dataset preparation

2024-12-07 03:00:29 +01:00 · 2024-12-07 03:00:29 +01:00 · 18c03e5d02
commit 18c03e5d02
10 changed files with 228932 additions and 0 deletions
--- a/datasets/test_all.csv
+++ b/datasets/test_all.csv
--- a/datasets/test_top.csv
+++ b/datasets/test_top.csv
@ -0,0 +1,611 @@
 userId,movieId,rating,timestamp,title,genres,genreMatch,similarUsers_x,similarUsers_y,popularity
 3,3703,5.0,1306463603,"Road Warrior, The (Mad Max 2) (1981)","['Action', 'Adventure', 'Sci-Fi', 'Thriller']",3.6603896103896103,4.333333333333333,4.333333333333333,12
 3,849,5.0,1306463611,Escape from L.A. (1996),"['Action', 'Adventure', 'Sci-Fi', 'Thriller']",3.6603896103896103,2.5,2.5,11
 3,70946,5.0,1306463815,Troll 2 (1990),"['Fantasy', 'Horror']",4.03125,,,2
 3,2851,5.0,1306463925,Saturn 3 (1980),"['Adventure', 'Sci-Fi', 'Thriller']",3.6900432900432905,,,1
 3,4518,5.0,1306463770,The Lair of the White Worm (1988),"['Comedy', 'Horror']",2.84375,,,1
 7,356,5.0,1106635915,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.059127730039384,4.6,4.6,74
 7,260,5.0,1106635933,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",3.24246307319224,4.1,4.1,62
 7,480,5.0,1106635917,Jurassic Park (1993),"['Action', 'Adventure', 'Sci-Fi', 'Thriller']",3.2894054444290637,3.875,3.875,61
 7,593,5.0,1106635912,"Silence of the Lambs, The (1991)","['Crime', 'Horror', 'Thriller']",3.5793082886106142,3.9,3.9,53
 7,1270,5.0,1106635681,Back to the Future (1985),"['Adventure', 'Comedy', 'Sci-Fi']",3.210947341899723,4.5,4.5,47
 11,356,5.0,901200263,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",4.0368589743589745,4.8,4.8,74
 11,593,5.0,902155102,"Silence of the Lambs, The (1991)","['Crime', 'Horror', 'Thriller']",4.116185897435898,4.4,4.4,53
 11,110,5.0,902154266,Braveheart (1995),"['Action', 'Drama', 'War']",4.0144927536231885,4.2,4.2,50
 11,2028,5.0,902153951,Saving Private Ryan (1998),"['Action', 'Drama', 'War']",4.0144927536231885,,,50
 11,150,5.0,902154266,Apollo 13 (1995),"['Adventure', 'Drama', 'IMAX']",4.2407407407407405,4.333333333333333,4.333333333333333,43
 12,1721,5.0,1247264463,Titanic (1997),"['Drama', 'Romance']",4.566964285714286,3.8333333333333335,3.8333333333333335,30
 12,2717,5.0,1247263428,Ghostbusters II (1989),"['Comedy', 'Fantasy', 'Sci-Fi']",4.351851851851852,2.25,2.25,19
 12,2572,5.0,1247263689,10 Things I Hate About You (1999),"['Comedy', 'Romance']",4.438492063492063,4.166666666666667,4.166666666666667,16
 12,6942,5.0,1247264138,Love Actually (2003),"['Comedy', 'Drama', 'Romance']",4.479828042328042,4.75,4.75,14
 12,256,5.0,1247263375,Junior (1994),"['Comedy', 'Sci-Fi']",4.402777777777778,2.1666666666666665,2.1666666666666665,12
 25,2571,5.0,1535470427,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",4.810185185185185,4.625,4.625,70
 25,260,5.0,1535470429,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",4.768518518518518,5.0,5.0,62
 25,2028,5.0,1535470505,Saving Private Ryan (1998),"['Action', 'Drama', 'War']",4.930555555555555,3.0,3.0,50
 25,7153,5.0,1535470418,"Lord of the Rings: The Return of the King, The (2003)","['Action', 'Adventure', 'Drama', 'Fantasy']",4.885416666666666,4.75,4.75,48
 25,1198,5.0,1535470495,Raiders of the Lost Ark (Indiana Jones and the Raiders of the Lost Ark) (1981),"['Action', 'Adventure']",4.791666666666666,5.0,5.0,47
 30,2571,5.0,1500370345,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",4.555686274509804,5.0,5.0,70
 30,318,5.0,1500370344,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",4.928571428571429,4.75,4.75,65
 30,260,5.0,1500370339,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",4.718844169246647,4.875,4.875,62
 30,1196,5.0,1500370341,Star Wars: Episode V - The Empire Strikes Back (1980),"['Action', 'Adventure', 'Sci-Fi']",4.718844169246647,4.833333333333333,4.833333333333333,54
 30,1210,5.0,1500370347,Star Wars: Episode VI - Return of the Jedi (1983),"['Action', 'Adventure', 'Sci-Fi']",4.718844169246647,4.333333333333333,4.333333333333333,51
 31,1,5.0,850466616,Toy Story (1995),"['Adventure', 'Animation', 'Children', 'Comedy', 'Fantasy']",3.941298701298701,4.2,4.2,50
 31,377,5.0,850467368,Speed (1994),"['Action', 'Romance', 'Thriller']",4.179292929292928,3.5,3.5,40
 31,648,5.0,850466616,Mission: Impossible (1996),"['Action', 'Adventure', 'Mystery', 'Thriller']",4.446969696969696,3.6,3.6,40
 31,1036,5.0,850467468,Die Hard (1988),"['Action', 'Crime', 'Thriller']",4.040404040404041,4.5,4.5,40
 31,588,5.0,850467365,Aladdin (1992),"['Adventure', 'Animation', 'Children', 'Comedy', 'Musical']",4.121298701298701,,,39
 40,318,5.0,832058930,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",4.1,4.25,4.25,65
 40,296,5.0,832058854,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.925203252032521,3.6,3.6,60
 40,1,5.0,832058959,Toy Story (1995),"['Adventure', 'Animation', 'Children', 'Comedy', 'Fantasy']",3.6419258866501707,,,50
 40,150,5.0,832058854,Apollo 13 (1995),"['Adventure', 'Drama', 'IMAX']",4.003864734299516,3.6,3.6,43
 40,364,5.0,832059644,"Lion King, The (1994)","['Adventure', 'Animation', 'Children', 'Drama', 'Musical', 'IMAX']",3.7978979756153666,4.2,4.2,39
 56,356,5.0,835799274,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",4.115502450980392,4.4,4.4,74
 56,480,5.0,835799295,Jurassic Park (1993),"['Action', 'Adventure', 'Sci-Fi', 'Thriller']",3.716269841269841,3.8,3.8,61
 56,593,5.0,835799139,"Silence of the Lambs, The (1991)","['Crime', 'Horror', 'Thriller']",3.6715506715506714,4.333333333333333,4.333333333333333,53
 56,47,5.0,835799219,Seven (a.k.a. Se7en) (1995),"['Mystery', 'Thriller']",3.9047619047619047,5.0,5.0,41
 56,344,5.0,835799081,Ace Ventura: Pet Detective (1994),['Comedy'],3.9375,3.75,3.75,39
 61,318,5.0,1145532707,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",4.193376068376068,4.5,4.5,65
 61,1304,5.0,1145531711,Butch Cassidy and the Sundance Kid (1969),"['Action', 'Western']",3.8693181818181817,3.0,3.0,14
 61,7153,4.5,1145532573,"Lord of the Rings: The Return of the King, The (2003)","['Action', 'Adventure', 'Drama', 'Fantasy']",4.077020202020202,4.7,4.7,48
 61,4993,4.5,1145532353,"Lord of the Rings: The Fellowship of the Ring, The (2001)","['Adventure', 'Fantasy']",4.125,4.5,4.5,47
 61,5952,4.5,1145531615,"Lord of the Rings: The Two Towers, The (2002)","['Adventure', 'Fantasy']",4.125,4.7,4.7,47
 64,318,5.0,1161520540,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.9003501211957987,4.4,4.4,65
 64,593,5.0,1161520116,"Silence of the Lambs, The (1991)","['Crime', 'Horror', 'Thriller']",3.76280236932311,4.4,4.4,53
 64,858,5.0,1161520037,"Godfather, The (1972)","['Crime', 'Drama']",3.9003501211957987,4.5,4.5,46
 64,527,5.0,1161520178,Schindler's List (1993),"['Drama', 'War']",4.1162681669010786,4.0,4.0,39
 64,1193,5.0,1161528996,One Flew Over the Cuckoo's Nest (1975),['Drama'],3.9177215189873418,3.8333333333333335,3.8333333333333335,34
 67,1527,5.0,1501273646,"Fifth Element, The (1997)","['Action', 'Adventure', 'Comedy', 'Sci-Fi']",4.026318860877684,3.5,3.5,38
 67,293,5.0,1501273898,Léon: The Professional (a.k.a. The Professional) (Léon) (1994),"['Action', 'Crime', 'Drama', 'Thriller']",4.144932844932845,4.25,4.25,33
 67,8604,5.0,1501273663,Taxi (1998),"['Action', 'Comedy']",4.221288515406162,,,3
 67,27193,5.0,1501273671,Taxi 2 (2000),"['Action', 'Comedy']",4.221288515406162,,,2
 67,356,4.5,1501274064,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",4.142581070889894,4.375,4.375,74
 71,1,5.0,864737933,Toy Story (1995),"['Adventure', 'Animation', 'Children', 'Comedy', 'Fantasy']",4.0475,4.0,4.0,50
 71,780,5.0,864737933,Independence Day (a.k.a. ID4) (1996),"['Action', 'Adventure', 'Sci-Fi', 'Thriller']",3.691653138528139,4.3,4.3,49
 71,165,5.0,864739931,Die Hard: With a Vengeance (1995),"['Action', 'Crime', 'Thriller']",3.596825396825397,3.5,3.5,34
 71,1101,5.0,864739360,Top Gun (1986),"['Action', 'Romance']",3.857142857142857,5.0,5.0,30
 71,736,5.0,864737933,Twister (1996),"['Action', 'Adventure', 'Romance', 'Thriller']",3.8150297619047624,4.0,4.0,25
 73,2028,5.0,1464267293,Saving Private Ryan (1998),"['Action', 'Drama', 'War']",4.266183374758355,3.5,3.5,50
 73,2858,5.0,1464267288,American Beauty (1999),"['Drama', 'Romance']",3.6087742672249714,4.0,4.0,49
 73,1682,5.0,1464196138,"Truman Show, The (1998)","['Comedy', 'Drama', 'Sci-Fi']",3.7720584623696847,3.875,3.875,39
 73,1206,5.0,1464282740,"Clockwork Orange, A (1971)","['Crime', 'Drama', 'Sci-Fi', 'Thriller']",4.004642536073771,2.8,2.8,37
 73,6874,5.0,1464275196,Kill Bill: Vol. 1 (2003),"['Action', 'Crime', 'Thriller']",4.112926652142339,3.9,3.9,37
 74,296,5.0,1207499596,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",4.281791044510047,4.8,4.8,60
 74,2858,5.0,1207501309,American Beauty (1999),"['Drama', 'Romance']",4.263364779874214,4.4,4.4,49
 74,858,5.0,1207501497,"Godfather, The (1972)","['Crime', 'Drama']",4.270309224318659,4.7,4.7,46
 74,608,5.0,1207500635,Fargo (1996),"['Comedy', 'Crime', 'Drama', 'Thriller']",4.281791044510047,4.5,4.5,41
 74,1206,5.0,1207501395,"Clockwork Orange, A (1971)","['Crime', 'Drama', 'Sci-Fi', 'Thriller']",4.1782030815470845,4.3,4.3,37
 77,2571,5.0,1535107478,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.801335725677831,4.375,4.375,70
 77,260,5.0,1535107459,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",4.465026201868308,4.0,4.0,62
 77,1196,5.0,1535107474,Star Wars: Episode V - The Empire Strikes Back (1980),"['Action', 'Adventure', 'Sci-Fi']",4.465026201868308,3.75,3.75,54
