based and movie-based) with the recommendation systems built with Stochastic Gradient Descent. The metrics that will be used are area under the curve, mean absolute error, and root-mean-squared error.
The dataset used here is the MovieLense dataset included in the recommenderlab package. The ratings all range between 1 and 5. Given that each user in the dataset has a maximum of 735 rated movies and a minimum of 19 rated movies, we will pick users who have not rated more than 1,400 movies so that we can facilitate better recommendations.
library(recommenderlab)## Loading required package: Matrix## Loading required package: arules##
## Attaching package: 'arules'## The following objects are masked from 'package:base':
##
## abbreviate, write## Loading required package: proxy##
## Attaching package: 'proxy'## The following object is masked from 'package:Matrix':
##
## as.matrix## The following objects are masked from 'package:stats':
##
## as.dist, dist## The following object is masked from 'package:base':
##
## as.matrix## Loading required package: registrydata(MovieLense)
#ncol(BX) - max(rowCounts(BX))
ML <- MovieLense[ncol(MovieLense) - rowCounts(MovieLense) > 1400]To evaluate the accuracy, we split the adjusted dataset into a training set and a testing set. The built-in evaluationScheme is used. The training set includes 80% of the adjusted dataset. The remaining 20% is the testing set. The number of items given for evaluation is 19 because in this adjusted dataset the minimum number of movies rated by a user is 19. The threshold here is the minimum rating that would be considered good which is the average of the highest rating (5) and lowest rating (1).
eval_sets <- evaluationScheme(data = ML, method = "split",
train = 0.8, given = 19, goodRating = 3)The user-based model is created using the original dataset containing all of the unknown values. Only the first 5 rows and columns are subsetted.
recc_model_u_c <- Recommender(getData(eval_sets, "train"), "UBCF", parameter = list(method = "Cosine"))
user_cosine_p <- predict(recc_model_u_c, getData(eval_sets, "known"), type="ratings")
as(user_cosine_p, "matrix")[1:5,1:5]## Toy Story (1995) GoldenEye (1995) Four Rooms (1995) Get Shorty (1995)
## 10 4.037785 4.021827 4.042059 3.997264
## 12 4.582195 4.540082 4.531000 NA
## 14 4.175122 4.031584 4.023424 4.078989
## 16 NA 4.197851 4.089138 4.145843
## 25 3.957115 3.842241 3.842105 3.805981
## Copycat (1995)
## 10 4.048881
## 12 4.587321
## 14 4.064417
## 16 3.928454
## 25 3.810900recc_model_u_p <- Recommender(getData(eval_sets, "train"), "UBCF", parameter = list(method = "Pearson"))
user_pearson_p <- predict(recc_model_u_p, getData(eval_sets, "known"), type="ratings")
as(user_pearson_p, "matrix")[1:5,1:5]## Toy Story (1995) GoldenEye (1995) Four Rooms (1995) Get Shorty (1995)
## 10 4.185774 4.087943 3.926241 4.095192
## 12 4.376524 4.577177 4.578947 NA
## 14 3.929609 4.052632 4.052632 3.989724
## 16 NA 4.210526 4.096416 4.181785
## 25 4.073080 3.793428 3.833006 3.820403
## Copycat (1995)
## 10 4.016902
## 12 4.578947
## 14 4.052632
## 16 4.186375
## 25 3.842275The movie-based models are created using the original dataset containing all of the unknown values. Only the first 5 rows and columns are subsetted.
library(recommenderlab)
recc_model_m_c <- Recommender(getData(eval_sets, "train"), "IBCF", param = list(method = "Cosine"))
movie_cosine_p <- predict(recc_model_m_c, getData(eval_sets, "known"), type="ratings")
as(movie_cosine_p, "matrix")[1:5,1:5]## Toy Story (1995) GoldenEye (1995) Four Rooms (1995) Get Shorty (1995)
## 10 3.980218 NA NA NA
## 12 4.502729 NA NA NA
## 14 4.092452 NA NA 4.557047
## 16 NA NA NA 1.000000
## 25 4.000000 NA NA NA
## Copycat (1995)
## 10 NA
## 12 NA
## 14 NA
## 16 2.490278
## 25 NArecc_model_m_p <- Recommender(getData(eval_sets, "train"), "IBCF", parameter = list(method = "Pearson"))
movie_pearson_p <- predict(recc_model_m_p, getData(eval_sets, "known"), type="ratings")
as(movie_pearson_p, "matrix")[1:5,1:5]## Toy Story (1995) GoldenEye (1995) Four Rooms (1995) Get Shorty (1995)
## 10 NA NA NA NA
## 12 NA NA NA NA
## 14 NA NA NA NA
## 16 NA NA NA NA
## 25 NA NA NA NA
## Copycat (1995)
## 10 NA
## 12 NA
## 14 NA
## 16 NA
## 25 NAThe models are evaluated with each model providing 1 to 19 recommendations per user. The time taken to run each model and prediction is outputted. So far it appears that the user-based models do not require much time.
