Overview

Dataset statistics

Number of variables24
Number of observations4803
Missing cells4454
Missing cells (%)3.9%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory600.4 KiB
Average record size in memory128.0 B

Variable types

CAT16
NUM8

Reproduction

Analysis started2020-07-17 08:50:00.811928
Analysis finished2020-07-17 08:52:32.593489
Duration2 minutes and 31.78 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

genres has a high cardinality: 1168 distinct values High cardinality
homepage has a high cardinality: 1691 distinct values High cardinality
keywords has a high cardinality: 4219 distinct values High cardinality
original_title has a high cardinality: 4801 distinct values High cardinality
overview has a high cardinality: 4800 distinct values High cardinality
production_companies has a high cardinality: 3697 distinct values High cardinality
production_countries has a high cardinality: 469 distinct values High cardinality
release_date has a high cardinality: 3280 distinct values High cardinality
spoken_languages has a high cardinality: 544 distinct values High cardinality
tagline has a high cardinality: 3944 distinct values High cardinality
title has a high cardinality: 4800 distinct values High cardinality
cast has a high cardinality: 4741 distinct values High cardinality
crew has a high cardinality: 4776 distinct values High cardinality
director has a high cardinality: 2349 distinct values High cardinality
homepage has 3091 (64.4%) missing values Missing
keywords has 412 (8.6%) missing values Missing
tagline has 844 (17.6%) missing values Missing
homepage is uniformly distributed Uniform
original_title is uniformly distributed Uniform
overview is uniformly distributed Uniform
release_date is uniformly distributed Uniform
tagline is uniformly distributed Uniform
title is uniformly distributed Uniform
cast is uniformly distributed Uniform
crew is uniformly distributed Uniform
df_index has unique values Unique
id has unique values Unique
budget has 1037 (21.6%) zeros Zeros
revenue has 1427 (29.7%) zeros Zeros
vote_average has 63 (1.3%) zeros Zeros
vote_count has 62 (1.3%) zeros Zeros

Variables

df_index
Real number (ℝ≥0)

UNIQUE

Distinct count4803
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2401.0
Minimum0
Maximum4802
Zeros1
Zeros (%)< 0.1%
Memory size37.5 KiB

Quantile statistics

Minimum0
5-th percentile240.1
Q11200.5
median2401
Q33601.5
95-th percentile4561.9
Maximum4802
Range4802
Interquartile range (IQR)2401

Descriptive statistics

Standard deviation1386.651002
Coefficient of variation (CV)0.5775306129
Kurtosis-1.2
Mean2401
Median Absolute Deviation (MAD)1201
Skewness0
Sum11532003
Variance1922801
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
20471< 0.1%
 
25721< 0.1%
 
46231< 0.1%
 
25761< 0.1%
 
5291< 0.1%
 
46271< 0.1%
 
25801< 0.1%
 
5331< 0.1%
 
46311< 0.1%
 
25841< 0.1%
 
Other values (4793)479399.8%
 
ValueCountFrequency (%) 
01< 0.1%
 
11< 0.1%
 
21< 0.1%
 
31< 0.1%
 
41< 0.1%
 
ValueCountFrequency (%) 
48021< 0.1%
 
48011< 0.1%
 
48001< 0.1%
 
47991< 0.1%
 
47981< 0.1%
 

budget
Real number (ℝ≥0)

ZEROS

Distinct count436
Unique (%)9.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean29045039.87528628
Minimum0
Maximum380000000
Zeros1037
Zeros (%)21.6%
Memory size37.5 KiB

Quantile statistics

Minimum0
5-th percentile0
Q1790000
median15000000
Q340000000
95-th percentile115000000
Maximum380000000
Range380000000
Interquartile range (IQR)39210000

Descriptive statistics

Standard deviation40722391.26
Coefficient of variation (CV)1.402042877
Kurtosis7.658060224
Mean29045039.88
Median Absolute Deviation (MAD)15000000
Skewness2.437211029
Sum1.395033265e+11
Variance1.65831315e+15
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0103721.6%
 
200000001443.0%
 
300000001282.7%
 
250000001262.6%
 
400000001232.6%
 
150000001202.5%
 
350000001022.1%
 
100000001012.1%
 
500000001012.1%
 
60000000861.8%
 
Other values (426)273556.9%
 
ValueCountFrequency (%) 
0103721.6%
 
170.1%
 
21< 0.1%
 
31< 0.1%
 
42< 0.1%
 
ValueCountFrequency (%) 
3800000001< 0.1%
 
3000000001< 0.1%
 
2800000001< 0.1%
 
2700000001< 0.1%
 
2600000002< 0.1%
 

genres
Categorical

HIGH CARDINALITY

Distinct count1168
Unique (%)24.5%
Missing28
Missing (%)0.6%
Memory size18.8 KiB
Drama
 
370
Comedy
 
282
Drama Romance
 
164
Comedy Romance
 
144
Comedy Drama
 
142
Other values (1163)
3673
ValueCountFrequency (%) 
Drama3707.7%
 
Comedy2825.9%
 
Drama Romance1643.4%
 
Comedy Romance1443.0%
 
Comedy Drama1423.0%
 
Comedy Drama Romance1092.3%
 
Horror Thriller881.8%
 
Documentary681.4%
 
Horror641.3%
 
Drama Thriller621.3%
 
Other values (1158)328268.3%
 

Length

Max length51
Median length18
Mean length18.62002915
Min length3

homepage
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct count1691
Unique (%)98.8%
Missing3091
Missing (%)64.4%
Memory size18.8 KiB
http://www.thehungergames.movie/
 
4
http://www.missionimpossible.com/
 
4
http://www.transformersmovie.com/
 
3
http://www.kungfupanda.com/
 
3
http://www.thehobbit.com/
 
3
Other values (1686)
1695
ValueCountFrequency (%) 
http://www.thehungergames.movie/40.1%
 
http://www.missionimpossible.com/40.1%
 
http://www.transformersmovie.com/30.1%
 
http://www.kungfupanda.com/30.1%
 
http://www.thehobbit.com/30.1%
 
http://www.theamazingspiderman.com2< 0.1%
 
http://www.ironmanmovie.com/2< 0.1%
 
http://www.lordoftherings.net/2< 0.1%
 
http://disney.go.com/disneypictures/pirates/2< 0.1%
 
http://www.indianajones.com2< 0.1%
 
Other values (1681)168535.1%
 
(Missing)309164.4%
 

Length

Max length138
Median length3
Mean length14.91234645
Min length3

id
Real number (ℝ≥0)

UNIQUE

Distinct count4803
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean57165.484280657925
Minimum5
Maximum459488
Zeros0
Zeros (%)0.0%
Memory size37.5 KiB

Quantile statistics

Minimum5
5-th percentile578.1
Q19014.5
median14629
Q358610.5
95-th percentile285779
Maximum459488
Range459483
Interquartile range (IQR)49596

Descriptive statistics

Standard deviation88694.61403
Coefficient of variation (CV)1.551541374
Kurtosis3.346747662
Mean57165.48428
Median Absolute Deviation (MAD)12920
Skewness2.072080474
Sum274565821
Variance7866734559
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
450541< 0.1%
 
190841< 0.1%
 
411441< 0.1%
 
131871< 0.1%
 
88491< 0.1%
 
293391< 0.1%
 
2869391< 0.1%
 
6731< 0.1%
 
103681< 0.1%
 
144381< 0.1%
 
Other values (4793)479399.8%
 
ValueCountFrequency (%) 
51< 0.1%
 
111< 0.1%
 
121< 0.1%
 
131< 0.1%
 
141< 0.1%
 
ValueCountFrequency (%) 
4594881< 0.1%
 
4470271< 0.1%
 
4337151< 0.1%
 
4264691< 0.1%
 
4260671< 0.1%
 

keywords
Categorical

HIGH CARDINALITY
MISSING

Distinct count4219
Unique (%)96.1%
Missing412
Missing (%)8.6%
Memory size18.8 KiB
independent film
 
