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823:103 | 823 | movie-fields-v1 | [
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842:11 | 842 | movie-fields-v1 | [
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807:77 | 807 | movie-fields-v1 | [
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450:186 | 450 | movie-fields-v1 | [
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"John Cleese",
"John Cleese",
"John Cleese",
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943:144 | 943 | movie-fields-v1 | [
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"title": "Candyman (1992)",
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"Xander Berkeley",
"Tony Todd",
"Kasi Lemmons",
"Vanessa Williams",
"DeJuan Guy",
"Marianna Elliott",
"Ted Raimi",
"Ria Pavia",
"Mar... | [
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10:133 | 10 | movie-fields-v1 | [
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788:108 | 788 | movie-fields-v1 | [
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"title": "Star Trek: Generations (1994)",
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"Jonathan Frakes",
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13:75 | 13 | movie-fields-v1 | [
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"Nia Long",
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"Lisa Nicole Carson",
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499:92 | 499 | movie-fields-v1 | [
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"id": "486",
"title": "Sabrina (1954)",
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"Walter Hampden",
"John Williams",
"Martha Hyer",
"Joan Vohs",
"Marcel Dalio",
"Marcel... | [
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881:154 | 881 | movie-fields-v1 | [
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"id": "1124",
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"Adolphe Menjou",
"Mary Philips",
"Jack La Rue",
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... | [
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94:302 | 94 | movie-fields-v1 | [
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"Lea Thompson",
"Craig Sheffer",
"John Ashton",
"Elias Koteas",
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119:21 | 119 | movie-fields-v1 | [
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"Harve ... | [
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301:121 | 301 | movie-fields-v1 | [
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"title": "Terminator 2: Judgment Day (1991)",
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"Edward Furlong",
"Robert Patrick",
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819:9 | 819 | movie-fields-v1 | [
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"id": "304",
"title": "Fly Away Home (1996)",
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"Jeff Daniels",
"Anna Paquin",
"Dana Delany",
"Terry Kinney",
"Holter Graham",
"Jeremy Ratchford",
"Deborah Verginella",
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713:25 | 713 | movie-fields-v1 | [
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"Uma Thurman",
"Jude Law",
"Jude Law",
"Gore Vidal",
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438:7 | 438 | movie-fields-v1 | [
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{
"id": "286",
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"Juliette Binoche",
"Willem Dafoe",
"Kristin Scott Thomas",
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... | [
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442:70 | 442 | movie-fields-v1 | [
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214:66 | 214 | movie-fields-v1 | [
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43:175 | 43 | movie-fields-v1 | [
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189:181 | 189 | movie-fields-v1 | [
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622:11 | 622 | movie-fields-v1 | [
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330:135 | 330 | movie-fields-v1 | [
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7:264 | 7 | movie-fields-v1 | [
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59:118 | 59 | movie-fields-v1 | [
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324:6 | 324 | movie-fields-v1 | [