models <- list(
IBCF_cos = list(name = "IBCF", param = list(method = "cosine")),
IBCF_cor = list(name = "IBCF", param = list(method = "pearson")),
UBCF_cos = list(name = "UBCF", param = list(method = "cosine")),
UBCF_cor = list(name = "UBCF", param = list(method = "pearson"))
)eval_results <- evaluate(x = eval_sets, method = models, n = 1:19)## IBCF run fold/sample [model time/prediction time]
## 1 [86.153sec/0.204sec]
## IBCF run fold/sample [model time/prediction time]
## 1 [100.474sec/0.202sec]
## UBCF run fold/sample [model time/prediction time]
## 1 [0.008sec/12.731sec]
## UBCF run fold/sample [model time/prediction time]
## 1 [0.008sec/18.79sec]Now the stochastic gradient descent is implemented. The whole idea of this method is to update the weights after each training sample.
library(rrecsys)## Loading required package: MASS## Loading required package: knitr##
## Attaching package: 'rrecsys'## The following object is masked from 'package:recommenderlab':
##
## predict## The following object is masked from 'package:arules':
##
## predict## The following object is masked from 'package:stats':
##
## predictMLMat <- as(ML@data, "matrix")
MLDef <- defineData(MLMat, minimum = 1, maximum = 5, halfStar = TRUE, goodRating = 3)
setStoppingCriteria(nrLoops = 50)## Stopping criteria is defined by the number of loops. Current loop number is: 50 .
## Algorithm that support autoConvergence: FunkSVD, wALS, BPR.
## Show delta error is OFF!model <- rrecsys(MLDef, "FunkSVD", k = 10, gamma = 0.1, lambda = 0.001)## Feature: 1 / 10 trained. Time: 4.543478 seconds.
## Feature: 2 / 10 trained. Time: 4.650251 seconds.
## Feature: 3 / 10 trained. Time: 4.655785 seconds.
## Feature: 4 / 10 trained. Time: 4.654993 seconds.
## Feature: 5 / 10 trained. Time: 4.659961 seconds.
## Feature: 6 / 10 trained. Time: 4.517643 seconds.
## Feature: 7 / 10 trained. Time: 4.650307 seconds.
## Feature: 8 / 10 trained. Time: 4.532569 seconds.
## Feature: 9 / 10 trained. Time: 4.750005 seconds.
## Feature: 10 / 10 trained. Time: 4.663173 seconds.The ratings are predicted as follows. Only the first 5 rows and columns are subsetted.
predict(model, Round = F)[1:5, 1:5]## Toy Story (1995) GoldenEye (1995) Four Rooms (1995) Get Shorty (1995)
