Descriptive Statistics IMDB Dataset
Mahesh Gurumoorthi
2025-06-10
Problem Statement of Descriptive Statistics using Amazon TV Shows (IMDB)
The problem statement focuses on analyzing IMDb scores by leveraging details from IMDb votes found in a Kaggle dataset. IMDb scores represent the overall user rating of a movie, typically ranging from 1 to 10, based on individual user votes. These votes capture audience reactions, preferences, and perceptions of a film’s quality.
The objective of this analysis is to examine the relationship between IMDb votes and the assigned IMDb scores, identifying key patterns, trends, and influencing factors that contribute to a movie’s final rating. This includes:
Evaluating the distribution of votes across different movies and genres.
Assessing how the number of votes impacts the IMDb score—whether higher vote counts lead to more stable ratings.
Identifying anomalies, such as movies with exceptionally high or low scores relative to their vote distribution.
Understanding possible biases in user ratings based on factors like genre, popularity, or external reviews.
Exploring statistical techniques, including correlation analysis and predictive modeling, to estimate IMDb scores from vote-related metrics.
By conducting this study, valuable insights can be gained into how IMDb ratings are shaped by user votes. Additionally, the findings may help predict movie ratings based on voting patterns, improving future recommendations and audience engagement strategies.
dataset <- read.csv('/Users/maheshg/Dropbox/Sample Datasets Kaggle/Amazon Prime TV Shows/titles.csv')
clean_dataset <- na.omit(dataset)
# print(clean_dataset)
colnames(clean_dataset)## [1] "id" "title" "type"
## [4] "description" "release_year" "age_certification"
## [7] "runtime" "genres" "production_countries"
## [10] "seasons" "imdb_id" "imdb_score"
## [13] "imdb_votes" "tmdb_popularity" "tmdb_score"str(clean_dataset)## 'data.frame': 897 obs. of 15 variables:
## $ id : chr "ts20945" "ts55748" "ts20005" "ts42867" ...
## $ title : chr "The Three Stooges" "What's My Line?" "I Love Lucy" "Mister Rogers' Neighborhood" ...
## $ type : chr "SHOW" "SHOW" "SHOW" "SHOW" ...
## $ description : chr "The Three Stooges were an American vaudeville and comedy team active from 1922 until 1970, best known for their"| __truncated__ "Four panelists must determine guests' occupations - and, in the case of famous guests, while blindfolded, their"| __truncated__ "Cuban Bandleader Ricky Ricardo would be happy if his wife Lucy would just be a housewife. Instead she tries con"| __truncated__ "Mister Rogers' Neighborhood is an American children's television series that was created and hosted by namesake"| __truncated__ ...
## $ release_year : int 1934 1950 1951 1968 1971 1966 1974 1972 1975 1968 ...
## $ age_certification : chr "TV-PG" "" "TV-G" "TV-Y" ...
## $ runtime : int 19 30 30 29 23 24 57 30 25 54 ...
## $ genres : chr "['comedy', 'family', 'animation', 'action', 'fantasy', 'horror']" "['reality', 'family']" "['comedy', 'family']" "['fantasy', 'music', 'family']" ...
## $ production_countries: chr "['US']" "['US']" "['US']" "['US']" ...
## $ seasons : num 26 18 9 31 6 12 49 6 11 22 ...
## $ imdb_id : chr "tt0850645" "tt1036980" "tt0043208" "tt0062588" ...
## $ imdb_score : num 8.6 8.6 8.5 8.7 7.9 8.1 8.7 7.9 7.5 8.3 ...
## $ imdb_votes : num 1092 1563 25944 8675 2116 ...
## $ tmdb_popularity : num 15.42 87.39 17.09 8.75 45.83 ...
## $ tmdb_score : num 7.6 6.9 8.1 4.7 8 6.7 7.1 7.5 7.3 8.5 ...
## - attr(*, "na.action")= 'omit' Named int [1:8974] 2 3 4 5 6 7 8 9 10 11 ...
## ..- attr(*, "names")= chr [1:8974] "2" "3" "4" "5" ...###Finding the values exist in the dataset?
which(is.na(clean_dataset))## integer(0)sum(is.na(clean_dataset))## [1] 0anyNA(clean_dataset) ### This is cleaned dataset omitted na values ## [1] FALSEanyNA(dataset) ### There are some NA values exists in the maindataset ## [1] TRUEsummary(clean_dataset)## id title type description
## Length:897 Length:897 Length:897 Length:897
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1934 Length:897 Min. : 1.00 Length:897
## 1st Qu.:2008 Class :character 1st Qu.: 24.00 Class :character
## Median :2015 Mode :character Median : 39.00 Mode :character
## Mean :2011 Mean : 37.68
## 3rd Qu.:2018 3rd Qu.: 49.00
## Max. :2022 Max. :153.00
## production_countries seasons imdb_id imdb_score
## Length:897 Min. : 1.000 Length:897 Min. :2.20
## Class :character 1st Qu.: 1.000 Class :character 1st Qu.:6.60
## Mode :character Median : 2.000 Mode :character Median :7.30
## Mean : 3.343 Mean :7.15
## 3rd Qu.: 4.000 3rd Qu.:7.90
## Max. :49.000 Max. :9.50
## imdb_votes tmdb_popularity tmdb_score
## Min. : 5 Min. : 0.0002 Min. : 0.800
## 1st Qu.: 256 1st Qu.: 3.0290 1st Qu.: 6.700
## Median : 989 Median : 7.2600 Median : 7.500
## Mean : 13186 Mean : 18.4140 Mean : 7.301
## 3rd Qu.: 4807 3rd Qu.: 17.7250 3rd Qu.: 8.000
## Max. :711566 Max. :951.8630 Max. :10.000str(clean_dataset)## 'data.frame': 897 obs. of 15 variables:
## $ id : chr "ts20945" "ts55748" "ts20005" "ts42867" ...
## $ title : chr "The Three Stooges" "What's My Line?" "I Love Lucy" "Mister Rogers' Neighborhood" ...
## $ type : chr "SHOW" "SHOW" "SHOW" "SHOW" ...
## $ description : chr "The Three Stooges were an American vaudeville and comedy team active from 1922 until 1970, best known for their"| __truncated__ "Four panelists must determine guests' occupations - and, in the case of famous guests, while blindfolded, their"| __truncated__ "Cuban Bandleader Ricky Ricardo would be happy if his wife Lucy would just be a housewife. Instead she tries con"| __truncated__ "Mister Rogers' Neighborhood is an American children's television series that was created and hosted by namesake"| __truncated__ ...
## $ release_year : int 1934 1950 1951 1968 1971 1966 1974 1972 1975 1968 ...
## $ age_certification : chr "TV-PG" "" "TV-G" "TV-Y" ...
## $ runtime : int 19 30 30 29 23 24 57 30 25 54 ...
## $ genres : chr "['comedy', 'family', 'animation', 'action', 'fantasy', 'horror']" "['reality', 'family']" "['comedy', 'family']" "['fantasy', 'music', 'family']" ...
## $ production_countries: chr "['US']" "['US']" "['US']" "['US']" ...
## $ seasons : num 26 18 9 31 6 12 49 6 11 22 ...
## $ imdb_id : chr "tt0850645" "tt1036980" "tt0043208" "tt0062588" ...
## $ imdb_score : num 8.6 8.6 8.5 8.7 7.9 8.1 8.7 7.9 7.5 8.3 ...
## $ imdb_votes : num 1092 1563 25944 8675 2116 ...
## $ tmdb_popularity : num 15.42 87.39 17.09 8.75 45.83 ...
## $ tmdb_score : num 7.6 6.9 8.1 4.7 8 6.7 7.1 7.5 7.3 8.5 ...
## - attr(*, "na.action")= 'omit' Named int [1:8974] 2 3 4 5 6 7 8 9 10 11 ...
## ..- attr(*, "names")= chr [1:8974] "2" "3" "4" "5" ...by(clean_dataset,clean_dataset$release_year,summary)## clean_dataset$release_year: 1934
## id title type description
## Length:1 Length:1 Length:1 Length:1
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1934 Length:1 Min. :19 Length:1
## 1st Qu.:1934 Class :character 1st Qu.:19 Class :character
## Median :1934 Mode :character Median :19 Mode :character
## Mean :1934 Mean :19
## 3rd Qu.:1934 3rd Qu.:19
## Max. :1934 Max. :19
## production_countries seasons imdb_id imdb_score
## Length:1 Min. :26 Length:1 Min. :8.6
## Class :character 1st Qu.:26 Class :character 1st Qu.:8.6
## Mode :character Median :26 Mode :character Median :8.6
## Mean :26 Mean :8.6
## 3rd Qu.:26 3rd Qu.:8.6
## Max. :26 Max. :8.6
## imdb_votes tmdb_popularity tmdb_score
## Min. :1092 Min. :15.42 Min. :7.6
## 1st Qu.:1092 1st Qu.:15.42 1st Qu.:7.6
## Median :1092 Median :15.42 Median :7.6
## Mean :1092 Mean :15.42 Mean :7.6
## 3rd Qu.:1092 3rd Qu.:15.42 3rd Qu.:7.6
## Max. :1092 Max. :15.42 Max. :7.6
## ------------------------------------------------------------
## clean_dataset$release_year: 1950
## id title type description
## Length:1 Length:1 Length:1 Length:1
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1950 Length:1 Min. :30 Length:1
## 1st Qu.:1950 Class :character 1st Qu.:30 Class :character
## Median :1950 Mode :character Median :30 Mode :character
## Mean :1950 Mean :30
## 3rd Qu.:1950 3rd Qu.:30
## Max. :1950 Max. :30
## production_countries seasons imdb_id imdb_score
## Length:1 Min. :18 Length:1 Min. :8.6
## Class :character 1st Qu.:18 Class :character 1st Qu.:8.6
## Mode :character Median :18 Mode :character Median :8.6
## Mean :18 Mean :8.6
## 3rd Qu.:18 3rd Qu.:8.6
## Max. :18 Max. :8.6
## imdb_votes tmdb_popularity tmdb_score
## Min. :1563 Min. :87.39 Min. :6.9
## 1st Qu.:1563 1st Qu.:87.39 1st Qu.:6.9
## Median :1563 Median :87.39 Median :6.9
## Mean :1563 Mean :87.39 Mean :6.9
## 3rd Qu.:1563 3rd Qu.:87.39 3rd Qu.:6.9
## Max. :1563 Max. :87.39 Max. :6.9
## ------------------------------------------------------------
## clean_dataset$release_year: 1951
## id title type description
## Length:1 Length:1 Length:1 Length:1
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1951 Length:1 Min. :30 Length:1
## 1st Qu.:1951 Class :character 1st Qu.:30 Class :character
## Median :1951 Mode :character Median :30 Mode :character
## Mean :1951 Mean :30
## 3rd Qu.:1951 3rd Qu.:30
## Max. :1951 Max. :30
## production_countries seasons imdb_id imdb_score
## Length:1 Min. :9 Length:1 Min. :8.5
## Class :character 1st Qu.:9 Class :character 1st Qu.:8.5
## Mode :character Median :9 Mode :character Median :8.5
## Mean :9 Mean :8.5
## 3rd Qu.:9 3rd Qu.:8.5
## Max. :9 Max. :8.5
## imdb_votes tmdb_popularity tmdb_score
## Min. :25944 Min. :17.09 Min. :8.1
## 1st Qu.:25944 1st Qu.:17.09 1st Qu.:8.1
## Median :25944 Median :17.09 Median :8.1
## Mean :25944 Mean :17.09 Mean :8.1
## 3rd Qu.:25944 3rd Qu.:17.09 3rd Qu.:8.1
## Max. :25944 Max. :17.09 Max. :8.1
## ------------------------------------------------------------
## clean_dataset$release_year: 1953
## id title type description
## Length:2 Length:2 Length:2 Length:2
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1953 Length:2 Min. :30 Length:2
## 1st Qu.:1953 Class :character 1st Qu.:30 Class :character
## Median :1953 Mode :character Median :30 Mode :character
## Mean :1953 Mean :30
## 3rd Qu.:1953 3rd Qu.:30
## Max. :1953 Max. :30
## production_countries seasons imdb_id imdb_score
## Length:2 Min. : 8.00 Length:2 Min. :7.10
## Class :character 1st Qu.: 8.75 Class :character 1st Qu.:7.25
## Mode :character Median : 9.50 Mode :character Median :7.40
## Mean : 9.50 Mean :7.40
## 3rd Qu.:10.25 3rd Qu.:7.55
## Max. :11.00 Max. :7.70
## imdb_votes tmdb_popularity tmdb_score
## Min. : 253 Min. :2.477 Min. :6.000
## 1st Qu.: 458 1st Qu.:3.830 1st Qu.:6.075
## Median : 663 Median :5.184 Median :6.150
## Mean : 663 Mean :5.184 Mean :6.150
## 3rd Qu.: 868 3rd Qu.:6.537 3rd Qu.:6.225
## Max. :1073 Max. :7.891 Max. :6.300
## ------------------------------------------------------------
## clean_dataset$release_year: 1955
## id title type description
## Length:1 Length:1 Length:1 Length:1
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1955 Length:1 Min. :13 Length:1