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{
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"title": "Devil's Advocate, The (1997)",
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271:29 | 271 | movie-fields-v1 | [
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495:74 | 495 | movie-fields-v1 | [
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82:44 | 82 | movie-fields-v1 | [
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"Joan Plowright",
"Hugh Laurie",
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35625
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151:89 | 151 | movie-fields-v1 | [
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338:57 | 338 | movie-fields-v1 | [
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913:36 | 913 | movie-fields-v1 | [
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919:185 | 919 | movie-fields-v1 | [
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7:210 | 7 | movie-fields-v1 | [
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60:101 | 60 | movie-fields-v1 | [
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105:7 | 105 | movie-fields-v1 | [
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291:242 | 291 | movie-fields-v1 | [
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119:86 | 119 | movie-fields-v1 | [
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194:98 | 194 | movie-fields-v1 | [
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91943,
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815:57 | 815 | movie-fields-v1 | [
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751:35 | 751 | movie-fields-v1 | [
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{
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49106,
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294:87 | 294 | movie-fields-v1 | [
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934:153 | 934 | movie-fields-v1 | [
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666:8 | 666 | movie-fields-v1 | [
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110:69 | 110 | movie-fields-v1 | [
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184:235 | 184 | movie-fields-v1 | [
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15112,
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417:44 | 417 | movie-fields-v1 | [
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30318,
36289,
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452:125 | 452 | movie-fields-v1 | [
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354:114 | 354 | movie-fields-v1 | [
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374:135 | 374 | movie-fields-v1 | [
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931:50 | 931 | movie-fields-v1 | [
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826:96 | 826 | movie-fields-v1 | [
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790:58 | 790 | movie-fields-v1 | [
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73020,
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59249,
65712
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493:100 | 493 | movie-fields-v1 | [
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26543,
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79390,
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"186"
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201:36 | 201 | movie-fields-v1 | [
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2841,
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102:60 | 102 | movie-fields-v1 | [
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16:26 | 16 | movie-fields-v1 | [
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686:43 | 686 | movie-fields-v1 | [
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914:18 | 914 | movie-fields-v1 | [
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667:40 | 667 | movie-fields-v1 | [
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97461,
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50261
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125:177 | 125 | movie-fields-v1 | [
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27134,
55846,
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12527
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1
