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rated
stringclasses
12 values
writers
sequence
runtime
float64
7
1.26k
num_mflix_comments
int64
0
158
title
stringlengths
1
66
cast
sequence
plot
stringlengths
35
354
directors
sequence
type
stringclasses
2 values
fullplot
stringlengths
51
2.73k
languages
sequence
awards
dict
imdb
dict
plot_embedding
sequence
metacritic
float64
12
97
countries
sequence
genres
sequence
poster
stringlengths
104
157
__index_level_0__
int64
0
1.05k
PG
[ "Christopher Wood (screenplay)" ]
126
0
Moonraker
[ "Roger Moore", "Lois Chiles", "Michael Lonsdale", "Richard Kiel" ]
James Bond investigates the mid-air theft of a space shuttle and discovers a plot to commit global genocide.
[ "Lewis Gilbert" ]
movie
James Bond is back for another mission and this time, he is blasting off into space. A spaceship traveling through space is mysteriously hi-jacked and Bond must work quickly to find out who was behind it all. He starts with the rockets creators, Drax Industries and the man behind the organisation, Hugo Drax. On his jou...
[ "English", "Italian", "Portuguese" ]
{ "nominations": 4, "text": "Nominated for 1 Oscar. Another 1 win & 4 nominations.", "wins": 2 }
{ "id": 79574, "rating": 6.3, "votes": 62790 }
[ -0.021189056, -0.02827833, -0.013233313, -0.03518381, -0.009642727, 0.0076997406, -0.025587032, -0.020046895, -0.032006763, 0.006820145, 0.016830465, 0.02368343, -0.0034494575, -0.021451622, 0.024891233, 0.0017591905, 0.016581027, -0.0109358635, 0.031796712, -0.005842088, -0....
null
[ "France", "UK" ]
[ "Action", "Adventure", "Thriller" ]
https://m.media-amazon.c…00_SX677_AL_.jpg
0
PG
[ "Kevin Eastman (based on characters created by)", "Peter Laird (based on characters created by)", "Stuart Gillard" ]
96
0
Teenage Mutant Ninja Turtles III
[ "Elias Koteas", "Paige Turco", "Stuart Wilson", "Sab Shimono" ]
The turtles find themselves transported back in time to ancient Japan.
[ "Stuart Gillard" ]
movie
The four turtles travel back in time to the days of the legendary and deadly samurai in ancient Japan, where they train to perfect the art of becoming one. The turtles also assist a small village in an uprising.
[ "English" ]
{ "nominations": 0, "text": "1 win.", "wins": 1 }
{ "id": 108308, "rating": 4.8, "votes": 23246 }
[ 0.016671322, -0.029805517, -0.014434609, -0.0009850645, -0.005754337, 0.0017246756, 0.0022757265, -0.020598577, -0.00017139067, -0.009629575, 0.0035793928, 0.019207133, 0.030793833, -0.036619693, 0.027698845, -0.019090096, 0.02414871, -0.0025081758, 0.020273473, 0.004340136, ...
null
[ "USA", "Hong Kong" ]
[ "Action", "Adventure", "Comedy" ]
https://m.media-amazon.c…00_SX677_AL_.jpg
1
null
[ "Douglas Fairbanks (story)", "Jack Cunningham (adapted by)" ]
88
1
The Black Pirate
[ "Billie Dove", "Tempe Pigott", "Donald Crisp", "Sam De Grasse" ]
Seeking revenge, an athletic young man joins the pirate band responsible for his father's death.
[ "Albert Parker" ]
movie
A nobleman vows to avenge the death of his father at the hands of pirates. To this end he infiltrates the pirate band. Acting in character he is instrumental in the capture of a ship, but things are complicated when he finds that there is a young woman on board whom he wishes to protect from the threat of rape.
null
{ "nominations": 0, "text": "1 win.", "wins": 1 }
{ "id": 16654, "rating": 7.2, "votes": 1146 }
[ -0.005927917, -0.033394486, 0.0015323418, -0.037410278, -0.020594146, 0.027185857, -0.007820227, -0.0030944059, 0.0093459645, -0.016234897, 0.01850699, 0.0038110397, 0.03463621, -0.018718349, 0.01768798, -0.011340651, 0.038942616, -0.014253421, 0.02188871, 0.007523006, 0.0024...
null
[ "USA" ]
[ "Adventure", "Action" ]
https://m.media-amazon.c…00_SX677_AL_.jpg
2
R
[ "Robert Drewe (novel)", "John Michael McDonagh (screenplay)" ]
