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

original_language
Categorical

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. 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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. 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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

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

df_indexbudgetgenreshomepageidkeywordsoriginal_languageoriginal_titleoverviewpopularityproduction_companiesproduction_countriesrelease_daterevenueruntimespoken_languagesstatustaglinetitlevote_averagevote_countcastcrewdirector
00237000000Action Adventure Fantasy Science Fictionhttp://www.avatarmovie.com/19995culture clash future space war space colony societyenAvatarIn the 22nd century, a paraplegic Marine is dispatched to the moon Pandora on a unique mission, but becomes torn between following orders and protecting an alien civilization.150.437577[{"name": "Ingenious Film Partners", "id": 289}, {"name": "Twentieth Century Fox Film Corporation", "id": 306}, {"name": "Dune Entertainment", "id": 444}, {"name": "Lightstorm Entertainment", "id": 574}][{"iso_3166_1": "US", "name": "United States of America"}, {"iso_3166_1": "GB", "name": "United Kingdom"}]2009-12-102787965087162.0[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "es", "name": "Espa\u00f1ol"}]ReleasedEnter the World of Pandora.Avatar7.211800Sam Worthington Zoe Saldana Sigourney Weaver Stephen Lang Michelle Rodriguez[{'name': 'Stephen E. 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11300000000Adventure Fantasy Actionhttp://disney.go.com/disneypictures/pirates/285ocean drug abuse exotic island east india trading company love of one's lifeenPirates of the Caribbean: At World's EndCaptain Barbossa, long believed to be dead, has come back to life and is headed to the edge of the Earth with Will Turner and Elizabeth Swann. 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22245000000Action Adventure Crimehttp://www.sonypictures.com/movies/spectre/206647spy based on novel secret agent sequel mi6enSpectreA cryptic message from Bond’s past sends him on a trail to uncover a sinister organization. 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33250000000Action Crime Drama Thrillerhttp://www.thedarkknightrises.com/49026dc comics crime fighter terrorist secret identity burglarenThe Dark Knight RisesFollowing the death of District Attorney Harvey Dent, Batman assumes responsibility for Dent's crimes to protect the late attorney's reputation and is subsequently hunted by the Gotham City Police Department. Eight years later, Batman encounters the mysterious Selina Kyle and the villainous Bane, a new terrorist leader who overwhelms Gotham's finest. The Dark Knight resurfaces to protect a city that has branded him an enemy.112.312950[{"name": "Legendary Pictures", "id": 923}, {"name": "Warner Bros.", "id": 6194}, {"name": "DC Entertainment", "id": 9993}, {"name": "Syncopy", "id": 9996}][{"iso_3166_1": "US", "name": "United States of America"}]2012-07-161084939099165.0[{"iso_639_1": "en", "name": "English"}]ReleasedThe Legend EndsThe Dark Knight Rises7.69106Christian Bale Michael Caine Gary Oldman Anne Hathaway Tom Hardy[{'name': 'Hans Zimmer', 'gender': 2, 'department': 'Sound', 'job': 'Original Music Composer', 'credit_id': '52fe4781c3a36847f81398c3', 'id': 947}, {'name': 'Charles Roven', 'gender': 0, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe4781c3a36847f8139899', 'id': 282}, {'name': 'Christopher Nolan', 'gender': 2, 'department': 'Writing', 'job': 'Screenplay', 'credit_id': '52fe4781c3a36847f813991b', 'id': 525}, {'name': 'Christopher Nolan', 'gender': 2, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe4781c3a36847f8139865', 