 77,1210,5.0,1535107480,Star Wars: Episode VI - Return of the Jedi (1983),"['Action', 'Adventure', 'Sci-Fi']",4.465026201868308,3.5,3.5,51
 77,7153,5.0,1535107481,"Lord of the Rings: The Return of the King, The (2003)","['Action', 'Adventure', 'Drama', 'Fantasy']",4.356850459482039,4.7,4.7,48
 78,1036,5.0,1252574711,Die Hard (1988),"['Action', 'Crime', 'Thriller']",3.2607189542483663,4.666666666666667,4.666666666666667,40
 78,1240,5.0,1252574777,"Terminator, The (1984)","['Action', 'Sci-Fi', 'Thriller']",3.158379772961816,4.25,4.25,40
 78,2791,5.0,1252575044,Airplane! (1980),['Comedy'],3.1607142857142856,4.0,4.0,20
 78,2571,4.5,1252575194,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.158379772961816,5.0,5.0,70
 78,318,4.5,1252575010,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.0833333333333335,4.666666666666667,4.666666666666667,65
 79,260,5.0,975281842,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",4.269047619047619,4.5,4.5,62
 79,480,5.0,975282070,Jurassic Park (1993),"['Action', 'Adventure', 'Sci-Fi', 'Thriller']",4.256133540372671,3.9,3.9,61
 79,589,5.0,975282037,Terminator 2: Judgment Day (1991),"['Action', 'Sci-Fi']",4.2785714285714285,4.2,4.2,54
 79,1196,5.0,975281343,Star Wars: Episode V - The Empire Strikes Back (1980),"['Action', 'Adventure', 'Sci-Fi']",4.269047619047619,4.5,4.5,54
 79,1210,5.0,975282009,Star Wars: Episode VI - Return of the Jedi (1983),"['Action', 'Adventure', 'Sci-Fi']",4.269047619047619,3.8,3.8,51
 80,318,5.0,1377308028,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",4.354401993355482,4.9,4.9,65
 80,593,5.0,1377473779,"Silence of the Lambs, The (1991)","['Crime', 'Horror', 'Thriller']",4.283421671321184,4.125,4.125,53
 80,2959,5.0,1377308074,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",4.339579931302438,4.9,4.9,49
 80,4226,5.0,1377308099,Memento (2000),"['Mystery', 'Thriller']",4.382297551789078,4.875,4.875,43
 80,1214,5.0,1377308249,Alien (1979),"['Horror', 'Sci-Fi']",4.159284332688587,4.166666666666667,4.166666666666667,41
 82,356,4.5,1084467704,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.508965948104906,5.0,5.0,74
 82,589,4.5,1084467724,Terminator 2: Judgment Day (1991),"['Action', 'Sci-Fi']",3.537070938215103,4.2,4.2,54
 82,110,4.5,1084467714,Braveheart (1995),"['Action', 'Drama', 'War']",3.5759618702553486,4.625,4.625,50
 82,1198,4.5,1084464972,Raiders of the Lost Ark (Indiana Jones and the Raiders of the Lost Ark) (1981),"['Action', 'Adventure']",3.459723854289072,4.5,4.5,47
 82,3578,4.5,1084468005,Gladiator (2000),"['Action', 'Adventure', 'Drama']",3.4141214584149364,4.4,4.4,45
 83,318,5.0,1332839665,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.511497064579256,4.7,4.7,65
 83,2028,5.0,1332840351,Saving Private Ryan (1998),"['Action', 'Drama', 'War']",3.3558789954337898,4.5,4.5,50
 83,3578,5.0,1333170244,Gladiator (2000),"['Action', 'Adventure', 'Drama']",3.2706517227065173,4.25,4.25,45
 83,1682,5.0,1333170344,"Truman Show, The (1998)","['Comedy', 'Drama', 'Sci-Fi']",3.34337899543379,4.0,4.0,39
 83,79132,5.0,1332839850,Inception (2010),"['Action', 'Crime', 'Drama', 'Mystery', 'Sci-Fi', 'Thriller', 'IMAX']",3.370106149558204,4.25,4.25,35
 84,356,5.0,857653593,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.8559734699203387,4.0,4.0,74
 84,318,5.0,857653594,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.8060606060606057,4.375,4.375,65
 84,593,5.0,857653593,"Silence of the Lambs, The (1991)","['Crime', 'Horror', 'Thriller']",3.615731785944552,4.666666666666667,4.666666666666667,53
 84,150,5.0,857653693,Apollo 13 (1995),"['Adventure', 'Drama', 'IMAX']",4.148282828282828,4.0,4.0,43
 84,608,5.0,857653289,Fargo (1996),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.66844219610177,4.5,4.5,41
 87,1136,5.0,1296109068,Monty Python and the Holy Grail (1975),"['Adventure', 'Comedy', 'Fantasy']",4.14074074074074,4.1,4.1,36
 87,4973,5.0,1296109055,"Amelie (Fabuleux destin d'Amélie Poulain, Le) (2001)","['Comedy', 'Romance']",4.236111111111111,4.8,4.8,34
 87,5618,5.0,1296109045,Spirited Away (Sen to Chihiro no kamikakushi) (2001),"['Adventure', 'Animation', 'Fantasy']",4.177777777777777,4.1,4.1,21
 87,5971,5.0,1296109039,My Neighbor Totoro (Tonari no Totoro) (1988),"['Animation', 'Children', 'Drama', 'Fantasy']",4.085606060606061,4.0,4.0,10
 87,2300,4.5,1270702689,"Producers, The (1968)",['Comedy'],4.222222222222222,2.0,2.0,9
 91,2571,5.0,1112712839,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.6644241936924864,4.5,4.5,70
 91,1198,5.0,1112712826,Raiders of the Lost Ark (Indiana Jones and the Raiders of the Lost Ark) (1981),"['Action', 'Adventure']",3.609622574327933,4.375,4.375,47
 91,858,5.0,1112711140,"Godfather, The (1972)","['Crime', 'Drama']",3.4279353233830845,4.6,4.6,46
 91,4306,5.0,1112713468,Shrek (2001),"['Adventure', 'Animation', 'Children', 'Comedy', 'Fantasy', 'Romance']",3.4609838828435624,3.8,3.8,43
 91,592,5.0,1112713199,Batman (1989),"['Action', 'Crime', 'Thriller']",3.602995622263915,3.6666666666666665,3.6666666666666665,42
 102,356,5.0,835876195,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.512531328320802,4.8,4.8,74
 102,296,5.0,835875691,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.4470551378446115,4.0,4.0,60
 102,47,5.0,835876045,Seven (a.k.a. Se7en) (1995),"['Mystery', 'Thriller']",3.5,4.0,4.0,41
 102,223,5.0,835877270,Clerks (1994),['Comedy'],3.5714285714285716,4.0,4.0,25
 102,3,5.0,840635033,Grumpier Old Men (1995),"['Comedy', 'Romance']",3.428571428571429,3.0,3.0,9
 105,318,5.0,1446571534,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",4.1947721513729075,4.875,4.875,65
 105,296,5.0,1446571768,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",4.123406483849719,4.6,4.6,60
 105,2028,5.0,1448213999,Saving Private Ryan (1998),"['Action', 'Drama', 'War']",4.056145223788171,4.25,4.25,50
 105,2858,5.0,1446749499,American Beauty (1999),"['Drama', 'Romance']",4.086158884334344,4.3,4.3,49
 105,2959,5.0,1446571567,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",4.08888779685685,4.6,4.6,49
 110,4973,5.0,1175329835,"Amelie (Fabuleux destin d'Amélie Poulain, Le) (2001)","['Comedy', 'Romance']",3.78125,4.5,4.5,34
 110,1276,5.0,1175329928,Cool Hand Luke (1967),['Drama'],3.9310344827586206,4.5,4.5,10
 110,7096,5.0,1175330140,Rivers and Tides (2001),['Documentary'],5.0,,,1
 110,26171,5.0,1175330106,Play Time (a.k.a. Playtime) (1967),['Comedy'],3.75,,,1
 110,296,4.5,1175330118,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.8285919540229885,4.875,4.875,60
 111,356,5.0,1516140793,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.52402274582956,4.375,4.375,74
 111,2959,5.0,1516140759,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",3.3085429686748844,4.25,4.25,49
 111,3052,5.0,1516153898,Dogma (1999),"['Adventure', 'Comedy', 'Fantasy']",3.292494653265312,4.25,4.25,25
 111,3275,5.0,1516153377,"Boondock Saints, The (2000)","['Action', 'Crime', 'Drama', 'Thriller']",3.3085429686748844,4.333333333333333,4.333333333333333,18
 111,3253,5.0,1516156177,Wayne's World (1992),['Comedy'],3.415766738660907,,,16
 119,7153,5.0,1435944759,"Lord of the Rings: The Return of the King, The (2003)","['Action', 'Adventure', 'Drama', 'Fantasy']",4.149475587289974,4.2,4.2,48
 119,4993,5.0,1435944174,"Lord of the Rings: The Fellowship of the Ring, The (2001)","['Adventure', 'Fantasy']",4.088028169014084,4.0,4.0,47
 119,3578,5.0,1435944175,Gladiator (2000),"['Action', 'Adventure', 'Drama']",4.199300783053299,4.0,4.0,45
 119,364,5.0,1437815672,"Lion King, The (1994)","['Adventure', 'Animation', 'Children', 'Drama', 'Musical', 'IMAX']",4.323904931629403,4.0,4.0,39
 119,4963,5.0,1435944285,Ocean's Eleven (2001),"['Crime', 'Thriller']",4.218983208955224,4.0,4.0,37
 132,2571,4.5,1157920630,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",2.9795122360177317,4.5,4.5,70
 132,318,4.5,1329983827,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.2167348529125266,4.6,4.6,65
 132,2858,4.5,1157922636,American Beauty (1999),"['Drama', 'Romance']",3.159641688968183,3.625,3.625,49
 132,4993,4.5,1157920555,"Lord of the Rings: The Fellowship of the Ring, The (2001)","['Adventure', 'Fantasy']",2.9427768640350878,4.125,4.125,47
 132,364,4.5,1157921351,"Lion King, The (1994)","['Adventure', 'Animation', 'Children', 'Drama', 'Musical', 'IMAX']",3.104381964061519,3.9,3.9,39
 136,110,5.0,832449274,Braveheart (1995),"['Action', 'Drama', 'War']",3.6026315789473684,4.333333333333333,4.333333333333333,50
 136,47,5.0,832449299,Seven (a.k.a. Se7en) (1995),"['Mystery', 'Thriller']",3.8419354838709676,5.0,5.0,41
 136,457,5.0,832449522,"Fugitive, The (1993)",['Thriller'],3.4838709677419355,3.8,3.8,40
 136,364,5.0,832449683,"Lion King, The (1994)","['Adventure', 'Animation', 'Children', 'Drama', 'Musical', 'IMAX']",3.227523518942283,4.6,4.6,39
 136,10,5.0,832449222,GoldenEye (1995),"['Action', 'Adventure', 'Thriller']",3.2692613370733987,3.5,3.5,34
 141,2959,5.0,1513130645,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",3.570281339031339,4.7,4.7,49
 141,3578,5.0,1513130008,Gladiator (2000),"['Action', 'Adventure', 'Drama']",3.635375118708452,4.0,4.0,45
 141,58559,5.0,1513129850,"Dark Knight, The (2008)","['Action', 'Crime', 'Drama', 'IMAX']",3.6294918653471284,4.5,4.5,34
 141,44191,5.0,1513130007,V for Vendetta (2006),"['Action', 'Sci-Fi', 'Thriller', 'IMAX']",3.5851215179525875,4.6,4.6,30
 141,60069,5.0,1513130248,WALL·E (2008),"['Adventure', 'Animation', 'Children', 'Romance', 'Sci-Fi']",3.665593465674111,4.75,4.75,28