110
0
Ned Kelly
[ "Heath Ledger", "Orlando Bloom", "Geoffrey Rush", "Naomi Watts" ]
An innocent man becomes one of the most wanted criminals the world has ever known.
[ "Gregor Jordan" ]
movie
Though recognized for heroism as a lad, Ned Kelly can not escape the stigma of being the eldest of a brood sired by a known criminal. In days when an arrest equaled guilt and a conviction, his unfair imprisonment for horse thievery puts him steadfast, in the eyes of Victorian police, on the wrong side of things for lif...
[ "English" ]
{ "nominations": 14, "text": "3 wins & 14 nominations.", "wins": 3 }
{ "id": 277941, "rating": 6.5, "votes": 20400 }
[ -0.016417522, -0.025643468, -0.0033269129, -0.046440724, -0.02933644, 0.0054941033, -0.015808504, 0.0012350394, -0.023673885, -0.014888502, 0.015160616, -0.005905513, 0.005238187, -0.0037448015, 0.022196695, -0.00387114, 0.039573092, -0.0137223005, 0.01249131, -0.01085215, -0...
56
[ "Australia", "UK", "USA", "France" ]
[ "Action", "Adventure", "Biography" ]
https://m.media-amazon.c…00_SX677_AL_.jpg
3
PG
[ "Alexandre Dumas père (novel)", "David Loughery (screenplay)" ]
105
0
The Three Musketeers
[ "Charlie Sheen", "Kiefer Sutherland", "Chris O'Donnell", "Oliver Platt" ]
The three best of the disbanded Musketeers - Athos, Porthos, and Aramis - join a young hotheaded would-be-Musketeer, D'Artagnan, to stop the Cardinal Richelieu's evil plot: to form an ...
[ "Stephen Herek" ]
movie
The three best of the disbanded Musketeers - Athos, Porthos, and Aramis - join a young hotheaded would-be-Musketeer, D'Artagnan, to stop the Cardinal Richelieu's evil plot: to form an alliance with enemy England by way of the mysterious Milady. Rochefort, the Cardinal's right-hand man, announces the official disbanding...
[ "English" ]
{ "nominations": 3, "text": "2 wins & 3 nominations.", "wins": 2 }
{ "id": 108333, "rating": 6.3, "votes": 38981 }
[ -0.031614903, -0.0072327815, -0.0056761904, -0.022409547, -0.017699515, 0.044899605, -0.0012865361, -0.02419426, -0.02440896, -0.019537903, 0.02406007, -0.004726804, 0.0010978329, -0.020289361, 0.0026032648, 0.010775369, 0.020651672, 0.006404165, -0.00039103485, -0.0138482945, ...
null
[ "Austria", "UK", "USA" ]
[ "Action", "Adventure", "Comedy" ]
https://m.media-amazon.c…00_SX677_AL_.jpg
4
R
[ "Keenen Ivory Wayans" ]
99
0
Most Wanted
[ "Keenen Ivory Wayans", "Robert Kotecki", "Rick Cramer", "Kenn Whitaker" ]
A Marine on death row is recruited by a shadowy U.S. military officer as part of a top-secret ops team, then gets framed for murder when the team and it's officer set him up as the fall guy for the assassination of the First Lady.
[ "David Hogan" ]
movie
Sgt. James Dunn, who is wrongly accused of assassination of the officer he had a row with, is saved from death row and recruited for top-secret special operations squad led by Lt. Col Grant Casey. Their mission is to neutralize criminals who had avoided conventional law enforcement methods. On his first Mission, James ...
[ "English" ]
{ "nominations": 1, "text": "1 nomination.", "wins": 0 }
{ "id": 119709, "rating": 5.5, "votes": 4710 }
[ -0.023841133, -0.037011016, -0.028864428, -0.014692489, -0.0071185045, 0.006266106, -0.007040422, -0.021069212, -0.01182947, 0.0016527423, 0.026652096, 0.015056873, -0.024153464, -0.0072096004, 0.007567478, -0.009057549, 0.02782333, -0.000382888, 0.008901384, -0.033991836, 0....
null
[ "USA" ]
[ "Action", "Thriller" ]
https://m.media-amazon.c…00_SX677_AL_.jpg
5
null
null
175
1
Helen of Troy
[ "Sienna Guillory", "Matthew Marsden", "Rufus Sewell", "John Rhys-Davies" ]
The abduction of beautiful Helen, wife of Spartan King Menelaus, by Paris of Troy triggers a long war.
null
series
The abduction of beautiful Helen, wife of Spartan King Menelaus, by Paris of Troy triggers a long war.