## 1st Qu.:1955 Class :character 1st Qu.:13 Class :character
## Median :1955 Mode :character Median :13 Mode :character
## Mean :1955 Mean :13
## 3rd Qu.:1955 3rd Qu.:13
## Max. :1955 Max. :13
## production_countries seasons imdb_id imdb_score
## Length:1 Min. :2 Length:1 Min. :7
## Class :character 1st Qu.:2 Class :character 1st Qu.:7
## Mode :character Median :2 Mode :character Median :7
## Mean :2 Mean :7
## 3rd Qu.:2 3rd Qu.:7
## Max. :2 Max. :7
## imdb_votes tmdb_popularity tmdb_score
## Min. :1493 Min. :4.508 Min. :5.2
## 1st Qu.:1493 1st Qu.:4.508 1st Qu.:5.2
## Median :1493 Median :4.508 Median :5.2
## Mean :1493 Mean :4.508 Mean :5.2
## 3rd Qu.:1493 3rd Qu.:4.508 3rd Qu.:5.2
## Max. :1493 Max. :4.508 Max. :5.2
## ------------------------------------------------------------
## clean_dataset$release_year: 1956
## id title type description
## Length:1 Length:1 Length:1 Length:1
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1956 Length:1 Min. :29 Length:1
## 1st Qu.:1956 Class :character 1st Qu.:29 Class :character
## Median :1956 Mode :character Median :29 Mode :character
## Mean :1956 Mean :29
## 3rd Qu.:1956 3rd Qu.:29
## Max. :1956 Max. :29
## production_countries seasons imdb_id imdb_score
## Length:1 Min. :7 Length:1 Min. :7.7
## Class :character 1st Qu.:7 Class :character 1st Qu.:7.7
## Mode :character Median :7 Mode :character Median :7.7
## Mean :7 Mean :7.7
## 3rd Qu.:7 3rd Qu.:7.7
## Max. :7 Max. :7.7
## imdb_votes tmdb_popularity tmdb_score
## Min. :482 Min. :2.983 Min. :7.8
## 1st Qu.:482 1st Qu.:2.983 1st Qu.:7.8
## Median :482 Median :2.983 Median :7.8
## Mean :482 Mean :2.983 Mean :7.8
## 3rd Qu.:482 3rd Qu.:2.983 3rd Qu.:7.8
## Max. :482 Max. :2.983 Max. :7.8
## ------------------------------------------------------------
## clean_dataset$release_year: 1958
## id title type description
## Length:2 Length:2 Length:2 Length:2
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1958 Length:2 Min. :28.0 Length:2
## 1st Qu.:1958 Class :character 1st Qu.:28.5 Class :character
## Median :1958 Mode :character Median :29.0 Mode :character
## Mean :1958 Mean :29.0
## 3rd Qu.:1958 3rd Qu.:29.5
## Max. :1958 Max. :30.0
## production_countries seasons imdb_id imdb_score
## Length:2 Min. :1.00 Length:2 Min. :7.40
## Class :character 1st Qu.:2.75 Class :character 1st Qu.:7.55
## Mode :character Median :4.50 Mode :character Median :7.70
## Mean :4.50 Mean :7.70
## 3rd Qu.:6.25 3rd Qu.:7.85
## Max. :8.00 Max. :8.00
## imdb_votes tmdb_popularity tmdb_score
## Min. : 383.0 Min. : 5.705 Min. :6.3
## 1st Qu.: 691.2 1st Qu.: 9.658 1st Qu.:6.6
## Median : 999.5 Median :13.611 Median :6.9
## Mean : 999.5 Mean :13.611 Mean :6.9
## 3rd Qu.:1307.8 3rd Qu.:17.565 3rd Qu.:7.2
## Max. :1616.0 Max. :21.518 Max. :7.5
## ------------------------------------------------------------
## clean_dataset$release_year: 1960
## id title type description
## Length:2 Length:2 Length:2 Length:2
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1960 Length:2 Min. :30.00 Length:2
## 1st Qu.:1960 Class :character 1st Qu.:35.25 Class :character
## Median :1960 Mode :character Median :40.50 Mode :character
## Mean :1960 Mean :40.50
## 3rd Qu.:1960 3rd Qu.:45.75
## Max. :1960 Max. :51.00
## production_countries seasons imdb_id imdb_score
## Length:2 Min. :1.00 Length:2 Min. :7.8
## Class :character 1st Qu.:1.75 Class :character 1st Qu.:7.9
## Mode :character Median :2.50 Mode :character Median :8.0
## Mean :2.50 Mean :8.0
## 3rd Qu.:3.25 3rd Qu.:8.1
## Max. :4.00 Max. :8.2
## imdb_votes tmdb_popularity tmdb_score
## Min. : 218.0 Min. :2.340 Min. :6.2
## 1st Qu.: 587.8 1st Qu.:3.704 1st Qu.:6.4
## Median : 957.5 Median :5.069 Median :6.6
## Mean : 957.5 Mean :5.069 Mean :6.6
## 3rd Qu.:1327.2 3rd Qu.:6.433 3rd Qu.:6.8
## Max. :1697.0 Max. :7.797 Max. :7.0
## ------------------------------------------------------------
## clean_dataset$release_year: 1962
## id title type description
## Length:1 Length:1 Length:1 Length:1
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1962 Length:1 Min. :30 Length:1
## 1st Qu.:1962 Class :character 1st Qu.:30 Class :character
## Median :1962 Mode :character Median :30 Mode :character
## Mean :1962 Mean :30
## 3rd Qu.:1962 3rd Qu.:30
## Max. :1962 Max. :30
## production_countries seasons imdb_id imdb_score
## Length:1 Min. :6 Length:1 Min. :7.2
## Class :character 1st Qu.:6 Class :character 1st Qu.:7.2
## Mode :character Median :6 Mode :character Median :7.2
## Mean :6 Mean :7.2
## 3rd Qu.:6 3rd Qu.:7.2
## Max. :6 Max. :7.2
## imdb_votes tmdb_popularity tmdb_score
## Min. :2797 Min. :8.858 Min. :7.5
## 1st Qu.:2797 1st Qu.:8.858 1st Qu.:7.5
## Median :2797 Median :8.858 Median :7.5
## Mean :2797 Mean :8.858 Mean :7.5
## 3rd Qu.:2797 3rd Qu.:8.858 3rd Qu.:7.5
## Max. :2797 Max. :8.858 Max. :7.5
## ------------------------------------------------------------
## clean_dataset$release_year: 1965
## id title type description
## Length:1 Length:1 Length:1 Length:1
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1965 Length:1 Min. :19 Length:1
## 1st Qu.:1965 Class :character 1st Qu.:19 Class :character
## Median :1965 Mode :character Median :19 Mode :character
## Mean :1965 Mean :19
## 3rd Qu.:1965 3rd Qu.:19
## Max. :1965 Max. :19
## production_countries seasons imdb_id imdb_score imdb_votes
## Length:1 Min. :1 Length:1 Min. :7 Min. :334
## Class :character 1st Qu.:1 Class :character 1st Qu.:7 1st Qu.:334
## Mode :character Median :1 Mode :character Median :7 Median :334
## Mean :1 Mean :7 Mean :334
## 3rd Qu.:1 3rd Qu.:7 3rd Qu.:334
## Max. :1 Max. :7 Max. :334
## tmdb_popularity tmdb_score
## Min. :3.11 Min. :10
## 1st Qu.:3.11 1st Qu.:10
## Median :3.11 Median :10
## Mean :3.11 Mean :10
## 3rd Qu.:3.11 3rd Qu.:10
## Max. :3.11 Max. :10
## ------------------------------------------------------------
## clean_dataset$release_year: 1966
## id title type description
## Length:1 Length:1 Length:1 Length:1
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1966 Length:1 Min. :24 Length:1
## 1st Qu.:1966 Class :character 1st Qu.:24 Class :character
## Median :1966 Mode :character Median :24 Mode :character
## Mean :1966 Mean :24
## 3rd Qu.:1966 3rd Qu.:24
## Max. :1966 Max. :24
## production_countries seasons imdb_id imdb_score
## Length:1 Min. :12 Length:1 Min. :8.1
## Class :character 1st Qu.:12 Class :character 1st Qu.:8.1
## Mode :character Median :12 Mode :character Median :8.1
## Mean :12 Mean :8.1
## 3rd Qu.:12 3rd Qu.:8.1
## Max. :12 Max. :8.1
## imdb_votes tmdb_popularity tmdb_score
## Min. :4694 Min. :25.26 Min. :6.7
## 1st Qu.:4694 1st Qu.:25.26 1st Qu.:6.7
## Median :4694 Median :25.26 Median :6.7
## Mean :4694 Mean :25.26 Mean :6.7
## 3rd Qu.:4694 3rd Qu.:25.26 3rd Qu.:6.7
## Max. :4694 Max. :25.26 Max. :6.7
## ------------------------------------------------------------
## clean_dataset$release_year: 1968
## id title type description
## Length:4 Length:4 Length:4 Length:4
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1968 Length:4 Min. :29.00 Length:4
## 1st Qu.:1968 Class :character 1st Qu.:29.75 Class :character
## Median :1968 Mode :character Median :42.00 Mode :character
## Mean :1968 Mean :42.25
## 3rd Qu.:1968 3rd Qu.:54.50
## Max. :1968 Max. :56.00
## production_countries seasons imdb_id imdb_score
## Length:4 Min. : 6.00 Length:4 Min. :6.80
## Class :character 1st Qu.: 6.00 Class :character 1st Qu.:7.70
## Mode :character Median :14.00 Mode :character Median :8.15
## Mean :16.25 Mean :7.95
## 3rd Qu.:24.25 3rd Qu.:8.40
## Max. :31.00 Max. :8.70
## imdb_votes tmdb_popularity tmdb_score
## Min. : 243 Min. : 7.342 Min. :4.700
## 1st Qu.:1249 1st Qu.: 7.697 1st Qu.:6.575
## Median :2337 Median : 8.281 Median :7.250
## Mean :3398 Mean : 8.492 Mean :6.925
## 3rd Qu.:4486 3rd Qu.: 9.076 3rd Qu.:7.600
## Max. :8675 Max. :10.063 Max. :8.500
## ------------------------------------------------------------
## clean_dataset$release_year: 1971
## id title type description
## Length:1 Length:1 Length:1 Length:1
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1971 Length:1 Min. :23 Length:1
## 1st Qu.:1971 Class :character 1st Qu.:23 Class :character
## Median :1971 Mode :character Median :23 Mode :character
## Mean :1971 Mean :23
## 3rd Qu.:1971 3rd Qu.:23
## Max. :1971 Max. :23
## production_countries seasons imdb_id imdb_score
## Length:1 Min. :6 Length:1 Min. :7.9
## Class :character 1st Qu.:6 Class :character 1st Qu.:7.9
## Mode :character Median :6 Mode :character Median :7.9
## Mean :6 Mean :7.9
## 3rd Qu.:6 3rd Qu.:7.9
## Max. :6 Max. :7.9
## imdb_votes tmdb_popularity tmdb_score
## Min. :2116 Min. :45.83 Min. :8
## 1st Qu.:2116 1st Qu.:45.83 1st Qu.:8
## Median :2116 Median :45.83 Median :8
## Mean :2116 Mean :45.83 Mean :8
## 3rd Qu.:2116 3rd Qu.:45.83 3rd Qu.:8
## Max. :2116 Max. :45.83 Max. :8
## ------------------------------------------------------------
## clean_dataset$release_year: 1972
## id title type description
## Length:1 Length:1 Length:1 Length:1
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1972 Length:1 Min. :30 Length:1
## 1st Qu.:1972 Class :character 1st Qu.:30 Class :character
## Median :1972 Mode :character Median :30 Mode :character
## Mean :1972 Mean :30
## 3rd Qu.:1972 3rd Qu.:30
## Max. :1972 Max. :30
## production_countries seasons imdb_id imdb_score
## Length:1 Min. :6 Length:1 Min. :7.9
## Class :character 1st Qu.:6 Class :character 1st Qu.:7.9
## Mode :character Median :6 Mode :character Median :7.9
## Mean :6 Mean :7.9
## 3rd Qu.:6 3rd Qu.:7.9
## Max. :6 Max. :7.9
## imdb_votes tmdb_popularity tmdb_score
## Min. :9354 Min. :10.41 Min. :7.5
## 1st Qu.:9354 1st Qu.:10.41 1st Qu.:7.5
## Median :9354 Median :10.41 Median :7.5
## Mean :9354 Mean :10.41 Mean :7.5
## 3rd Qu.:9354 3rd Qu.:10.41 3rd Qu.:7.5
## Max. :9354 Max. :10.41 Max. :7.5
## ------------------------------------------------------------
## clean_dataset$release_year: 1974
## id title type description
## Length:3 Length:3 Length:3 Length:3
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1974 Length:3 Min. : 30.0 Length:3