 146,32,5.0,1312508179,Twelve Monkeys (a.k.a. 12 Monkeys) (1995),"['Mystery', 'Sci-Fi', 'Thriller']",3.112878787878788,4.375,4.375,39
 146,30803,5.0,1312508745,3-Iron (Bin-jip) (2004),"['Drama', 'Romance']",3.354166666666667,,,3
 146,7293,4.5,1312508838,50 First Dates (2004),"['Comedy', 'Romance']",3.1875,4.0,4.0,7
 146,47610,4.0,1312507869,"Illusionist, The (2006)","['Drama', 'Fantasy', 'Mystery', 'Romance']",3.4270833333333335,4.0,4.0,14
 146,2085,4.0,1312508159,101 Dalmatians (One Hundred and One Dalmatians) (1961),"['Adventure', 'Animation', 'Children']",3.4880952380952386,5.0,5.0,12
 149,1214,5.0,902084716,Alien (1979),"['Horror', 'Sci-Fi']",3.2893939393939395,3.75,3.75,41
 149,750,5.0,902084716,Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1964),"['Comedy', 'War']",3.9,4.5,4.5,25
 149,1676,5.0,902084966,Starship Troopers (1997),"['Action', 'Sci-Fi']",2.7584415584415583,4.5,4.5,24
 149,610,5.0,902085002,Heavy Metal (1981),"['Action', 'Adventure', 'Animation', 'Horror', 'Sci-Fi']",3.0367099567099567,,,11
 149,1253,5.0,902084874,"Day the Earth Stood Still, The (1951)","['Drama', 'Sci-Fi', 'Thriller']",2.811976911976912,4.0,4.0,6
 154,356,5.0,1486297094,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",4.484375,3.75,3.75,74
 154,79132,5.0,1486297098,Inception (2010),"['Action', 'Crime', 'Drama', 'Mystery', 'Sci-Fi', 'Thriller', 'IMAX']",4.006246134817564,3.75,3.75,35
 154,1097,5.0,1486297201,E.T. the Extra-Terrestrial (1982),"['Children', 'Drama', 'Sci-Fi']",4.5569444444444445,,,34
 154,1704,5.0,1486297118,Good Will Hunting (1997),"['Drama', 'Romance']",4.5,2.5,2.5,34
 154,4896,5.0,1486297175,Harry Potter and the Sorcerer's Stone (a.k.a. Harry Potter and the Philosopher's Stone) (2001),"['Adventure', 'Children', 'Fantasy']",4.773809523809524,3.8333333333333335,3.8333333333333335,34
 156,296,5.0,939884874,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.749977585557345,4.7,4.7,60
 156,858,5.0,946798345,"Godfather, The (1972)","['Crime', 'Drama']",3.847850529100529,4.7,4.7,46
 156,608,5.0,946798345,Fargo (1996),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.749977585557345,4.6,4.6,41
 156,1206,5.0,1106855084,"Clockwork Orange, A (1971)","['Crime', 'Drama', 'Sci-Fi', 'Thriller']",3.6944897806792962,4.0,4.0,37
 156,1136,5.0,939854531,Monty Python and the Holy Grail (1975),"['Adventure', 'Comedy', 'Fantasy']",3.5814029575244732,4.4,4.4,36
 164,480,5.0,999708209,Jurassic Park (1993),"['Action', 'Adventure', 'Sci-Fi', 'Thriller']",4.275574252136752,3.6,3.6,61
 164,589,5.0,999708174,Terminator 2: Judgment Day (1991),"['Action', 'Sci-Fi']",4.296875,4.5,4.5,54
 164,110,5.0,999708154,Braveheart (1995),"['Action', 'Drama', 'War']",4.559027777777778,4.5,4.5,50
 164,780,5.0,999708378,Independence Day (a.k.a. ID4) (1996),"['Action', 'Adventure', 'Sci-Fi', 'Thriller']",4.275574252136752,4.0,4.0,49
 164,1198,5.0,999708154,Raiders of the Lost Ark (Indiana Jones and the Raiders of the Lost Ark) (1981),"['Action', 'Adventure']",4.310763888888889,4.625,4.625,47
 166,1210,5.0,1188926273,Star Wars: Episode VI - Return of the Jedi (1983),"['Action', 'Adventure', 'Sci-Fi']",4.036121681376954,3.7,3.7,51
 166,1,5.0,1189980529,Toy Story (1995),"['Adventure', 'Animation', 'Children', 'Comedy', 'Fantasy']",4.177339222261148,3.375,3.375,50
 166,7153,5.0,1188774339,"Lord of the Rings: The Return of the King, The (2003)","['Action', 'Adventure', 'Drama', 'Fantasy']",4.0700256761780835,4.2,4.2,48
 166,50,5.0,1188774404,"Usual Suspects, The (1995)","['Crime', 'Mystery', 'Thriller']",4.0638763197586725,4.5,4.5,46
 166,4226,5.0,1188774408,Memento (2000),"['Mystery', 'Thriller']",3.994852941176471,4.375,4.375,43
 177,356,5.0,1435523542,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.4958721494901606,4.3,4.3,74
 177,318,5.0,1435523517,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.5335391465053765,4.5,4.5,65
 177,296,5.0,1435530409,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.408116591334532,4.666666666666667,4.666666666666667,60
 177,593,5.0,1435533526,"Silence of the Lambs, The (1991)","['Crime', 'Horror', 'Thriller']",3.261548773437307,3.75,3.75,53
 177,1,5.0,1435533535,Toy Story (1995),"['Adventure', 'Animation', 'Children', 'Comedy', 'Fantasy']",3.3485082907536894,3.8,3.8,50
 182,356,5.0,1054782675,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.7314137233606846,3.9,3.9,74
 182,2571,5.0,1054779786,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.150565324549532,4.8,4.8,70
 182,296,5.0,1054781290,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.5693137338973204,4.6,4.6,60
 182,2858,5.0,1054780327,American Beauty (1999),"['Drama', 'Romance']",3.759155116261456,4.125,4.125,49
 182,2959,5.0,1054780289,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",3.4803448745751897,4.7,4.7,49
 185,4226,5.0,1044311318,Memento (2000),"['Mystery', 'Thriller']",4.166666666666666,4.25,4.25,43
 185,3949,5.0,1044311310,Requiem for a Dream (2000),['Drama'],3.590909090909091,4.25,4.25,32
 185,4995,5.0,1044311310,"Beautiful Mind, A (2001)","['Drama', 'Romance']",3.5811688311688314,3.5,3.5,32
 185,4034,5.0,1044311310,Traffic (2000),"['Crime', 'Drama', 'Thriller']",3.596969696969697,3.0,3.0,19
 185,899,5.0,1044311949,Singin' in the Rain (1952),"['Comedy', 'Musical', 'Romance']",3.557142857142857,4.333333333333333,4.333333333333333,11
 193,260,5.0,1435857223,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",3.8108465608465605,3.6666666666666665,3.6666666666666665,62
 193,1206,5.0,1435857302,"Clockwork Orange, A (1971)","['Crime', 'Drama', 'Sci-Fi', 'Thriller']",4.007913961038961,4.0,4.0,37
 193,1193,5.0,1435857277,One Flew Over the Cuckoo's Nest (1975),['Drama'],4.0227272727272725,3.8333333333333335,3.8333333333333335,34
 193,924,5.0,1436558672,2001: A Space Odyssey (1968),"['Adventure', 'Drama', 'Sci-Fi']",3.9480519480519476,5.0,5.0,28
 193,5618,5.0,1436558923,Spirited Away (Sen to Chihiro no kamikakushi) (2001),"['Adventure', 'Animation', 'Fantasy']",3.75,3.8333333333333335,3.8333333333333335,21
 196,2571,5.0,1460954049,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.9577922077922074,4.7,4.7,70
 196,3578,5.0,1460954089,Gladiator (2000),"['Action', 'Adventure', 'Drama']",4.0148809523809526,4.875,4.875,45
 196,150,5.0,1460954092,Apollo 13 (1995),"['Adventure', 'Drama', 'IMAX']",4.1875,3.5,3.5,43
 196,364,5.0,1460954164,"Lion King, The (1994)","['Adventure', 'Animation', 'Children', 'Drama', 'Musical', 'IMAX']",4.427083333333333,4.0,4.0,39
 196,58559,5.0,1460954069,"Dark Knight, The (2008)","['Action', 'Crime', 'Drama', 'IMAX']",4.242410714285715,4.875,4.875,34
 197,2571,5.0,947461364,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",4.011904761904762,4.6,4.6,70
 197,296,5.0,947461923,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.773523045581869,4.9,4.9,60
 197,589,5.0,947462047,Terminator 2: Judgment Day (1991),"['Action', 'Sci-Fi']",4.125,3.875,3.875,54
 197,592,5.0,947462092,Batman (1989),"['Action', 'Crime', 'Thriller']",3.7757936507936507,4.166666666666667,4.166666666666667,42
 197,1193,5.0,947461020,One Flew Over the Cuckoo's Nest (1975),['Drama'],3.823529411764706,5.0,5.0,34
 205,71462,5.0,1520118639,"Cove, The (2009)",['Documentary'],5.0,,,2
 205,260,4.5,1519900208,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",4.031746031746032,4.5,4.5,62
 205,6874,4.5,1519900732,Kill Bill: Vol. 1 (2003),"['Action', 'Crime', 'Thriller']",4.133333333333334,3.0,3.0,37
 205,4896,4.5,1519900808,Harry Potter and the Sorcerer's Stone (a.k.a. Harry Potter and the Philosopher's Stone) (2001),"['Adventure', 'Children', 'Fantasy']",3.853968253968254,4.5,4.5,34
 205,99114,4.5,1519902005,Django Unchained (2012),"['Action', 'Drama', 'Western']",4.106060606060606,4.75,4.75,18
 211,2571,5.0,1350913139,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.8058943089430897,4.75,4.75,70
 211,318,5.0,1350913048,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",4.147783251231527,4.75,4.75,65
 211,2959,5.0,1350913294,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",3.995620049630773,4.333333333333333,4.333333333333333,49
 211,3578,5.0,1350913253,Gladiator (2000),"['Action', 'Adventure', 'Drama']",3.939533505709976,4.333333333333333,4.333333333333333,45
 211,1704,5.0,1350913088,Good Will Hunting (1997),"['Drama', 'Romance']",3.9732142857142856,4.75,4.75,34
 212,177593,5.0,1527794935,"Three Billboards Outside Ebbing, Missouri (2017)","['Crime', 'Drama']",3.6256005490734386,,,2
 212,183897,5.0,1532361617,Isle of Dogs (2018),"['Animation', 'Comedy']",3.6755268199233715,,,1
 212,318,4.5,1490114697,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.6256005490734386,4.333333333333333,4.333333333333333,65
 212,2959,4.5,1490114785,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",3.5480485910350357,4.5,4.5,49
 212,1080,4.5,1527796028,Monty Python's Life of Brian (1979),['Comedy'],3.6149425287356323,4.5,4.5,27
 219,2571,5.0,1194686044,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.129869607285562,4.6,4.6,70
 219,318,5.0,1194685877,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.4166275797373356,4.5,4.5,65
 219,260,5.0,1194685947,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",3.0923432659012207,4.3,4.3,62
 219,2858,5.0,1194686027,American Beauty (1999),"['Drama', 'Romance']",3.205589960886571,4.25,4.25,49
 219,50,5.0,1194685882,"Usual Suspects, The (1995)","['Crime', 'Mystery', 'Thriller']",3.5004517584797035,4.4,4.4,46
 228,2571,4.5,1363222884,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.9139610389610393,5.0,5.0,70