## 2 4.000000 3.240064 3.092786 3.475204
## 3 3.143245 2.652212 2.532209 2.843783
## 4 4.485764 3.784505 3.613052 4.058230
## 5 4.000000 3.000000 2.720176 3.054193
## 6 4.000000 3.029645 2.891505 3.250195
## Copycat (1995)
## 2 3.297625
## 3 2.699294
## 4 3.851697
## 5 2.899365
## 6 3.083503The top 3 movies for each user are rendered as per the stochastic gradient descent.
recommend(model)## $`2`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`3`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`4`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`5`
## [1] "Schindler's List (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`6`
## [1] "Shall We Dance? (1996)" "Rear Window (1954)"
## [3] "As Good As It Gets (1997)"
##
## $`8`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`9`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`10`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`11`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`12`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`14`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`15`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`16`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`17`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`19`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`20`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`21`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`22`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`23`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`24`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`25`
## [1] "Schindler's List (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`26`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`27`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`28`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`29`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`30`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`31`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`32`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`33`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`34`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`35`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`36`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`37`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`38`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`39`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`40`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`41`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`42`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`43`
## [1] "Casablanca (1942)" "Sunset Blvd. (1950)" "12 Angry Men (1957)"
##
## $`44`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`45`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`46`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`47`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`48`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`49`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`50`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`51`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`52`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`53`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`54`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`55`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`56`
## [1] "Schindler's List (1993)" "Sunset Blvd. (1950)"
## [3] "12 Angry Men (1957)"
##
## $`57`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`58`
## [1] "Sunset Blvd. (1950)" "12 Angry Men (1957)"
## [3] "Shall We Dance? (1996)"
##
## $`60`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`61`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`62`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`63`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`64`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`65`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`66`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`67`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`68`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`69`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`70`
## [1] "Schindler's List (1993)" "Sunset Blvd. (1950)"
## [3] "Shawshank Redemption, The (1994)"
##
## $`71`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`72`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`73`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`74`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`75`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`76`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`77`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`78`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`79`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`80`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`81`
## [1] "Close Shave, A (1995)" "Casablanca (1942)" "Sunset Blvd. (1950)"
##
## $`82`
## [1] "Close Shave, A (1995)" "Sunset Blvd. (1950)"
## [3] "Good Will Hunting (1997)"
##
## $`83`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`84`
## [1] "Wrong Trousers, The (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`86`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`87`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`88`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`89`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`91`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`93`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`96`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`97`
## [1] "Schindler's List (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`98`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`99`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`100`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`101`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`102`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`103`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`104`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`105`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`106`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`107`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`108`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`109`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`110`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`111`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`112`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`113`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`114`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`115`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`116`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`117`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`118`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`119`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`120`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`121`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`122`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`123`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`124`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`125`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`126`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`127`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`128`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`129`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`131`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`132`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`133`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`134`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`135`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`136`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`137`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`138`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`139`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`140`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`141`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`142`
## [1] "Schindler's List (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`143`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`144`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`146`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`147`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`148`
## [1] "Schindler's List (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`149`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`150`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`152`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`153`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`154`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`155`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`156`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`157`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`158`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`159`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`160`
## [1] "Schindler's List (1993)" "Shawshank Redemption, The (1994)"
## [3] "12 Angry Men (1957)"
##
## $`161`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`162`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`163`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`164`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`165`
## [1] "Close Shave, A (1995)" "Casablanca (1942)" "Sunset Blvd. (1950)"
##
## $`166`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`167`
## [1] "Close Shave, A (1995)" "Casablanca (1942)" "Sunset Blvd. (1950)"
##
## $`168`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`169`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`170`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`171`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`172`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`173`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`174`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`175`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`176`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`177`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`179`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`180`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`182`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`183`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`184`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "12 Angry Men (1957)"
##
## $`185`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`186`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`187`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`188`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`189`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`190`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`191`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`192`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`193`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`195`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`196`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`197`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`198`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`199`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`200`