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145:191 | 145 | movie-fields-v1 | [
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16347,
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257:36 | 257 | movie-fields-v1 | [
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26491,
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860:52 | 860 | movie-fields-v1 | [
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570:20 | 570 | movie-fields-v1 | [
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325:18 | 325 | movie-fields-v1 | [
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269:66 | 269 | movie-fields-v1 | [
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505:28 | 505 | movie-fields-v1 | [
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34151
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654:25 | 654 | movie-fields-v1 | [
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57:13 | 57 | movie-fields-v1 | [
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130:115 | 130 | movie-fields-v1 | [
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8238,
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3:22 | 3 | movie-fields-v1 | [
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85726,
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303:211 | 303 | movie-fields-v1 | [
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363:306 | 363 | movie-fields-v1 | [
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696:9 | 696 | movie-fields-v1 | [
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746:5 | 746 | movie-fields-v1 | [
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"Tommy Lee Jones",
"Sela Ward",
"Julianne Moore",
"Joe Pantoliano",
"Andreas Katsulas",
"Jeroen Krabbé",
"Daniel Roebuck",
... | [
57982,
58203,
66584,
69919,
56974
] | 50,490 | [
"128"
] | [
1
] |
336:62 | 336 | movie-fields-v1 | [
"1074",
"1230",
"765",
"734",
"1037"
] | [
{
"id": "1074",
"title": "Reality Bites (1994)",
"genres": [
"Comedy",
"Drama"
],
"actors": [
"Winona Ryder",
"Ethan Hawke",
"Janeane Garofalo",
"Steve Zahn",
"Ben Stiller",
"Swoosie Kurtz",
"Harry O'Reilly",
"Susan Norfleet",
"Jo... | [
13472,
19943,
37111,
80362,
22989
] | 76,501 | [
"871"
] | [
1
] |
484:44 | 484 | movie-fields-v1 | [
"510",
"122",
"250",
"879",
"431"
] | [
{
"id": "510",
"title": "Magnificent Seven, The (1954)",
"genres": [
"Action",
"Drama",
"Western"
],
"actors": [
"Toshirō Mifune",
"Takashi Shimura",
"Keiko Tsushima",
"Yukiko Shimazaki",
"Kamatari Fujiwara",
"Daisuke Katō",
"Isao Kimur... | [
32979,
28215,
36858,
26875,
41109
] | 72,084 | [
"153"
] | [
1
] |
694:147 | 694 | movie-fields-v1 | [
"419",
"163",
"610",
"118",
"521"
] | [
{
"id": "419",
"title": "Mary Poppins (1964)",
"genres": [
"Children's",
"Comedy",
"Musical"
],
"actors": [
"Julie Andrews",
"Dick Van Dyke",
"Dick Van Dyke",
"David Tomlinson",
"Glynis Johns",
"Hermione Baddeley",
"Reta Shaw",
"K... | [
44879,
77631,
46089,
72205,
62192
] | 81,515 | [
"138"
] | [
1
] |
291:275 | 291 | movie-fields-v1 | [
"755",
"417",
"404",
"627",
"420"
] | [
{
"id": "755",
"title": "Jumanji (1995)",
"genres": [
"Action",
"Adventure",
"Children's",
"Fantasy",
"Sci-Fi"
],
"actors": [
"Robin Williams",
"Kirsten Dunst",
"Bonnie Hunt",
"Jonathan Hyde",
"Jonathan Hyde",
"Bradley Pierce",
... | [
13728,
26563,
78943,
3215,
21408
] | 1,818 | [
"501"
] | [
1
] |
815:71 | 815 | movie-fields-v1 | [
"183",
"233",
"521",
"154",
"135"
] | [
{
"id": "183",
"title": "Alien (1979)",
"genres": [
"Action",
"Horror",
"Sci-Fi",
"Thriller"
],
"actors": [
"Sigourney Weaver",
"Tom Skerritt",
"John Hurt",
"Veronica Cartwright",
"Harry Dean Stanton",
"Ian Holm",
"Yaphet Kotto",
... | [
55631,
85591,
86065,
77120,
60726
] | 85,133 | [
"79"
] | [
1
] |
464:15 | 464 | movie-fields-v1 | [
"748",
"984",
"294",
"678",
"328"
] | [
{
"id": "748",
"title": "Saint, The (1997)",
"genres": [
"Action",
"Romance",
"Thriller"
],
"actors": [
"Val Kilmer",
"Elisabeth Shue",
"Rade Šerbedžija",
"Valeriy Nikolaev",
"Henry Goodman",
"Alun Armstrong",
"Michael Byrne",
"Ev... | [
37129,
46707,
32478,
21442,
23365
] | 76,657 | [
"292"
] | [
1
] |
552:41 | 552 | movie-fields-v1 | [
"411",
"826",
"280",
"123",
"977"
] | [
{
"id": "411",
"title": "Nutty Professor, The (1996)",
"genres": [
"Comedy",
"Fantasy",
"Romance",