## 1st Qu.:1974 Class :character 1st Qu.: 43.5 Class :character
## Median :1974 Mode :character Median : 57.0 Mode :character
## Mean :1974 Mean : 80.0
## 3rd Qu.:1974 3rd Qu.:105.0
## Max. :1974 Max. :153.0
## production_countries seasons imdb_id imdb_score
## Length:3 Min. : 1.0 Length:3 Min. :7.60
## Class :character 1st Qu.: 2.5 Class :character 1st Qu.:7.65
## Mode :character Median : 4.0 Mode :character Median :7.70
## Mean :18.0 Mean :8.00
## 3rd Qu.:26.5 3rd Qu.:8.20
## Max. :49.0 Max. :8.70
## imdb_votes tmdb_popularity tmdb_score
## Min. : 48 Min. : 0.980 Min. :6.00
## 1st Qu.: 417 1st Qu.: 1.452 1st Qu.:6.55
## Median : 786 Median : 1.924 Median :7.10
## Mean :1186 Mean :24.649 Mean :7.20
## 3rd Qu.:1756 3rd Qu.:36.483 3rd Qu.:7.80
## Max. :2725 Max. :71.043 Max. :8.50
## ------------------------------------------------------------
## clean_dataset$release_year: 1975
## id title type description
## Length:1 Length:1 Length:1 Length:1
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1975 Length:1 Min. :25 Length:1
## 1st Qu.:1975 Class :character 1st Qu.:25 Class :character
## Median :1975 Mode :character Median :25 Mode :character
## Mean :1975 Mean :25
## 3rd Qu.:1975 3rd Qu.:25
## Max. :1975 Max. :25
## production_countries seasons imdb_id imdb_score
## Length:1 Min. :11 Length:1 Min. :7.5
## Class :character 1st Qu.:11 Class :character 1st Qu.:7.5
## Mode :character Median :11 Mode :character Median :7.5
## Mean :11 Mean :7.5
## 3rd Qu.:11 3rd Qu.:7.5
## Max. :11 Max. :7.5
## imdb_votes tmdb_popularity tmdb_score
## Min. :9250 Min. :11.11 Min. :7.3
## 1st Qu.:9250 1st Qu.:11.11 1st Qu.:7.3
## Median :9250 Median :11.11 Median :7.3
## Mean :9250 Mean :11.11 Mean :7.3
## 3rd Qu.:9250 3rd Qu.:11.11 3rd Qu.:7.3
## Max. :9250 Max. :11.11 Max. :7.3
## ------------------------------------------------------------
## clean_dataset$release_year: 1976
## id title type description
## Length:2 Length:2 Length:2 Length:2
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1976 Length:2 Min. :25.00 Length:2
## 1st Qu.:1976 Class :character 1st Qu.:31.75 Class :character
## Median :1976 Mode :character Median :38.50 Mode :character
## Mean :1976 Mean :38.50
## 3rd Qu.:1976 3rd Qu.:45.25
## Max. :1976 Max. :52.00
## production_countries seasons imdb_id imdb_score
## Length:2 Min. :2 Length:2 Min. :7.000
## Class :character 1st Qu.:2 Class :character 1st Qu.:7.325
## Mode :character Median :2 Mode :character Median :7.650
## Mean :2 Mean :7.650
## 3rd Qu.:2 3rd Qu.:7.975
## Max. :2 Max. :8.300
## imdb_votes tmdb_popularity tmdb_score
## Min. : 331 Min. :2.731 Min. :6.00
## 1st Qu.: 592 1st Qu.:2.983 1st Qu.:6.55
## Median : 853 Median :3.236 Median :7.10
## Mean : 853 Mean :3.236 Mean :7.10
## 3rd Qu.:1114 3rd Qu.:3.489 3rd Qu.:7.65
## Max. :1375 Max. :3.741 Max. :8.20
## ------------------------------------------------------------
## clean_dataset$release_year: 1978
## id title type description
## Length:4 Length:4 Length:4 Length:4
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1978 Length:4 Min. :23.00 Length:4
## 1st Qu.:1978 Class :character 1st Qu.:23.75 Class :character
## Median :1978 Mode :character Median :24.50 Mode :character
## Mean :1978 Mean :33.75
## 3rd Qu.:1978 3rd Qu.:34.50
## Max. :1978 Max. :63.00
## production_countries seasons imdb_id imdb_score
## Length:4 Min. :1.0 Length:4 Min. :6.60
## Class :character 1st Qu.:1.0 Class :character 1st Qu.:6.75
## Mode :character Median :3.5 Mode :character Median :7.00
## Mean :4.0 Mean :7.05
## 3rd Qu.:6.5 3rd Qu.:7.30
## Max. :8.0 Max. :7.60
## imdb_votes tmdb_popularity tmdb_score
## Min. : 179.0 Min. :0.811 Min. :7.000
## 1st Qu.: 212.8 1st Qu.:1.401 1st Qu.:7.075
## Median : 334.5 Median :1.974 Median :7.400
## Mean : 3021.5 Mean :2.570 Mean :7.600
## 3rd Qu.: 3143.2 3rd Qu.:3.143 3rd Qu.:7.925
## Max. :11238.0 Max. :5.519 Max. :8.600
## ------------------------------------------------------------
## clean_dataset$release_year: 1980
## id title type description
## Length:1 Length:1 Length:1 Length:1
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1980 Length:1 Min. :57 Length:1
## 1st Qu.:1980 Class :character 1st Qu.:57 Class :character
## Median :1980 Mode :character Median :57 Mode :character
## Mean :1980 Mean :57
## 3rd Qu.:1980 3rd Qu.:57
## Max. :1980 Max. :57
## production_countries seasons imdb_id imdb_score
## Length:1 Min. :2 Length:1 Min. :9.2
## Class :character 1st Qu.:2 Class :character 1st Qu.:9.2
## Mode :character Median :2 Mode :character Median :9.2
## Mean :2 Mean :9.2
## 3rd Qu.:2 3rd Qu.:9.2
## Max. :2 Max. :9.2
## imdb_votes tmdb_popularity tmdb_score
## Min. :279 Min. :1.4 Min. :7.8
## 1st Qu.:279 1st Qu.:1.4 1st Qu.:7.8
## Median :279 Median :1.4 Median :7.8
## Mean :279 Mean :1.4 Mean :7.8
## 3rd Qu.:279 3rd Qu.:1.4 3rd Qu.:7.8
## Max. :279 Max. :1.4 Max. :7.8
## ------------------------------------------------------------
## clean_dataset$release_year: 1983
## id title type description
## Length:3 Length:3 Length:3 Length:3
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1983 Length:3 Min. :23.0 Length:3
## 1st Qu.:1983 Class :character 1st Qu.:25.0 Class :character
## Median :1983 Mode :character Median :27.0 Mode :character
## Mean :1983 Mean :26.0
## 3rd Qu.:1983 3rd Qu.:27.5
## Max. :1983 Max. :28.0
## production_countries seasons imdb_id imdb_score
## Length:3 Min. : 3.000 Length:3 Min. :7.50
## Class :character 1st Qu.: 3.000 Class :character 1st Qu.:7.50
## Mode :character Median : 3.000 Mode :character Median :7.50
## Mean : 7.333 Mean :7.80
## 3rd Qu.: 9.500 3rd Qu.:7.95
## Max. :16.000 Max. :8.40
## imdb_votes tmdb_popularity tmdb_score
## Min. : 699 Min. : 2.832 Min. :7.30
## 1st Qu.: 2658 1st Qu.: 3.952 1st Qu.:8.05
## Median : 4618 Median : 5.072 Median :8.80
## Mean : 7891 Mean :11.021 Mean :8.30
## 3rd Qu.:11486 3rd Qu.:15.116 3rd Qu.:8.80
## Max. :18355 Max. :25.159 Max. :8.80
## ------------------------------------------------------------
## clean_dataset$release_year: 1984
## id title type description
## Length:4 Length:4 Length:4 Length:4
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1984 Length:4 Min. :10 Length:4
## 1st Qu.:1984 Class :character 1st Qu.:19 Class :character
## Median :1984 Mode :character Median :23 Mode :character
## Mean :1984 Mean :21
## 3rd Qu.:1984 3rd Qu.:25
## Max. :1984 Max. :28
## production_countries seasons imdb_id imdb_score
## Length:4 Min. : 3.00 Length:4 Min. :6.500
## Class :character 1st Qu.: 4.50 Class :character 1st Qu.:7.025
## Mode :character Median : 7.00 Mode :character Median :7.550
## Mean :10.25 Mean :7.500
## 3rd Qu.:12.75 3rd Qu.:8.025
## Max. :24.00 Max. :8.400
## imdb_votes tmdb_popularity tmdb_score
## Min. : 279 Min. : 0.734 Min. :6.600
## 1st Qu.: 3625 1st Qu.:11.223 1st Qu.:7.275
## Median : 4844 Median :19.347 Median :7.700
## Mean : 8766 Mean :22.203 Mean :7.500
## 3rd Qu.: 9986 3rd Qu.:30.327 3rd Qu.:7.925
## Max. :25098 Max. :49.384 Max. :8.000
## ------------------------------------------------------------
## clean_dataset$release_year: 1985
## id title type description
## Length:4 Length:4 Length:4 Length:4
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1985 Length:4 Min. :22.0 Length:4
## 1st Qu.:1985 Class :character 1st Qu.:23.5 Class :character
## Median :1985 Mode :character Median :37.5 Mode :character
## Mean :1985 Mean :39.5
## 3rd Qu.:1985 3rd Qu.:53.5
## Max. :1985 Max. :61.0
## production_countries seasons imdb_id imdb_score
## Length:4 Min. :1.0 Length:4 Min. :6.600
## Class :character 1st Qu.:1.0 Class :character 1st Qu.:6.675
## Mode :character Median :2.0 Mode :character Median :6.900
## Mean :2.5 Mean :6.875
## 3rd Qu.:3.5 3rd Qu.:7.100
## Max. :5.0 Max. :7.100
## imdb_votes tmdb_popularity tmdb_score
## Min. : 183.0 Min. : 3.633 Min. :3.300
## 1st Qu.: 433.5 1st Qu.: 4.872 1st Qu.:5.325
## Median :1948.5 Median : 6.253 Median :6.500
## Mean :2552.0 Mean : 8.289 Mean :5.975
## 3rd Qu.:4067.0 3rd Qu.: 9.670 3rd Qu.:7.150
## Max. :6128.0 Max. :17.018 Max. :7.600
## ------------------------------------------------------------
## clean_dataset$release_year: 1986
## id title type description
## Length:3 Length:3 Length:3 Length:3
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1986 Length:3 Min. : 9.0 Length:3
## 1st Qu.:1986 Class :character 1st Qu.:15.5 Class :character
## Median :1986 Mode :character Median :22.0 Mode :character
## Mean :1986 Mean :20.0
## 3rd Qu.:1986 3rd Qu.:25.5
## Max. :1986 Max. :29.0
## production_countries seasons imdb_id imdb_score
## Length:3 Min. :1.000 Length:3 Min. :7.200
## Class :character 1st Qu.:1.000 Class :character 1st Qu.:7.300
## Mode :character Median :1.000 Mode :character Median :7.400
## Mean :2.667 Mean :7.733
## 3rd Qu.:3.500 3rd Qu.:8.000
## Max. :6.000 Max. :8.600
## imdb_votes tmdb_popularity tmdb_score
## Min. : 73.0 Min. : 0.600 Min. :6.800
## 1st Qu.: 164.5 1st Qu.: 3.653 1st Qu.:6.900
## Median : 256.0 Median : 6.706 Median :7.000
## Mean :2335.7 Mean :14.802 Mean :7.033
## 3rd Qu.:3467.0 3rd Qu.:21.902 3rd Qu.:7.150
## Max. :6678.0 Max. :37.099 Max. :7.300
## ------------------------------------------------------------
## clean_dataset$release_year: 1987
## id title type description
## Length:4 Length:4 Length:4 Length:4
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1987 Length:4 Min. :10.00 Length:4
## 1st Qu.:1987 Class :character 1st Qu.:18.25 Class :character
## Median :1987 Mode :character Median :22.00 Mode :character
## Mean :1987 Mean :24.25
## 3rd Qu.:1987 3rd Qu.:28.00
## Max. :1987 Max. :43.00
## production_countries seasons imdb_id imdb_score
## Length:4 Min. : 1.00 Length:4 Min. :3.3
## Class :character 1st Qu.: 1.00 Class :character 1st Qu.:5.4
## Mode :character Median : 7.00 Mode :character Median :6.5
## Mean :12.25 Mean :6.0
## 3rd Qu.:18.25 3rd Qu.:7.1
## Max. :34.00 Max. :7.7
## imdb_votes tmdb_popularity tmdb_score
## Min. : 440.0 Min. : 2.353 Min. :5.800
## 1st Qu.: 511.2 1st Qu.: 3.415 1st Qu.:6.925
## Median :1147.0 Median : 14.733 Median :7.900
## Mean :2590.2 Mean : 73.176 Mean :7.650
## 3rd Qu.:3226.0 3rd Qu.: 84.494 3rd Qu.:8.625
## Max. :7627.0 Max. :260.884 Max. :9.000
## ------------------------------------------------------------
## clean_dataset$release_year: 1988
## id title type description
## Length:2 Length:2 Length:2 Length:2
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1988 Length:2 Min. :24 Length:2