[ "English" ]
{ "nominations": 6, "text": "Nominated for 1 Primetime Emmy. Another 1 win & 6 nominations.", "wins": 2 }
{ "id": 340477, "rating": 6.3, "votes": 5153 }
[ 0.004570852, -0.020868305, 0.007439456, -0.022494897, -0.010806125, 0.011940957, -0.011795951, 0.00980369, 0.024159318, -0.040475685, -0.0011411369, 0.0059168893, 0.020187406, -0.0077483826, -0.0034202584, 0.011613117, 0.036617253, 0.014134966, 0.010509808, -0.01130419, -0.00...
null
[ "USA" ]
[ "Action", "Adventure", "Drama" ]
https://m.media-amazon.c…00_SX677_AL_.jpg
6
PG-13
[ "Bragi F. Schut" ]
95
0
Season of the Witch
[ "Nicolas Cage", "Ron Perlman", "Stephen Campbell Moore", "Stephen Graham" ]
14th-century knights transport a suspected witch to a monastery, where monks deduce her powers could be the source of the Black Plague.
[ "Dominic Sena" ]
movie
A 14th century Crusader returns to a homeland devastated by the Black Plague. A beleaguered church, deeming sorcery the culprit of the plague, commands the two knights to transport an accused witch to a remote abbey, where monks will perform a ritual in hopes of ending the pestilence. A priest, a grieving knight, a dis...
[ "English", "Latin" ]
{ "nominations": 2, "text": "2 nominations.", "wins": 0 }
{ "id": 479997, "rating": 5.4, "votes": 71597 }
[ 0.015349911, -0.026031548, 0.0050177327, -0.01993906, -0.012574003, 0.014664175, 0.0025517247, -0.019675314, -0.009085987, -0.015336723, 0.00023943024, 0.009626662, 0.0058880886, -0.0050474037, 0.0013426227, 0.008789274, 0.0441244, 0.0018692868, -0.006392499, -0.015785089, 0....
28
[ "USA" ]
[ "Action", "Adventure", "Fantasy" ]
https://m.media-amazon.c…00_SX677_AL_.jpg
7
R
[ "Ehren Kruger" ]
104
1
Reindeer Games
[ "Ben Affleck", "James Frain", "Dana Stubblefield", "Mark Acheson" ]
After assuming his dead cellmate's identity to get with his girlfriend, an ex-con finds himself the reluctant participant in a casino heist.
[ "John Frankenheimer" ]
movie
After being imprisoned for six years on a grand theft auto charge, Rudy Duncan (Ben Affleck) and his cellmate Nick (James Frain) are finally going to be paroled. After hearing endless stories during his incarceration of Nick's romantic correspondence to a woman named Ashley he has never met (Charlize Theron), Rudy is l...
[ "English" ]
{ "nominations": 3, "text": "3 nominations.", "wins": 0 }
{ "id": 184858, "rating": 5.7, "votes": 29531 }
[ 0.0011402855, -0.014619128, 0.0146452105, -0.025130294, -0.029838149, 0.010713304, -0.010576372, -0.00049108075, -0.030907523, 0.0056663794, 0.039984163, 0.0022903518, 0.0057935305, 0.0014426771, 0.015584174, -0.015258145, 0.041236114, -0.010700263, 0.020018164, -0.031481333, ...
37
[ "USA" ]
[ "Action", "Crime", "Drama" ]
https://m.media-amazon.c…00_SX677_AL_.jpg
8
PG-13
["Fran Walsh (screenplay)","Philippa Boyens (screenplay)","Peter Jackson (screenplay)","Merian C. Co(...TRUNCATED)
187
144
King Kong
[ "Naomi Watts", "Jack Black", "Adrien Brody", "Thomas Kretschmann" ]
"In 1933 New York, an overly ambitious movie producer coerces his cast and hired ship crew to travel(...TRUNCATED)
[ "Peter Jackson" ]
movie
"Carl Denham needs to finish his movie and has the perfect location; Skull Island. But he still need(...TRUNCATED)
[ "English" ]
{ "nominations": 70, "text": "Won 3 Oscars. Another 39 wins & 70 nominations.", "wins": 42 }
{ "id": 360717, "rating": 7.3, "votes": 294302 }
[-0.014575915,-0.047844805,0.01621251,-0.0393294,-0.005788812,0.0035193164,-0.014038908,0.0030941856(...TRUNCATED)
81
[ "New Zealand", "USA", "Germany" ]
[ "Action", "Adventure", "Drama" ]
"https://m.media-amazon.com/images/M/MV5BMjYxYmRlZWYtMzAwNC00MDA1LWJjNTItOTBjMzlhNGMzYzk3XkEyXkFqcGd(...TRUNCATED)
9
End of preview. Expand in Data Studio