 228,260,4.5,1363222887,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",3.809794372294372,4.625,4.625,62
 228,50,4.5,1363222968,"Usual Suspects, The (1995)","['Crime', 'Mystery', 'Thriller']",4.041666666666667,3.5,3.5,46
 228,1214,4.5,1363222906,Alien (1979),"['Horror', 'Sci-Fi']",4.022727272727273,5.0,5.0,41
 228,1590,4.5,1363222654,Event Horizon (1997),"['Horror', 'Sci-Fi', 'Thriller']",3.973484848484849,,,7
 232,318,5.0,1207513462,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.4664075448794267,4.6,4.6,65
 232,296,5.0,1241823280,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.325411599700172,4.25,4.25,60
 232,1210,5.0,1077235144,Star Wars: Episode VI - Return of the Jedi (1983),"['Action', 'Adventure', 'Sci-Fi']",3.2474218147290963,3.7,3.7,51
 232,2028,5.0,1241823312,Saving Private Ryan (1998),"['Action', 'Drama', 'War']",3.5789755584202028,4.5,4.5,50
 232,3578,5.0,1182908274,Gladiator (2000),"['Action', 'Adventure', 'Drama']",3.326683891753536,4.333333333333333,4.333333333333333,45
 235,356,5.0,841422389,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.873250073681108,5.0,5.0,74
 235,593,5.0,841422350,"Silence of the Lambs, The (1991)","['Crime', 'Horror', 'Thriller']",4.12719298245614,4.25,4.25,53
 235,780,5.0,841422740,Independence Day (a.k.a. ID4) (1996),"['Action', 'Adventure', 'Sci-Fi', 'Thriller']",3.4397399749373436,4.0,4.0,49
 235,150,5.0,841422308,Apollo 13 (1995),"['Adventure', 'Drama', 'IMAX']",4.132567049808429,3.75,3.75,43
 235,377,5.0,841422446,Speed (1994),"['Action', 'Romance', 'Thriller']",3.63182261208577,3.2,3.2,40
 236,2858,5.0,943015099,American Beauty (1999),"['Drama', 'Romance']",4.366666666666667,4.5,4.5,49
 236,1214,5.0,943013896,Alien (1979),"['Horror', 'Sci-Fi']",3.583333333333333,3.5,3.5,41
 236,2683,5.0,943015175,Austin Powers: The Spy Who Shagged Me (1999),"['Action', 'Adventure', 'Comedy']",4.686274509803922,4.5,4.5,33
 236,3052,5.0,943015062,Dogma (1999),"['Adventure', 'Comedy', 'Fantasy']",4.464052287581699,,,25
 236,1387,5.0,943013896,Jaws (1975),"['Action', 'Horror']",4.25,4.75,4.75,24
 239,356,5.0,1221158139,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",4.118102304892078,4.375,4.375,74
 239,2571,5.0,1221158121,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.972908017908017,4.6,4.6,70
 239,318,5.0,1221158260,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",4.225005739210285,4.8,4.8,65
 239,260,5.0,1221148002,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",3.9560032560032563,4.4,4.4,62
 239,296,5.0,1221158165,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",4.079050488652761,4.4,4.4,60
 245,3114,4.0,951183191,Toy Story 2 (1999),"['Adventure', 'Animation', 'Children', 'Comedy', 'Fantasy']",3.5733333333333333,4.0,4.0,28
 245,246,4.0,951182758,Hoop Dreams (1994),['Documentary'],3.1666666666666665,5.0,5.0,7
 245,1189,4.0,951182799,"Thin Blue Line, The (1988)",['Documentary'],3.1666666666666665,5.0,5.0,5
 245,912,3.0,951182649,Casablanca (1942),"['Drama', 'Romance']",2.3666666666666667,4.5,4.5,27
 245,2599,3.0,951183191,Election (1999),['Comedy'],3.2,3.5,3.5,15
 249,2571,5.0,1346757773,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.6966971680583818,4.1,4.1,70
 249,260,5.0,1346757993,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",3.7209286837821476,4.6,4.6,62
 249,1196,5.0,1346757817,Star Wars: Episode V - The Empire Strikes Back (1980),"['Action', 'Adventure', 'Sci-Fi']",3.7209286837821476,4.5,4.5,54
 249,110,5.0,1346841413,Braveheart (1995),"['Action', 'Drama', 'War']",3.833202283101768,4.166666666666667,4.166666666666667,50
 249,2959,5.0,1346757736,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",3.7731529543017253,4.4,4.4,49
 251,356,5.0,1470677298,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",4.95,4.25,4.25,74
 251,2571,5.0,1470676673,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",4.981481481481482,4.2,4.2,70
 251,318,5.0,1470676650,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",4.86875,4.375,4.375,65
 251,296,5.0,1470676717,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",4.920486111111112,4.625,4.625,60
 251,593,5.0,1470676695,"Silence of the Lambs, The (1991)","['Crime', 'Horror', 'Thriller']",4.960648148148148,4.333333333333333,4.333333333333333,53
 261,356,5.0,1404881444,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",4.093055555555556,4.4,4.4,74
 261,296,5.0,1404881509,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.9363992088063293,4.625,4.625,60
 261,2858,5.0,1404881503,American Beauty (1999),"['Drama', 'Romance']",4.633333333333333,4.625,4.625,49
 261,5989,5.0,1404881369,Catch Me If You Can (2002),"['Crime', 'Drama']",4.146491228070175,4.125,4.125,36
 261,58559,5.0,1404881258,"Dark Knight, The (2008)","['Action', 'Crime', 'Drama', 'IMAX']",4.139422084623323,4.75,4.75,34
 265,2571,5.0,965314838,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.49996114996115,4.5,4.5,70
 265,260,5.0,965314715,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",3.646786546786547,4.5,4.5,62
 265,1196,5.0,965314811,Star Wars: Episode V - The Empire Strikes Back (1980),"['Action', 'Adventure', 'Sci-Fi']",3.646786546786547,4.1,4.1,54
 265,593,5.0,965316107,"Silence of the Lambs, The (1991)","['Crime', 'Horror', 'Thriller']",3.0555555555555554,4.5,4.5,53
 265,1198,5.0,965314300,Raiders of the Lost Ark (Indiana Jones and the Raiders of the Lost Ark) (1981),"['Action', 'Adventure']",3.724025974025974,4.833333333333333,4.833333333333333,47
 266,2571,5.0,944892187,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.670437405731523,4.8,4.8,70
 266,296,5.0,945670764,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.6257922756696175,4.625,4.625,60
 266,1196,5.0,945670292,Star Wars: Episode V - The Empire Strikes Back (1980),"['Action', 'Adventure', 'Sci-Fi']",3.665775401069519,4.5,4.5,54
 266,110,5.0,945670079,Braveheart (1995),"['Action', 'Drama', 'War']",3.976542594438906,4.5,4.5,50
 266,2959,5.0,944939962,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",3.71427266782648,4.666666666666667,4.666666666666667,49
 269,1,5.0,850865423,Toy Story (1995),"['Adventure', 'Animation', 'Children', 'Comedy', 'Fantasy']",4.091666666666667,4.25,4.25,50
 269,6,5.0,850865480,Heat (1995),"['Action', 'Crime', 'Thriller']",3.517748917748918,5.0,5.0,23
 269,25,5.0,850865423,Leaving Las Vegas (1995),"['Drama', 'Romance']",4.1,2.0,2.0,15
 269,724,5.0,850865586,"Craft, The (1996)","['Drama', 'Fantasy', 'Horror', 'Thriller']",4.30952380952381,,,8
 269,74,5.0,850865586,Bed of Roses (1996),"['Drama', 'Romance']",4.1,,,1
 275,2571,5.0,1049078883,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",4.007802087802087,4.4,4.4,70
 275,296,5.0,1049078586,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",4.205146156008225,4.7,4.7,60
 275,593,5.0,1049078210,"Silence of the Lambs, The (1991)","['Crime', 'Horror', 'Thriller']",4.060775060775061,4.5,4.5,53
 275,1,5.0,1049076484,Toy Story (1995),"['Adventure', 'Animation', 'Children', 'Comedy', 'Fantasy']",3.931182252714013,3.4,3.4,50
 275,2959,5.0,1049078913,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",4.190401115401115,4.75,4.75,49
 276,356,5.0,858351182,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",4.600824175824176,4.0,4.0,74
 276,260,5.0,858350672,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",4.64520202020202,3.8333333333333335,3.8333333333333335,62
 276,480,5.0,858351188,Jurassic Park (1993),"['Action', 'Adventure', 'Sci-Fi', 'Thriller']",4.683901515151515,4.0,4.0,61
 276,1196,5.0,858351060,Star Wars: Episode V - The Empire Strikes Back (1980),"['Action', 'Adventure', 'Sci-Fi']",4.64520202020202,4.0,4.0,54
 276,1210,5.0,858350816,Star Wars: Episode VI - Return of the Jedi (1983),"['Action', 'Adventure', 'Sci-Fi']",4.64520202020202,3.0,3.0,51
 282,2571,5.0,1378490023,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",4.0541780934825935,4.6,4.6,70
 282,1270,5.0,1378490467,Back to the Future (1985),"['Adventure', 'Comedy', 'Sci-Fi']",4.077734343797427,4.166666666666667,4.166666666666667,47
 282,858,5.0,1378489615,"Godfather, The (1972)","['Crime', 'Drama']",4.15419611971725,4.6,4.6,46
 282,527,5.0,1378489627,Schindler's List (1993),"['Drama', 'War']",4.197071277346507,4.5,4.5,39
 282,1089,5.0,1378490274,Reservoir Dogs (1992),"['Crime', 'Mystery', 'Thriller']",4.018126506203326,4.2,4.2,36
 287,4973,5.0,1110231126,"Amelie (Fabuleux destin d'Amélie Poulain, Le) (2001)","['Comedy', 'Romance']",2.66077106518283,4.6,4.6,34
 287,3949,5.0,1110230113,Requiem for a Dream (2000),['Drama'],3.146153846153846,4.1,4.1,32
 287,6711,5.0,1110230073,Lost in Translation (2003),"['Comedy', 'Drama', 'Romance']",2.822565325506502,4.0,4.0,24
 287,4979,5.0,1110231544,"Royal Tenenbaums, The (2001)","['Comedy', 'Drama']",2.9176715176715176,4.25,4.25,23
 287,5673,5.0,1110231094,Punch-Drunk Love (2002),"['Comedy', 'Drama', 'Romance']",2.822565325506502,3.6,3.6,11
 291,4896,5.0,1453051459,Harry Potter and the Sorcerer's Stone (a.k.a. Harry Potter and the Philosopher's Stone) (2001),"['Adventure', 'Children', 'Fantasy']",4.14891975308642,4.4,4.4,34
 291,58559,5.0,1453051722,"Dark Knight, The (2008)","['Action', 'Crime', 'Drama', 'IMAX']",4.369047619047619,5.0,5.0,34
 291,5816,5.0,1453051472,Harry Potter and the Chamber of Secrets (2002),"['Adventure', 'Fantasy']",4.22337962962963,4.0,4.0,32
 291,8368,5.0,1453051470,Harry Potter and the Prisoner of Azkaban (2004),"['Adventure', 'Fantasy', 'IMAX']",4.363205467372134,4.125,4.125,28