## [1] "Close Shave, A (1995)" "Sunset Blvd. (1950)"
## [3] "Shawshank Redemption, The (1994)"
##
## $`202`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`203`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`204`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`205`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`206`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`207`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`208`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`209`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`210`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`211`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`212`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`213`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`214`
## [1] "Sunset Blvd. (1950)" "12 Angry Men (1957)"
## [3] "Good Will Hunting (1997)"
##
## $`215`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`216`
## [1] "Casablanca (1942)" "Sunset Blvd. (1950)" "12 Angry Men (1957)"
##
## $`217`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`218`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`219`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`220`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`221`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`223`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`224`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`225`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`226`
## [1] "Schindler's List (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`227`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`228`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`229`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`230`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`231`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`232`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`233`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`235`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`236`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`237`
## [1] "Schindler's List (1993)" "Sunset Blvd. (1950)"
## [3] "Good Will Hunting (1997)"
##
## $`238`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`239`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "12 Angry Men (1957)"
##
## $`240`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`241`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`242`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`243`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`244`
## [1] "Close Shave, A (1995)" "Casablanca (1942)" "Sunset Blvd. (1950)"
##
## $`245`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`246`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`247`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`248`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`249`
## [1] "Sunset Blvd. (1950)" "12 Angry Men (1957)"
## [3] "Good Will Hunting (1997)"
##
## $`250`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`251`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`252`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`253`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`254`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`255`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`256`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`257`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`258`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`259`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`260`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`261`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`262`
## [1] "Close Shave, A (1995)" "Casablanca (1942)" "Sunset Blvd. (1950)"
##
## $`263`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`264`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`265`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`266`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`267`
## [1] "Schindler's List (1993)" "Sunset Blvd. (1950)"
## [3] "12 Angry Men (1957)"
##
## $`270`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`272`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`273`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`274`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`275`
## [1] "Schindler's List (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`277`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`278`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`280`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`281`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`282`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`283`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`284`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`285`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`287`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`288`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`289`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`290`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`292`
## [1] "Schindler's List (1993)" "12 Angry Men (1957)"
## [3] "Good Will Hunting (1997)"
##
## $`294`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`295`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`296`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`297`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`298`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`300`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`302`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`304`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`305`
## [1] "Sunset Blvd. (1950)" "Third Man, The (1949)" "Rear Window (1954)"
##
## $`306`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`307`
## [1] "Schindler's List (1993)" "Sunset Blvd. (1950)"
## [3] "Good Will Hunting (1997)"
##
## $`309`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`310`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`312`
## [1] "Schindler's List (1993)" "Shawshank Redemption, The (1994)"
## [3] "Good Will Hunting (1997)"
##
## $`313`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Good Will Hunting (1997)"
##
## $`314`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`315`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`316`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`317`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`318`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`319`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`320`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`321`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`322`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`323`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`324`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`325`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`326`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`329`
## [1] "Close Shave, A (1995)" "Schindler's List (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`330`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`331`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`332`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`333`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`335`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`336`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`337`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`338`
## [1] "Schindler's List (1993)" "Shawshank Redemption, The (1994)"
## [3] "12 Angry Men (1957)"
##
## $`339`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`340`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`341`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`342`
## [1] "Schindler's List (1993)" "Shawshank Redemption, The (1994)"
## [3] "12 Angry Men (1957)"
##
## $`343`
## [1] "Sunset Blvd. (1950)" "12 Angry Men (1957)"
## [3] "Good Will Hunting (1997)"
##
## $`344`
## [1] "Schindler's List (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`345`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`346`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`347`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`348`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`349`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`350`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`351`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`352`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`353`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`354`
## [1] "Close Shave, A (1995)" "Sunset Blvd. (1950)"
## [3] "Shawshank Redemption, The (1994)"
##
## $`355`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`356`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`357`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`358`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`359`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`360`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`361`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`362`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`364`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`365`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`366`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`367`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`368`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`369`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`370`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`371`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`372`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`373`
## [1] "Close Shave, A (1995)" "Casablanca (1942)"
## [3] "Good Will Hunting (1997)"
##
## $`375`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`376`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`377`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`379`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`380`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`381`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`382`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`383`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`384`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`386`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`388`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`390`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`391`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`392`
## [1] "Close Shave, A (1995)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`394`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`395`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`396`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`397`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`398`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`400`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`401`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`402`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`403`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`404`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`407`