55
woman director
 
42
duringcreditsstinger
 
15
sport
 
13
independent film woman director
 
10
Other values (4214)
4256
ValueCountFrequency (%) 
independent film551.1%
 
woman director420.9%
 
duringcreditsstinger150.3%
 
sport130.3%
 
independent film woman director100.2%
 
biography50.1%
 
musical50.1%
 
suspense50.1%
 
dystopia30.1%
 
holiday christmas30.1%
 
Other values (4209)423588.2%
 
(Missing)4128.6%
 

Length

Max length129
Median length45
Mean length41.89985426
Min length2
Distinct count37
Unique (%)0.8%
Missing0
Missing (%)0.0%
Memory size18.8 KiB
en
4505
fr
 
70
es
 
32
de
 
27
zh
 
27
Other values (32)
 
142
ValueCountFrequency (%) 
en450593.8%
 
fr701.5%
 
es320.7%
 
de270.6%
 
zh270.6%
 
hi190.4%
 
ja160.3%
 
it140.3%
 
cn120.2%
 
ru110.2%
 
Other values (27)701.5%
 

Length

Max length2
Median length2
Mean length2
Min length2

original_title
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count4801
Unique (%)> 99.9%
Missing0
Missing (%)0.0%
Memory size18.8 KiB
Out of the Blue
 
2
Batman
 
2
Harry Brown
 
1
The Last Samurai
 
1
Valentine's Day
 
1
Other values (4796)
4796
ValueCountFrequency (%) 
Out of the Blue2< 0.1%
 
Batman2< 0.1%
 
Harry Brown1< 0.1%
 
The Last Samurai1< 0.1%
 
Valentine's Day1< 0.1%
 
You Kill Me1< 0.1%
 
Human Traffic1< 0.1%
 
Dawn Patrol1< 0.1%
 
Dream House1< 0.1%
 
Everything You Always Wanted to Know About Sex *But Were Afraid to Ask1< 0.1%
 
Other values (4791)479199.8%
 

Length

Max length86
Median length14
Mean length15.22298563
Min length1

overview
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count4800
Unique (%)100.0%
Missing3
Missing (%)0.1%
Memory size18.8 KiB
A collection of seven vignettes, which each address a question concerning human sexuality.
 
1
Joe Huff (Brian Bosworth) is a tough, loner cop with a flair for infiltrating dangerous biker gangs. The FBI blackmail Joe into an undercover operation that entails infiltrating "The Brotherhood" - a powerful Mississippi biker gang linked in the murder of government officials as well as dealing drugs with the mafia.
 
1
When Chloe (Garance Clavel), a young Parisian, decides to take a long-overdue vacation, she has to find someone to look after Gris-Gris, her beloved cat. Everyone, including her gay male roommate, refuses to help her, but she finally makes an arrangement with the elderly Madame Renée (Renée Le Calm), who often watches over other peoples' cats and dogs. However, when Chloe comes back, Madame Renée tells her that unfortunately the cat has been lost, and the unlucky owner goes on a search for her dear animal friend. While looking for the cat, she meets many colorful characters who populate the neighborhood.
 
1
A big splash in her first starring role: Esther Williams is a teacher at a women's college -- and wacky Red Skelton enrolls to be near her. An astonishing flames-and-fountains aquatic finale.
 
1
Who or what exactly is a Heffalump? The lovable residents of the Hundred Acre Wood -- Winnie the Pooh, Rabbit, Tigger, Eeyore, Kanga and the rest of the pack -- embark on a journey of discovery in search of the elusive Heffalump. But as is always the case, this unusual road trip opens their eyes to so much more than just the creature they're seeking.
 
1
Other values (4795)
4795
ValueCountFrequency (%) 
A collection of seven vignettes, which each address a question concerning human sexuality.1< 0.1%
 
Joe Huff (Brian Bosworth) is a tough, loner cop with a flair for infiltrating dangerous biker gangs. The FBI blackmail Joe into an undercover operation that entails infiltrating "The Brotherhood" - a powerful Mississippi biker gang linked in the murder of government officials as well as dealing drugs with the mafia.1< 0.1%
 
When Chloe (Garance Clavel), a young Parisian, decides to take a long-overdue vacation, she has to find someone to look after Gris-Gris, her beloved cat. Everyone, including her gay male roommate, refuses to help her, but she finally makes an arrangement with the elderly Madame Renée (Renée Le Calm), who often watches over other peoples' cats and dogs. However, when Chloe comes back, Madame Renée tells her that unfortunately the cat has been lost, and the unlucky owner goes on a search for her dear animal friend. While looking for the cat, she meets many colorful characters who populate the neighborhood.1< 0.1%
 
A big splash in her first starring role: Esther Williams is a teacher at a women's college -- and wacky Red Skelton enrolls to be near her. An astonishing flames-and-fountains aquatic finale.1< 0.1%
 
Who or what exactly is a Heffalump? The lovable residents of the Hundred Acre Wood -- Winnie the Pooh, Rabbit, Tigger, Eeyore, Kanga and the rest of the pack -- embark on a journey of discovery in search of the elusive Heffalump. But as is always the case, this unusual road trip opens their eyes to so much more than just the creature they're seeking.1< 0.1%
 
Scientist Bruce Banner scours the planet for an antidote to the unbridled force of rage within him: the Hulk. But when the military masterminds who dream of exploiting his powers force him back to civilization, he finds himself coming face to face with a new, deadly foe.1< 0.1%
 
Riding Giants is story about big wave surfers who have become heroes and legends in their sport. Directed by the skateboard guru Stacy Peralta.1< 0.1%
 
Jason Voorhees, the living, breathing essence of evil, is back for one fierce, final fling! Tracked down and blown to bits by a special FBI task force, everyone now assumes that he's finally dead. But everybody assumes wrong. Jason has been reborn with the bone-chilling ability to assume the identity of anyone he touches. The terrifying truth is that he could be anywhere, or anybody. In this shocking, blood-soaked finale to Jason's carnage-ridden reign of terror, the horrible secret of his unstoppable killing instinct is finally revealed.1< 0.1%
 
The Sea Inside is about Spaniard Ramón Sampedro, who fought a 30-year campaign to win the right to end his life with dignity. It is the story of Ramón’s relationships with two women: Julia a lawyer who supports his cause, and Rosa, a local woman who wants to convince him that life is worth living.1< 0.1%
 
Jim Morris never made it out of the minor leagues before a shoulder injury ended his pitching career twelve years ago. Now a married-with-children high-school chemistry teacher and baseball coach in Texas, Jim's team makes a deal with him: if they win the district championship, Jim will try out with a major-league organization. The bet proves incentive enough for the team, and they go from worst to first, making it to state for the first time in the history of the school. Jim, forced to live up to his end of the deal, is nearly laughed off the try-out field--until he gets onto the mound, where he confounds the scouts (and himself) by clocking successive 98 mph fastballs, good enough for a minor-league contract with the Tampa Bay Devil Rays. Jim's still got a lot of pitches to throw before he makes it to The Show, but with his big-league dreams revived, there's no telling where he could go.1< 0.1%
 
Other values (4790)479099.7%
 
(Missing)30.1%
 

Length

Max length1000
Median length283
Mean length305.2098688
Min length1

popularity
Real number (ℝ≥0)

Distinct count4802
Unique (%)> 99.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean21.492300588174057
Minimum0.0
Maximum875.581305
Zeros1
Zeros (%)< 0.1%
Memory size37.5 KiB