 291,60069,5.0,1453051715,WALL·E (2008),"['Adventure', 'Animation', 'Children', 'Romance', 'Sci-Fi']",4.283597883597883,5.0,5.0,28
 292,318,5.0,990062572,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.2312091503267975,4.5,4.5,65
 292,2761,5.0,1015374932,"Iron Giant, The (1999)","['Adventure', 'Animation', 'Children', 'Drama', 'Sci-Fi']",3.4754668120485213,3.25,3.25,8
 292,3984,5.0,973817064,Diamonds Are Forever (1971),"['Action', 'Adventure', 'Thriller']",3.4976099682186237,3.5,3.5,7
 292,3086,5.0,990062271,Babes in Toyland (1934),"['Children', 'Comedy', 'Fantasy', 'Musical']",3.367809410692005,,,1
 292,356,4.5,1219624965,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.2713495676968356,4.3,4.3,74
 300,2858,5.0,1425351840,American Beauty (1999),"['Drama', 'Romance']",4.363425925925926,4.5,4.5,49
 300,527,5.0,1425351444,Schindler's List (1993),"['Drama', 'War']",4.425925925925926,4.833333333333333,4.833333333333333,39
 300,7361,5.0,1425351852,Eternal Sunshine of the Spotless Mind (2004),"['Drama', 'Romance', 'Sci-Fi']",4.3089506172839505,5.0,5.0,32
 300,48394,5.0,1425352021,"Pan's Labyrinth (Laberinto del fauno, El) (2006)","['Drama', 'Fantasy', 'Thriller']",4.526374859708192,3.25,3.25,25
 300,6711,5.0,1425352017,Lost in Translation (2003),"['Comedy', 'Drama', 'Romance']",4.353395061728395,,,24
 312,260,5.0,1043175564,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",3.6059288731702526,4.2,4.2,62
 312,1196,5.0,1043175598,Star Wars: Episode V - The Empire Strikes Back (1980),"['Action', 'Adventure', 'Sci-Fi']",3.6059288731702526,3.7,3.7,54
 312,1210,5.0,1043175521,Star Wars: Episode VI - Return of the Jedi (1983),"['Action', 'Adventure', 'Sci-Fi']",3.6059288731702526,3.7,3.7,51
 312,5952,5.0,1043177848,"Lord of the Rings: The Two Towers, The (2002)","['Adventure', 'Fantasy']",3.7524038461538463,3.8333333333333335,3.8333333333333335,47
 312,527,5.0,1043177067,Schindler's List (1993),"['Drama', 'War']",4.115612648221344,4.0,4.0,39
 321,356,5.0,843212439,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.7215073529411766,4.6,4.6,74
 321,380,5.0,843212359,True Lies (1994),"['Action', 'Adventure', 'Comedy', 'Romance', 'Thriller']",3.6427992776057794,3.8,3.8,39
 321,153,5.0,843212390,Batman Forever (1995),"['Action', 'Adventure', 'Comedy', 'Crime']",3.6743872549019607,3.25,3.25,28
 321,2,5.0,843212595,Jumanji (1995),"['Adventure', 'Children', 'Fantasy']",3.6519841269841273,3.5,3.5,23
 321,317,5.0,843212522,"Santa Clause, The (1994)","['Comedy', 'Drama', 'Fantasy']",3.679271708683474,3.6666666666666665,3.6666666666666665,18
 322,296,5.0,1217676115,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.5190926033031293,4.3,4.3,60
 322,1136,5.0,1217676351,Monty Python and the Holy Grail (1975),"['Adventure', 'Comedy', 'Fantasy']",3.2758423837371207,4.5,4.5,36
 322,912,5.0,1217676046,Casablanca (1942),"['Drama', 'Romance']",3.472465034965035,4.0,4.0,27
 322,1080,5.0,1217676582,Monty Python's Life of Brian (1979),['Comedy'],3.3444444444444446,4.0,4.0,27
 322,1625,5.0,1217676817,"Game, The (1997)","['Drama', 'Mystery', 'Thriller']",3.697191697191697,4.0,4.0,22
 332,2571,5.0,1352671490,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.367804400241109,4.8,4.8,70
 332,4226,5.0,1352672235,Memento (2000),"['Mystery', 'Thriller']",3.704197201865423,4.625,4.625,43
 332,1265,5.0,1352672344,Groundhog Day (1993),"['Comedy', 'Fantasy', 'Romance']",3.5914916464452067,3.25,3.25,36
 332,541,5.0,1352672393,Blade Runner (1982),"['Action', 'Sci-Fi', 'Thriller']",3.367804400241109,4.125,4.125,33
 332,4308,5.0,1352672701,Moulin Rouge (2001),"['Drama', 'Musical', 'Romance']",3.7058564379699246,3.5,3.5,17
 354,356,4.5,1200869968,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.7385912698412698,4.875,4.875,74
 354,318,4.5,1200869826,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.899621212121212,4.9,4.9,65
 354,296,4.5,1200870076,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.785897770811564,4.2,4.2,60
 354,589,4.5,1200870466,Terminator 2: Judgment Day (1991),"['Action', 'Sci-Fi']",3.6780701754385965,4.1,4.1,54
 354,2959,4.5,1200870129,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",3.8089606363086403,4.6,4.6,49
 356,2959,5.0,1229142810,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",4.013286853202819,4.7,4.7,49
 356,1270,5.0,1229140089,Back to the Future (1985),"['Adventure', 'Comedy', 'Sci-Fi']",4.000602394042448,4.0,4.0,47
 356,4226,5.0,1228072953,Memento (2000),"['Mystery', 'Thriller']",4.0143288084464555,4.75,4.75,43
 356,2716,5.0,1229140308,Ghostbusters (a.k.a. Ghost Busters) (1984),"['Action', 'Comedy', 'Sci-Fi']",3.987636743340948,3.9,3.9,39
 356,1527,5.0,1229143251,"Fifth Element, The (1997)","['Action', 'Adventure', 'Comedy', 'Sci-Fi']",3.9600671801472203,4.375,4.375,38
 362,296,5.0,1530637210,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",4.23582702020202,4.5,4.5,60
 362,593,5.0,1530637220,"Silence of the Lambs, The (1991)","['Crime', 'Horror', 'Thriller']",4.275330687830688,4.1,4.1,53
 362,7153,5.0,1530639761,"Lord of the Rings: The Return of the King, The (2003)","['Action', 'Adventure', 'Drama', 'Fantasy']",4.307102272727272,4.5,4.5,48
 362,4993,5.0,1530639759,"Lord of the Rings: The Fellowship of the Ring, The (2001)","['Adventure', 'Fantasy']",4.352272727272727,4.25,4.25,47
 362,5952,5.0,1530639765,"Lord of the Rings: The Two Towers, The (2002)","['Adventure', 'Fantasy']",4.352272727272727,4.5,4.5,47
 368,296,5.0,975827507,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",2.879993181376931,4.375,4.375,60
 368,2028,5.0,971274649,Saving Private Ryan (1998),"['Action', 'Drama', 'War']",2.9684460984930077,4.3,4.3,50
 368,858,5.0,975828806,"Godfather, The (1972)","['Crime', 'Drama']",2.9914410058027077,4.625,4.625,46
 368,527,5.0,971274603,Schindler's List (1993),"['Drama', 'War']",3.1219604863221884,4.666666666666667,4.666666666666667,39
 368,1193,5.0,971273035,One Flew Over the Cuckoo's Nest (1975),['Drama'],3.101063829787234,4.0,4.0,34
 369,1732,5.0,1237082071,"Big Lebowski, The (1998)","['Comedy', 'Crime']",3.5509615384615385,4.375,4.375,29
 369,1884,5.0,1237082324,Fear and Loathing in Las Vegas (1998),"['Adventure', 'Comedy', 'Drama']",3.4095190212837267,4.5,4.5,14
 369,27904,5.0,1237081756,"Scanner Darkly, A (2006)","['Animation', 'Drama', 'Mystery', 'Sci-Fi', 'Thriller']",3.5770944741532977,3.0,3.0,10
 369,2571,4.5,1237083087,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.3632478632478633,4.6,4.6,70
 369,2959,4.5,1237083069,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",3.477705505279035,4.7,4.7,49
 370,296,5.0,1159161996,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.627787944194194,4.5,4.5,60
 370,2959,4.5,1159162964,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",3.5552372685185185,4.7,4.7,49
 370,7153,4.5,1159161761,"Lord of the Rings: The Return of the King, The (2003)","['Action', 'Adventure', 'Drama', 'Fantasy']",3.472234623015873,4.3,4.3,48
 370,4993,4.5,1159163419,"Lord of the Rings: The Fellowship of the Ring, The (2001)","['Adventure', 'Fantasy']",3.371031746031746,4.2,4.2,47
 370,5952,4.5,1159163439,"Lord of the Rings: The Two Towers, The (2002)","['Adventure', 'Fantasy']",3.371031746031746,4.4,4.4,47
 376,589,5.0,1364933317,Terminator 2: Judgment Day (1991),"['Action', 'Sci-Fi']",4.086568189625558,3.875,3.875,54
 376,150,5.0,1364933598,Apollo 13 (1995),"['Adventure', 'Drama', 'IMAX']",4.170565787290525,3.5,3.5,43
 376,4226,5.0,1364933036,Memento (2000),"['Mystery', 'Thriller']",4.307291666666666,4.333333333333333,4.333333333333333,43
 376,1214,5.0,1364994191,Alien (1979),"['Horror', 'Sci-Fi']",3.876306620209059,4.2,4.2,41
 376,648,5.0,1364994087,Mission: Impossible (1996),"['Action', 'Adventure', 'Mystery', 'Thriller']",4.174592944572195,3.7,3.7,40
 378,79132,5.0,1445345866,Inception (2010),"['Action', 'Crime', 'Drama', 'Mystery', 'Sci-Fi', 'Thriller', 'IMAX']",4.089455782312925,4.25,4.25,35
 378,48780,5.0,1445347573,"Prestige, The (2006)","['Drama', 'Mystery', 'Sci-Fi', 'Thriller']",4.107936507936508,,,24
 378,318,4.5,1445345873,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",4.013888888888889,4.666666666666667,4.666666666666667,65
 378,593,4.5,1445345929,"Silence of the Lambs, The (1991)","['Crime', 'Horror', 'Thriller']",3.722222222222222,,,53
 378,1,4.5,1445347576,Toy Story (1995),"['Adventure', 'Animation', 'Children', 'Comedy', 'Fantasy']",4.138095238095238,4.0,4.0,50
 381,2571,5.0,1164383856,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.413012604679271,4.6,4.6,70
 381,2959,5.0,1164876419,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",3.5983326581313633,4.3,4.3,49
 381,2762,5.0,1200824255,"Sixth Sense, The (1999)","['Drama', 'Horror', 'Mystery']",3.5410691823899367,3.625,3.625,40
 381,5418,5.0,1168663116,"Bourne Identity, The (2002)","['Action', 'Mystery', 'Thriller']",3.507457049123716,3.75,3.75,38
 381,4973,5.0,1200824153,"Amelie (Fabuleux destin d'Amélie Poulain, Le) (2001)","['Comedy', 'Romance']",3.5764905149051494,4.666666666666667,4.666666666666667,34
 382,2571,5.0,1515173439,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.522110899067006,3.875,3.875,70
 382,318,5.0,1515160581,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.9654213036565977,4.625,4.625,65
 382,260,5.0,1515160692,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",3.558916454622562,3.875,3.875,62
 382,296,5.0,1515160642,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.672666008971156,4.0,4.0,60