## [1] "Schindler's List (1993)" "Sunset Blvd. (1950)"
## [3] "Shawshank Redemption, The (1994)"
##
## $`408`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`409`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`410`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`411`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`412`
## [1] "Casablanca (1942)" "Sunset Blvd. (1950)" "12 Angry Men (1957)"
##
## $`413`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`414`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`415`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`418`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`419`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`420`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`421`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`422`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`423`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`424`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`425`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`426`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Shawshank Redemption, The (1994)"
##
## $`427`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`428`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`430`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`431`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`432`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`433`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`434`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`436`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`437`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`438`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`439`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`440`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`441`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`442`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`443`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`444`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`445`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`446`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`447`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`448`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`449`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`451`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`452`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "12 Angry Men (1957)"
##
## $`453`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`454`
## [1] "Close Shave, A (1995)" "Sunset Blvd. (1950)" "12 Angry Men (1957)"
##
## $`455`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`456`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`458`
## [1] "Sunset Blvd. (1950)" "Good Will Hunting (1997)"
## [3] "Shall We Dance? (1996)"
##
## $`459`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`460`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`461`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`462`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`463`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`464`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`465`
## [1] "Casablanca (1942)" "Sunset Blvd. (1950)" "12 Angry Men (1957)"
##
## $`466`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`467`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`468`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`469`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`470`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`471`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`472`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`473`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`475`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`476`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`477`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`478`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`479`
## [1] "Sunset Blvd. (1950)" "Shawshank Redemption, The (1994)"
## [3] "12 Angry Men (1957)"
##
## $`480`
## [1] "Close Shave, A (1995)" "Schindler's List (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`481`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`482`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`483`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`484`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`485`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`486`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`487`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`488`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`489`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`490`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`491`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`492`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`493`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`494`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`495`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`496`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`498`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`499`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`500`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`501`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`502`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`503`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`504`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`505`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`506`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`507`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`508`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`509`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`510`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`511`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`512`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`513`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`514`
## [1] "Sunset Blvd. (1950)" "Shall We Dance? (1996)"
## [3] "Third Man, The (1949)"
##
## $`515`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`516`
## [1] "Close Shave, A (1995)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`517`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`518`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`519`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`520`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`521`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`522`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`523`
## [1] "Schindler's List (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`525`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`526`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`527`
## [1] "Close Shave, A (1995)" "Casablanca (1942)" "Sunset Blvd. (1950)"
##
## $`528`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`529`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`530`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`531`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`533`
## [1] "Sunset Blvd. (1950)" "12 Angry Men (1957)"
## [3] "Good Will Hunting (1997)"
##
## $`534`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`535`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Good Will Hunting (1997)"
##
## $`536`
## [1] "Sunset Blvd. (1950)" "Shawshank Redemption, The (1994)"
## [3] "12 Angry Men (1957)"
##
## $`538`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`539`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`540`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`541`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`542`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`543`
## [1] "Close Shave, A (1995)" "Casablanca (1942)" "Sunset Blvd. (1950)"
##
## $`544`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`545`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`546`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`547`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`548`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`549`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`550`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`552`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`553`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`554`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`555`
## [1] "Close Shave, A (1995)" "Casablanca (1942)" "Sunset Blvd. (1950)"
##
## $`556`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`557`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`558`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`559`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`560`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`562`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`563`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`564`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`565`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`566`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`567`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`568`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`569`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`570`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`571`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`572`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`573`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`574`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`575`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`576`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`577`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`578`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`579`
## [1] "Schindler's List (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`580`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`581`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`582`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`583`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`584`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`585`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`586`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`587`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`588`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`589`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`590`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`591`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`593`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`594`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`595`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`596`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`597`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`598`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`599`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`600`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`601`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`602`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`603`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`604`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`605`