"Sci-Fi"
],
"actors": [
"Eddie Murphy",
"Eddie Murphy",
"Eddie Murphy",
"Jada Pinkett Smith",
"James Coburn",
"Larry Miller",
"Dave... | [
42265,
54529,
63749,
37455,
75247
] | 61,227 | [
"410"
] | [
1
] |
90:18 | 90 | movie-fields-v1 | [
"286",
"242",
"900",
"289",
"269"
] | [
{
"id": "286",
"title": "English Patient, The (1996)",
"genres": [
"Drama",
"Romance",
"War"
],
"actors": [
"Ralph Fiennes",
"Juliette Binoche",
"Willem Dafoe",
"Kristin Scott Thomas",
"Naveen Andrews",
"Colin Firth",
"Julian Wadham",
... | [
39268,
64877,
557,
562,
6675
] | 62,660 | [
"270"
] | [
1
] |
835:34 | 835 | movie-fields-v1 | [
"357",
"132",
"191",
"210",
"735"
] | [
{
"id": "357",
"title": "One Flew Over the Cuckoo's Nest (1975)",
"genres": [
"Drama"
],
"actors": [
"Jack Nicholson",
"Louise Fletcher",
"Michael Berryman",
"Peter Brocco",
"Dean R. Brooks",
"Alonzo Brown",
"Scatman Crothers",
"Mwako Cumbuka... | [
68990,
85715,
82236,
76918,
67927
] | 79,014 | [
"427"
] | [
1
] |
74:24 | 74 | movie-fields-v1 | [
"690",
"331",
"301",
"358",
"285"
] | [
{
"id": "690",
"title": "Seven Years in Tibet (1997)",
"genres": [
"Drama",
"War"
],
"actors": [
"Brad Pitt",
"David Thewlis",
"BD Wong",
"Mako",
"Danny Denzongpa",
"Victor Wong",
"Ingeborga Dapkunaite",
"Jamyang Jamtsho Wangchuk",
... | [
41492,
81994,
14185,
91132,
3385
] | 3,646 | [
"237"
] | [
1
] |
524:135 | 524 | movie-fields-v1 | [
"182",
"518",
"1456",
"1166",
"419"
] | [
{
"id": "182",
"title": "GoodFellas (1990)",
"genres": [
"Crime",
"Drama"
],
"actors": [
"Robert De Niro",
"Ray Liotta",
"Joe Pesci",
"Lorraine Bracco",
"Paul Sorvino",
"Frank Sivero",
"Tony Darrow",
"Mike Starr",
"Frank Vincent",... | [
26770,
35515,
36097,
42100,
58978
] | 78,766 | [
"23"
] | [
1
] |
451:50 | 451 | movie-fields-v1 | [
"268",
"874",
"306",
"304",
"873"
] | [
{
"id": "268",
"title": "Chasing Amy (1997)",
"genres": [
"Drama",
"Romance"
],
"actors": [
"Ben Affleck",
"Joey Lauren Adams",
"Ethan Suplee",
"Scott Mosier",
"Jason Lee",
"Casey Affleck",
"Guinevere Turner",
"Carmen Llywelyn",
"... | [
48864,
61023,
75261,
78162,
89121
] | 95,896 | [
"990"
] | [
1
] |
885:14 | 885 | movie-fields-v1 | [
"111",
"25",
"476",
"756",
"866"
] | [
{
"id": "111",
"title": "Truth About Cats & Dogs, The (1996)",
"genres": [
"Comedy",
"Romance"
],
"actors": [
"Uma Thurman",
"Janeane Garofalo",
"Ben Chaplin",
"Jamie Foxx",
"James McCaffrey",
"Richard Coca",
"Stanley DeSantis",
"Antoin... | [
90883,
88361,
95573,
83732,
64304
] | 83,756 | [
"1061"
] | [
1
] |
7:122 | 7 | movie-fields-v1 | [
"356",
"671",
"69",
"543",
"237"
] | [
{
"id": "356",
"title": "Client, The (1994)",
"genres": [
"Drama",
"Mystery",
"Thriller"
],
"actors": [
"Susan Sarandon",
"Tommy Lee Jones",
"Brad Renfro",
"Mary-Louise Parker",
"Anthony LaPaglia",
"J.T. Walsh",
"Anthony Edwards",
... | [
55141,
55596,
76266,
930,
34321
] | 39,598 | [
"527"
] | [
1
] |
863:95 | 863 | movie-fields-v1 | [
"242",
"306",
"1678",
"903",
"910"
] | [
{
"id": "242",
"title": "Kolya (1996)",
"genres": [
"Comedy"
],
"actors": [
"Zdeněk Svěrák",
"Andrey Khalimon",
"Libuše Šafránková",
"Ondřej Vetchý",
"Stella Zázvorková",
"Ladislav Smoljak",
"Irina Bezrukova",
"Silvia Suvadová",
"Liliya... | [
63327,
73042,
75323,
76235,
78382
] | 80,394 | [
"1680"
] | [
1
] |
194:184 | 194 | movie-fields-v1 | [
"470",
"660",
"465",
"946",
"642"
] | [
{
"id": "470",
"title": "Tombstone (1993)",
"genres": [
"Western"
],
"actors": [
"Kurt Russell",
"Val Kilmer",
"Sam Elliott",
"Bill Paxton",
"Powers Boothe",
"Michael Biehn",
"Charlton Heston",
"Jason Priestley",
"Jon Tenney",
"St... | [
3613,
17711,
57899,
14131,
20546
] | 40,751 | [
"371"
] | [
1
] |
193:91 | 193 | movie-fields-v1 | [
"465",
"755",
"1078",
"627",
"73"
] | [
{
"id": "465",
"title": "Jungle Book, The (1994)",
"genres": [
"Adventure",
"Children's",
"Romance"
],
"actors": [
"Jason Scott Lee",
"Cary Elwes",
"Lena Headey",
"Sam Neill",
"John Cleese",
"Jason Flemyng",
"Stefan Kalipha",
"Ron... | [
6550,
53407,
1086,
1540,
21939
] | 46,858 | [
"580"
] | [
1
] |
536:119 | 536 | movie-fields-v1 | [
"432",
"86",
"217",
"423",
"88"
] | [
{
"id": "432",
"title": "Fantasia (1940)",
"genres": [
"Animation",
"Children's",
"Musical"
],
"actors": [
"Corey Burton",
"Corey Burton",
"Walt Disney",
"Walt Disney",
"Hugh Douglas",
"Hugh Douglas",
"James MacDonald",
"Tim Mathe... | [