## 1st Qu.:1988 Class :character 1st Qu.:24 Class :character
## Median :1988 Mode :character Median :24 Mode :character
## Mean :1988 Mean :24
## 3rd Qu.:1988 3rd Qu.:24
## Max. :1988 Max. :24
## production_countries seasons imdb_id imdb_score
## Length:2 Min. : 2.00 Length:2 Min. :5.100
## Class :character 1st Qu.:10.25 Class :character 1st Qu.:6.025
## Mode :character Median :18.50 Mode :character Median :6.950
## Mean :18.50 Mean :6.950
## 3rd Qu.:26.75 3rd Qu.:7.875
## Max. :35.00 Max. :8.800
## imdb_votes tmdb_popularity tmdb_score
## Min. :4478 Min. :34.24 Min. :6.2
## 1st Qu.:4844 1st Qu.:45.16 1st Qu.:6.7
## Median :5210 Median :56.08 Median :7.2
## Mean :5210 Mean :56.08 Mean :7.2
## 3rd Qu.:5576 3rd Qu.:67.00 3rd Qu.:7.7
## Max. :5942 Max. :77.92 Max. :8.2
## ------------------------------------------------------------
## clean_dataset$release_year: 1989
## id title type description
## Length:5 Length:5 Length:5 Length:5
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1989 Length:5 Min. : 24.0 Length:5
## 1st Qu.:1989 Class :character 1st Qu.: 24.0 Class :character
## Median :1989 Mode :character Median : 24.0 Mode :character
## Mean :1989 Mean : 43.6
## 3rd Qu.:1989 3rd Qu.: 46.0
## Max. :1989 Max. :100.0
## production_countries seasons imdb_id imdb_score
## Length:5 Min. : 1 Length:5 Min. :5.30
## Class :character 1st Qu.: 6 Class :character 1st Qu.:5.60
## Mode :character Median : 6 Mode :character Median :6.60
## Mean : 6 Mean :6.74
## 3rd Qu.: 6 3rd Qu.:7.80
## Max. :11 Max. :8.40
## imdb_votes tmdb_popularity tmdb_score
## Min. : 5 Min. : 1.370 Min. :2.00
## 1st Qu.: 153 1st Qu.: 3.555 1st Qu.:5.70
## Median : 920 Median : 3.894 Median :6.60
## Mean : 7610 Mean :16.557 Mean :5.74
## 3rd Qu.: 9794 3rd Qu.:14.945 3rd Qu.:6.70
## Max. :27179 Max. :59.020 Max. :7.70
## ------------------------------------------------------------
## clean_dataset$release_year: 1990
## id title type description
## Length:4 Length:4 Length:4 Length:4
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1990 Length:4 Min. :15.0 Length:4
## 1st Qu.:1990 Class :character 1st Qu.:19.5 Class :character
## Median :1990 Mode :character Median :21.5 Mode :character
## Mean :1990 Mean :28.0
## 3rd Qu.:1990 3rd Qu.:30.0
## Max. :1990 Max. :54.0
## production_countries seasons imdb_id imdb_score
## Length:4 Min. : 3 Length:4 Min. :7.200
## Class :character 1st Qu.: 3 Class :character 1st Qu.:7.275
## Mode :character Median : 5 Mode :character Median :7.900
## Mean : 7 Mean :7.900
## 3rd Qu.: 9 3rd Qu.:8.525
## Max. :15 Max. :8.600
## imdb_votes tmdb_popularity tmdb_score
## Min. : 138 Min. : 1.400 Min. :6.500
## 1st Qu.: 3412 1st Qu.: 6.256 1st Qu.:6.875
## Median : 9404 Median :11.255 Median :7.450
## Mean : 33430 Mean :13.918 Mean :7.425
## 3rd Qu.: 39422 3rd Qu.:18.916 3rd Qu.:8.000
## Max. :114774 Max. :31.763 Max. :8.300
## ------------------------------------------------------------
## clean_dataset$release_year: 1991
## id title type description
## Length:5 Length:5 Length:5 Length:5
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1991 Length:5 Min. :23 Length:5
## 1st Qu.:1991 Class :character 1st Qu.:24 Class :character
## Median :1991 Mode :character Median :24 Mode :character
## Mean :1991 Mean :25
## 3rd Qu.:1991 3rd Qu.:24
## Max. :1991 Max. :30
## production_countries seasons imdb_id imdb_score
## Length:5 Min. :1.0 Length:5 Min. :6.50
## Class :character 1st Qu.:1.0 Class :character 1st Qu.:7.00
## Mode :character Median :3.0 Mode :character Median :8.10
## Mean :3.6 Mean :7.62
## 3rd Qu.:6.0 3rd Qu.:8.20
## Max. :7.0 Max. :8.30
## imdb_votes tmdb_popularity tmdb_score
## Min. : 514 Min. : 0.000164 Min. :6.80
## 1st Qu.: 1680 1st Qu.: 3.163000 1st Qu.:7.00
## Median : 1711 Median : 8.327000 Median :8.00
## Mean : 6946 Mean :10.120233 Mean :7.62
## 3rd Qu.:12964 3rd Qu.:13.345000 3rd Qu.:8.10
## Max. :17859 Max. :25.766000 Max. :8.20
## ------------------------------------------------------------
## clean_dataset$release_year: 1992
## id title type description
## Length:4 Length:4 Length:4 Length:4
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1992 Length:4 Min. : 8.00 Length:4
## 1st Qu.:1992 Class :character 1st Qu.:19.25 Class :character
## Median :1992 Mode :character Median :25.50 Mode :character
## Mean :1992 Mean :23.25
## 3rd Qu.:1992 3rd Qu.:29.50
## Max. :1992 Max. :34.00
## production_countries seasons imdb_id imdb_score
## Length:4 Min. : 6.00 Length:4 Min. :3.800
## Class :character 1st Qu.: 9.00 Class :character 1st Qu.:5.075
## Mode :character Median :12.00 Mode :character Median :5.850
## Mean :15.75 Mean :5.550
## 3rd Qu.:18.75 3rd Qu.:6.325
## Max. :33.00 Max. :6.700
## imdb_votes tmdb_popularity tmdb_score
## Min. : 28 Min. :10.82 Min. :4.900
## 1st Qu.: 2128 1st Qu.:11.00 1st Qu.:4.975
## Median : 6392 Median :14.48 Median :5.650
## Mean : 8992 Mean :21.68 Mean :5.650
## 3rd Qu.:13255 3rd Qu.:25.16 3rd Qu.:6.325
## Max. :23155 Max. :46.95 Max. :6.400
## ------------------------------------------------------------
## clean_dataset$release_year: 1993
## id title type description
## Length:4 Length:4 Length:4 Length:4
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1993 Length:4 Min. :22.00 Length:4
## 1st Qu.:1993 Class :character 1st Qu.:22.00 Class :character
## Median :1993 Mode :character Median :23.50 Mode :character
## Mean :1993 Mean :23.75
## 3rd Qu.:1993 3rd Qu.:25.25
## Max. :1993 Max. :26.00
## production_countries seasons imdb_id imdb_score
## Length:4 Min. :1.00 Length:4 Min. :6.200
## Class :character 1st Qu.:2.50 Class :character 1st Qu.:6.875
## Mode :character Median :3.50 Mode :character Median :7.150
## Mean :3.75 Mean :7.000
## 3rd Qu.:4.75 3rd Qu.:7.275
## Max. :7.00 Max. :7.500
## imdb_votes tmdb_popularity tmdb_score
## Min. : 453 Min. : 1.124 Min. :6.200
## 1st Qu.:1108 1st Qu.: 2.295 1st Qu.:7.475
## Median :1448 Median : 9.264 Median :7.950
## Mean :1790 Mean :10.757 Mean :7.525
## 3rd Qu.:2130 3rd Qu.:17.727 3rd Qu.:8.000
## Max. :3808 Max. :23.374 Max. :8.000
## ------------------------------------------------------------
## clean_dataset$release_year: 1994
## id title type description
## Length:6 Length:6 Length:6 Length:6
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1994 Length:6 Min. :22.00 Length:6
## 1st Qu.:1994 Class :character 1st Qu.:29.00 Class :character
## Median :1994 Mode :character Median :46.00 Mode :character
## Mean :1994 Mean :46.33
## 3rd Qu.:1994 3rd Qu.:48.00
## Max. :1994 Max. :92.00
## production_countries seasons imdb_id imdb_score
## Length:6 Min. : 1.0 Length:6 Min. :6.200
## Class :character 1st Qu.: 2.0 Class :character 1st Qu.:6.775
## Mode :character Median : 3.0 Mode :character Median :7.500
## Mean : 6.0 Mean :7.383
## 3rd Qu.: 5.5 3rd Qu.:7.925
## Max. :21.0 Max. :8.500
## imdb_votes tmdb_popularity tmdb_score
## Min. : 98.0 Min. : 2.330 Min. :5.000
## 1st Qu.: 617.8 1st Qu.: 3.150 1st Qu.:6.700
## Median : 859.5 Median : 7.756 Median :7.250
## Mean : 2733.0 Mean :10.622 Mean :7.050
## 3rd Qu.: 1346.5 3rd Qu.:14.854 3rd Qu.:7.575
## Max. :12535.0 Max. :27.056 Max. :8.600
## ------------------------------------------------------------
## clean_dataset$release_year: 1995
## id title type description
## Length:1 Length:1 Length:1 Length:1
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1995 Length:1 Min. :49 Length:1
## 1st Qu.:1995 Class :character 1st Qu.:49 Class :character
## Median :1995 Mode :character Median :49 Mode :character
## Mean :1995 Mean :49
## 3rd Qu.:1995 3rd Qu.:49
## Max. :1995 Max. :49
## production_countries seasons imdb_id imdb_score
## Length:1 Min. :3 Length:1 Min. :7.8
## Class :character 1st Qu.:3 Class :character 1st Qu.:7.8
## Mode :character Median :3 Mode :character Median :7.8
## Mean :3 Mean :7.8
## 3rd Qu.:3 3rd Qu.:7.8
## Max. :3 Max. :7.8
## imdb_votes tmdb_popularity tmdb_score
## Min. :1993 Min. :9.083 Min. :7.8
## 1st Qu.:1993 1st Qu.:9.083 1st Qu.:7.8
## Median :1993 Median :9.083 Median :7.8
## Mean :1993 Mean :9.083 Mean :7.8
## 3rd Qu.:1993 3rd Qu.:9.083 3rd Qu.:7.8
## Max. :1993 Max. :9.083 Max. :7.8
## ------------------------------------------------------------
## clean_dataset$release_year: 1996
## id title type description
## Length:5 Length:5 Length:5 Length:5
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1996 Length:5 Min. :21 Length:5
## 1st Qu.:1996 Class :character 1st Qu.:25 Class :character
## Median :1996 Mode :character Median :26 Mode :character
## Mean :1996 Mean :25
## 3rd Qu.:1996 3rd Qu.:26
## Max. :1996 Max. :27
## production_countries seasons imdb_id imdb_score
## Length:5 Min. : 1.0 Length:5 Min. :5.70
## Class :character 1st Qu.: 2.0 Class :character 1st Qu.:6.60
## Mode :character Median : 6.0 Mode :character Median :6.90
## Mean : 8.2 Mean :6.96
## 3rd Qu.: 7.0 3rd Qu.:7.40
## Max. :25.0 Max. :8.20
## imdb_votes tmdb_popularity tmdb_score
## Min. : 173 Min. : 1.960 Min. : 7.0
## 1st Qu.: 251 1st Qu.: 4.423 1st Qu.: 7.3
## Median : 3713 Median : 7.483 Median : 7.9
## Mean : 4796 Mean :14.089 Mean : 8.1
## 3rd Qu.: 5829 3rd Qu.:24.827 3rd Qu.: 8.3
## Max. :14014 Max. :31.754 Max. :10.0
## ------------------------------------------------------------
## clean_dataset$release_year: 1997
## id title type description
## Length:5 Length:5 Length:5 Length:5
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1997 Length:5 Min. :22.0 Length:5
## 1st Qu.:1997 Class :character 1st Qu.:44.0 Class :character
## Median :1997 Mode :character Median :49.0 Mode :character
## Mean :1997 Mean :45.8
## 3rd Qu.:1997 3rd Qu.:52.0
## Max. :1997 Max. :62.0
## production_countries seasons imdb_id imdb_score
## Length:5 Min. : 1 Length:5 Min. :6.70
## Class :character 1st Qu.: 1 Class :character 1st Qu.:7.40
## Mode :character Median : 2 Mode :character Median :7.60
## Mean : 7 Mean :7.54
## 3rd Qu.: 7 3rd Qu.:7.70
## Max. :24 Max. :8.30
## imdb_votes tmdb_popularity tmdb_score
## Min. : 119 Min. : 2.353 Min. :7.0
## 1st Qu.: 172 1st Qu.: 4.553 1st Qu.:7.6
## Median : 807 Median : 8.092 Median :7.7
## Mean : 29020 Mean : 40.826 Mean :7.7
## 3rd Qu.: 1109 3rd Qu.: 50.995 3rd Qu.:8.0
## Max. :142891 Max. :138.135 Max. :8.2
## ------------------------------------------------------------
## clean_dataset$release_year: 1998
## id title type description
## Length:8 Length:8 Length:8 Length:8
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1998 Length:8 Min. :10.00 Length:8