 382,1196,5.0,1515160696,Star Wars: Episode V - The Empire Strikes Back (1980),"['Action', 'Adventure', 'Sci-Fi']",3.558916454622562,3.75,3.75,54
 383,2762,5.0,943571045,"Sixth Sense, The (1999)","['Drama', 'Horror', 'Mystery']",3.9166666666666665,4.1,4.1,40
 383,1246,5.0,943571137,Dead Poets Society (1989),['Drama'],4.0,2.75,2.75,25
 383,2396,5.0,943571137,Shakespeare in Love (1998),"['Comedy', 'Drama', 'Romance']",3.86039886039886,4.666666666666667,4.666666666666667,23
 383,2324,5.0,943569630,Life Is Beautiful (La Vita è bella) (1997),"['Comedy', 'Drama', 'Romance', 'War']",4.061965811965812,3.6666666666666665,3.6666666666666665,19
 383,3006,5.0,943569064,"Insider, The (1999)","['Drama', 'Thriller']",3.666666666666667,,,9
 384,296,5.0,996441209,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.3225503663003666,4.6,4.6,60
 384,4011,5.0,996441142,Snatch (2000),"['Comedy', 'Crime', 'Thriller']",3.388400488400489,4.333333333333333,4.333333333333333,32
 384,3996,5.0,994037848,"Crouching Tiger, Hidden Dragon (Wo hu cang long) (2000)","['Action', 'Drama', 'Romance']",3.0245726495726495,3.75,3.75,31
 384,3471,5.0,996929949,Close Encounters of the Third Kind (1977),"['Adventure', 'Drama', 'Sci-Fi']",3.3076599326599325,2.5,2.5,18
 384,1204,5.0,994038103,Lawrence of Arabia (1962),"['Adventure', 'Drama', 'War']",3.678030303030303,4.5,4.5,13
 395,648,5.0,841504217,Mission: Impossible (1996),"['Action', 'Adventure', 'Mystery', 'Thriller']",3.5629166666666667,3.5,3.5,40
 395,208,5.0,841503555,Waterworld (1995),"['Action', 'Adventure', 'Sci-Fi']",3.345,2.6,2.6,30
 395,480,4.0,841503580,Jurassic Park (1993),"['Action', 'Adventure', 'Sci-Fi', 'Thriller']",3.3629166666666666,4.4,4.4,61
 395,110,4.0,841503580,Braveheart (1995),"['Action', 'Drama', 'War']",3.0833333333333335,4.5,4.5,50
 395,367,4.0,841503656,"Mask, The (1994)","['Action', 'Comedy', 'Crime', 'Fantasy']",3.188655094905095,3.75,3.75,37
 405,32587,5.0,1295911744,Sin City (2005),"['Action', 'Crime', 'Film-Noir', 'Mystery', 'Thriller']",4.1325039325039326,4.3,4.3,26
 405,288,5.0,1295914153,Natural Born Killers (1994),"['Action', 'Crime', 'Thriller']",4.06960531960532,4.125,4.125,20
 405,3676,5.0,1295910163,Eraserhead (1977),"['Drama', 'Horror']",3.994989451476793,2.5,2.5,4
 405,26258,5.0,1295907397,"Topo, El (1970)","['Fantasy', 'Western']",3.9642857142857144,2.0,2.0,2
 405,26810,5.0,1295907863,Bad Boy Bubby (1993),['Drama'],4.031645569620253,,,2
 409,296,5.0,969059543,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.8657021782481977,4.7,4.7,60
 409,2858,5.0,968978055,American Beauty (1999),"['Drama', 'Romance']",3.8183962264150946,4.5,4.5,49
 409,858,5.0,967919359,"Godfather, The (1972)","['Crime', 'Drama']",4.068396226415095,4.75,4.75,46
 409,608,5.0,969059543,Fargo (1996),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.8657021782481977,4.375,4.375,41
 409,1136,5.0,967920079,Monty Python and the Holy Grail (1975),"['Adventure', 'Comedy', 'Fantasy']",4.063169441218221,4.75,4.75,36
 425,356,5.0,1085477166,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.5687634216177524,4.625,4.625,74
 425,318,5.0,1085477209,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.6884009691096304,4.9,4.9,65
 425,293,5.0,1114174063,Léon: The Professional (a.k.a. The Professional) (Léon) (1994),"['Action', 'Crime', 'Drama', 'Thriller']",3.604955155154619,4.5,4.5,33
 425,778,5.0,1114174049,Trainspotting (1996),"['Comedy', 'Crime', 'Drama']",3.580146100618542,4.375,4.375,28
 425,2959,4.5,1085492394,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",3.604955155154619,4.7,4.7,49
 427,4226,5.0,1053071540,Memento (2000),"['Mystery', 'Thriller']",3.5043103448275863,4.125,4.125,43
 427,1208,5.0,1053068859,Apocalypse Now (1979),"['Action', 'Drama', 'War']",3.263999118165785,4.5,4.5,31
 427,1394,5.0,1053068898,Raising Arizona (1987),['Comedy'],2.85,4.0,4.0,18
 427,296,4.5,1053071490,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.2354885057471265,5.0,5.0,60
 427,5952,4.5,1053069669,"Lord of the Rings: The Two Towers, The (2002)","['Adventure', 'Fantasy']",3.1965811965811968,4.4,4.4,47
 430,2571,5.0,1057518732,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",4.018518518518518,4.6,4.6,70
 430,318,5.0,963889362,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",4.241379310344827,4.7,4.7,65
 430,2858,5.0,962936305,American Beauty (1999),"['Drama', 'Romance']",3.7990716180371353,4.375,4.375,49
 430,2762,5.0,962936613,"Sixth Sense, The (1999)","['Drama', 'Horror', 'Mystery']",4.208538587848932,4.125,4.125,40
 430,5445,5.0,1058063775,Minority Report (2002),"['Action', 'Crime', 'Mystery', 'Sci-Fi', 'Thriller']",4.239682539682539,3.8,3.8,35
 442,4361,2.5,1331560492,Tootsie (1982),"['Comedy', 'Romance']",1.9,3.0,3.0,12
 442,362,2.5,1331560498,"Jungle Book, The (1994)","['Adventure', 'Children', 'Romance']",1.9111111111111108,3.5,3.5,8
 442,3752,2.0,1331560582,"Me, Myself & Irene (2000)","['Adventure', 'Comedy']",1.8666666666666667,3.0,3.0,15
 442,2908,2.0,1331560472,Boys Don't Cry (1999),['Drama'],1.0769230769230769,3.0,3.0,10
 442,2145,2.0,1331560550,Pretty in Pink (1986),"['Comedy', 'Drama', 'Romance']",1.6256410256410259,,,7
 448,260,5.0,1019124071,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",2.7675253267753894,4.8,4.8,62
 448,296,5.0,1019132316,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",2.899844227589372,4.4,4.4,60
 448,1196,5.0,1019124147,Star Wars: Episode V - The Empire Strikes Back (1980),"['Action', 'Adventure', 'Sci-Fi']",2.7675253267753894,4.8,4.8,54
 448,593,5.0,1019132717,"Silence of the Lambs, The (1991)","['Crime', 'Horror', 'Thriller']",2.608945752971396,4.0,4.0,53
 448,1210,5.0,1019123866,Star Wars: Episode VI - Return of the Jedi (1983),"['Action', 'Adventure', 'Sci-Fi']",2.7675253267753894,4.3,4.3,51
 450,260,5.0,974705741,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",4.161764705882352,4.4,4.4,62
 450,589,5.0,974704982,Terminator 2: Judgment Day (1991),"['Action', 'Sci-Fi']",4.180147058823529,3.5,3.5,54
 450,110,5.0,974704570,Braveheart (1995),"['Action', 'Drama', 'War']",4.351935646053293,4.125,4.125,50
 450,2028,5.0,974704498,Saving Private Ryan (1998),"['Action', 'Drama', 'War']",4.351935646053293,4.375,4.375,50
 450,1206,5.0,974705774,"Clockwork Orange, A (1971)","['Crime', 'Drama', 'Sci-Fi', 'Thriller']",4.119711538461539,5.0,5.0,37
 452,356,5.0,1019585497,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",4.69900681553224,4.1,4.1,74
 452,2571,5.0,1013394715,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",4.488452738452739,4.3,4.3,70
 452,260,5.0,1013394673,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",4.441722105901211,3.9,3.9,62
 452,589,5.0,1013394732,Terminator 2: Judgment Day (1991),"['Action', 'Sci-Fi']",4.464821964821965,3.8,3.8,54
 452,1196,5.0,1013395184,Star Wars: Episode V - The Empire Strikes Back (1980),"['Action', 'Adventure', 'Sci-Fi']",4.441722105901211,3.9,3.9,54
 480,356,5.0,1179161816,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.4274341855960713,4.5,4.5,74
 480,2571,5.0,1179160175,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.0753775430040378,4.5,4.5,70
 480,318,5.0,1179160238,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.496459457315138,5.0,5.0,65
 480,480,5.0,1179162498,Jurassic Park (1993),"['Action', 'Adventure', 'Sci-Fi', 'Thriller']",3.11361408210852,3.9,3.9,61
 480,1196,5.0,1179160264,Star Wars: Episode V - The Empire Strikes Back (1980),"['Action', 'Adventure', 'Sci-Fi']",3.1094062348905678,4.0,4.0,54
 482,1270,5.0,1105396543,Back to the Future (1985),"['Adventure', 'Comedy', 'Sci-Fi']",3.699282296650718,4.666666666666667,4.666666666666667,47
 482,1036,5.0,1105396867,Die Hard (1988),"['Action', 'Crime', 'Thriller']",3.72257480152217,3.25,3.25,40
 482,1527,5.0,1105396530,"Fifth Element, The (1997)","['Action', 'Adventure', 'Comedy', 'Sci-Fi']",3.7262161084529506,3.625,3.625,38
 482,8961,5.0,1105397124,"Incredibles, The (2004)","['Action', 'Adventure', 'Animation', 'Children', 'Comedy']",3.5165284423179157,4.1,4.1,36
 482,316,5.0,1105396880,Stargate (1994),"['Action', 'Adventure', 'Sci-Fi']",3.9137426900584793,3.75,3.75,34
 483,356,5.0,1415579192,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.711396507902541,4.5,4.5,74
 483,318,5.0,1291838563,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.836816440264716,4.6,4.6,65
 483,296,5.0,1178213426,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.6903115731895575,4.333333333333333,4.333333333333333,60
 483,1291,5.0,1415579027,Indiana Jones and the Last Crusade (1989),"['Action', 'Adventure']",3.5645417012492286,4.0,4.0,40
 483,32,5.0,1178213437,Twelve Monkeys (a.k.a. 12 Monkeys) (1995),"['Mystery', 'Sci-Fi', 'Thriller']",3.559744781379497,3.6666666666666665,3.6666666666666665,39
 494,2571,5.0,1001666589,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",4.265795206971678,4.5,4.5,70
 494,260,5.0,1001666564,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",4.356704297880769,4.625,4.625,62
 494,589,5.0,1001666641,Terminator 2: Judgment Day (1991),"['Action', 'Sci-Fi']",4.398692810457517,4.5,4.5,54
 494,1196,5.0,1001666564,Star Wars: Episode V - The Empire Strikes Back (1980),"['Action', 'Adventure', 'Sci-Fi']",4.356704297880769,4.6,4.6,54
 494,110,5.0,1001666439,Braveheart (1995),"['Action', 'Drama', 'War']",4.450980392156862,4.833333333333333,4.833333333333333,50
 507,377,5.0,838964728,Speed (1994),"['Action', 'Romance', 'Thriller']",3.513888888888889,4.0,4.0,40
 507,34,5.0,838964683,Babe (1995),"['Children', 'Drama']",3.666666666666667,4.0,4.0,26