'id': 525}, {'name': 'Christopher Nolan', 'gender': 2, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe4781c3a36847f8139893', 'id': 525}, {'name': 'Christopher Nolan', 'gender': 2, 'department': 'Writing', 'job': 'Story', 'credit_id': '52fe4781c3a36847f8139915', 'id': 525}, {'name': 'Jonathan Nolan', 'gender': 2, 'department': 'Writing', 'job': 'Screenplay', 'credit_id': '52fe4781c3a36847f813990f', 'id': 527}, {'name': 'Emma Thomas', 'gender': 1, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe4781c3a36847f813989f', 'id': 556}, {'name': 'Wally Pfister', 'gender': 2, 'department': 'Camera', 'job': 'Director of Photography', 'credit_id': '52fe4781c3a36847f81398c9', 'id': 559}, {'name': 'Wally Pfister', 'gender': 2, 'department': 'Camera', 'job': 'Camera Operator', 'credit_id': '54c37788c3a3681421011a07', 'id': 559}, {'name': 'John Papsidera', 'gender': 0, 'department': 'Production', 'job': 'Casting', 'credit_id': '52fe4781c3a36847f81398d5', 'id': 561}, {'name': 'David S. 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44260000000Action Adventure Science Fictionhttp://movies.disney.com/john-carter49529based on novel mars medallion space travel princessenJohn CarterJohn Carter is a war-weary, former military captain who's inexplicably transported to the mysterious and exotic planet of Barsoom (Mars) and reluctantly becomes embroiled in an epic conflict. 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55258000000Fantasy Action Adventurehttp://www.sonypictures.com/movies/spider-man3/559dual identity amnesia sandstorm love of one's life forgivenessenSpider-Man 3The seemingly invincible Spider-Man goes up against an all-new crop of villain – including the shape-shifting Sandman. While Spider-Man’s superpowers are altered by an alien organism, his alter ego, Peter Parker, deals with nemesis Eddie Brock and also gets caught up in a love triangle.115.699814[{"name": "Columbia Pictures", "id": 5}, {"name": "Laura Ziskin Productions", "id": 326}, {"name": "Marvel Enterprises", "id": 19551}][{"iso_3166_1": "US", "name": "United States of America"}]2007-05-01890871626139.0[{"iso_639_1": "en", "name": "English"}, {"iso_639_1": "fr", "name": "Fran\u00e7ais"}]ReleasedThe battle within.Spider-Man 35.93576Tobey Maguire Kirsten Dunst James Franco Thomas Haden Church Topher Grace[{'name': 'Francine Maisler', 'gender': 1, 'department': 'Production', 'job': 'Casting', 'credit_id': '52fe4252c3a36847f80151a5', 'id': 6410}, {'name': 'Joseph M. 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66260000000Animation Familyhttp://disney.go.com/disneypictures/tangled/38757hostage magic horse fairy tale musicalenTangledWhen the kingdom's most wanted-and most charming-bandit Flynn Rider hides out in a mysterious tower, he's taken hostage by Rapunzel, a beautiful and feisty tower-bound teen with 70 feet of magical, golden hair. Flynn's curious captor, who's looking for her ticket out of the tower where she's been locked away for years, strikes a deal with the handsome thief and the unlikely duo sets off on an action-packed escapade, complete with a super-cop horse, an over-protective chameleon and a gruff gang of pub thugs.48.681969[{"name": "Walt Disney Pictures", "id": 2}, {"name": "Walt Disney Animation Studios", "id": 6125}][{"iso_3166_1": "US", "name": "United States of America"}]2010-11-24591794936100.0[{"iso_639_1": "en", "name": "English"}]ReleasedThey're taking adventure to new lengths.Tangled7.43330Zachary Levi Mandy Moore Donna Murphy Ron Perlman M.C. 