Quantile statistics

Minimum0
5-th percentile0.3628167
Q14.66807
median12.921594
Q328.3135045
95-th percentile67.3859622
Maximum875.581305
Range875.581305
Interquartile range (IQR)23.6454345

Descriptive statistics

Standard deviation31.81664975
Coefficient of variation (CV)1.480374314
Kurtosis191.9958205
Mean21.49230059
Median Absolute Deviation (MAD)9.814445
Skewness9.721415886
Sum103227.5197
Variance1012.299201
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
8.9021022< 0.1%
 
16.2512041< 0.1%
 
0.8878211< 0.1%
 
80.1712831< 0.1%
 
55.6599881< 0.1%
 
9.7794441< 0.1%
 
10.1422181< 0.1%
 
1.5692461< 0.1%
 
27.655271< 0.1%
 
121.4630761< 0.1%
 
Other values (4792)479299.8%
 
ValueCountFrequency (%) 
01< 0.1%
 
0.0003721< 0.1%
 
0.0011171< 0.1%
 
0.0011861< 0.1%
 
0.0013891< 0.1%
 
ValueCountFrequency (%) 
875.5813051< 0.1%
 
724.2477841< 0.1%
 
514.5699561< 0.1%
 
481.0986241< 0.1%
 
434.2785641< 0.1%
 

production_companies
Categorical

HIGH CARDINALITY

Distinct count3697
Unique (%)77.0%
Missing0
Missing (%)0.0%
Memory size18.8 KiB
[]
 
351
[{"name": "Paramount Pictures", "id": 4}]
 
58
[{"name": "Universal Pictures", "id": 33}]
 
45
[{"name": "New Line Cinema", "id": 12}]
 
38
[{"name": "Columbia Pictures", "id": 5}]
 
37
Other values (3692)
4274
ValueCountFrequency (%) 
[]3517.3%
 
[{"name": "Paramount Pictures", "id": 4}]581.2%
 
[{"name": "Universal Pictures", "id": 33}]450.9%
 
[{"name": "New Line Cinema", "id": 12}]380.8%
 
[{"name": "Columbia Pictures", "id": 5}]370.8%
 
[{"name": "Metro-Goldwyn-Mayer (MGM)", "id": 8411}]320.7%
 
[{"name": "Twentieth Century Fox Film Corporation", "id": 306}]310.6%
 
[{"name": "Walt Disney Pictures", "id": 2}]270.6%
 
[{"name": "Warner Bros.", "id": 6194}]270.6%
 
[{"name": "Touchstone Pictures", "id": 9195}]260.5%
 
Other values (3687)413186.0%
 

Length

Max length1155
Median length104
Mean length128.0149906
Min length2

production_countries
Categorical

HIGH CARDINALITY

Distinct count469
Unique (%)9.8%
Missing0
Missing (%)0.0%
Memory size18.8 KiB
[{"iso_3166_1": "US", "name": "United States of America"}]
2977
[{"iso_3166_1": "GB", "name": "United Kingdom"}, {"iso_3166_1": "US", "name": "United States of America"}]
 
181
[]
 
174
[{"iso_3166_1": "GB", "name": "United Kingdom"}]
 
131
[{"iso_3166_1": "DE", "name": "Germany"}, {"iso_3166_1": "US", "name": "United States of America"}]
 
119
Other values (464)
1221
ValueCountFrequency (%) 
[{"iso_3166_1": "US", "name": "United States of America"}]297762.0%
 
[{"iso_3166_1": "GB", "name": "United Kingdom"}, {"iso_3166_1": "US", "name": "United States of America"}]1813.8%
 
[]1743.6%
 
[{"iso_3166_1": "GB", "name": "United Kingdom"}]1312.7%
 
[{"iso_3166_1": "DE", "name": "Germany"}, {"iso_3166_1": "US", "name": "United States of America"}]1192.5%
 
[{"iso_3166_1": "CA", "name": "Canada"}, {"iso_3166_1": "US", "name": "United States of America"}]881.8%
 
[{"iso_3166_1": "FR", "name": "France"}]491.0%
 
[{"iso_3166_1": "AU", "name": "Australia"}, {"iso_3166_1": "US", "name": "United States of America"}]461.0%
 
[{"iso_3166_1": "CA", "name": "Canada"}]461.0%
 
[{"iso_3166_1": "FR", "name": "France"}, {"iso_3166_1": "US", "name": "United States of America"}]380.8%
 
Other values (459)95419.9%
 

Length

Max length517
Median length58
Mean length69.92129919
Min length2

release_date
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count3280
Unique (%)68.3%
Missing1
Missing (%)< 0.1%
Memory size18.8 KiB
2006-01-01
 
10
2002-01-01
 
8
1999-10-22
 
7
2004-09-03
 
7
2013-07-18
 
7
Other values (3275)
4763
ValueCountFrequency (%) 
2006-01-01100.2%
 
2002-01-0180.2%
 
1999-10-2270.1%
 
2004-09-0370.1%
 
2013-07-1870.1%
 
2014-12-2570.1%
 
2003-01-0160.1%
 
2005-09-1660.1%
 
2005-01-0160.1%
 
2015-10-1660.1%
 
Other values (3270)473298.5%
 

Length

Max length10
Median length10
Mean length9.998542578
Min length3

revenue
Real number (ℝ≥0)

ZEROS

Distinct count3297
Unique (%)68.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean82260638.65167603
Minimum0
Maximum2787965087
Zeros1427
Zeros (%)29.7%
Memory size37.5 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median19170001
Q392917187
95-th percentile369284902.7
Maximum2787965087
Range2787965087
Interquartile range (IQR)92917187

Descriptive statistics

Standard deviation162857100.9
Coefficient of variation (CV)1.979769469
Kurtosis33.12362966
Mean82260638.65
Median Absolute Deviation (MAD)19170001
Skewness4.444716448
Sum3.950978474e+11
Variance2.652243533e+16
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0142729.7%
 
700000060.1%
 
800000060.1%
 
600000050.1%
 
1200000050.1%
 
1000000050.1%
 
10000000050.1%
 
1400000040.1%
 
2500000040.1%
 
1100000040.1%
 
Other values (3287)333269.4%
 
ValueCountFrequency (%) 
0142729.7%
 
51< 0.1%
 
72< 0.1%
 
101< 0.1%
 
112< 0.1%
 
ValueCountFrequency (%) 
27879650871< 0.1%
 
18450341881< 0.1%
 
15195579101< 0.1%
 
15135288101< 0.1%
 
15062493601< 0.1%
 

runtime
Real number (ℝ≥0)

Distinct count156
Unique (%)3.2%
Missing2
Missing (%)< 0.1%
Infinite0
Infinite (%)0.0%
Mean106.87585919600083
Minimum0.0
Maximum338.0
Zeros35
Zeros (%)0.7%
Memory size37.5 KiB

Quantile statistics

Minimum0
5-th percentile83
Q194
median103
Q3118
95-th percentile144
Maximum338
Range338
Interquartile range (IQR)24

Descriptive statistics

Standard deviation22.61193459
Coefficient of variation (CV)0.2115719561
Kurtosis8.935448828
Mean106.8758592
Median Absolute Deviation (MAD)11
Skewness0.7159565063
Sum513111
Variance511.2995859
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
901633.4%
 