## 1st Qu.:1998 Class :character 1st Qu.:23.25 Class :character
## Median :1998 Mode :character Median :39.50 Mode :character
## Mean :1998 Mean :35.62
## 3rd Qu.:1998 3rd Qu.:50.00
## Max. :1998 Max. :51.00
## production_countries seasons imdb_id imdb_score
## Length:8 Min. : 1.00 Length:8 Min. :3.900
## Class :character 1st Qu.: 2.00 Class :character 1st Qu.:6.450
## Mode :character Median : 3.00 Mode :character Median :7.250
## Mean : 4.25 Mean :6.888
## 3rd Qu.: 6.25 3rd Qu.:7.825
## Max. :10.00 Max. :8.200
## imdb_votes tmdb_popularity tmdb_score
## Min. : 108.0 Min. : 2.326 Min. :5.000
## 1st Qu.: 295.8 1st Qu.: 2.574 1st Qu.:5.850
## Median : 747.5 Median : 3.178 Median :7.050
## Mean :1985.6 Mean : 6.478 Mean :6.875
## 3rd Qu.:2937.8 3rd Qu.: 7.119 3rd Qu.:7.625
## Max. :7762.0 Max. :22.775 Max. :9.000
## ------------------------------------------------------------
## clean_dataset$release_year: 1999
## id title type description
## Length:9 Length:9 Length:9 Length:9
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1999 Length:9 Min. :19.00 Length:9
## 1st Qu.:1999 Class :character 1st Qu.:22.00 Class :character
## Median :1999 Mode :character Median :26.00 Mode :character
## Mean :1999 Mean :31.22
## 3rd Qu.:1999 3rd Qu.:42.00
## Max. :1999 Max. :48.00
## production_countries seasons imdb_id imdb_score
## Length:9 Min. : 1.000 Length:9 Min. :6.100
## Class :character 1st Qu.: 2.000 Class :character 1st Qu.:7.500
## Mode :character Median : 2.000 Mode :character Median :8.200
## Mean : 3.778 Mean :7.778
## 3rd Qu.: 5.000 3rd Qu.:8.300
## Max. :13.000 Max. :8.400
## imdb_votes tmdb_popularity tmdb_score
## Min. : 558 Min. : 3.256 Min. :6.100
## 1st Qu.: 2943 1st Qu.:12.578 1st Qu.:7.600
## Median : 3728 Median :16.159 Median :8.000
## Mean :24322 Mean :22.485 Mean :7.744
## 3rd Qu.:36483 3rd Qu.:28.242 3rd Qu.:8.200
## Max. :94527 Max. :63.127 Max. :8.500
## ------------------------------------------------------------
## clean_dataset$release_year: 2000
## id title type description
## Length:7 Length:7 Length:7 Length:7
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2000 Length:7 Min. :21.00 Length:7
## 1st Qu.:2000 Class :character 1st Qu.:22.50 Class :character
## Median :2000 Mode :character Median :26.00 Mode :character
## Mean :2000 Mean :34.71
## 3rd Qu.:2000 3rd Qu.:47.50
## Max. :2000 Max. :56.00
## production_countries seasons imdb_id imdb_score
## Length:7 Min. : 1.00 Length:7 Min. :4.200
## Class :character 1st Qu.: 1.50 Class :character 1st Qu.:5.950
## Mode :character Median : 3.00 Mode :character Median :6.600
## Mean :10.86 Mean :6.571
## 3rd Qu.:13.50 3rd Qu.:7.650
## Max. :42.00 Max. :8.000
## imdb_votes tmdb_popularity tmdb_score
## Min. : 150 Min. : 2.533 Min. :5.700
## 1st Qu.: 352 1st Qu.: 4.779 1st Qu.:6.100
## Median : 559 Median : 8.580 Median :6.700
## Mean : 4874 Mean :24.386 Mean :6.771
## 3rd Qu.: 4169 3rd Qu.:38.461 3rd Qu.:7.250
## Max. :24368 Max. :73.107 Max. :8.300
## ------------------------------------------------------------
## clean_dataset$release_year: 2001
## id title type description
## Length:10 Length:10 Length:10 Length:10
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2001 Length:10 Min. :20.0 Length:10
## 1st Qu.:2001 Class :character 1st Qu.:22.0 Class :character
## Median :2001 Mode :character Median :24.0 Mode :character
## Mean :2001 Mean :31.3
## 3rd Qu.:2001 3rd Qu.:40.0
## Max. :2001 Max. :63.0
## production_countries seasons imdb_id imdb_score
## Length:10 Min. :3.0 Length:10 Min. :5.900
## Class :character 1st Qu.:4.0 Class :character 1st Qu.:6.775
## Mode :character Median :4.5 Mode :character Median :7.100
## Mean :4.8 Mean :7.160
## 3rd Qu.:5.0 3rd Qu.:7.675
## Max. :9.0 Max. :8.400
## imdb_votes tmdb_popularity tmdb_score
## Min. : 1024 Min. : 5.002 Min. :5.000
## 1st Qu.: 1568 1st Qu.: 6.542 1st Qu.:6.325
## Median : 2780 Median :13.757 Median :7.250
## Mean : 28418 Mean :19.628 Mean :7.030
## 3rd Qu.: 6676 3rd Qu.:23.496 3rd Qu.:7.825
## Max. :251172 Max. :73.230 Max. :8.400
## ------------------------------------------------------------
## clean_dataset$release_year: 2002
## id title type description
## Length:13 Length:13 Length:13 Length:13
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2002 Length:13 Min. : 1.00 Length:13
## 1st Qu.:2002 Class :character 1st Qu.:21.00 Class :character
## Median :2002 Mode :character Median :23.00 Mode :character
## Mean :2002 Mean :23.85
## 3rd Qu.:2002 3rd Qu.:26.00
## Max. :2002 Max. :44.00
## production_countries seasons imdb_id imdb_score
## Length:13 Min. : 1.000 Length:13 Min. :5.500
## Class :character 1st Qu.: 3.000 Class :character 1st Qu.:6.600
## Mode :character Median : 4.000 Mode :character Median :7.000
## Mean : 6.077 Mean :7.046
## 3rd Qu.: 8.000 3rd Qu.:8.000
## Max. :14.000 Max. :8.300
## imdb_votes tmdb_popularity tmdb_score
## Min. : 65 Min. : 0.600 Min. : 6.000
## 1st Qu.: 444 1st Qu.: 2.806 1st Qu.: 6.800
## Median : 1350 Median : 5.019 Median : 7.300
## Mean : 7702 Mean :14.624 Mean : 7.554
## 3rd Qu.: 2889 3rd Qu.: 8.945 3rd Qu.: 8.100
## Max. :73388 Max. :93.597 Max. :10.000
## ------------------------------------------------------------
## clean_dataset$release_year: 2003
## id title type description
## Length:12 Length:12 Length:12 Length:12
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2003 Length:12 Min. :10.00 Length:12
## 1st Qu.:2003 Class :character 1st Qu.:22.50 Class :character
## Median :2003 Mode :character Median :24.00 Mode :character
## Mean :2003 Mean :26.75
## 3rd Qu.:2003 3rd Qu.:29.75
## Max. :2003 Max. :51.00
## production_countries seasons imdb_id imdb_score
## Length:12 Min. : 1.000 Length:12 Min. :5.100
## Class :character 1st Qu.: 1.000 Class :character 1st Qu.:6.175
## Mode :character Median : 2.500 Mode :character Median :6.700
## Mean : 6.917 Mean :6.642
## 3rd Qu.: 8.000 3rd Qu.:7.100
## Max. :24.000 Max. :8.200
## imdb_votes tmdb_popularity tmdb_score
## Min. : 231.0 Min. : 1.894 Min. :5.00
## 1st Qu.: 298.8 1st Qu.: 4.080 1st Qu.:6.40
## Median : 626.0 Median : 7.284 Median :7.25
## Mean : 2557.8 Mean : 16.337 Mean :6.95
## 3rd Qu.: 2017.2 3rd Qu.: 11.832 3rd Qu.:7.50
## Max. :17843.0 Max. :104.486 Max. :9.00
## ------------------------------------------------------------
## clean_dataset$release_year: 2004
## id title type description
## Length:13 Length:13 Length:13 Length:13
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2004 Length:13 Min. : 7.00 Length:13
## 1st Qu.:2004 Class :character 1st Qu.:24.00 Class :character
## Median :2004 Mode :character Median :27.00 Mode :character
## Mean :2004 Mean :40.69
## 3rd Qu.:2004 3rd Qu.:58.00
## Max. :2004 Max. :94.00
## production_countries seasons imdb_id imdb_score
## Length:13 Min. : 1.000 Length:13 Min. :5.700
## Class :character 1st Qu.: 1.000 Class :character 1st Qu.:6.300
## Mode :character Median : 5.000 Mode :character Median :7.300
## Mean : 5.231 Mean :7.269
## 3rd Qu.: 8.000 3rd Qu.:8.000
## Max. :18.000 Max. :8.700
## imdb_votes tmdb_popularity tmdb_score
## Min. : 52 Min. : 0.782 Min. :6.700
## 1st Qu.: 608 1st Qu.: 6.549 1st Qu.:7.800
## Median : 1246 Median : 20.378 Median :8.000
## Mean : 41305 Mean : 41.964 Mean :8.069
## 3rd Qu.: 17944 3rd Qu.: 30.282 3rd Qu.:8.400
## Max. :448480 Max. :286.211 Max. :9.800
## ------------------------------------------------------------
## clean_dataset$release_year: 2005
## id title type description
## Length:14 Length:14 Length:14 Length:14
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2005 Length:14 Min. :21.00 Length:14
## 1st Qu.:2005 Class :character 1st Qu.:23.25 Class :character
## Median :2005 Mode :character Median :25.00 Mode :character
## Mean :2005 Mean :34.14
## 3rd Qu.:2005 3rd Qu.:42.25
## Max. :2005 Max. :85.00
## production_countries seasons imdb_id imdb_score
## Length:14 Min. : 1.000 Length:14 Min. :2.400
## Class :character 1st Qu.: 2.000 Class :character 1st Qu.:6.425
## Mode :character Median : 3.500 Mode :character Median :7.250
## Mean : 4.929 Mean :6.750
## 3rd Qu.: 5.750 3rd Qu.:7.950
## Max. :22.000 Max. :8.400
## imdb_votes tmdb_popularity tmdb_score
## Min. : 18.0 Min. : 0.818 Min. :1.000
## 1st Qu.: 232.5 1st Qu.: 2.612 1st Qu.:5.925
## Median : 1021.5 Median : 5.737 Median :7.200
## Mean : 49170.9 Mean : 16.334 Mean :6.421
## 3rd Qu.: 3669.2 3rd Qu.: 8.139 3rd Qu.:7.475
## Max. :661972.0 Max. :153.898 Max. :8.500
## ------------------------------------------------------------
## clean_dataset$release_year: 2006
## id title type description
## Length:23 Length:23 Length:23 Length:23
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2006 Length:23 Min. :12.00 Length:23
## 1st Qu.:2006 Class :character 1st Qu.:22.50 Class :character
## Median :2006 Mode :character Median :30.00 Mode :character
## Mean :2006 Mean :33.09
## 3rd Qu.:2006 3rd Qu.:44.50
## Max. :2006 Max. :53.00
## production_countries seasons imdb_id imdb_score
## Length:23 Min. : 1.00 Length:23 Min. :4.700
## Class :character 1st Qu.: 2.00 Class :character 1st Qu.:6.500
## Mode :character Median : 3.00 Mode :character Median :7.200
## Mean : 4.87 Mean :7.126
## 3rd Qu.: 5.00 3rd Qu.:7.950
## Max. :17.00 Max. :8.700
## imdb_votes tmdb_popularity tmdb_score
## Min. : 25 Min. : 0.903 Min. : 6.100
## 1st Qu.: 467 1st Qu.: 2.158 1st Qu.: 7.750
## Median : 1140 Median : 6.398 Median : 8.000
## Mean : 40964 Mean :17.255 Mean : 7.961
## 3rd Qu.: 4439 3rd Qu.:21.404 3rd Qu.: 8.300
## Max. :711566 Max. :81.642 Max. :10.000
## ------------------------------------------------------------
## clean_dataset$release_year: 2007
## id title type description
## Length:13 Length:13 Length:13 Length:13
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2007 Length:13 Min. : 7.00 Length:13
## 1st Qu.:2007 Class :character 1st Qu.:22.00 Class :character
## Median :2007 Mode :character Median :24.00 Mode :character
## Mean :2007 Mean :28.77
## 3rd Qu.:2007 3rd Qu.:29.00
## Max. :2007 Max. :53.00
## production_countries seasons imdb_id imdb_score
## Length:13 Min. :1.000 Length:13 Min. :4.700
## Class :character 1st Qu.:1.000 Class :character 1st Qu.:6.400
## Mode :character Median :2.000 Mode :character Median :6.900
## Mean :3.308 Mean :6.777
## 3rd Qu.:4.000 3rd Qu.:7.300
## Max. :9.000 Max. :8.000
## imdb_votes tmdb_popularity tmdb_score
## Min. : 21 Min. : 0.600 Min. : 1.000
## 1st Qu.: 99 1st Qu.: 1.960 1st Qu.: 6.300
## Median : 329 Median : 3.971 Median : 7.000
## Mean : 1442 Mean : 7.817 Mean : 6.946
## 3rd Qu.: 1194 3rd Qu.: 6.609 3rd Qu.: 7.900
## Max. :13414 Max. :33.935 Max. :10.000
## ------------------------------------------------------------
## clean_dataset$release_year: 2008
## id title type description
## Length:20 Length:20 Length:20 Length:20
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2008 Length:20 Min. : 2.00 Length:20