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77280000000Action Adventure Science Fictionhttp://marvel.com/movies/movie/193/avengers_age_of_ultron99861marvel comic sequel superhero based on comic book visionenAvengers: Age of UltronWhen Tony Stark tries to jumpstart a dormant peacekeeping program, things go awry and Earth’s Mightiest Heroes are put to the ultimate test as the fate of the planet hangs in the balance. As the villainous Ultron emerges, it is up to The Avengers to stop him from enacting his terrible plans, and soon uneasy alliances and unexpected action pave the way for an epic and unique global adventure.134.279229[{"name": "Marvel Studios", "id": 420}, {"name": "Prime Focus", "id": 15357}, {"name": "Revolution Sun Studios", "id": 76043}][{"iso_3166_1": "US", "name": "United States of America"}]2015-04-221405403694141.0[{"iso_639_1": "en", "name": "English"}]ReleasedA New Age Has Come.Avengers: Age of Ultron7.36767Robert Downey Jr. Chris Hemsworth Mark Ruffalo Chris Evans Scarlett Johansson[{'name': 'Danny Elfman', 'gender': 2, 'department': 'Sound', 'job': 'Original Music Composer', 'credit_id': '55d5f7d4c3a3683e7e0016eb', 'id': 531}, {'name': 'Christopher Boyes', 'gender': 0, 'department': 'Sound', 'job': 'Supervising Sound Editor', 'credit_id': '55f7d48892514103b60074ad', 'id': 900}, {'name': 'Christopher Boyes', 'gender': 0, 'department': 'Sound', 'job': 'Sound Re-Recording 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88250000000Adventure Fantasy Familyhttp://harrypotter.warnerbros.com/harrypotterandthehalf-bloodprince/dvd/index.html767witch magic broom school of witchcraft wizardryenHarry Potter and the Half-Blood PrinceAs Harry begins his sixth year at Hogwarts, he discovers an old book marked as 'Property of the Half-Blood Prince', and begins to learn more about Lord Voldemort's dark past.98.885637[{"name": "Warner Bros.", "id": 6194}, {"name": "Heyday Films", "id": 7364}][{"iso_3166_1": "GB", "name": "United Kingdom"}, {"iso_3166_1": "US", "name": "United States of America"}]2009-07-07933959197153.0[{"iso_639_1": "en", "name": "English"}]ReleasedDark Secrets RevealedHarry Potter and the Half-Blood Prince7.45293Daniel Radcliffe Rupert Grint Emma Watson Tom Felton Michael Gambon[{'name': 'Bruno Delbonnel', 'gender': 0, 'department': 'Camera', 'job': 'Director of Photography', 'credit_id': '52fe4273c3a36847f801fab1', 'id': 2423}, {'name': 'Stephanie McMillan', 'gender': 1, 'department': 'Art', 'job': 'Set Decoration', 'credit_id': '52fe4273c3a36847f801faf3', 'id': 5331}, {'name': 'Stuart Craig', 'gender': 2, 'department': 'Art', 'job': 'Production Design', 'credit_id': '52fe4273c3a36847f801fac3', 'id': 5491}, {'name': 'J.K. Rowling', 'gender': 1, 'department': 'Writing', 'job': 'Novel', 'credit_id': '52fe4273c3a36847f801fa8d', 'id': 10966}, {'name': 'Steve Kloves', 'gender': 2, 'department': 'Writing', 'job': 'Screenplay', 'credit_id': '52fe4273c3a36847f801fa87', 'id': 10967}, {'name': 'David Heyman', 'gender': 2, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe4273c3a36847f801fa99', 'id': 10968}, {'name': 'Andrew Ackland-Snow', 'gender': 2, 'department': 'Art', 'job': 'Supervising Art Director', 'credit_id': '57090677c3a3681d3a0030ff', 'id': 10710}, {'name': 'Gary Tomkins', 'gender': 2, 'department': 'Art', 'job': 'Art Direction', 'credit_id': '56a77c7ac3a36819d000365f', 'id': 11225}, {'name': 'Jany Temime', 'gender': 1, 'department': 'Costume & Make-Up', 'job': 'Costume Design', 'credit_id': '52fe4273c3a36847f801faf9', 'id': 11227}, {'name': 'Fiona Weir', 'gender': 1, 'department': 'Production', 'job': 'Casting', 'credit_id': '52fe4273c3a36847f801fabd', 'id': 11295}, {'name': 'Alastair Bullock', 'gender': 0, 'department': 'Art', 'job': 'Art Direction', 'credit_id': '56a77cd192514129f500318d', 'id': 11296}, {'name': 'David Yates', 'gender': 2, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe4273c3a36847f801fa81', 'id': 11343}, {'name': 'Nicholas Hooper', 'gender': 2, 'department': 'Sound', 'job': 'Original