 507,356,4.0,838964648,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.4583333333333335,4.6,4.6,74
 507,480,4.0,838964648,Jurassic Park (1993),"['Action', 'Adventure', 'Sci-Fi', 'Thriller']",3.3520833333333333,4.2,4.2,61
 507,457,4.0,838964604,"Fugitive, The (1993)",['Thriller'],3.5,4.25,4.25,40
 508,1270,4.5,1268298253,Back to the Future (1985),"['Adventure', 'Comedy', 'Sci-Fi']",2.9598214285714284,4.75,4.75,47
 508,1222,4.5,1268298460,Full Metal Jacket (1987),"['Drama', 'War']",3.2272727272727275,4.5,4.5,31
 508,2011,4.0,1268298269,Back to the Future Part II (1989),"['Adventure', 'Comedy', 'Sci-Fi']",2.9598214285714284,4.4,4.4,27
 508,2012,4.0,1268298272,Back to the Future Part III (1990),"['Adventure', 'Comedy', 'Sci-Fi', 'Western']",2.969866071428571,4.3,4.3,27
 508,562,2.5,1268297537,Welcome to the Dollhouse (1995),"['Comedy', 'Drama']",2.1491477272727275,,,6
 517,1270,5.0,1487956690,Back to the Future (1985),"['Adventure', 'Comedy', 'Sci-Fi']",2.2832598584717227,4.1,4.1,47
 517,500,5.0,1487953262,Mrs. Doubtfire (1993),"['Comedy', 'Drama']",2.356444805194805,3.8,3.8,34
 517,1097,5.0,1487954369,E.T. the Extra-Terrestrial (1982),"['Children', 'Drama', 'Sci-Fi']",2.4615713287411403,3.75,3.75,34
 517,586,5.0,1487954357,Home Alone (1990),"['Children', 'Comedy']",2.4830081475128645,2.7,2.7,30
 517,68954,5.0,1487956739,Up (2009),"['Adventure', 'Animation', 'Children', 'Drama']",2.5530994005106575,3.9,3.9,28
 520,2571,5.0,1326608654,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.9233945792769322,4.6,4.6,70
 520,318,5.0,1326608588,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.863076923076923,4.25,4.25,65
 520,1198,5.0,1326609042,Raiders of the Lost Ark (Indiana Jones and the Raiders of the Lost Ark) (1981),"['Action', 'Adventure']",3.9200466200466204,4.3,4.3,47
 520,1270,5.0,1326608497,Back to the Future (1985),"['Adventure', 'Comedy', 'Sci-Fi']",3.9141583054626534,4.0,4.0,47
 520,1580,5.0,1326609091,Men in Black (a.k.a. MIB) (1997),"['Action', 'Comedy', 'Sci-Fi']",3.8967534880578363,3.5,3.5,45
 525,318,4.5,1476475797,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.733831983276718,4.4,4.4,65
 525,1196,4.5,1476475807,Star Wars: Episode V - The Empire Strikes Back (1980),"['Action', 'Adventure', 'Sci-Fi']",3.5116690468101144,3.2,3.2,54
 525,50,4.5,1476476363,"Usual Suspects, The (1995)","['Crime', 'Mystery', 'Thriller']",3.7631629905864865,4.25,4.25,46
 525,6539,4.5,1476479347,Pirates of the Caribbean: The Curse of the Black Pearl (2003),"['Action', 'Adventure', 'Comedy', 'Fantasy']",3.523420883278556,3.9,3.9,42
 525,608,4.5,1476481332,Fargo (1996),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.6575894573314374,3.8333333333333335,3.8333333333333335,41
 527,260,5.0,1033173453,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",4.321189219480058,4.1,4.1,62
 527,480,5.0,1033174024,Jurassic Park (1993),"['Action', 'Adventure', 'Sci-Fi', 'Thriller']",4.303391914610043,4.3,4.3,61
 527,1196,5.0,1033173260,Star Wars: Episode V - The Empire Strikes Back (1980),"['Action', 'Adventure', 'Sci-Fi']",4.321189219480058,4.2,4.2,54
 527,593,5.0,1033173303,"Silence of the Lambs, The (1991)","['Crime', 'Horror', 'Thriller']",4.083333333333333,4.666666666666667,4.666666666666667,53
 527,1210,5.0,1033174098,Star Wars: Episode VI - Return of the Jedi (1983),"['Action', 'Adventure', 'Sci-Fi']",4.321189219480058,3.6,3.6,51
 529,260,5.0,855583422,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",3.894781144781145,3.8333333333333335,3.8333333333333335,62
 529,32,5.0,855583215,Twelve Monkeys (a.k.a. 12 Monkeys) (1995),"['Mystery', 'Sci-Fi', 'Thriller']",4.041666666666667,3.75,3.75,39
 529,733,5.0,855583292,"Rock, The (1996)","['Action', 'Adventure', 'Thriller']",3.769781144781145,4.0,4.0,30
 529,786,5.0,855583362,Eraser (1996),"['Action', 'Drama', 'Thriller']",3.9212962962962963,3.0,3.0,16
 529,780,4.0,855583215,Independence Day (a.k.a. ID4) (1996),"['Action', 'Adventure', 'Sci-Fi', 'Thriller']",3.8898358585858586,4.3,4.3,49
 533,356,5.0,1424753674,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",4.488095238095238,3.875,3.875,74
 533,2571,5.0,1424753506,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",4.416666666666667,4.3,4.3,70
 533,1,5.0,1424753740,Toy Story (1995),"['Adventure', 'Animation', 'Children', 'Comedy', 'Fantasy']",4.744642857142857,3.75,3.75,50
 533,2959,5.0,1424753523,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",4.364583333333333,4.5,4.5,49
 533,4886,5.0,1424753723,"Monsters, Inc. (2001)","['Adventure', 'Animation', 'Children', 'Comedy', 'Fantasy']",4.744642857142857,4.25,4.25,34
 541,356,5.0,835643134,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.8618822557702015,5.0,5.0,74
 541,480,5.0,835643146,Jurassic Park (1993),"['Action', 'Adventure', 'Sci-Fi', 'Thriller']",3.389192308607601,4.2,4.2,61
 541,110,5.0,835643027,Braveheart (1995),"['Action', 'Drama', 'War']",4.026696329254727,4.5,4.5,50
 541,50,5.0,835643052,"Usual Suspects, The (1995)","['Crime', 'Mystery', 'Thriller']",3.546031746031746,5.0,5.0,46
 541,457,5.0,835643013,"Fugitive, The (1993)",['Thriller'],3.5714285714285716,4.2,4.2,40
 547,2858,5.0,942722850,American Beauty (1999),"['Drama', 'Romance']",4.083333333333334,4.5,4.5,49
 547,541,5.0,942723549,Blade Runner (1982),"['Action', 'Sci-Fi', 'Thriller']",4.288888888888889,4.75,4.75,33
 547,1199,5.0,942723498,Brazil (1985),"['Fantasy', 'Sci-Fi']",5.0,4.25,4.25,19
 547,1288,5.0,942723498,This Is Spinal Tap (1984),['Comedy'],4.8,4.666666666666667,4.666666666666667,18
 547,1394,5.0,942723440,Raising Arizona (1987),['Comedy'],4.8,4.666666666666667,4.666666666666667,18
 548,356,5.0,1488825071,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",4.089182692307693,,,74
 548,2571,5.0,1488243190,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",4.158333333333333,5.0,5.0,70
 548,58559,5.0,1488250273,"Dark Knight, The (2008)","['Action', 'Crime', 'Drama', 'IMAX']",4.392307692307693,5.0,5.0,34
 548,733,5.0,1488825455,"Rock, The (1996)","['Action', 'Adventure', 'Thriller']",4.267857142857143,5.0,5.0,30
 548,1393,5.0,1488825846,Jerry Maguire (1996),"['Drama', 'Romance']",3.8346153846153843,,,19
 556,588,5.0,1534321062,Aladdin (1992),"['Adventure', 'Animation', 'Children', 'Comedy', 'Musical']",4.480769230769231,,,39
 556,4896,5.0,1534320962,Harry Potter and the Sorcerer's Stone (a.k.a. Harry Potter and the Philosopher's Stone) (2001),"['Adventure', 'Children', 'Fantasy']",4.202991452991453,4.875,4.875,34
 556,76093,5.0,1534320965,How to Train Your Dragon (2010),"['Adventure', 'Animation', 'Children', 'Fantasy', 'IMAX']",4.339976689976689,5.0,5.0,13
 556,112852,5.0,1534321287,Guardians of the Galaxy (2014),"['Action', 'Adventure', 'Sci-Fi']",4.176282051282051,5.0,5.0,13
 556,4993,4.5,1534320935,"Lord of the Rings: The Fellowship of the Ring, The (2001)","['Adventure', 'Fantasy']",4.096153846153847,4.166666666666667,4.166666666666667,47
 560,2571,4.5,1469647800,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.616124901526698,4.9,4.9,70
 560,2959,4.5,1469647249,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",3.6792988451714113,4.7,4.7,49
 560,1527,4.5,1469647802,"Fifth Element, The (1997)","['Action', 'Adventure', 'Comedy', 'Sci-Fi']",3.551506507358053,4.1,4.1,38
 560,58559,4.5,1469647816,"Dark Knight, The (2008)","['Action', 'Crime', 'Drama', 'IMAX']",3.600204852923349,4.625,4.625,34
 560,293,4.5,1469647274,Léon: The Professional (a.k.a. The Professional) (Léon) (1994),"['Action', 'Crime', 'Drama', 'Thriller']",3.6792988451714113,4.4,4.4,33
 566,356,5.0,849005256,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.9103128054740957,5.0,5.0,74
 566,318,5.0,849005292,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.696969696969697,4.0,4.0,65
 566,110,5.0,849005345,Braveheart (1995),"['Action', 'Drama', 'War']",3.843873517786561,4.666666666666667,4.666666666666667,50
 566,50,5.0,849005642,"Usual Suspects, The (1995)","['Crime', 'Mystery', 'Thriller']",3.848484848484848,5.0,5.0,46
 566,527,5.0,849005642,Schindler's List (1993),"['Drama', 'War']",4.113636363636363,5.0,5.0,39
 569,296,5.0,849190587,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",4.05,4.333333333333333,4.333333333333333,60
 569,377,5.0,849190709,Speed (1994),"['Action', 'Romance', 'Thriller']",3.946969696969697,3.5,3.5,40
 569,165,5.0,849190610,Die Hard: With a Vengeance (1995),"['Action', 'Crime', 'Thriller']",4.077922077922078,3.0,3.0,34
 569,153,5.0,849190609,Batman Forever (1995),"['Action', 'Adventure', 'Comedy', 'Crime']",4.0227272727272725,3.2,3.2,28
 569,329,5.0,849190653,Star Trek: Generations (1994),"['Adventure', 'Drama', 'Sci-Fi']",4.177777777777777,3.0,3.0,23
 571,1258,5.0,966900368,"Shining, The (1980)",['Horror'],2.5,4.833333333333333,4.833333333333333,29
 571,253,5.0,966900555,Interview with the Vampire: The Vampire Chronicles (1994),"['Drama', 'Horror']",2.9318181818181817,4.25,4.25,28
 571,1387,5.0,966900228,Jaws (1975),"['Action', 'Horror']",2.6,4.8,4.8,24
 571,1407,5.0,966900418,Scream (1996),"['Comedy', 'Horror', 'Mystery', 'Thriller']",2.745394736842105,3.75,3.75,19
 571,3072,5.0,966900054,Moonstruck (1987),"['Comedy', 'Romance']",3.0657894736842106,4.0,4.0,8
 579,356,5.0,958879296,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",4.213476985847253,4.3,4.3,74
 579,2571,5.0,958881789,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",4.048268398268398,3.75,3.75,70
 579,110,5.0,958881746,Braveheart (1995),"['Action', 'Drama', 'War']",4.177272727272728,4.1,4.1,50