## 1st Qu.:2008 Class :character 1st Qu.: 24.00 Class :character
## Median :2008 Mode :character Median : 28.50 Mode :character
## Mean :2008 Mean : 33.95
## 3rd Qu.:2008 3rd Qu.: 45.00
## Max. :2008 Max. :107.00
## production_countries seasons imdb_id imdb_score
## Length:20 Min. : 1.00 Length:20 Min. :5.400
## Class :character 1st Qu.: 1.75 Class :character 1st Qu.:6.850
## Mode :character Median : 3.00 Mode :character Median :7.350
## Mean : 4.00 Mean :7.325
## 3rd Qu.: 5.25 3rd Qu.:8.000
## Max. :14.00 Max. :8.400
## imdb_votes tmdb_popularity tmdb_score
## Min. : 52.0 Min. : 1.400 Min. : 5.800
## 1st Qu.: 473.2 1st Qu.: 2.968 1st Qu.: 6.650
## Median : 1233.0 Median : 10.485 Median : 7.800
## Mean :10434.0 Mean : 17.013 Mean : 7.635
## 3rd Qu.: 3634.8 3rd Qu.: 19.747 3rd Qu.: 8.425
## Max. :86104.0 Max. :123.150 Max. :10.000
## ------------------------------------------------------------
## clean_dataset$release_year: 2009
## id title type description
## Length:18 Length:18 Length:18 Length:18
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2009 Length:18 Min. :14.00 Length:18
## 1st Qu.:2009 Class :character 1st Qu.:22.00 Class :character
## Median :2009 Mode :character Median :26.50 Mode :character
## Mean :2009 Mean :33.00
## 3rd Qu.:2009 3rd Qu.:50.25
## Max. :2009 Max. :64.00
## production_countries seasons imdb_id imdb_score
## Length:18 Min. :1.0 Length:18 Min. :4.300
## Class :character 1st Qu.:2.0 Class :character 1st Qu.:6.500
## Mode :character Median :3.0 Mode :character Median :7.450
## Mean :3.5 Mean :7.183
## 3rd Qu.:5.0 3rd Qu.:8.075
## Max. :7.0 Max. :8.700
## imdb_votes tmdb_popularity tmdb_score
## Min. : 26.0 Min. : 1.056 Min. : 5.000
## 1st Qu.: 213.5 1st Qu.: 3.329 1st Qu.: 6.625
## Median : 1130.5 Median : 9.072 Median : 7.500
## Mean : 17748.4 Mean :15.924 Mean : 7.317
## 3rd Qu.: 2295.0 3rd Qu.:19.204 3rd Qu.: 8.000
## Max. :252564.0 Max. :75.209 Max. :10.000
## ------------------------------------------------------------
## clean_dataset$release_year: 2010
## id title type description
## Length:23 Length:23 Length:23 Length:23
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2010 Length:23 Min. :11.00 Length:23
## 1st Qu.:2010 Class :character 1st Qu.:25.00 Class :character
## Median :2010 Mode :character Median :44.00 Mode :character
## Mean :2010 Mean :39.09
## 3rd Qu.:2010 3rd Qu.:53.00
## Max. :2010 Max. :62.00
## production_countries seasons imdb_id imdb_score
## Length:23 Min. : 1.000 Length:23 Min. :2.200
## Class :character 1st Qu.: 1.000 Class :character 1st Qu.:6.400
## Mode :character Median : 3.000 Mode :character Median :7.400
## Mean : 4.565 Mean :7.065
## 3rd Qu.: 5.500 3rd Qu.:8.150
## Max. :28.000 Max. :8.800
## imdb_votes tmdb_popularity tmdb_score
## Min. : 12.0 Min. : 1.198 Min. : 3.900
## 1st Qu.: 277.5 1st Qu.: 2.313 1st Qu.: 6.250
## Median : 903.0 Median : 6.172 Median : 7.100
## Mean : 10283.9 Mean :12.324 Mean : 7.248
## 3rd Qu.: 3582.5 3rd Qu.:16.167 3rd Qu.: 8.200
## Max. :197744.0 Max. :57.029 Max. :10.000
## ------------------------------------------------------------
## clean_dataset$release_year: 2011
## id title type description
## Length:36 Length:36 Length:36 Length:36
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2011 Length:36 Min. : 5.00 Length:36
## 1st Qu.:2011 Class :character 1st Qu.:22.00 Class :character
## Median :2011 Mode :character Median :42.00 Mode :character
## Mean :2011 Mean :36.25
## 3rd Qu.:2011 3rd Qu.:47.00
## Max. :2011 Max. :80.00
## production_countries seasons imdb_id imdb_score
## Length:36 Min. : 1.000 Length:36 Min. :3.100
## Class :character 1st Qu.: 2.000 Class :character 1st Qu.:6.200
## Mode :character Median : 4.000 Mode :character Median :7.350
## Mean : 5.056 Mean :6.831
## 3rd Qu.: 6.000 3rd Qu.:8.025
## Max. :26.000 Max. :8.600
## imdb_votes tmdb_popularity tmdb_score
## Min. : 35 Min. : 0.600 Min. : 3.000
## 1st Qu.: 217 1st Qu.: 2.941 1st Qu.: 7.000
## Median : 531 Median : 7.778 Median : 7.400
## Mean : 29735 Mean : 31.755 Mean : 7.486
## 3rd Qu.: 1910 3rd Qu.: 17.203 3rd Qu.: 8.200
## Max. :395600 Max. :356.533 Max. :10.000
## ------------------------------------------------------------
## clean_dataset$release_year: 2012
## id title type description
## Length:33 Length:33 Length:33 Length:33
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2012 Length:33 Min. : 1.00 Length:33
## 1st Qu.:2012 Class :character 1st Qu.:22.00 Class :character
## Median :2012 Mode :character Median :31.00 Mode :character
## Mean :2012 Mean :34.61
## 3rd Qu.:2012 3rd Qu.:45.00
## Max. :2012 Max. :61.00
## production_countries seasons imdb_id imdb_score
## Length:33 Min. : 1.000 Length:33 Min. :2.30
## Class :character 1st Qu.: 1.000 Class :character 1st Qu.:6.80
## Mode :character Median : 2.000 Mode :character Median :7.30
## Mean : 3.515 Mean :6.97
## 3rd Qu.: 4.000 3rd Qu.:7.70
## Max. :15.000 Max. :8.70
## imdb_votes tmdb_popularity tmdb_score
## Min. : 15 Min. : 0.600 Min. : 4.00
## 1st Qu.: 409 1st Qu.: 3.321 1st Qu.: 6.60
## Median : 1150 Median : 6.048 Median : 7.40
## Mean : 5102 Mean :10.856 Mean : 7.17
## 3rd Qu.: 4565 3rd Qu.:10.485 3rd Qu.: 7.80
## Max. :55784 Max. :60.536 Max. :10.00
## ------------------------------------------------------------
## clean_dataset$release_year: 2013
## id title type description
## Length:46 Length:46 Length:46 Length:46
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2013 Length:46 Min. :19.00 Length:46
## 1st Qu.:2013 Class :character 1st Qu.:42.25 Class :character
## Median :2013 Mode :character Median :45.00 Mode :character
## Mean :2013 Mean :45.59
## 3rd Qu.:2013 3rd Qu.:51.00
## Max. :2013 Max. :92.00
## production_countries seasons imdb_id imdb_score
## Length:46 Min. :1.000 Length:46 Min. :5.200
## Class :character 1st Qu.:1.000 Class :character 1st Qu.:6.800
## Mode :character Median :2.000 Mode :character Median :7.450
## Mean :2.674 Mean :7.357
## 3rd Qu.:3.000 3rd Qu.:8.050
## Max. :8.000 Max. :8.900
## imdb_votes tmdb_popularity tmdb_score
## Min. : 27.0 Min. : 0.600 Min. : 2.000
## 1st Qu.: 331.2 1st Qu.: 4.067 1st Qu.: 6.625
## Median : 1568.5 Median : 8.951 Median : 7.550
## Mean : 24292.7 Mean : 22.256 Mean : 7.235
## 3rd Qu.: 16531.2 3rd Qu.: 21.431 3rd Qu.: 8.000
## Max. :508388.0 Max. :344.245 Max. :10.000
## ------------------------------------------------------------
## clean_dataset$release_year: 2014
## id title type description
## Length:45 Length:45 Length:45 Length:45
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2014 Length:45 Min. :12.00 Length:45
## 1st Qu.:2014 Class :character 1st Qu.:28.00 Class :character
## Median :2014 Mode :character Median :46.00 Mode :character
## Mean :2014 Mean :44.22
## 3rd Qu.:2014 3rd Qu.:57.00
## Max. :2014 Max. :90.00
## production_countries seasons imdb_id imdb_score
## Length:45 Min. : 1.000 Length:45 Min. :4.90
## Class :character 1st Qu.: 1.000 Class :character 1st Qu.:7.00
## Mode :character Median : 3.000 Mode :character Median :7.30
## Mean : 3.267 Mean :7.38
## 3rd Qu.: 4.000 3rd Qu.:7.90
## Max. :13.000 Max. :8.80
## imdb_votes tmdb_popularity tmdb_score
## Min. : 6 Min. : 0.716 Min. : 5.70
## 1st Qu.: 331 1st Qu.: 3.125 1st Qu.: 6.60
## Median : 989 Median : 6.955 Median : 7.20
## Mean : 7245 Mean :11.230 Mean : 7.48
## 3rd Qu.: 4004 3rd Qu.:15.008 3rd Qu.: 8.20
## Max. :102055 Max. :64.722 Max. :10.00
## ------------------------------------------------------------
## clean_dataset$release_year: 2015
## id title type description
## Length:60 Length:60 Length:60 Length:60
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2015 Length:60 Min. : 7.00 Length:60
## 1st Qu.:2015 Class :character 1st Qu.:22.75 Class :character
## Median :2015 Mode :character Median :43.00 Mode :character
## Mean :2015 Mean :38.27
## 3rd Qu.:2015 3rd Qu.:51.00
## Max. :2015 Max. :85.00
## production_countries seasons imdb_id imdb_score
## Length:60 Min. : 1.000 Length:60 Min. :4.300
## Class :character 1st Qu.: 1.000 Class :character 1st Qu.:6.975
## Mode :character Median : 2.000 Mode :character Median :7.500
## Mean : 2.583 Mean :7.427
## 3rd Qu.: 3.000 3rd Qu.:8.125
## Max. :11.000 Max. :8.900
## imdb_votes tmdb_popularity tmdb_score
## Min. : 6 Min. : 0.600 Min. : 0.800
## 1st Qu.: 226 1st Qu.: 2.357 1st Qu.: 6.575
## Median : 1058 Median : 7.703 Median : 7.300
## Mean : 23879 Mean : 19.295 Mean : 6.987
## 3rd Qu.: 10961 3rd Qu.: 15.300 3rd Qu.: 7.825
## Max. :404920 Max. :352.657 Max. :10.000
## ------------------------------------------------------------
## clean_dataset$release_year: 2016
## id title type description
## Length:44 Length:44 Length:44 Length:44
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2016 Length:44 Min. : 8.00 Length:44
## 1st Qu.:2016 Class :character 1st Qu.:23.75 Class :character
## Median :2016 Mode :character Median :30.00 Mode :character
## Mean :2016 Mean :35.30
## 3rd Qu.:2016 3rd Qu.:46.50
## Max. :2016 Max. :66.00
## production_countries seasons imdb_id imdb_score
## Length:44 Min. : 1.000 Length:44 Min. :5.800
## Class :character 1st Qu.: 1.000 Class :character 1st Qu.:7.000
## Mode :character Median : 2.000 Mode :character Median :7.400
## Mean : 3.091 Mean :7.455
## 3rd Qu.: 4.000 3rd Qu.:8.025
## Max. :16.000 Max. :8.800
## imdb_votes tmdb_popularity tmdb_score
## Min. : 25.0 Min. : 0.629 Min. : 2.500
## 1st Qu.: 240.5 1st Qu.: 3.921 1st Qu.: 6.775
## Median : 1496.0 Median : 7.090 Median : 7.500
## Mean : 15380.7 Mean :12.593 Mean : 7.432
## 3rd Qu.: 9558.8 3rd Qu.:18.209 3rd Qu.: 8.000
## Max. :139749.0 Max. :73.795 Max. :10.000
## ------------------------------------------------------------
## clean_dataset$release_year: 2017
## id title type description
## Length:65 Length:65 Length:65 Length:65
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2017 Length:65 Min. : 5.00 Length:65
## 1st Qu.:2017 Class :character 1st Qu.:24.00 Class :character
## Median :2017 Mode :character Median :26.00 Mode :character
## Mean :2017 Mean :34.58
## 3rd Qu.:2017 3rd Qu.:45.00
## Max. :2017 Max. :80.00
## production_countries seasons imdb_id imdb_score
## Length:65 Min. :1.000 Length:65 Min. :2.400
## Class :character 1st Qu.:1.000 Class :character 1st Qu.:6.400
## Mode :character Median :1.000 Mode :character Median :7.200
## Mean :1.615 Mean :6.968
## 3rd Qu.:2.000 3rd Qu.:7.700
## Max. :5.000 Max. :8.700
## imdb_votes tmdb_popularity tmdb_score
## Min. : 5 Min. : 0.600 Min. :1.000
## 1st Qu.: 187 1st Qu.: 3.380 1st Qu.:6.300
## Median : 602 Median : 9.251 Median :7.000
## Mean : 5955 Mean :12.941 Mean :6.895
## 3rd Qu.: 4063 3rd Qu.:17.158 3rd Qu.:7.900
## Max. :108795 Max. :56.085 Max. :9.500
## ------------------------------------------------------------
## clean_dataset$release_year: 2018
## id title type description
## Length:75 Length:75 Length:75 Length:75
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2018 Length:75 Min. : 5.00 Length:75