Music Composer', 'credit_id': '56a77c58c3a36819de002ec8', 'id': 11344}, {'name': 'Mark Day', 'gender': 2, 'department': 'Editing', 'job': 'Editor', 'credit_id': '52fe4273c3a36847f801fab7', 'id': 11345}, {'name': 'David Barron', 'gender': 2, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe4273c3a36847f801fa93', 'id': 65614}, {'name': 'Tim Lewis', 'gender': 0, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe4273c3a36847f801fa9f', 'id': 89320}, {'name': 'Lionel Wigram', 'gender': 0, 'department': 'Production', 'job': 'Executive Producer', 'credit_id': '52fe4273c3a36847f801faa5', 'id': 41289}, {'name': 'Molly Hughes', 'gender': 0, 'department': 'Art', 'job': 'Art Direction', 'credit_id': '56a77d26c3a36819ce003335', 'id': 89383}, {'name': 'Tino Schaedler', 'gender': 0, 'department': 'Art', 'job': 'Art Direction', 'credit_id': '56a77cb89251412a04003164', 'id': 89384}, {'name': 'Hattie Storey', 'gender': 0, 'department': 'Art', 'job': 'Art Direction', 'credit_id': '56a77c9ec3a36819da003242', 'id': 89385}, {'name': "Sloane U'Ren", 'gender': 0, 'department': 'Art', 'job': 'Art Direction', 'credit_id': '56a77d0b92514129fb003270', 'id': 89386}, {'name': 'Anna Worley', 'gender': 1, 'department': 'Directing', 'job': 'Script Supervisor', 'credit_id': '56a77d80c3a36819cb003104', 'id': 1389548}, {'name': 'Jaap Buitendijk', 'gender': 0, 'department': 'Camera', 'job': 'Still Photographer', 'credit_id': '56a77f5092514129f100344b', 'id': 1393448}, {'name': 'Kate Baird', 'gender': 0, 'department': 'Editing', 'job': 'First Assistant Editor', 'credit_id': '56a77dddc3a36819da003271', 'id': 1408843}, {'name': 'Hermione Byrt', 'gender': 0, 'department': 'Editing', 'job': 'First Assistant Editor', 'credit_id': '56a77dc292514130e7000bc6', 'id': 1473175}, {'name': 'Richard Davies', 'gender': 0, 'department': 'Costume & Make-Up', 'job': 'Assistant Costume Designer', 'credit_id': '595bf7d6c3a36825e8057170', 'id': 1551777}, {'name': 'Stuart Wilson', 'gender': 0, 'department': 'Sound', 'job': 'Production Sound Mixer', 'credit_id': '56a77e0c92514129ef003102', 'id': 1568519}]David Yates
99250000000Action Adventure Fantasyhttp://www.batmanvsupermandawnofjustice.com/209112dc comics vigilante superhero based on comic book revengeenBatman v Superman: Dawn of JusticeFearing the actions of a god-like Super Hero left unchecked, Gotham City’s own formidable, forceful vigilante takes on Metropolis’s most revered, modern-day savior, while the world wrestles with what sort of hero it really needs. 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Last rows

df_indexbudgetgenreshomepageidkeywordsoriginal_languageoriginal_titleoverviewpopularityproduction_companiesproduction_countriesrelease_daterevenueruntimespoken_languagesstatustaglinetitlevote_averagevote_countcastcrewdirector
479347930DramaNaN182291confession hazing gang member latino lgbtenOn The DownlowIsaac and Angel are two young Latinos involved in a south side Chicago gang. They have a secret in a world where secrets are forbidden.0.029757[{"name": "Iconoclast Films", "id": 26677}][{"iso_3166_1": "US", "name": "United States of America"}]2004-04-11090.0[]ReleasedTwo gangs. One secret. One crossroad.On The Downlow6.02Tony Sancho Michael Cortez Donato Cruz Felipe Camacho Carmen Cenko[{'name': 'Tadeo Garcia', 'gender': 0, 'department': 'Directing', 'job': 'Director', 'credit_id': '548c416392514122ef00197d', 'id': 1398500}, {'name': 'Tadeo Garcia', 'gender': 0, 'department': 'Writing', 'job': 'Story', 'credit_id': '548c419a92514122f2001830', 'id': 1398500}, {'name': 'Roger B. Domian', 'gender': 0, 'department': 'Writing', 'job': 'Screenplay', 'credit_id': '548c4176c3a36820ba0017f2', 'id': 1398501}, {'name': 'Roger B. Domian', 'gender': 0, 'department': 'Writing', 'job': 'Story', 'credit_id': '548c418792514122f9001a1e', 'id': 1398501}]Tadeo Garcia