1001493.1%
 
981402.9%
 
971332.8%
 
951232.6%
 
991192.5%
 
941162.4%
 
961152.4%
 
1011142.4%
 
931132.4%
 
Other values (146)351673.2%
 
ValueCountFrequency (%) 
0350.7%
 
141< 0.1%
 
251< 0.1%
 
411< 0.1%
 
421< 0.1%
 
ValueCountFrequency (%) 
3381< 0.1%
 
2761< 0.1%
 
2541< 0.1%
 
2481< 0.1%
 
2421< 0.1%
 

spoken_languages
Categorical

HIGH CARDINALITY

Distinct count544
Unique (%)11.3%
Missing0
Missing (%)0.0%
Memory size18.8 KiB
[{"iso_639_1": "en", "name": "English"}]
3171
[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "es", "name": "Espa\u00f1ol"}]
 
127
[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "fr", "name": "Fran\u00e7ais"}]
 
114
[]
 
86
[{"iso_639_1": "es", "name": "Espa\u00f1ol"}, {"iso_639_1": "en", "name": "English"}]
 
54
Other values (539)
1251
ValueCountFrequency (%) 
[{"iso_639_1": "en", "name": "English"}]317166.0%
 
[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "es", "name": "Espa\u00f1ol"}]1272.6%
 
[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "fr", "name": "Fran\u00e7ais"}]1142.4%
 
[]861.8%
 
[{"iso_639_1": "es", "name": "Espa\u00f1ol"}, {"iso_639_1": "en", "name": "English"}]541.1%
 
[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "de", "name": "Deutsch"}]531.1%
 
[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "it", "name": "Italiano"}]511.1%
 
[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "ru", "name": "P\u0443\u0441\u0441\u043a\u0438\u0439"}]501.0%
 
[{"iso_639_1": "fr", "name": "Fran\u00e7ais"}]491.0%
 
[{"iso_639_1": "fr", "name": "Fran\u00e7ais"}, {"iso_639_1": "en", "name": "English"}]230.5%
 
Other values (534)102521.3%
 

Length

Max length474
Median length40
Mean length62.92338122
Min length2

status
Categorical

Distinct count3
Unique (%)0.1%
Missing0
Missing (%)0.0%
Memory size18.8 KiB
Released
4795
Rumored
 
5
Post Production
 
3
ValueCountFrequency (%) 
Released479599.8%
 
Rumored50.1%
 
Post Production30.1%
 

Length

Max length15
Median length8
Mean length8.003331251
Min length7

tagline
Categorical

HIGH CARDINALITY
MISSING
UNIFORM

Distinct count3944
Unique (%)99.6%
Missing844
Missing (%)17.6%
Memory size18.8 KiB
Based on a true story.
 
3
Worlds Collide
 
2
There are no clean getaways.
 
2
The only way out is down.
 
2
There are two sides to every love story.
 
2
Other values (3939)
3948
ValueCountFrequency (%) 
Based on a true story.30.1%
 
Worlds Collide2< 0.1%
 
There are no clean getaways.2< 0.1%
 
The only way out is down.2< 0.1%
 
There are two sides to every love story.2< 0.1%
 
One ordinary couple. One little white lie.2< 0.1%
 
Who is John Galt?2< 0.1%
 
Based on the incredible true story.2< 0.1%
 
Be careful what you wish for.2< 0.1%
 
What could go wrong?2< 0.1%
 
Other values (3934)393882.0%
 
(Missing)84417.6%
 

Length

Max length252
Median length32
Mean length35.13762232
Min length3

title
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count4800
Unique (%)99.9%
Missing0
Missing (%)0.0%
Memory size18.8 KiB
Batman
 
2
The Host
 
2
Out of the Blue
 
2
Harry Brown
 
1
Everything You Always Wanted to Know About Sex *But Were Afraid to Ask
 
1
Other values (4795)
4795
ValueCountFrequency (%) 
Batman2< 0.1%
 
The Host2< 0.1%
 
Out of the Blue2< 0.1%
 
Harry Brown1< 0.1%
 
Everything You Always Wanted to Know About Sex *But Were Afraid to Ask1< 0.1%
 
Son of the Mask1< 0.1%
 
Irreversible1< 0.1%
 
Whatever It Takes1< 0.1%
 
After Earth1< 0.1%
 
Event Horizon1< 0.1%
 
Other values (4790)479099.7%
 

Length

Max length86
Median length14
Mean length15.34915678
Min length1

vote_average
Real number (ℝ≥0)

ZEROS

Distinct count71
Unique (%)1.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.092171559442016
Minimum0.0
Maximum10.0
Zeros63
Zeros (%)1.3%
Memory size37.5 KiB

Quantile statistics

Minimum0
5-th percentile4.3
Q15.6
median6.2
Q36.8
95-th percentile7.6
Maximum10
Range10
Interquartile range (IQR)1.2

Descriptive statistics

Standard deviation1.194612163
Coefficient of variation (CV)0.1960897114
Kurtosis7.792362845
Mean6.092171559
Median Absolute Deviation (MAD)0.6
Skewness-1.959710007
Sum29260.7
Variance1.42709822
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
6.52164.5%
 
62164.5%
 
6.72134.4%
 
6.32074.3%
 
6.12014.2%
 
6.42014.2%
 
6.22004.2%
 
6.61984.1%
 
5.91964.1%
 
5.81873.9%
 
Other values (61)276857.6%
 
ValueCountFrequency (%) 
0631.3%
 
0.51< 0.1%
 
12< 0.1%
 
1.91< 0.1%
 
260.1%
 
ValueCountFrequency (%) 
1040.1%
 
9.51< 0.1%
 
9.31< 0.1%
 
8.52< 0.1%
 
8.42< 0.1%
 

vote_count
Real number (ℝ≥0)

ZEROS

Distinct count1609
Unique (%)33.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean690.2179887570269
Minimum0
Maximum13752
Zeros62
Zeros (%)1.3%
Memory size37.5 KiB

Quantile statistics

Minimum0
5-th percentile4
Q154
median235
Q3737
95-th percentile3040.9
Maximum13752
Range13752
Interquartile range (IQR)683

Descriptive statistics

Standard deviation1234.585891
Coefficient of variation (CV)1.788689821
Kurtosis19.91394618
Mean690.2179888
Median Absolute Deviation (MAD)214
Skewness3.824068535
Sum3315117
Variance1524202.322
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0621.3%
 
1531.1%
 
2461.0%
 
4430.9%
 
3410.9%
 
6380.8%
 
8370.8%
 
10340.7%
 
11320.7%
 
9320.7%
 
Other values (1599)438591.3%
 
ValueCountFrequency (%) 
0621.3%
 
1531.1%
 
2461.0%
 
3410.9%
 
4430.9%
 
ValueCountFrequency (%) 
137521< 0.1%
 
120021< 0.1%
 
118001< 0.1%
 
117761< 0.1%
 
109951< 0.1%
 

cast
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count4741
Unique (%)99.6%
Missing43
Missing (%)0.9%
Memory size18.8 KiB
William Shatner Leonard Nimoy DeForest Kelley James Doohan George Takei
 
6
Patrick Stewart Jonathan Frakes Brent Spiner LeVar Burton Michael Dorn
 
4
Zac Efron Vanessa Hudgens Ashley Tisdale Lucas Grabeel Corbin Bleu
 
3
Jennifer Lawrence Josh Hutcherson Liam Hemsworth Woody Harrelson Elizabeth Banks
 
3
Patrick Stewart Hugh Jackman Ian McKellen Halle Berry Famke Janssen
 
2
Other values (4736)
4742
ValueCountFrequency (%) 
William Shatner Leonard Nimoy DeForest Kelley James Doohan George Takei60.1%
 
Patrick Stewart Jonathan Frakes Brent Spiner LeVar Burton Michael Dorn40.1%
 
Zac Efron Vanessa Hudgens Ashley Tisdale Lucas Grabeel Corbin Bleu30.1%
 
Jennifer Lawrence Josh Hutcherson Liam Hemsworth Woody Harrelson Elizabeth Banks30.1%
 