## [1] "Wrong Trousers, The (1993)" "Sunset Blvd. (1950)"
## [3] "12 Angry Men (1957)"
##
## $`606`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`607`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`608`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`609`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`610`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`611`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`612`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`613`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`614`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`615`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`616`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`617`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`618`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`619`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`620`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`621`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`622`
## [1] "Schindler's List (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`623`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`624`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`625`
## [1] "Schindler's List (1993)" "Sunset Blvd. (1950)"
## [3] "Shawshank Redemption, The (1994)"
##
## $`626`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`627`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`628`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`629`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`630`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`631`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`632`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`633`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`634`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`635`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`636`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`637`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`638`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`639`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`640`
## [1] "Close Shave, A (1995)" "Casablanca (1942)" "Sunset Blvd. (1950)"
##
## $`641`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`643`
## [1] "Schindler's List (1993)" "Sunset Blvd. (1950)"
## [3] "Shawshank Redemption, The (1994)"
##
## $`644`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`645`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "12 Angry Men (1957)"
##
## $`646`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`647`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`649`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`651`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`652`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`654`
## [1] "Casablanca (1942)" "Sunset Blvd. (1950)"
## [3] "Shawshank Redemption, The (1994)"
##
## $`656`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`657`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`658`
## [1] "Casablanca (1942)" "Shawshank Redemption, The (1994)"
## [3] "Good Will Hunting (1997)"
##
## $`659`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`660`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`661`
## [1] "Casablanca (1942)" "Sunset Blvd. (1950)"
## [3] "Shall We Dance? (1996)"
##
## $`662`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`663`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`664`
## [1] "Sunset Blvd. (1950)" "12 Angry Men (1957)"
## [3] "Good Will Hunting (1997)"
##
## $`665`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`666`
## [1] "Close Shave, A (1995)" "Sunset Blvd. (1950)" "12 Angry Men (1957)"
##
## $`667`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`668`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`669`
## [1] "Schindler's List (1993)" "Sunset Blvd. (1950)"
## [3] "12 Angry Men (1957)"
##
## $`670`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`671`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`672`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`673`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`674`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`675`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`676`
## [1] "Close Shave, A (1995)" "Sunset Blvd. (1950)" "12 Angry Men (1957)"
##
## $`677`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`678`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`679`
## [1] "Close Shave, A (1995)" "Sunset Blvd. (1950)" "12 Angry Men (1957)"
##
## $`680`
## [1] "Casablanca (1942)" "Sunset Blvd. (1950)"
## [3] "Shawshank Redemption, The (1994)"
##
## $`681`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`683`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`684`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`685`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`686`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`687`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`688`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`689`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`690`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`691`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`692`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`693`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Shall We Dance? (1996)"
##
## $`694`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`695`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`696`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`697`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`698`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`699`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`700`
## [1] "Close Shave, A (1995)" "Casablanca (1942)" "Sunset Blvd. (1950)"
##
## $`701`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`702`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`703`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`704`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`705`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`706`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`707`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "12 Angry Men (1957)"
##
## $`708`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`709`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`710`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`711`
## [1] "12 Angry Men (1957)" "Shall We Dance? (1996)"
## [3] "Third Man, The (1949)"
##
## $`712`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`713`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`714`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`715`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`717`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`718`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`719`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`720`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`721`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`722`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`723`
## [1] "Close Shave, A (1995)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`724`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`725`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`726`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`728`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`729`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`730`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`731`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`732`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`733`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`734`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`735`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`736`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`737`
## [1] "Close Shave, A (1995)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`738`
## [1] "Casablanca (1942)" "Sunset Blvd. (1950)"
## [3] "Good Will Hunting (1997)"
##
## $`739`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`740`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`741`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`742`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`743`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`744`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`745`
## [1] "Close Shave, A (1995)" "Schindler's List (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`746`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`748`
## [1] "Sunset Blvd. (1950)" "12 Angry Men (1957)"
## [3] "Good Will Hunting (1997)"
##
## $`750`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`751`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`752`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`753`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`754`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`755`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`756`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`757`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`759`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`760`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`761`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`762`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`763`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`764`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`765`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`766`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`767`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`768`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`769`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`770`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`771`
## [1] "Schindler's List (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`772`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`773`
## [1] "Casablanca (1942)" "Sunset Blvd. (1950)" "12 Angry Men (1957)"
##
## $`774`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`775`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`776`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`777`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`778`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`779`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`780`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`781`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`782`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`783`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`784`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`785`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`786`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`787`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`788`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`789`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`790`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`791`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`792`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`793`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`794`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`795`