479447940Thriller Horror ComedyNaN286939NaNenSanctuary: Quite a ConundrumIt should have been just a normal day of sex, fun, alcohol, hormones and debauchery for Tabitha and Mimi, two over-privileged twenty-somethings. But that so-called normalcy gets tossed out the window when a devastating event occurs at a pool party.0.166513[{"name": "Gold Lion Films", "id": 37870}, {"name": "T-Street Productions", "id": 37871}][{"iso_3166_1": "US", "name": "United States of America"}]2012-01-20082.0[{"iso_639_1": "en", "name": "English"}]ReleasedNaNSanctuary: Quite a Conundrum0.00Sasha Ramos Erin Cline Emily Rogers Anthony Rutowicz Joe Coffey[{'name': 'Thomas L. Phillips', 'gender': 0, 'department': 'Directing', 'job': 'Director', 'credit_id': '545f8107c3a3686cbb0041fd', 'id': 1171387}, {'name': 'Thomas L. Phillips', 'gender': 0, 'department': 'Production', 'job': 'Producer', 'credit_id': '545f8126c3a3686cbb004202', 'id': 1171387}, {'name': 'Thomas L. Phillips', 'gender': 0, 'department': 'Writing', 'job': 'Writer', 'credit_id': '545f8111c3a3680b5d000812', 'id': 1171387}]Thomas L. Phillips
479547950DramaNaN124606gang audition police fake homeless actressenBangA young woman in L.A. is having a bad day: she's evicted, an audition ends with a producer furious she won't trade sex for the part, and a policeman nabs her for something she didn't do, demanding fellatio to release her. She snaps, grabs his gun, takes his uniform, and leaves him cuffed to a tree where he's soon having a defenseless chat with a homeless man. She takes off on the cop's motorcycle and, for an afternoon, experiences a cop's life. She talks a young man out of suicide and then is plunged into violence after a friendly encounter with two "vatos." She is torn between self-protection and others' expectations. Is there any resolution for her torrent of feelings?0.918116[{"name": "Asylum Films", "id": 10571}, {"name": "FM Entertainment", "id": 26598}, {"name": "Eagle Eye Films Inc.", "id": 40739}][{"iso_3166_1": "US", "name": "United States of America"}]1995-09-09098.0[{"iso_639_1": "en", "name": "English"}]ReleasedSometimes you've got to break the rulesBang6.01Darling Narita Peter Greene Michael Newland Erik Schrody Michael Artura[{'name': 'Ash Baron-Cohen', 'gender': 0, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe4ab0c3a368484e161add', 'id': 77465}, {'name': 'Ash Baron-Cohen', 'gender': 0, 'department': 'Writing', 'job': 'Writer', 'credit_id': '55a6c2fdc3a3682fff0002d7', 'id': 77465}, {'name': 'Daniel M. Berger', 'gender': 0, 'department': 'Production', 'job': 'Producer', 'credit_id': '55a6c30bc3a36830080002b6', 'id': 77469}, {'name': 'Ladd Vance', 'gender': 0, 'department': 'Production', 'job': 'Producer', 'credit_id': '55a6c316c3a3682ff4000349', 'id': 551516}, {'name': 'David Gasperik', 'gender': 2, 'department': 'Crew', 'job': 'Cinematography', 'credit_id': '55a6c3269251411e1b0002c9', 'id': 1108768}, {'name': 'Orlando Aguillen', 'gender': 0, 'department': 'Sound', 'job': 'Original Music Composer', 'credit_id': '55a6c334c3a36830080002b9', 'id': 1487597}]Ash Baron-Cohen
479647967000Science Fiction Drama Thrillerhttp://www.primermovie.com14337distrust garage identity crisis time travel time machineenPrimerFriends/fledgling entrepreneurs invent a device in their garage that reduces the apparent mass of any object placed inside it, but they accidentally discover that it has some highly unexpected capabilities -- ones that could enable them to do and to have seemingly anything they want. Taking advantage of this unique opportunity is the first challenge they face. Dealing with the consequences is the next.23.307949[{"name": "Thinkfilm", "id": 446}][{"iso_3166_1": "US", "name": "United