Patrick Stewart Hugh Jackman Ian McKellen Halle Berry Famke Janssen2< 0.1%
 
Mark Hamill Harrison Ford Carrie Fisher Billy Dee Williams Anthony Daniels2< 0.1%
 
Martin Freeman Ian McKellen Richard Armitage Ken Stott Graham McTavish2< 0.1%
 
Elijah Wood Ian McKellen Viggo Mortensen Liv Tyler Orlando Bloom2< 0.1%
 
Ewan McGregor Natalie Portman Hayden Christensen Ian McDiarmid Samuel L. Jackson2< 0.1%
 
Mike Myers Eddie Murphy Cameron Diaz Julie Andrews Antonio Banderas2< 0.1%
 
Other values (4731)473298.5%
 
(Missing)430.9%
 

Length

Max length132
Median length69
Mean length69.0002082
Min length3

crew
Categorical

HIGH CARDINALITY
UNIFORM

Distinct count4776
Unique (%)99.4%
Missing0
Missing (%)0.0%
Memory size18.8 KiB
[]
 
28
[{'name': 'Michael R. Miller', 'gender': 2, 'department': 'Editing', 'job': 'Editor', 'credit_id': '52fe45109251416c7504a7c3', 'id': 5175}, {'name': 'RZA', 'gender': 2, 'department': 'Sound', 'job': 'Original Music Composer', 'credit_id': '52fe45109251416c7504a7b7', 'id': 150}, {'name': 'Jonathan Sela', 'gender': 2, 'department': 'Camera', 'job': 'Director of Photography', 'credit_id': '52fe45109251416c7504a7bd', 'id': 12033}, {'name': 'Chuck Wilson', 'gender': 0, 'department': 'Writing', 'job': 'Screenplay', 'credit_id': '52fe45109251416c7504a793', 'id': 28016}, {'name': 'Christopher Lennertz', 'gender': 2, 'department': 'Sound', 'job': 'Original Music Composer', 'credit_id': '52fe45109251416c7504a7b1', 'id': 49911}, {'name': 'Jessy Terrero', 'gender': 0, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe45109251416c7504a787', 'id': 73832}, {'name': 'Jessy Terrero', 'gender': 0, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe45109251416c7504a7a5', 'id': 73832}, {'name': 'Bo Zenga', 'gender': 2, 'department': 'Writing', 'job': 'Screenplay', 'credit_id': '52fe45109251416c7504a78d', 'id': 73833}, {'name': 'Bo Zenga', 'gender': 2, 'department': 'Production', 'job': 'Executive Producer', 'credit_id': '52fe45109251416c7504a7ab', 'id': 73833}, {'name': 'Paul Hall', 'gender': 2, 'department': 'Production', 'job': 'Executive Producer', 'credit_id': '52fe45109251416c7504a799', 'id': 73834}, {'name': 'Jules Stewart', 'gender': 1, 'department': 'Directing', 'job': 'Script Supervisor', 'credit_id': '5879e833925141549c006056', 'id': 1158477}, {'name': 'David Rubin', 'gender': 2, 'department': 'Production', 'job': 'Producer', 'credit_id': '578d3993c3a3686f0a002ce0', 'id': 1639187}, {'name': 'David Rubin', 'gender': 2, 'department': 'Production', 'job': 'Unit Production Manager', 'credit_id': '578d3c88c3a3686224007f8a', 'id': 1639187}]
 
1
[{'name': 'Danny Elfman', 'gender': 2, 'department': 'Sound', 'job': 'Original Music Composer', 'credit_id': '52fe44229251416c75029f59', 'id': 531}, {'name': 'John Bailey', 'gender': 2, 'department': 'Camera', 'job': 'Director of Photography', 'credit_id': '52fe44229251416c75029f6b', 'id': 1527}, {'name': 'Rick Shaine', 'gender': 2, 'department': 'Editing', 'job': 'Editor', 'credit_id': '52fe44229251416c75029f65', 'id': 13673}, {'name': 'Elizabeth Hurley', 'gender': 1, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe44229251416c75029f53', 'id': 13918}, {'name': 'Tony Gilroy', 'gender': 2, 'department': 'Writing', 'job': 'Screenplay', 'credit_id': '52fe44229251416c75029f5f', 'id': 19242}, {'name': 'Michael Apted', 'gender': 2, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe44229251416c75029f4d', 'id': 10781}, {'name': 'Ray Fisher', 'gender': 2, 'department': 'Art', 'job': 'Leadman', 'credit_id': '56a2cd3bc3a3683896000e98', 'id': 1393558}]
 
1
[{'name': 'Clark Baker', 'gender': 0, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe4d97c3a368484e1f1ad7', 'id': 554900}, {'name': 'Austin Wintory', 'gender': 0, 'department': 'Sound', 'job': 'Original Music Composer', 'credit_id': '57a88d89c3a36826170061f8', 'id': 939612}, {'name': 'Matt Duffer', 'gender': 2, 'department': 'Writing', 'job': 'Writer', 'credit_id': '52fe4d97c3a368484e1f1add', 'id': 1179419}, {'name': 'Ross Duffer', 'gender': 2, 'department': 'Writing', 'job': 'Writer', 'credit_id': '52fe4d97c3a368484e1f1ae3', 'id': 1179422}, {'name': 'Kyle Klutz', 'gender': 0, 'department': 'Crew', 'job': 'Cinematography', 'credit_id': '57a88d66925141746f006568', 'id': 1297436}, {'name': 'Brad McLaughlin', 'gender': 0, 'department': 'Editing', 'job': 'Editor', 'credit_id': '57a88d719251417659005ee6', 'id': 1491492}]
 
1
[{'name': 'Debra Zane', 'gender': 1, 'department': 'Production', 'job': 'Casting', 'credit_id': '555347db92514162d10016e9', 'id': 495}, {'name': 'Howard Shore', 'gender': 2, 'department': 'Sound', 'job': 'Music', 'credit_id': '55534756c3a3686341001ae8', 'id': 117}, {'name': 'Jay Rabinowitz', 'gender': 2, 'department': 'Editing', 'job': 'Editor', 'credit_id': '55534772c3a3686355001884', 'id': 330}, {'name': 'Jina Jay', 'gender': 1, 'department': 'Production', 'job': 'Casting', 'credit_id': '5553479cc3a36863490018d4', 'id': 474}, {'name': 'Scott Rudin', 'gender': 2, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe4df79251416c75146eff', 'id': 2997}, {'name': 'Jon Stewart', 'gender': 2, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe4df79251416c75146ee1', 'id': 12219}, {'name': 'Jon Stewart', 'gender': 2, 'department': 'Writing', 'job': 'Screenplay', 'credit_id': '52fe4df79251416c75146ee7', 'id': 12219}, {'name': 'Jon Stewart', 'gender': 2, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe4df79251416c75146f05', 'id': 12219}, {'name': 'Gigi Pritzker', 'gender': 1, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe4df79251416c75146ef9', 'id': 20743}, {'name': 'Gerald Sullivan', 'gender': 0, 'department': 'Art', 'job': 'Production Design', 'credit_id': '555347f3c3a3686341001aff', 'id': 62560}, {'name': 'Karim Kheir', 'gender': 0, 'department': 'Art', 'job': 'Set Decoration', 'credit_id': '5553482892514162d10016f1', 'id': 1150161}, {'name': 'Nasser Zoubi', 'gender': 0, 'department': 'Art', 'job': 'Set Decoration', 'credit_id': '5553483e92514149970018da', 'id': 1150162}, {'name': 'Maziar Bahari', 'gender': 2, 'department': 'Writing', 'job': 'Story', 'credit_id': '52fe4df79251416c75146eed', 'id': 1159771}, {'name': 'Aimee Molloy', 'gender': 0, 'department': 'Writing', 'job': 'Story', 'credit_id': '52fe4df79251416c75146ef3', 'id': 1208134}, {'name': 'Atilla Salih Y\\u00fccer', 'gender': 0, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe4df79251416c75146f0b', 'id': 1208136}, {'name': 'Bobby Bukowski', 'gender': 2, 'department': 'Camera', 'job': 'Director of Photography', 'credit_id': '52fe4df79251416c75146f29', 'id': 1209263}, {'name': 'Rachel Desmarest', 'gender': 0, 'department': 'Production', 'job': 'Casting', 'credit_id': '5553478892514149970018bd', 'id': 1330047}, {'name': 'Mary Bailey', 'gender': 1, 'department': 'Directing', 'job': 'Script Supervisor', 'credit_id': '5553488cc3a3686343001887', 'id': 1395373}, {'name': 'Phaedra Dahdaleh', 'gender': 0, 'department': 'Costume & Make-Up', 'job': 'Costume Design', 'credit_id': '55534850925141499e001961', 'id': 1452223}, {'name': 'Samy Keilani', 'gender': 0, 'department': 'Art', 'job': 'Art Direction', 'credit_id': '5553480a92514149970018d0', 'id': 1466745}, {'name': 'Abdo Rayyan', 'gender': 0, 'department': 'Costume & Make-Up', 'job': 'Costume Supervisor', 'credit_id': '5553486f925141499e001965', 'id': 1466746}]
 