## 1st Qu.:2018 Class :character 1st Qu.:24.00 Class :character
## Median :2018 Mode :character Median :39.00 Mode :character
## Mean :2018 Mean :37.44
## 3rd Qu.:2018 3rd Qu.:48.00
## Max. :2018 Max. :80.00
## production_countries seasons imdb_id imdb_score
## Length:75 Min. :1.000 Length:75 Min. :3.500
## Class :character 1st Qu.:1.000 Class :character 1st Qu.:6.500
## Mode :character Median :1.000 Mode :character Median :7.200
## Mean :1.573 Mean :7.073
## 3rd Qu.:2.000 3rd Qu.:7.800
## Max. :4.000 Max. :9.200
## imdb_votes tmdb_popularity tmdb_score
## Min. : 15 Min. : 0.600 Min. : 4.000
## 1st Qu.: 170 1st Qu.: 2.010 1st Qu.: 6.700
## Median : 512 Median : 5.692 Median : 7.400
## Mean : 6163 Mean : 12.152 Mean : 7.455
## 3rd Qu.: 2802 3rd Qu.: 14.435 3rd Qu.: 8.000
## Max. :112967 Max. :172.955 Max. :10.000
## ------------------------------------------------------------
## clean_dataset$release_year: 2019
## id title type description
## Length:67 Length:67 Length:67 Length:67
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2019 Length:67 Min. : 6.00 Length:67
## 1st Qu.:2019 Class :character 1st Qu.:28.00 Class :character
## Median :2019 Mode :character Median :44.00 Mode :character
## Mean :2019 Mean :40.12
## 3rd Qu.:2019 3rd Qu.:50.00
## Max. :2019 Max. :81.00
## production_countries seasons imdb_id imdb_score
## Length:67 Min. :1.000 Length:67 Min. :2.700
## Class :character 1st Qu.:1.000 Class :character 1st Qu.:6.400
## Mode :character Median :1.000 Mode :character Median :7.200
## Mean :1.687 Mean :7.106
## 3rd Qu.:2.000 3rd Qu.:8.000
## Max. :5.000 Max. :9.400
## imdb_votes tmdb_popularity tmdb_score
## Min. : 16 Min. : 0.600 Min. : 3.800
## 1st Qu.: 125 1st Qu.: 3.022 1st Qu.: 6.650
## Median : 838 Median : 7.634 Median : 7.700
## Mean : 13806 Mean : 15.911 Mean : 7.531
## 3rd Qu.: 10352 3rd Qu.: 16.886 3rd Qu.: 8.450
## Max. :362539 Max. :250.632 Max. :10.000
## ------------------------------------------------------------
## clean_dataset$release_year: 2020
## id title type description
## Length:61 Length:61 Length:61 Length:61
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2020 Length:61 Min. : 5.00 Length:61
## 1st Qu.:2020 Class :character 1st Qu.:37.00 Class :character
## Median :2020 Mode :character Median :46.00 Mode :character
## Mean :2020 Mean :44.26
## 3rd Qu.:2020 3rd Qu.:53.00
## Max. :2020 Max. :81.00
## production_countries seasons imdb_id imdb_score
## Length:61 Min. :1.000 Length:61 Min. :5.000
## Class :character 1st Qu.:1.000 Class :character 1st Qu.:6.400
## Mode :character Median :1.000 Mode :character Median :7.200
## Mean :1.344 Mean :7.143
## 3rd Qu.:1.000 3rd Qu.:7.800
## Max. :4.000 Max. :8.900
## imdb_votes tmdb_popularity tmdb_score
## Min. : 11 Min. : 0.600 Min. : 1.000
## 1st Qu.: 159 1st Qu.: 2.517 1st Qu.: 7.000
## Median : 769 Median : 6.525 Median : 7.400
## Mean : 5843 Mean :14.401 Mean : 7.292
## 3rd Qu.: 4269 3rd Qu.:20.575 3rd Qu.: 8.000
## Max. :63077 Max. :66.793 Max. :10.000
## ------------------------------------------------------------
## clean_dataset$release_year: 2021
## id title type description
## Length:70 Length:70 Length:70 Length:70
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2021 Length:70 Min. : 7.00 Length:70
## 1st Qu.:2021 Class :character 1st Qu.:32.50 Class :character
## Median :2021 Mode :character Median :45.00 Mode :character
## Mean :2021 Mean :43.24
## 3rd Qu.:2021 3rd Qu.:51.00
## Max. :2021 Max. :88.00
## production_countries seasons imdb_id imdb_score
## Length:70 Min. :1.000 Length:70 Min. :3.700
## Class :character 1st Qu.:1.000 Class :character 1st Qu.:6.325
## Mode :character Median :1.000 Mode :character Median :7.250
## Mean :1.157 Mean :6.964
## 3rd Qu.:1.000 3rd Qu.:7.600
## Max. :2.000 Max. :9.500
## imdb_votes tmdb_popularity tmdb_score
## Min. : 7.0 Min. : 1.133 Min. : 1.000
## 1st Qu.: 331.8 1st Qu.: 3.433 1st Qu.: 6.800
## Median : 972.0 Median : 6.923 Median : 7.450
## Mean : 6971.7 Mean : 21.554 Mean : 7.209
## 3rd Qu.: 3377.8 3rd Qu.: 14.059 3rd Qu.: 8.275
## Max. :114211.0 Max. :249.867 Max. :10.000
## ------------------------------------------------------------
## clean_dataset$release_year: 2022
## id title type description
## Length:22 Length:22 Length:22 Length:22
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :2022 Length:22 Min. :13.00 Length:22
## 1st Qu.:2022 Class :character 1st Qu.:33.00 Class :character
## Median :2022 Mode :character Median :43.00 Mode :character
## Mean :2022 Mean :39.95
## 3rd Qu.:2022 3rd Qu.:50.00
## Max. :2022 Max. :59.00
## production_countries seasons imdb_id imdb_score
## Length:22 Min. :1.0 Length:22 Min. :4.700
## Class :character 1st Qu.:1.0 Class :character 1st Qu.:6.250
## Mode :character Median :1.0 Mode :character Median :7.250
## Mean :1.5 Mean :7.118
## 3rd Qu.:1.0 3rd Qu.:7.975
## Max. :9.0 Max. :8.500
## imdb_votes tmdb_popularity tmdb_score
## Min. : 107.0 Min. : 0.600 Min. : 5.500
## 1st Qu.: 386.8 1st Qu.: 5.309 1st Qu.: 7.700
## Median : 860.5 Median : 19.468 Median : 8.000
## Mean : 6937.9 Mean : 77.383 Mean : 8.014
## 3rd Qu.: 2802.5 3rd Qu.: 42.139 3rd Qu.: 8.450
## Max. :95704.0 Max. :951.863 Max. :10.000stat.desc(clean_dataset$imdb_score)## nbr.val nbr.null nbr.na min max
## 897.00000000 0.00000000 0.00000000 2.20000000 9.50000000
## range sum median mean SE.mean
## 7.30000000 6413.50000000 7.30000000 7.14994426 0.03685547
## CI.mean.0.95 var std.dev coef.var
## 0.07233310 1.21841797 1.10381972 0.15438158stat.desc(clean_dataset$imdb_votes)## nbr.val nbr.null nbr.na min
## 897.000000 0.000000 0.000000 5.000000
## max range sum median
## 711566.000000 711561.000000 11827400.000000 989.000000
## mean SE.mean CI.mean.0.95 var
## 13185.507246 1767.588560 3469.096047 2802559276.868534
## std.dev coef.var
## 52939.203591 4.014954### Coefficient Variation :
sd(clean_dataset$imdb_score) / mean(clean_dataset$imdb_score)## [1] 0.1543816sd(clean_dataset$imdb_votes) / mean(clean_dataset$imdb_votes)## [1] 4.014954tab <- table(clean_dataset$imdb_score)
print(tab)##
## 2.2 2.3 2.4 2.6 2.7 3.1 3.3 3.5 3.7 3.8 3.9 4.1 4.2 4.3 4.4 4.6 4.7 4.9 5 5.1
## 1 1 2 1 1 1 1 2 1 2 2 1 3 5 2 2 4 4 4 4
## 5.2 5.3 5.4 5.5 5.6 5.7 5.8 5.9 6 6.1 6.2 6.3 6.4 6.5 6.6 6.7 6.8 6.9 7 7.1
## 2 10 5 8 12 4 12 18 10 15 17 17 23 23 32 17 24 22 32 42
## 7.2 7.3 7.4 7.5 7.6 7.7 7.8 7.9 8 8.1 8.2 8.3 8.4 8.5 8.6 8.7 8.8 8.9 9 9.1
## 42 42 36 37 30 27 34 36 37 27 38 25 24 19 18 17 9 4 1 1
## 9.2 9.4 9.5
## 2 1 1tab1 <- table(clean_dataset$imdb_votes)
print(tab1)##
## 5 6 7 8 9 11 12 13 15 16 17
## 2 3 1 1 2 1 1 2 2 4 2
## 18 19 20 21 22 24 25 26 27 28 29
## 2 1 1 1 2 2 3 2 2 2 2
## 30 31 32 33 35 37 38 39 42 43 44
## 1 3 1 1 2 1 1 1 1 1 1
## 45 46 47 48 50 51 52 53 54 55 56
## 2 1 1 3 1 1 4 1 1 2 1
## 58 60 61 62 64 65 66 68 70 72 73
## 2 1 2 1 1 2 1 1 1 1 1
## 75 77 78 80 81 82 86 87 88 90 91
## 2 2 3 1 1 2 2 1 1 1 1
## 92 93 94 95 96 98 99 100 102 103 107
## 2 1 3 2 2 2 2 1 2 1 2
## 108 109 112 113 115 119 120 121 122 126 127
## 2 1 1 2 1 1 2 3 1 1 2
## 131 133 134 137 138 141 142 143 145 146 148
## 1 1 1 1 2 1 1 1 2 1 1
## 150 152 153 154 156 158 159 162 165 168 171
## 1 1 2 1 1 1 2 1 1 2 2
## 172 173 174 177 179 182 183 184 186 187 189
## 1 1 1 1 1 1 2 4 1 2 2
## 192 197 198 199 203 204 207 208 214 218 220
## 1 1 1 2 1 1 2 1 2 3 1
## 224 226 228 231 232 235 238 239 241 243 247
## 1 2 1 2 2 2 2 2 1 1 1
## 249 251 253 255 256 260 261 263 264 272 273
## 2 1 1 1 2 1 1 1 2 1 1
## 279 280 283 285 287 289 299 302 303 306 307
## 2 1 1 1 1 1 1 1 2 2 1
## 308 312 316 321 324 326 328 329 331 333 334
## 1 1 1 2 1 1 1 2 3 1 1
## 336 344 345 346 349 350 352 354 355 362 364
## 1 1 2 1 2 1 1 1 1 1 1
## 365 368 373 374 377 378 379 383 386 387 389
## 1 1 1 1 1 1 1 1 1 1 1
## 393 394 396 397 403 404 409 414 416 424 425
## 1 1 1 1 1 1 1 1 1 1 1
## 426 427 428 429 432 439 440 444 445 448 449
## 1 1 2 1 1 1 1 1 2 2 1
## 453 455 457 460 464 465 473 475 478 479 480
## 1 1 1 1 1 1 1 1 1 1 1
## 481 482 487 488 496 500 501 505 509 510 512
## 1 1 1 2 1 2 1 1 1 1 1
## 514 517 522 530 531 535 536 537 538 546 547
## 1 1 2 1 1 2 1 1 1 1 1
## 551 555 557 558 559 561 563 567 574 577 582
## 1 1 1 2 2 1 1 1 1 1 1
## 589 594 600 602 604 606 607 608 615 617 620
## 1 1 1 2 1 1 1 1 2 1 1
## 621 622 623 626 636 637 644 650 652 653 657
## 1 1 1 1 1 1 2 1 1 1 1
## 658 660 661 662 669 675 678 685 689 699 701
## 2 1 1 1 1 1 1 2 1 2 1
## 708 709 719 730 732 736 742 759 764 769 770
## 1 1 1 1 1 1 1 2 1 1 1
## 786 795 799 801 805 807 810 816 822 830 837
## 1 1 2 1 1 1 1 2 1 1 1
## 838 844 846 849 859 868 879 881 889 898 900
## 1 1 1 1 2 1 1 1 1 1 1
## 903 912 920 921 936 946 966 970 976 978 985
## 1 1 1 1 1 1 1 1 1 1 1
## 989 995 998 1007 1024 1025 1039 1042 1044 1052 1054
## 1 1 1 1 1 1 1 1 2 1 1
## 1055 1059 1073 1083 1086 1091 1092 1098 1105 1109 1131
## 1 1 1 1 1 1 1 1 1 1 1
## 1140 1145 1150 1168 1178 1181 1185 1193 1194 1195 1196
## 1 1 1 1 1 2 1 1 1 1 1
## 1199 1227 1231 1235 1246 1250 1275 1276 1290 1291 1311
## 1 1 1 1 1 1 1 1 1 1 1
## 1317 1319 1324 1326 1334 1338 1350 1355 1360 1374 1375
## 1 1 1 1 1 1 1 1 1 1 1
## 1395 1400 1407 1416 1422 1435 1437 1472 1490 1493 1499
## 1 1 1 1 1 1 1 2 1 1 1
## 1502 1521 1534 1557 1563 1568 1571 1584 1589 1595 1596
## 1 1 1 1 1 1 1 2 1 1 1
## 1616 1629 1630 1637 1640 1642 1647 1660 1680 1683 1697
## 1 1 1 1 1 1 1 1 1 1 1
## 1711 1735 1743 1759 1767 1773 1786 1824 1827 1835 1870
## 1 1 1 1 1 1 1 1 1 1 1
## 1884 1928 1937 1968 1993 2014 2030 2032 2076 2088 2095
## 1 1 1 1 1 1 1 1 1 1 1
## 2103 2108 2116 2120 2137 2154 2184 2229 2241 2259 2301
## 1 1 1 1 1 1 2 2 1 1 1
## 2303 2333 2346 2347 2390 2391 2394 2444 2452 2499 2517
## 1 1 1 1 1 1 1 1 1 1 1
## 2527 2537 2538 2590 2594 2653 2683 2725 2727 2756 2767
## 1 1 1 1 1 1 1 1 1 1 1
## 2770 2771 2797 2803 2818 2824 2828 2832 2848 2861 2880
## 1 1 1 1 1 1 1 1 1 1 1
## 2889 2943 3028 3050 3058 3069 3090 3096 3110 3143 3168
## 1 1 1 1 1 1 1 1 1 1 1
## 3194 3244 3257 3296 3319 3322 3335 3377 3380 3392 3428
## 1 1 1 1 1 1 1 1 1 1 2
## 3432 3453 3556 3653 3712 3713 3728 3808 3897 3899 3951
## 1 1 1 1 1 1 1 1 1 1 1
## 4003 4004 4025 4063 4066 4126 4183 4269 4280 4282 4294
## 1 1 1 1 1 1 1 1 1 1 1
## 4315 4389 4398 4417 4420 4427 4461 4478 4503 4519 4565
## 1 1 1 1 1 1 1 1 1 1 1
## 4577 4579 4592 4618 4635 4676 4694 4740 4807 4839 4842
## 1 1 1 1 1 1 