States of America"}]2004-10-0842476077.0[{"iso_639_1": "en", "name": "English"}]ReleasedWhat happens if it actually works?Primer6.9658Shane Carruth David Sullivan Casey Gooden Anand Upadhyaya Carrie Crawford[{'name': 'Shane Carruth', 'gender': 2, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe45e79251416c75066791', 'id': 76624}, {'name': 'Shane Carruth', 'gender': 2, 'department': 'Editing', 'job': 'Editor', 'credit_id': '560a6cfcc3a368681f001dfe', 'id': 76624}, {'name': 'Shane Carruth', 'gender': 2, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe45e79251416c75066797', 'id': 76624}, {'name': 'Shane Carruth', 'gender': 2, 'department': 'Writing', 'job': 'Writer', 'credit_id': '52fe45e79251416c750667af', 'id': 76624}, {'name': 'Shane Carruth', 'gender': 2, 'department': 'Sound', 'job': 'Music', 'credit_id': '52fe45e79251416c7506679d', 'id': 76624}, {'name': 'Shane Carruth', 'gender': 2, 'department': 'Crew', 'job': 'Cinematography', 'credit_id': '560a6ba2c3a3686824001e85', 'id': 76624}]Shane Carruth
479747970Foreign ThrillerNaN67238NaNenCaviteAdam, a security guard, travels from California to the Philippines, his native land, for his father's funeral. He arrives in Manila. As he waits, a phone rings in his backpack; he answers it, and a male voice tells him that his mother and sister are captives and will be killed if Adam doesn't cooperate. Over the next hour, the voice sends Adam by bus, taxi, motorized tricycle, and on foot through an urban landscape of busy streets, cramped apartments, a fetid squatters' camp, a bank, a cockfighting arena, and a church. Adam's conversations with the voice cover murder, Islam, jihad, rebellion in Mindanao, and his family. What is it Adam will be commanded to do?0.022173[][]2005-03-12080.0[]ReleasedNaNCavite7.52NaN[{'name': 'Neill Dela Llana', 'gender': 0, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe475dc3a368484e0c319f', 'id': 1174437}, {'name': 'Ian Gamazon', 'gender': 0, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe475dc3a368484e0c31a5', 'id': 1174438}]Neill Dela Llana
47984798220000Action Crime ThrillerNaN9367united states\u2013mexico barrier legs arms paper knife guitar caseesEl MariachiEl Mariachi just wants to play his guitar and carry on the family tradition. Unfortunately, the town he tries to find work in has another visitor...a killer who carries his guns in a guitar case. The drug lord and his henchmen mistake El Mariachi for the killer, Azul, and chase him around town trying to kill him and get his guitar case.14.269792[{"name": "Columbia Pictures", "id": 5}][{"iso_3166_1": "MX", "name": "Mexico"}, {"iso_3166_1": "US", "name": "United States of America"}]1992-09-04204092081.0[{"iso_639_1": "es", "name": "Espa\u00f1ol"}]ReleasedHe didn't come looking for trouble, but trouble came looking for him.El Mariachi6.6238Carlos Gallardo Jaime de Hoyos Peter Marquardt Reinol Martinez Ramiro Gomez[{'name': 'Robert Rodriguez', 'gender': 0, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe44eec3a36847f80b280b', 'id': 2294}, {'name': 'Robert Rodriguez', 'gender': 0, 'department': 'Camera', 'job': 'Director of Photography', 'credit_id': '52fe44eec3a36847f80b2847', 'id': 2294}, {'name': 'Robert Rodriguez', 'gender': 0, 'department': 'Editing', 'job': 'Editor', 'credit_id': '52fe44eec3a36847f80b284d', 'id': 2294}, {'name': 'Robert Rodriguez', 'gender': 0, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe44eec3a36847f80b281d', 'id': 2294}, {'name': 'Robert Rodriguez', 'gender': 0, 'department': 'Writing', 'job': 'Author', 'credit_id': '52fe44eec3a36847f80b2811', 'id': 2294}, {'name': 'Carlos Gallardo', 'gender': 2, 'department': 'Production', 'job': 'Producer', 'credit_id': '52fe44eec3a36847f80b2817', 'id': 20498}, {'name': 'Eric