1
Other values (4771)
4771
ValueCountFrequency (%) 
[]280.6%
 
[{'name': 'Michael R. Miller', 'gender': 2, 'department': 'Editing', 'job': 'Editor', 'credit_id': '52fe45109251416c7504a7c3', 'id': 5175}, {'name': 'RZA', 'gender': 2, 'department': 'Sound', 'job': 'Original Music Composer', 'credit_id': '52fe45109251416c7504a7b7', 'id': 150}, {'name': 'Jonathan Sela', 'gender': 2, 'department': 'Camera', 'job': 'Director of Photography', 'credit_id': '52fe45109251416c7504a7bd', 'id': 12033}, {'name': 'Chuck Wilson', 'gender': 0, 'department': 'Writing', 'job': 'Screenplay', 'credit_id': '52fe45109251416c7504a793', 'id': 28016}, {'name': 'Christopher Lennertz', 'gender': 2, 'department': 'Sound', 'job': 'Original Music Composer', 'credit_id': '52fe45109251416c7504a7b1', 'id': 49911}, {'name': 'Jessy Terrero', 'gender': 0, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe45109251416c7504a787', 'id': 73832}, {'name': 'Jessy Terrero', 'gender': 0, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe45109251416c7504a7a5', 'id': 73832}, {'name': 'Bo Zenga', 'gender': 2, 'department': 'Writing', 'job': 'Screenplay', 'credit_id': '52fe45109251416c7504a78d', 'id': 73833}, {'name': 'Bo Zenga', 'gender': 2, 'department': 'Production', 'job': 'Executive Producer', 'credit_id': '52fe45109251416c7504a7ab', 'id': 73833}, {'name': 'Paul Hall', 'gender': 2, 'department': 'Production', 'job': 'Executive Producer', 'credit_id': '52fe45109251416c7504a799', 'id': 73834}, {'name': 'Jules Stewart', 'gender': 1, 'department': 'Directing', 'job': 'Script Supervisor', 'credit_id': '5879e833925141549c006056', 'id': 1158477}, {'name': 'David Rubin', 'gender': 2, 'department': 'Production', 'job': 'Producer', 'credit_id': '578d3993c3a3686f0a002ce0', 'id': 1639187}, {'name': 'David Rubin', 'gender': 2, 'department': 'Production', 'job': 'Unit Production Manager', 'credit_id': '578d3c88c3a3686224007f8a', 'id': 1639187}]1< 0.1%
 
[{'name': 'Danny Elfman', 'gender': 2, 'department': 'Sound', 'job': 'Original Music Composer', 'credit_id': '52fe44229251416c75029f59', 'id': 531}, {'name': 'John Bailey', 'gender': 2, 'department': 'Camera', 'job': 'Director of Photography', 'credit_id': '52fe44229251416c75029f6b', 'id': 1527}, {'name': 'Rick Shaine', 'gender': 2, 'department': 'Editing', 'job': 'Editor', 'credit_id': '52fe44229251416c75029f65', 'id': 13673}, {'name': 'Elizabeth Hurley', 'gender': 1, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe44229251416c75029f53', 'id': 13918}, {'name': 'Tony Gilroy', 'gender': 2, 'department': 'Writing', 'job': 'Screenplay', 'credit_id': '52fe44229251416c75029f5f', 'id': 19242}, {'name': 'Michael Apted', 'gender': 2, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe44229251416c75029f4d', 'id': 10781}, {'name': 'Ray Fisher', 'gender': 2, 'department': 'Art', 'job': 'Leadman', 'credit_id': '56a2cd3bc3a3683896000e98', 'id': 1393558}]1< 0.1%
 
[{'name': 'Clark Baker', 'gender': 0, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe4d97c3a368484e1f1ad7', 'id': 554900}, {'name': 'Austin Wintory', 'gender': 0, 'department': 'Sound', 'job': 'Original Music Composer', 'credit_id': '57a88d89c3a36826170061f8', 'id': 939612}, {'name': 'Matt Duffer', 'gender': 2, 'department': 'Writing', 'job': 'Writer', 'credit_id': '52fe4d97c3a368484e1f1add', 'id': 1179419}, {'name': 'Ross Duffer', 'gender': 2, 'department': 'Writing', 'job': 'Writer', 'credit_id': '52fe4d97c3a368484e1f1ae3', 'id': 1179422}, {'name': 'Kyle Klutz', 'gender': 0, 'department': 'Crew', 'job': 'Cinematography', 'credit_id': '57a88d66925141746f006568', 'id': 1297436}, {'name': 'Brad McLaughlin', 'gender': 0, 'department': 'Editing', 'job': 'Editor', 'credit_id': '57a88d719251417659005ee6', 'id': 1491492}]1< 0.1%
 
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[{'name': 'Jay Russell', 'gender': 2, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe45969251416c7505baa7', 'id': 46297}]1< 0.1%
 
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Kaplan', 'gender': 0, 'department': 'Sound', 'job': 'Boom Operator', 'credit_id': '5830e5cec3a3685b9301763f', 'id': 1711219}, {'name': 'Collin Fowler', 'gender': 0, 'department': 'Visual Effects', 'job': 'Visual Effects Coordinator', 'credit_id': '58320343c3a3685b960258e9', 'id': 1711710}, {'name': 'Joseph Musso', 'gender': 0, 'department': 'Writing', 'job': 'Storyboard', 'credit_id': '583203ec92514162cb02bcb2', 'id': 1711712}]1< 0.1%
 