1 1 1 1 1
## 4948 4952 5092 5210 5251 5326 5349 5354 5377 5404 5413
## 1 1 1 1 1 1 1 1 1 1 1
## 5442 5666 5769 5778 5814 5829 5845 5942 5950 5963 6098
## 1 1 1 1 1 1 1 1 1 1 1
## 6128 6219 6231 6232 6383 6401 6405 6444 6454 6535 6617
## 1 1 1 1 1 1 1 1 1 1 1
## 6643 6678 6700 6724 7058 7100 7200 7332 7564 7627 7716
## 1 1 1 1 1 1 1 1 1 1 1
## 7739 7762 7807 7808 7846 8186 8422 8446 8675 8694 8859
## 2 1 1 1 1 1 1 1 1 1 1
## 8990 9136 9191 9250 9354 9360 9444 9605 9704 9794 9842
## 1 1 1 1 1 1 1 1 1 1 1
## 9955 10154 10214 10550 10626 10827 11238 11382 11402 11442 11488
## 1 1 1 1 1 1 1 1 1 1 1
## 11530 11545 11579 11642 11734 11854 11967 12352 12535 12605 12662
## 1 1 1 1 1 1 1 1 1 1 1
## 12925 12964 13303 13414 13458 13568 13641 13928 14014 14023 14185
## 1 1 1 1 1 1 1 1 1 1 1
## 14304 14307 14782 14905 15126 15297 15569 15748 16005 16378 17448
## 1 1 1 1 1 1 1 1 1 1 1
## 17634 17719 17843 17859 17871 17944 18061 18278 18355 18378 18406
## 1 1 1 1 1 1 1 1 1 1 1
## 18735 19045 19289 20391 21087 21858 21986 22080 22413 22525 23031
## 1 1 1 1 1 1 1 1 1 1 1
## 23155 23455 24020 24368 24412 24610 25098 25396 25538 25769 25944
## 1 1 1 1 1 1 1 1 1 1 1
## 26086 26309 26382 27179 27588 28131 29082 30127 30619 30638 30771
## 1 1 1 1 1 1 1 1 1 1 1
## 31981 32645 33214 35460 36483 37244 37293 37416 39363 43413 43816
## 1 1 1 1 1 1 1 1 1 1 1
## 44661 45874 46756 50358 50740 52747 55784 57194 63077 64854 67946
## 1 1 1 1 1 1 1 1 1 1 1
## 69430 70087 71075 72005 73388 73444 76149 80138 80353 82123 84311
## 1 1 1 1 1 1 1 1 1 1 1
## 85387 86104 86638 87846 91287 94527 95103 95704 96213 96965 101747
## 1 1 1 1 1 1 1 1 1 1 1
## 102055 108795 111056 112967 114211 114774 117296 139749 142717 142891 146651
## 1 1 1 1 1 1 1 1 1 1 1
## 197744 251172 252564 304893 362539 373828 395600 404920 448480 508388 661972
## 1 1 1 1 1 1 1 1 1 1 1
## 711566
## 1sort(table(clean_dataset$imdb_votes),decreasing = TRUE)##
## 16 52 184 6 25 31 48 78 94 121 218
## 4 4 4 3 3 3 3 3 3 3 3
## 331 5 9 13 15 17 18 22 24 26 27
## 3 2 2 2 2 2 2 2 2 2 2
## 28 29 35 45 55 58 61 65 75 77 82
## 2 2 2 2 2 2 2 2 2 2 2
## 86 92 95 96 98 99 102 107 108 113 120
## 2 2 2 2 2 2 2 2 2 2 2
## 127 138 145 153 159 168 171 183 187 189 199
## 2 2 2 2 2 2 2 2 2 2 2
## 207 214 226 231 232 235 238 239 249 256 264
## 2 2 2 2 2 2 2 2 2 2 2
## 279 303 306 321 329 345 349 428 445 448 488
## 2 2 2 2 2 2 2 2 2 2 2
## 500 522 535 558 559 602 615 644 658 685 699
## 2 2 2 2 2 2 2 2 2 2 2
## 759 799 816 859 1044 1181 1472 1584 2184 2229 3428
## 2 2 2 2 2 2 2 2 2 2 2
## 7739 7 8 11 12 19 20 21 30 32 33
## 2 1 1 1 1 1 1 1 1 1 1
## 37 38 39 42 43 44 46 47 50 51 53
## 1 1 1 1 1 1 1 1 1 1 1
## 54 56 60 62 64 66 68 70 72 73 80
## 1 1 1 1 1 1 1 1 1 1 1
## 81 87 88 90 91 93 100 103 109 112 115
## 1 1 1 1 1 1 1 1 1 1 1
## 119 122 126 131 133 134 137 141 142 143 146
## 1 1 1 1 1 1 1 1 1 1 1
## 148 150 152 154 156 158 162 165 172 173 174
## 1 1 1 1 1 1 1 1 1 1 1
## 177 179 182 186 192 197 198 203 204 208 220
## 1 1 1 1 1 1 1 1 1 1 1
## 224 228 241 243 247 251 253 255 260 261 263
## 1 1 1 1 1 1 1 1 1 1 1
## 272 273 280 283 285 287 289 299 302 307 308
## 1 1 1 1 1 1 1 1 1 1 1
## 312 316 324 326 328 333 334 336 344 346 350
## 1 1 1 1 1 1 1 1 1 1 1
## 352 354 355 362 364 365 368 373 374 377 378
## 1 1 1 1 1 1 1 1 1 1 1
## 379 383 386 387 389 393 394 396 397 403 404
## 1 1 1 1 1 1 1 1 1 1 1
## 409 414 416 424 425 426 427 429 432 439 440
## 1 1 1 1 1 1 1 1 1 1 1
## 444 449 453 455 457 460 464 465 473 475 478
## 1 1 1 1 1 1 1 1 1 1 1
## 479 480 481 482 487 496 501 505 509 510 512
## 1 1 1 1 1 1 1 1 1 1 1
## 514 517 530 531 536 537 538 546 547 551 555
## 1 1 1 1 1 1 1 1 1 1 1
## 557 561 563 567 574 577 582 589 594 600 604
## 1 1 1 1 1 1 1 1 1 1 1
## 606 607 608 617 620 621 622 623 626 636 637
## 1 1 1 1 1 1 1 1 1 1 1
## 650 652 653 657 660 661 662 669 675 678 689
## 1 1 1 1 1 1 1 1 1 1 1
## 701 708 709 719 730 732 736 742 764 769 770
## 1 1 1 1 1 1 1 1 1 1 1
## 786 795 801 805 807 810 822 830 837 838 844
## 1 1 1 1 1 1 1 1 1 1 1
## 846 849 868 879 881 889 898 900 903 912 920
## 1 1 1 1 1 1 1 1 1 1 1
## 921 936 946 966 970 976 978 985 989 995 998
## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
## 1435 1437 1490 1493 1499 1502 1521 1534 1557 1563 1568
## 1 1 1 1 1 1 1 1 1 1 1
## 1571 1589 1595 1596 1616 1629 1630 1637 1640 1642 1647
## 1 1 1 1 1 1 1 1 1 1 1
## 1660 1680 1683 1697 1711 1735 1743 1759 1767 1773 1786
## 1 1 1 1 1 1 1 1 1 1 1
## 1824 1827 1835 1870 1884 1928 1937 1968 1993 2014 2030
## 1 1 1 1 1 1 1 1 1 1 1
## 2032 2076 2088 2095 2103 2108 2116 2120 2137 2154 2241
## 1 1 1 1 1 1 1 1 1 1 1
## 2259 2301 2303 2333 2346 2347 2390 2391 2394 2444 2452
## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1 1 1 1
## 711566
## 1sort(table(clean_dataset$imdb_score),decreasing = TRUE)##
## 7.1 7.2 7.3 8.2 7.5 8 7.4 7.9 7.8 6.6 7 7.6 7.7 8.1 8.3 6.8 8.4 6.4 6.5 6.9
## 42 42 42 38 37 37 36 36 34 32 32 30 27 27 25 24 24 23 23 22
## 8.5 5.9 8.6 6.2 6.3 6.7 8.7 6.1 5.6 5.8 5.3 6 8.8 5.5 4.3 5.4 4.7 4.9 5 5.1
## 19 18 18 17 17 17 17 15 12 12 10 10 9 8 5 5 4 4 4 4
## 5.7 8.9 4.2 2.4 3.5 3.8 3.9 4.4 4.6 5.2 9.2 2.2 2.3 2.6 2.7 3.1 3.3 3.7 4.1 9
## 4 4 3 2 2 2 2 2 2 2 2 1 1 1 1 1 1 1 1 1
## 9.1 9.4 9.5
## 1 1 1summary(clean_dataset)## id title type description
## Length:897 Length:897 Length:897 Length:897
## Class :character Class :character Class :character Class :character
## Mode :character Mode :character Mode :character Mode :character
##
##
##
## release_year age_certification runtime genres
## Min. :1934 Length:897 Min. : 1.00 Length:897
## 1st Qu.:2008 Class :character 1st Qu.: 24.00 Class :character
## Median :2015 Mode :character Median : 39.00 Mode :character
## Mean :2011 Mean : 37.68
## 3rd Qu.:2018 3rd Qu.: 49.00
## Max. :2022 Max. :153.00
## production_countries seasons imdb_id imdb_score
## Length:897 Min. : 1.000 Length:897 Min. :2.20
## Class :character 1st Qu.: 1.000 Class :character 1st Qu.:6.60
## Mode :character Median : 2.000 Mode :character Median :7.30
## Mean : 3.343 Mean :7.15
## 3rd Qu.: 4.000 3rd Qu.:7.90
## Max. :49.000 Max. :9.50
## imdb_votes tmdb_popularity tmdb_score
## Min. : 5 Min. : 0.0002 Min. : 0.800
## 1st Qu.: 256 1st Qu.: 3.0290 1st Qu.: 6.700
## Median : 989 Median : 7.2600 Median : 7.500
## Mean : 13186 Mean : 18.4140 Mean : 7.301
## 3rd Qu.: 4807 3rd Qu.: 17.7250 3rd Qu.: 8.000
## Max. :711566 Max. :951.8630 Max. :10.000###Identifying the correlation between two variables imdb scores and imdb votes
cor(clean_dataset$imdb_score,clean_dataset$imdb_votes)## [1] 0.2314977###Creating contingency table
median(clean_dataset$imdb_votes)## [1] 989mean(clean_dataset$imdb_votes)## [1] 13185.51clean_dataset$imdb_votes_size <- ifelse(clean_dataset$imdb_votes < median(clean_dataset$imdb_votes),
"average","beyond average")
table(clean_dataset$imdb_votes_size)##
## average beyond average
## 448 449clean_dataset$imdb_score_size <- ifelse(clean_dataset$imdb_score < median(clean_dataset$imdb_score),
"average","beyond average")
table(clean_dataset$imdb_score_size )##
## average beyond average
## 431 466table(clean_dataset$imdb_votes_size,clean_dataset$imdb_score_size )##
## average beyond average
## average 259 189
## beyond average 172 277prop.table(table(clean_dataset$imdb_votes_size,clean_dataset$imdb_score_size ))##
## average beyond average
## average 0.2887402 0.2107023
## beyond average 0.1917503 0.3088071round(prop.table(table(clean_dataset$imdb_votes_size,clean_dataset$imdb_score_size ),1),2) ### Percentage by Row##
## average beyond average
## average 0.58 0.42
## beyond average 0.38 0.62round(prop.table(table(clean_dataset$imdb_votes_size,clean_dataset$imdb_score_size ),2),2) ### Percentage by Column##
## average beyond average
## average 0.60 0.41
## beyond average 0.40 0.59Including Plots
You can also embed plots, for example:
## chr [1:897] "beyond average" "beyond average" "beyond average" ...
## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
## 'data.frame': 897 obs. of 17 variables:
## $ id : chr "ts20945" "ts55748" "ts20005" "ts42867" ...
## $ title : chr "The Three Stooges" "What's My Line?" "I Love Lucy" "Mister Rogers' Neighborhood" ...
## $ type : chr "SHOW" "SHOW" "SHOW" "SHOW" ...
## $ description : chr "The Three Stooges were an American vaudeville and comedy team active from 1922 until 1970, best known for their"| __truncated__ "Four panelists must determine guests' occupations - and, in the case of famous guests, while blindfolded, their"| __truncated__ "Cuban Bandleader Ricky Ricardo would be happy if his wife Lucy would just be a housewife. Instead she tries con"| __truncated__ "Mister Rogers' Neighborhood is an American children's television series that was created and hosted by namesake"| __truncated__ ...
## $ release_year : int 1934 1950 1951 1968 1971 1966 1974 1972 1975 1968 ...
## $ age_certification : chr "TV-PG" "" "TV-G" "TV-Y" ...
## $ runtime : int 19 30 30 29 23 24 57 30 25 54 ...
## $ genres : chr "['comedy', 'family', 'animation', 'action', 'fantasy', 'horror']" "['reality', 'family']" "['comedy', 'family']" "['fantasy', 'music', 'family']" ...
## $ production_countries: chr "['US']" "['US']" "['US']" "['US']" ...
## $ seasons : num 26 18 9 31 6 12 49 6 11 22 ...
## $ imdb_id : chr "tt0850645" "tt1036980" "tt0043208" "tt0062588" ...
## $ imdb_score : num 8.6 8.6 8.5 8.7 7.9 8.1 8.7 7.9 7.5 8.3 ...
## $ imdb_votes : num 1092 1563 25944 8675 2116 ...
## $ tmdb_popularity : num 15.42 87.39 17.09 8.75 45.83 ...
## $ tmdb_score : num 7.6 6.9 8.1 4.7 8 6.7 7.1 7.5 7.3 8.5 ...
## $ imdb_votes_size : chr "beyond average" "beyond average" "beyond average" "beyond average" ...
## $ imdb_score_size : chr "beyond average" "beyond average" "beyond average" "beyond average" ...
## - attr(*, "na.action")= 'omit' Named int [1:8974] 2 3 4 5 6 7 8 9 10 11 ...
## ..- attr(*, "names")= chr [1:8974] "2" "3" "4" "5" ...## Bin width defaults to 1/30 of the range of the data. Pick better value with
## `binwidth`.
## Warning in plot.window(...): "groups" is not a graphical parameter## Warning in plot.xy(xy, type, ...): "groups" is not a graphical parameter## Warning in axis(side = side, at = at, labels = labels, ...): "groups" is not a
## graphical parameter
## Warning in axis(side = side, at = at, labels = labels, ...): "groups" is not a
## graphical parameter## Warning in box(...): "groups" is not a graphical parameter## Warning in title(...): "groups" is not a graphical parameter
Note that the echo = FALSE parameter was added to the
code chunk to prevent printing of the R code that generated the
plot.