## [1] "Close Shave, A (1995)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`797`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`798`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`799`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`800`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`801`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`802`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`803`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`806`
## [1] "Sunset Blvd. (1950)" "Shawshank Redemption, The (1994)"
## [3] "12 Angry Men (1957)"
##
## $`807`
## [1] "Wrong Trousers, The (1993)" "Sunset Blvd. (1950)"
## [3] "Shawshank Redemption, The (1994)"
##
## $`808`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`809`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`810`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`811`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`812`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`813`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`814`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`815`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`816`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`817`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`818`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`819`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`820`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`821`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`822`
## [1] "Schindler's List (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`823`
## [1] "Wrong Trousers, The (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`824`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`825`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`826`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`827`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`828`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`829`
## [1] "Wrong Trousers, The (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`830`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`831`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`832`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`834`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`835`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`836`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`837`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`838`
## [1] "Casablanca (1942)" "Sunset Blvd. (1950)"
## [3] "Shawshank Redemption, The (1994)"
##
## $`839`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`840`
## [1] "Close Shave, A (1995)" "Schindler's List (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`841`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`842`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`843`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`844`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`845`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`847`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`848`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`849`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`850`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`851`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`852`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`853`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`854`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "12 Angry Men (1957)"
##
## $`855`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`856`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`857`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`858`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`859`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`860`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`861`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`862`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`863`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`865`
## [1] "Schindler's List (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`866`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`867`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`868`
## [1] "Schindler's List (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`869`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`871`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`872`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`873`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`874`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`875`
## [1] "Close Shave, A (1995)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`876`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`877`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`878`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`879`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`881`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`882`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`884`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`885`
## [1] "Close Shave, A (1995)" "Casablanca (1942)" "Sunset Blvd. (1950)"
##
## $`886`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`887`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`888`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`890`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`891`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`892`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`893`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`894`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`895`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`897`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`898`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`899`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`900`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`901`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`902`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`903`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`904`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`905`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`906`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`907`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`908`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Shawshank Redemption, The (1994)"
##
## $`909`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`910`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`911`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`912`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`913`
## [1] "Sunset Blvd. (1950)" "12 Angry Men (1957)"
## [3] "Good Will Hunting (1997)"
##
## $`914`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`915`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`917`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`918`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`919`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`920`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`921`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`922`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`923`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`924`
## [1] "Wrong Trousers, The (1993)" "Casablanca (1942)"
## [3] "Sunset Blvd. (1950)"
##
## $`925`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`926`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`927`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`928`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`929`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`930`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`931`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`932`
## [1] "Close Shave, A (1995)" "Schindler's List (1993)"
## [3] "Good Will Hunting (1997)"
##
## $`933`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Sunset Blvd. (1950)"
##
## $`934`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`935`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`936`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`937`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`938`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`939`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`940`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Schindler's List (1993)"
##
## $`941`
## [1] "Wrong Trousers, The (1993)" "Schindler's List (1993)"
## [3] "Casablanca (1942)"
##
## $`942`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"
##
## $`943`
## [1] "Close Shave, A (1995)" "Wrong Trousers, The (1993)"
## [3] "Casablanca (1942)"The following metrics measure the accuracy of all the recommenders. They are the the area under the curve, root-mean-squared error, and the mean-absolute error.
## Loading required package: caTools## This is flux 0.3-0##
## Attaching package: 'flux'## The following object is masked from 'package:arules':
##
## inspect## Feature: 1 / 1 trained. Time: 2.834887 seconds.
##
## Fold: 1 / 5 elapsed. Time: 3.174595
##
## Feature: 1 / 1 trained. Time: 2.849956 seconds.
##
## Fold: 2 / 5 elapsed. Time: 3.177834
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## Feature: 1 / 1 trained. Time: 2.827809 seconds.
##
## Fold: 3 / 5 elapsed. Time: 3.016152
##
## Feature: 1 / 1 trained. Time: 2.808087 seconds.
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## Fold: 4 / 5 elapsed. Time: 2.993506
##
## Feature: 1 / 1 trained. Time: 2.838219 seconds.
##
## Fold: 5 / 5 elapsed. Time: 3.025392
##
## The model was trained on the dataset using FunkSVD algorithm.
## The algorithm was configured with the following parameters:
## k gamma lambda
## 1 1 0.015 0.001## Feature: 1 / 1 trained. Time: 2.678064 seconds.
##
## Fold: 1 / 5 elapsed. Time: 30.69059
##
## Feature: 1 / 1 trained. Time: 2.705804 seconds.
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## Fold: 2 / 5 elapsed. Time: 30.68042
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## Feature: 1 / 1 trained. Time: 2.699692 seconds.
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## Fold: 3 / 5 elapsed. Time: 30.88223
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## Feature: 1 / 1 trained. Time: 2.70137 seconds.
##
## Fold: 4 / 5 elapsed. Time: 30.75439
##
## Feature: 1 / 1 trained. Time: 2.852775 seconds.
##
## Fold: 5 / 5 elapsed. Time: 30.89545library(knitr)
kable(data.frame(a1, a2, a3, a4, a5), col.names = c("User-Based Cosine", "User-Based Pearson", "Movie-Based Cosine", "Movie-Based Pearson", "Stochastic Gradient Descent"))| User-Based Cosine | User-Based Pearson | Movie-Based Cosine | Movie-Based Pearson | Stochastic Gradient Descent | |
|---|---|---|---|---|---|
| RMSE | 1.0199589 | 1.0317593 | 1.1393210 | 1.5004929 | 0.9993381 |
| MAE | 0.8151984 | 0.8274918 | 0.8188016 | 1.1408421 | 0.820304 |
| AUC | 0.0002783 | 0.0000141 | 0.0008082 | 0.0004388 | 0.7928092 |
Although the stochastic gradient descent model takes a little longer than the user-based models, it is the best model to use for prediction. The reason is that the root-mean-squared error and the mean-absolute error are the lowest. Also, the area under the curve yielded is the highest.