[{'name': 'Avy Kaufman', 'gender': 1, 'department': 'Production', 'job': 'Casting', 'credit_id': '52fe461fc3a368484e0801f3', 'id': 2952}, {'name': 'Tom Johnson', 'gender': 2, 'department': 'Sound', 'job': 'Sound Re-Recording Mixer', 'credit_id': '54b4f5e9c3a3680940008d5b', 'id': 3996}, {'name': 'Louise Frogley', 'gender': 1, 'department': 'Costume & Make-Up', 'job': 'Costume Design', 'credit_id': '52fe461fc3a368484e0801f9', 'id': 4061}, {'name': 'Robert Redford', 'gender': 2, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe461fc3a368484e080175', 'id': 4135}, {'name': 'Mark Isham', 'gender': 2, 'department': 'Sound', 'job': 'Original Music Composer', 'credit_id': '52fe461fc3a368484e08019d', 'id': 4140}, {'name': 'Craig McKay', 'gender': 2, 'department': 'Editing', 'job': 'Editor', 'credit_id': '52fe461fc3a368484e0801a9', 'id': 4869}, {'name': 'Richard Hymns', 'gender': 0, 'department': 'Sound', 'job': 'Supervising Sound Editor', 'credit_id': '54b4f4eec3a36805d3003e79', 'id': 7764}, {'name': 'Juan Peralta', 'gender': 0, 'department': 'Sound', 'job': 'Sound Re-Recording Mixer', 'credit_id': '54b4f60bc3a36802870033cb', 'id': 8166}, {'name': 'Newton Thomas Sigel', 'gender': 0, 'department': 'Camera', 'job': 'Director of Photography', 'credit_id': '52fe461fc3a368484e0801a3', 'id': 9040}, {'name': 'Newton Thomas Sigel', 'gender': 0, 'department': 'Camera', 'job': 'Camera Operator', 'credit_id': '54b4f826c3a36805d3003edc', 'id': 9040}, {'name': 'Kalina Ivanov', 'gender': 1, 'department': 'Art', 'job': 'Production Design', 'credit_id': '54b4f043c3a368094e00904e', 'id': 17148}, {'name': 'Melissa M. Levander', 'gender': 1, 'department': 'Art', 'job': 'Set Decoration', 'credit_id': '54b4f1e49251415321001400', 'id': 17150}, {'name': 'Alexandra Altrocchi', 'gender': 0, 'department': 'Visual Effects', 'job': 'Visual Effects Producer', 'credit_id': '54b4f6bfc3a3685fbd001593', 'id': 15317}, {'name': 'Goro Koyama', 'gender': 0, 'department': 'Sound', 'job': 'Foley', 'credit_id': '54b4f671c3a368094e0090fa', 'id': 20228}, {'name': 'Andy Malcolm', 'gender': 0, 'department': 'Sound', 'job': 'Foley', 'credit_id': '54b4f685c3a368783b001dfb', 'id': 20229}, {'name': 'Leo Corey Castellano', 'gender': 0, 'department': 'Costume & Make-Up', 'job': 'Makeup Artist', 'credit_id': '54b4f250c3a3685fbd001515', 'id': 29929}, {'name': 'Stefan Sonnenfeld', 'gender': 0, 'department': 'Editing', 'job': 'Digital Intermediate', 'credit_id': '54b4fa9492514152d4001449', 'id': 62723}, {'name': 'Mark Garner', 'gender': 2, 'department': 'Art', 'job': 'Art Direction', 'credit_id': '54b4f14ec3a36805d3003e00', 'id': 66532}, {'name': 'Jonathan Null', 'gender': 0, 'department': 'Sound', 'job': 'ADR & Dubbing', 'credit_id': '54b4f64fc3a36802870033d4', 'id': 138617}, {'name': 'Gregory Bernstein', 'gender': 2, 'department': 'Writing', 'job': 'Story', 'credit_id': '52fe461fc3a368484e080197', 'id': 148118}, {'name': 'Gregory Bernstein', 'gender': 2, 'department': 'Writing', 'job': 'Screenplay', 'credit_id': '52fe461fc3a368484e0801e7', 'id': 148118}, {'name': 'James D. Solomon', 'gender': 2, 'department': 'Writing', 'job': 'Screenplay', 'credit_id': '52fe461fc3a368484e08017b', 'id': 230882}, {'name': 'James D. Solomon', 'gender': 2, 'department': 'Writing', 'job': 'Story', 'credit_id': '52fe461fc3a368484e080191', 'id': 230882}, {'name': 'Claudette Barius', 'gender': 0, 'department': 'Camera', 'job': 'Still Photographer', 'credit_id': '54b4f85ec3a3685fbd0015bc', 'id': 582808}, {'name': 'Bill Holderman', 'gender': 2, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe461fc3a368484e0801ed', 'id': 971660}, {'name': 'Steven Ritzi', 'gender': 0, 'department': 'Crew', 'job': 'Stunt Coordinator', 'credit_id': '54b4f7e3c3a36805d3003ed7', 'id': 1333222}, {'name': 'Geoffrey S. Grimsman', 'gender': 2, 'department': 'Art', 'job': 'Assistant Art Director', 'credit_id': '54b4f366c3a3680940008d16', 'id': 1334481}, {'name': 'Thomas A. Morris Jr.', 'gender': 0, 'department': 'Art', 'job': 'Construction Coordinator', 'credit_id': '54b4f3a992514173690045f7', 'id': 1336516}, {'name': 'Frank E. Eulner', 'gender': 0, 'department': 'Sound', 'job': 'Sound Effects Editor', 'credit_id': '54b4f5ce9251417369004627', 'id': 1339446}, {'name': 'Elizabeth Himelstein', 'gender': 0, 'department': 'Crew', 'job': 'Dialect Coach', 'credit_id': '54b4fb7292514114a2005e05', 'id': 1347760}, {'name': 'Philippe Gallichet', 'gender': 0, 'department': 'Crew', 'job': 'Chef', 'credit_id': '54b4fc03925141746c007e80', 'id': 1355972}, {'name': 'Bob E. Krattiger', 'gender': 0, 'department': 'Lighting', 'job': 'Lighting Technician', 'credit_id': '54b4f8b592514114a2005dd0', 'id': 1367672}, {'name': 'Cheryl Nardi', 'gender': 0, 'department': 'Editing', 'job': 'Dialogue Editor', 'credit_id': '54b4f522c3a36802870033ad', 'id': 1376899}, {'name': 'Marshall Winn', 'gender': 0, 'department': 'Editing', 'job': 'Dialogue Editor', 'credit_id': '54b4f61fc3a368783b001df6', 'id': 1376901}, {'name': 'Gwendolyn Yates Whittle', 'gender': 0, 'department': 'Editing', 'job': 'Dialogue Editor', 'credit_id': '54b4f632c3a3687a63002818', 'id': 1376902}, {'name': 'Faith Conroy', 'gender': 0, 'department': 'Directing', 'job': 'Script Supervisor', 'credit_id': '54b4fb96925141746c007e74', 'id': 1392150}, {'name': 'Jeremy Bowker', 'gender': 0, 'department': 'Editing', 'job': 'Dialogue Editor', 'credit_id': '54b4f539c3a36802870033b2', 'id': 1394418}, {'name': 'Ken Fischer', 'gender': 0, 'department': 'Sound', 'job': 'Sound Effects Editor', 'credit_id': '54b4f58fc3a36802870033b8', 'id': 1401786}, {'name': 'Josh Gold', 'gender': 0, 'department': 'Sound', 'job': 'Sound Effects Editor', 'credit_id': '54b4f56bc3a368210c0050b7', 'id': 1406873}, {'name': 'John R. Bayless', 'gender': 0, 'department': 'Costume & Make-Up', 'job': 'Makeup Department Head', 'credit_id': '54b4f239925141746c007d7b', 'id': 1408714}, {'name': 'Mike Chiado', 'gender': 0, 'department': 'Editing', 'job': 'Digital