This dataset was created from the HuggingFace dataset AIatMongoDB/embedded_movies

Why was it needed?

  1. The original dataset is close to 25 GB, for learning and experiments it is an overkill
  2. Data in the dataset needs to be cleaned up e.g., some features are Null that requires extra care
  3. Some of the embeddings are missing

How to use?

  • Use for sentiment analysis
  • Text similarity (plot)
  • Embeddings : ready to use with vector DB & search libraries

dataset_info: features: - name: rated dtype: string - name: writers sequence: string - name: runtime dtype: float64 - name: num_mflix_comments dtype: int64 - name: title dtype: string - name: cast sequence: string - name: plot dtype: string - name: directors sequence: string - name: type dtype: string - name: fullplot dtype: string - name: languages sequence: string - name: awards struct: - name: nominations dtype: int64 - name: text dtype: string - name: wins dtype: int64 - name: imdb struct: - name: id dtype: int64 - name: rating dtype: float64 - name: votes dtype: int64 - name: plot_embedding sequence: float64 - name: metacritic dtype: float64 - name: countries sequence: string - name: genres sequence: string - name: poster dtype: string - name: index_level_0 dtype: int64 splits: - name: train num_bytes: 13791171 num_examples: 1021 - name: test num_bytes: 5811892 num_examples: 430 download_size: 19323013 dataset_size: 19603063 configs: - config_name: default data_files: - split: train path: data/train-* - split: test path: data/test-* license: mit task_categories: - text-classification - question-answering - zero-shot-classification - sentence-similarity - fill-mask - text-to-speech language: - en tags: - movies - embeddings - sentiment analysis pretty_name: Movies data with plot-embeddings size_categories: - 10M<n<100M

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