95162,
82691,
31727,
63121,
94138
] | 80,697 | [
"694"
] | [
1
] |
595:37 | 595 | movie-fields-v1 | [
"744",
"237",
"410",
"1059",
"282"
] | [
{
"id": "744",
"title": "Michael Collins (1996)",
"genres": [
"Drama",
"War"
],
"actors": [
"Liam Neeson",
"Aidan Quinn",
"Julia Roberts",
"Ian Hart",
"Richard Ingram",
"John Kenny",
"Ronan McCairbre",
"Jer O'Leary",
"Mike Dwyer",... | [
71057,
41854,
74201,
36415,
40143
] | 41,322 | [
"591"
] | [
1
] |
405:241 | 405 | movie-fields-v1 | [
"1488",
"1100",
"1247",
"1232",
"574"
] | [
{
"id": "1488",
"title": "Germinal (1993)",
"genres": [
"Drama"
],
"actors": [
"Renaud",
"Gérard Depardieu",
"Miou-Miou",
"Jean Carmet",
"Judith Henry",
"Jean-Roger Milo",
"Laurent Terzieff",
"Bernard Fresson",
"Jean-Pierre Bisson",
... | [
84457,
14145,
16007,
43164,
21857
] | 22,220 | [
"664"
] | [
1
] |
56:16 | 56 | movie-fields-v1 | [
"230",
"232",
"228",
"229",
"56"
] | [
{
"id": "230",
"title": "Star Trek IV: The Voyage Home (1986)",
"genres": [
"Action",
"Adventure",
"Sci-Fi"
],
"actors": [
"William Shatner",
"Leonard Nimoy",
"DeForest Kelley",
"James Doohan",
"George Takei",
"Walter Koenig",
"Nichelle... | [
3084,
27846,
6536,
46654,
9866
] | 31,189 | [
"11"
] | [
1
] |
232:89 | 232 | movie-fields-v1 | [
"630",
"708",
"76",
"127",
"52"
] | [
{
"id": "630",
"title": "Great Race, The (1965)",
"genres": [
"Comedy",
"Musical"
],
"actors": [
"Tony Curtis",
"Natalie Wood",
"Jack Lemmon",
"Jack Lemmon",
"Peter Falk",
"Keenan Wynn",
"Arthur O'Connell",
"Vivian Vance",
"Doroth... | [
2025,
4203,
21706,
38324,
764
] | 60,257 | [
"4"
] | [
1
] |
755:12 | 755 | movie-fields-v1 | [
"881",
"880",
"258",
"340",
"299"
] | [
{
"id": "881",
"title": "Money Talks (1997)",
"genres": [
"Action",
"Comedy"
],
"actors": [
"Charlie Sheen",
"Chris Tucker",
"Heather Locklear",
"Larry Hankin",
"Robertson Dean",
"Marty Levy",
"Mark Benninghoffen",
"David Lee McLain",
... | [
64284,
77021,
82164,
84753,
87554
] | 58,772 | [
"302"
] | [
1
] |
896:57 | 896 | movie-fields-v1 | [
"435",
"191",
"12",
"1194",
"265"
] | [
{
"id": "435",
"title": "Butch Cassidy and the Sundance Kid (1969)",
"genres": [
"Action",
"Comedy",
"Western"
],
"actors": [
"Paul Newman",
"Robert Redford",
"Katharine Ross",
"Strother Martin",
"Henry Jones",
"Jeff Corey",
"George Fur... | [
95837,
65684,
69431,
81632,
85563
] | 63,915 | [
"48"
] | [
1
] |
236:89 | 236 | movie-fields-v1 | [
"546",
"866",
"595",
"476",
"685"
] | [
{
"id": "546",
"title": "Broken Arrow (1996)",
"genres": [
"Action",
"Thriller"
],
"actors": [
"John Travolta",
"Christian Slater",
"Samantha Mathis",
"Delroy Lindo",
"Bob Gunton",
"Frank Whaley",
"Howie Long",
"Vondie Curtis-Hall",
... | [
10414,
38281,
82996,
24247,
27465
] | 8,099 | [
"756"
] | [
1
] |
End of preview. Expand in Data Studio
MovieLens Leave-One-Out
Five chronological interactions predict the next interaction. One final test target per user; no rating filter. Histories are audit-only, not wholesale model inputs. Actors are supplementary; see actor_sources.json.
{
"schema": "movie-fields-v1",
"source": "official MovieLens 100K",
"sample_policy": "leave-one-out-windows",
"past_order": "oldest-first",
"history_length": 5,
"stride": 1,
"shuffle_seed": 42,
"timestamp_policy": "rating timestamp then original u.data row ordinal; ties are not verified watch order",
"target_policy": "immediate next interaction, any rating; final interaction held out per user",
"catalog_items": 1682,
"split_counts": {
"train": 94342,
"test": 943
},
"history_rows": 943,
"seen_items_filtered": false,
"movies_with_actors": 1618,
"actor_join_methods": {
"unique_official_movielens_title_year_link_imdb_year_checked": 1268,
"unique_title_adjacent_release_year_inferred": 56,
"unique_imdb_title_year": 268,
"unmatched": 31,
"explicit_imdb_id_in_original_url": 53,
"ambiguous_title_year": 6
},
"source_events": 100000,
"users": 943,
"users_too_short": 0,
"timestamp_ties": 50561,
"held_out_events_in_train": 0
}
Index-only plots
Samples and metadata are unchanged. Select --recommendation-index-content metadata-plot to index search_text; the default still uses metadata-only text. Plots never enter histories. Keep plot_source attribution and its content license when distributing. See plot_enrichment.json for coverage and byte-identical files.
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