Guthrie', 'gender': 0, 'department': 'Sound', 'job': 'Music', 'credit_id': '52fe44eec3a36847f80b2829', 'id': 57473}, {'name': 'Chris Knudson', 'gender': 0, 'department': 'Sound', 'job': 'Music', 'credit_id': '52fe44eec3a36847f80b282f', 'id': 57474}, {'name': '\\u00c1lvaro Rodr\\u00edguez', 'gender': 0, 'department': 'Sound', 'job': 'Music', 'credit_id': '52fe44eec3a36847f80b2835', 'id': 57475}, {'name': 'Cecilio Rodr\\u00edguez', 'gender': 0, 'department': 'Sound', 'job': 'Music', 'credit_id': '52fe44eec3a36847f80b283b', 'id': 57478}, {'name': 'Mark Trujillo', 'gender': 0, 'department': 'Sound', 'job': 'Music', 'credit_id': '52fe44eec3a36847f80b2841', 'id': 57479}]Robert Rodriguez
479947999000Comedy RomanceNaN72766NaNenNewlywedsA newlywed couple's honeymoon is upended by the arrivals of their respective sisters.0.642552[][]2011-12-26085.0[]ReleasedA newlywed couple's honeymoon is upended by the arrivals of their respective sisters.Newlyweds5.95Edward Burns Kerry Bish\u00e9 Marsha Dietlein Caitlin Fitzgerald Daniella Pineda[{'name': 'Edward Burns', 'gender': 2, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe487dc3a368484e0fb013', 'id': 12833}, {'name': 'Edward Burns', 'gender': 2, 'department': 'Production', 'job': 'Producer', 'credit_id': '584a9e89c3a368141101e3b6', 'id': 12833}, {'name': 'Edward Burns', 'gender': 2, 'department': 'Writing', 'job': 'Writer', 'credit_id': '52fe487dc3a368484e0fb019', 'id': 12833}, {'name': 'William Rexer', 'gender': 0, 'department': 'Production', 'job': 'Producer', 'credit_id': '584a9ead92514157fa00ccae', 'id': 1066767}, {'name': 'William Rexer', 'gender': 0, 'department': 'Crew', 'job': 'Cinematography', 'credit_id': '584a9ee792514119bc01e99c', 'id': 1066767}, {'name': 'P.T. Walkley', 'gender': 0, 'department': 'Sound', 'job': 'Music', 'credit_id': '584a9ed2c3a368141a0201c7', 'id': 1251352}, {'name': 'Janet Gaynor', 'gender': 0, 'department': 'Editing', 'job': 'Editor', 'credit_id': '584aa1ba92514119b301ecfa', 'id': 1552358}, {'name': 'Aaron Lubin', 'gender': 0, 'department': 'Production', 'job': 'Producer', 'credit_id': '584a9e9e92514119b301eb56', 'id': 1566006}]Edward Burns
480048000Comedy Drama Romance TV Moviehttp://www.hallmarkchannel.com/signedsealeddelivered231617date love at first sight narration investigation teamenSigned, Sealed, Delivered"Signed, Sealed, Delivered" introduces a dedicated quartet of civil servants in the Dead Letter Office of the U.S. Postal System who transform themselves into an elite team of lost-mail detectives. Their determination to deliver the seemingly undeliverable takes them out of the post office into an unpredictable world where letters and packages from the past save lives, solve crimes, reunite old loves, and change futures by arriving late, but always miraculously on time.1.444476[{"name": "Front Street Pictures", "id": 3958}, {"name": "Muse Entertainment Enterprises", "id": 6438}][{"iso_3166_1": "US", "name": "United States of America"}]2013-10-130120.0[{"iso_639_1": "en", "name": "English"}]ReleasedNaNSigned, Sealed, Delivered7.06Eric Mabius Kristin Booth Crystal Lowe Geoff Gustafson Benjamin Hollingsworth[{'name': 'Carla Hetland', 'gender': 0, 'department': 'Costume & Make-Up', 'job': 'Costume Design', 'credit_id': '52fe4df3c3a36847f8275ecf', 'id': 23816}, {'name': 'Harvey Kahn', 'gender': 2, 'department': 'Production', 'job': 'Producer', 'credit_id': '583328efc3a368675d0016e4', 'id': 32733}, {'name': 'Adam Sliwinski', 'gender': 2, 'department': 'Camera', 'job': 'Director of Photography', 'credit_id': '52fe4df3c3a36847f8275eb7', 'id': 43925}, {'name': 'Martha Williamson', 'gender': 1, 'department': 'Writing', 'job': 'Writer', 'credit_id': '52fe4df3c3a36847f8275eb1', 'id': 166873}, {'name': 'Martha Williamson', 'gender': 1, 