Intermediate', 'credit_id': '54b4fa6292514173690046a1', 'id': 1409245}, {'name': 'Curtis Roush', 'gender': 0, 'department': 'Sound', 'job': 'Music Editor', 'credit_id': '54b4fb1bc3a368094e009168', 'id': 1409721}, {'name': 'Des Carey', 'gender': 0, 'department': 'Editing', 'job': 'Digital Intermediate', 'credit_id': '54b4fa4bc3a3680940008dc2', 'id': 1411540}, {'name': 'Lee Siler', 'gender': 0, 'department': 'Crew', 'job': 'Transportation Coordinator', 'credit_id': '54b4fb35c3a3680940008dd8', 'id': 1412122}, {'name': 'Betty Lou Skinner', 'gender': 0, 'department': 'Costume & Make-Up', 'job': 'Hairstylist', 'credit_id': '54b4f20d925141746c007d70', 'id': 1412971}, {'name': 'Patricia McAlhany Glasser', 'gender': 0, 'department': 'Costume & Make-Up', 'job': 'Hairstylist', 'credit_id': '54b4f220c3a3687a630027c0', 'id': 1412972}, {'name': 'Kaylene Carlson', 'gender': 0, 'department': 'Production', 'job': 'Production Supervisor', 'credit_id': '54b4f28892514114a2005d3e', 'id': 1412973}, {'name': 'Danielle Couture', 'gender': 0, 'department': 'Art', 'job': 'Art Department Coordinator', 'credit_id': '54b4f2f992514107e0007c62', 'id': 1412975}, {'name': 'John Bankson', 'gender': 0, 'department': 'Crew', 'job': 'Property Master', 'credit_id': '54b4f3299251412ffc00316b', 'id': 1412976}, {'name': 'Stephan Beck', 'gender': 0, 'department': 'Art', 'job': 'Set Designer', 'credit_id': '54b4f3f6c3a3685fbd001545', 'id': 1412977}, {'name': 'Joseph Kevin Garcia', 'gender': 0, 'department': 'Art', 'job': 'Leadman', 'credit_id': '54b4f442c3a3685fbd001551', 'id': 1412978}, {'name': 'Patrick Fuhrman', 'gender': 0, 'department': 'Art', 'job': 'Leadman', 'credit_id': '54b4f454925141746c007dae', 'id': 1412979}, {'name': 'Cindy Berry', 'gender': 0, 'department': 'Art', 'job': 'Greensman', 'credit_id': '54b4f480925141736900460b', 'id': 1412980}, {'name': 'John A. Cooper', 'gender': 0, 'department': 'Art', 'job': 'Greensman', 'credit_id': '54b4f49a925141532100143f', 'id': 1412981}, {'name': 'Guy L.G. Covington Jr.', 'gender': 0, 'department': 'Art', 'job': 'Greensman', 'credit_id': '54b4f4abc3a368783b001ddb', 'id': 1412982}, {'name': 'Guy D. Covington Sr.', 'gender': 0, 'department': 'Art', 'job': 'Greensman', 'credit_id': '54b4f4c0925141746c007dc1', 'id': 1412983}, {'name': 'Pascal Garneau', 'gender': 0, 'department': 'Sound', 'job': 'Sound Effects Editor', 'credit_id': '54b4f5a6c3a36802870033bd', 'id': 1412984}, {'name': 'Andre Fenley', 'gender': 0, 'department': 'Sound', 'job': 'Sound Effects Editor', 'credit_id': '54b4f5bac3a368094e0090df', 'id': 1412985}, {'name': 'David Beavis', 'gender': 2, 'department': 'Crew', 'job': 'Special Effects Coordinator', 'credit_id': '54b4f6a0c3a3685fbd00158d', 'id': 1412986}, {'name': 'Mimi Medel', 'gender': 0, 'department': 'Visual Effects', 'job': 'Visual Effects Producer', 'credit_id': '54b4f6f5c3a3687a63002829', 'id': 1412987}, {'name': 'Alex Laurent', 'gender': 0, 'department': 'Crew', 'job': 'Visual Effects Art Director', 'credit_id': '54b4f7abc3a3680940008d83', 'id': 1412988}, {'name': 'Tau Gerber', 'gender': 0, 'department': 'Visual Effects', 'job': 'Visual Effects Supervisor', 'credit_id': '54b4f7c692514153210014a7', 'id': 1412989}, {'name': 'Gregory Lundsgaard', 'gender': 2, 'department': 'Camera', 'job': 'Camera Operator', 'credit_id': '54b4f80992514107e0007cde', 'id': 1412990}, {'name': 'Gregory Lundsgaard', 'gender': 2, 'department': 'Camera', 'job': 'Steadicam Operator', 'credit_id': '54b4f848c3a3680940008d95', 'id': 1412990}, {'name': 'Keith Pickett', 'gender': 0, 'department': 'Lighting', 'job': 'Rigging Gaffer', 'credit_id': '54b4f8a0c3a368783b001e3e', 'id': 1412991}, {'name': 'Teresa Beach', 'gender': 0, 'department': 'Costume & Make-Up', 'job': 'Set Costumer', 'credit_id': '54b4f9bdc3a3687a6300287f', 'id': 1412995}, {'name': 'Shawna-Nova Foley', 'gender': 0, 'department': 'Costume & Make-Up', 'job': 'Set Costumer', 'credit_id': '54b4f9cfc3a368783b001e54', 'id': 1412996}, {'name': 'Jess L. Johnson', 'gender': 0, 'department': 'Costume & Make-Up', 'job': 'Set Costumer', 'credit_id': '54b4f9e4c3a3685fbd0015e8', 'id': 1412997}, {'name': 'Ginger Knussmann', 'gender': 0, 'department': 'Costume & Make-Up', 'job': 'Set Costumer', 'credit_id': '54b4f9f892514152d4001435', 'id': 1412998}, {'name': 'Julia Rusthoven', 'gender': 0, 'department': 'Costume & Make-Up', 'job': 'Set Costumer', 'credit_id': '54b4fa13c3a3685fbd0015f0', 'id': 1412999}, {'name': 'Richard Schoen', 'gender': 0, 'department': 'Costume & Make-Up', 'job': 'Costume Supervisor', 'credit_id': '54b4fa2f92514152d400143e', 'id': 1413000}, {'name': 'Genevieve Fontaine', 'gender': 0, 'department': 'Editing', 'job': 'Digital Intermediate', 'credit_id': '54b4fafdc3a36805d3003f22', 'id': 1413001}, {'name': 'Laura Bryant', 'gender': 0, 'department': 'Production', 'job': 'Location Manager', 'credit_id': '54b4fbb5c3a3680940008deb', 'id': 1413002}, {'name': 'James Ferrera', 'gender': 0, 'department': 'Crew', 'job': 'Unit Publicist', 'credit_id': '54b4fbd6c3a3685fbd00161e', 'id': 1413003}, {'name': 'Karen Eisenstadt', 'gender': 0, 'department': 'Production', 'job': 'Production Accountant', 'credit_id': '54b4fc9492514173690046d7', 'id': 1413004}]1< 0.1%
 
Other values (4766)476699.2%
 

Length

Max length62973
Median length2296
Mean length3955.628774
Min length2

director
Categorical

HIGH CARDINALITY

Distinct count2349
Unique (%)49.2%
Missing30
Missing (%)0.6%
Memory size18.8 KiB
Steven Spielberg
 
27
Woody Allen
 
21
Martin Scorsese
 
20
Clint Eastwood
 
20
Robert Rodriguez
 
16
Other values (2344)
4669
ValueCountFrequency (%) 
Steven Spielberg270.6%
 
Woody Allen210.4%
 
Martin Scorsese200.4%
 
Clint Eastwood200.4%
 
Robert Rodriguez160.3%
 
Ridley Scott160.3%
 
Spike Lee160.3%
 
Steven Soderbergh150.3%
 
Renny Harlin150.3%
 
Tim Burton140.3%
 
Other values (2339)459395.6%
 
(Missing)300.6%
 

Length

Max length42
Median length13
Mean length13.21715594
Min length3

Interactions