'department': 'Production', 'job': 'Executive Producer', 'credit_id': '58332c6ac3a3686753001dcf', 'id': 166873}, {'name': 'Joel S. Rice', 'gender': 2, 'department': 'Production', 'job': 'Executive Producer', 'credit_id': '554ea9ddc3a36879530001d9', 'id': 174065}, {'name': 'Jackie Lind', 'gender': 1, 'department': 'Production', 'job': 'Casting', 'credit_id': '5833288e92514103450018f0', 'id': 435006}, {'name': 'Shana Landsburg', 'gender': 0, 'department': 'Production', 'job': 'Casting', 'credit_id': '5833289ac3a36867500019b1', 'id': 551521}, {'name': 'Renee Read', 'gender': 1, 'department': 'Art', 'job': 'Production Design', 'credit_id': '52fe4df3c3a36847f8275ec9', 'id': 1012891}, {'name': 'Hal Beckett', 'gender': 2, 'department': 'Sound', 'job': 'Original Music Composer', 'credit_id': '52fe4df3c3a36847f8275ec3', 'id': 1099146}, {'name': 'Scott Smith', 'gender': 0, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe4df3c3a36847f8275eab', 'id': 1219158}, {'name': 'Scott Smith', 'gender': 0, 'department': 'Production', 'job': 'Executive Producer', 'credit_id': '58332c3f9251410348001bf2', 'id': 1219158}, {'name': 'Lisa Binkley', 'gender': 0, 'department': 'Editing', 'job': 'Editor', 'credit_id': '52fe4df3c3a36847f8275ebd', 'id': 1271268}]Scott Smith
480148010NaNhttp://shanghaicalling.com/126186NaNenShanghai CallingWhen ambitious New York attorney Sam is sent to Shanghai on assignment, he immediately stumbles into a legal mess that could end his career. With the help of a beautiful relocation specialist, a well-connected old-timer, a clever journalist, and a street-smart legal assistant, Sam might just save his job, find romance, and learn to appreciate the beauty and wonders of Shanghai. Written by Anonymous (IMDB.com).0.857008[][{"iso_3166_1": "US", "name": "United States of America"}, {"iso_3166_1": "CN", "name": "China"}]2012-05-03098.0[{"iso_639_1": "en", "name": "English"}]ReleasedA New Yorker in ShanghaiShanghai Calling5.77Daniel Henney Eliza Coupe Bill Paxton Alan Ruck Zhu Shimao[{'name': 'Daniel Hsia', 'gender': 2, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe4ad9c3a368484e16a36b', 'id': 208138}, {'name': 'Daniel Hsia', 'gender': 2, 'department': 'Writing', 'job': 'Writer', 'credit_id': '52fe4ad9c3a368484e16a371', 'id': 208138}]Daniel Hsia
480248020DocumentaryNaN25975obsession camcorder crush dream girlenMy Date with DrewEver since the second grade when he first saw her in E.T. The Extraterrestrial, Brian Herzlinger has had a crush on Drew Barrymore. Now, 20 years later he's decided to try to fulfill his lifelong dream by asking her for a date. There's one small problem: She's Drew Barrymore and he's, well, Brian Herzlinger, a broke 27-year-old aspiring filmmaker from New Jersey.1.929883[{"name": "rusty bear entertainment", "id": 87986}, {"name": "lucky crow films", "id": 87987}][{"iso_3166_1": "US", "name": "United States of America"}]2005-08-05090.0[{"iso_639_1": "en", "name": "English"}]ReleasedNaNMy Date with Drew6.316Drew Barrymore Brian Herzlinger Corey Feldman Eric Roberts Griffin Dunne[{'name': 'Clark Peterson', 'gender': 2, 'department': 'Production', 'job': 'Executive Producer', 'credit_id': '58ce021b9251415a390165d9', 'id': 6888}, {'name': 'Andrew Reimer', 'gender': 2, 'department': 'Production', 'job': 'Executive Producer', 'credit_id': '58ce0232c3a36850e90157da', 'id': 61051}, {'name': 'Brian Herzlinger', 'gender': 2, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe44e8c3a368484e03da8d', 'id': 85563}, {'name': 'Jon Gunn', 'gender': 2, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe44e8c3a368484e03da87', 'id': 94471}, {'name': 'Brett Winn', 'gender': 0, 'department': 'Directing', 'job': 'Director', 'credit_id': '52fe44e8c3a368484e03da97', 'id': 997560}]Brian Herzlinger