 579,780,5.0,958881895,Independence Day (a.k.a. ID4) (1996),"['Action', 'Adventure', 'Sci-Fi', 'Thriller']",4.0362012987012985,3.625,3.625,49
 579,364,5.0,958881192,"Lion King, The (1994)","['Adventure', 'Animation', 'Children', 'Drama', 'Musical', 'IMAX']",4.054163429163429,3.25,3.25,39
 580,2571,5.0,1167783678,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.748634592702706,4.3,4.3,70
 580,318,5.0,1167673438,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.606723613876952,4.8,4.8,65
 580,296,5.0,1167789886,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.587893056938476,4.4,4.4,60
 580,2028,5.0,1167673436,Saving Private Ryan (1998),"['Action', 'Drama', 'War']",3.60916009449976,4.3,4.3,50
 580,2858,5.0,1167789898,American Beauty (1999),"['Drama', 'Romance']",3.4427737168282215,4.0,4.0,49
 581,318,5.0,1447007073,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",4.4375,4.375,4.375,65
 581,527,5.0,1447007076,Schindler's List (1993),"['Drama', 'War']",4.4875,4.75,4.75,39
 581,4896,5.0,1447007435,Harry Potter and the Sorcerer's Stone (a.k.a. Harry Potter and the Philosopher's Stone) (2001),"['Adventure', 'Children', 'Fantasy']",4.398412698412698,3.0,3.0,34
 581,3147,5.0,1447007136,"Green Mile, The (1999)","['Crime', 'Drama']",4.4375,3.5,3.5,32
 581,5816,5.0,1447007463,Harry Potter and the Chamber of Secrets (2002),"['Adventure', 'Fantasy']",4.389285714285714,5.0,5.0,32
 587,296,5.0,953141880,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",4.148369565217392,4.6,4.6,60
 587,1,5.0,953137847,Toy Story (1995),"['Adventure', 'Animation', 'Children', 'Comedy', 'Fantasy']",4.002028985507246,4.5,4.5,50
 587,2858,5.0,953137693,American Beauty (1999),"['Drama', 'Romance']",4.184458788480635,4.5,4.5,49
 587,1270,5.0,953137847,Back to the Future (1985),"['Adventure', 'Comedy', 'Sci-Fi']",4.0606206997511345,3.5,3.5,47
 587,50,5.0,953141366,"Usual Suspects, The (1995)","['Crime', 'Mystery', 'Thriller']",4.245126705653021,4.25,4.25,46
 592,356,5.0,837350034,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",4.046365914786968,5.0,5.0,74
 592,480,5.0,837350083,Jurassic Park (1993),"['Action', 'Adventure', 'Sci-Fi', 'Thriller']",3.750078369905956,4.2,4.2,61
 592,589,5.0,837350111,Terminator 2: Judgment Day (1991),"['Action', 'Sci-Fi']",3.783333333333333,3.6,3.6,54
 592,593,5.0,837349925,"Silence of the Lambs, The (1991)","['Crime', 'Horror', 'Thriller']",3.535353535353535,4.4,4.4,53
 592,110,5.0,837349998,Braveheart (1995),"['Action', 'Drama', 'War']",4.122222222222223,4.333333333333333,4.333333333333333,50
 599,2571,5.0,1519029461,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",2.733476965144957,4.4,4.4,70
 599,260,5.0,1498533468,Star Wars: Episode IV - A New Hope (1977),"['Action', 'Adventure', 'Sci-Fi']",2.75457648366431,4.5,4.5,62
 599,296,5.0,1498456867,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",2.690371340350364,4.5,4.5,60
 599,1196,5.0,1519029372,Star Wars: Episode V - The Empire Strikes Back (1980),"['Action', 'Adventure', 'Sci-Fi']",2.75457648366431,4.4,4.4,54
 599,1210,5.0,1498533608,Star Wars: Episode VI - Return of the Jedi (1983),"['Action', 'Adventure', 'Sci-Fi']",2.75457648366431,3.8,3.8,51
 606,2571,5.0,1171325929,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.420298533492342,4.9,4.9,70
 606,296,5.0,1171231349,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.633136811903887,4.6,4.6,60
 606,2959,5.0,1171231517,Fight Club (1999),"['Action', 'Crime', 'Drama', 'Thriller']",3.5365086323880703,4.7,4.7,49
 606,527,5.0,1171231423,Schindler's List (1993),"['Drama', 'War']",3.7901366541767687,4.0,4.0,39
 606,1089,5.0,1171327143,Reservoir Dogs (1992),"['Crime', 'Mystery', 'Thriller']",3.6568232525651196,4.4,4.4,36
 607,2571,5.0,963080047,"Matrix, The (1999)","['Action', 'Sci-Fi', 'Thriller']",3.695658773527626,4.4,4.4,70
 607,318,5.0,963080679,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.913504968383017,3.8333333333333335,3.8333333333333335,65
 607,593,5.0,964743922,"Silence of the Lambs, The (1991)","['Crime', 'Horror', 'Thriller']",4.014618209153729,3.875,3.875,53
 607,110,5.0,963078901,Braveheart (1995),"['Action', 'Drama', 'War']",3.9670280036133696,4.25,4.25,50
 607,2028,5.0,963078901,Saving Private Ryan (1998),"['Action', 'Drama', 'War']",3.9670280036133696,4.625,4.625,50
 609,356,4.0,847220869,Forrest Gump (1994),"['Comedy', 'Drama', 'Romance', 'War']",3.338533834586466,4.4,4.4,74
 609,318,4.0,847220907,"Shawshank Redemption, The (1994)","['Crime', 'Drama']",3.4342105263157894,4.0,4.0,65
 609,296,4.0,847220802,Pulp Fiction (1994),"['Comedy', 'Crime', 'Drama', 'Thriller']",3.359962406015037,4.5,4.5,60
 609,457,4.0,847220843,"Fugitive, The (1993)",['Thriller'],3.2857142857142856,4.25,4.25,40
 609,10,4.0,847220937,GoldenEye (1995),"['Action', 'Adventure', 'Thriller']",3.1922077922077925,3.6666666666666665,3.6666666666666665,34
--- a/datasets/train_all.csv
+++ b/datasets/train_all.csv
--- a/datasets/train_top.csv
+++ b/datasets/train_top.csv
--- a/ml-latest-small/README.txt
+++ b/ml-latest-small/README.txt
@ -0,0 +1,153 @@
 Summary
 =======
 This dataset (ml-latest-small) describes 5-star rating and free-text tagging activity from [MovieLens](http://movielens.org), a movie recommendation service. It contains 100836 ratings and 3683 tag applications across 9742 movies. These data were created by 610 users between March 29, 1996 and September 24, 2018. This dataset was generated on September 26, 2018.
 Users were selected at random for inclusion. All selected users had rated at least 20 movies. No demographic information is included. Each user is represented by an id, and no other information is provided.
 The data are contained in the files `links.csv`, `movies.csv`, `ratings.csv` and `tags.csv`. More details about the contents and use of all these files follows.
 This is a *development* dataset. As such, it may change over time and is not an appropriate dataset for shared research results. See available *benchmark* datasets if that is your intent.
 This and other GroupLens data sets are publicly available for download at <http://grouplens.org/datasets/>.
 Usage License
 =============
 Neither the University of Minnesota nor any of the researchers involved can guarantee the correctness of the data, its suitability for any particular purpose, or the validity of results based on the use of the data set. The data set may be used for any research purposes under the following conditions:
 * The user may not state or imply any endorsement from the University of Minnesota or the GroupLens Research Group.
 * The user must acknowledge the use of the data set in publications resulting from the use of the data set (see below for citation information).
 * The user may redistribute the data set, including transformations, so long as it is distributed under these same license conditions.
 * The user may not use this information for any commercial or revenue-bearing purposes without first obtaining permission from a faculty member of the GroupLens Research Project at the University of Minnesota.
 * The executable software scripts are provided "as is" without warranty of any kind, either expressed or implied, including, but not limited to, the implied warranties of merchantability and fitness for a particular purpose. The entire risk as to the quality and performance of them is with you. Should the program prove defective, you assume the cost of all necessary servicing, repair or correction.
 In no event shall the University of Minnesota, its affiliates or employees be liable to you for any damages arising out of the use or inability to use these programs (including but not limited to loss of data or data being rendered inaccurate).
 If you have any further questions or comments, please email <grouplens-info@umn.edu>
 Citation
 ========
 To acknowledge use of the dataset in publications, please cite the following paper:
 > F. Maxwell Harper and Joseph A. Konstan. 2015. The MovieLens Datasets: History and Context. ACM Transactions on Interactive Intelligent Systems (TiiS) 5, 4: 19:1–19:19. <https://doi.org/10.1145/2827872>
 Further Information About GroupLens
 ===================================
 GroupLens is a research group in the Department of Computer Science and Engineering at the University of Minnesota. Since its inception in 1992, GroupLens's research projects have explored a variety of fields including:
 * recommender systems
 * online communities
 * mobile and ubiquitious technologies
 * digital libraries
 * local geographic information systems
 GroupLens Research operates a movie recommender based on collaborative filtering, MovieLens, which is the source of these data. We encourage you to visit <http://movielens.org> to try it out! If you have exciting ideas for experimental work to conduct on MovieLens, send us an email at <grouplens-info@cs.umn.edu> - we are always interested in working with external collaborators.
 Content and Use of Files
 ========================
 Formatting and Encoding
 -----------------------
 The dataset files are written as [comma-separated values](http://en.wikipedia.org/wiki/Comma-separated_values) files with a single header row. Columns that contain commas (`,`) are escaped using double-quotes (`"`). These files are encoded as UTF-8. If accented characters in movie titles or tag values (e.g. Misérables, Les (1995)) display incorrectly, make sure that any program reading the data, such as a text editor, terminal, or script, is configured for UTF-8.
 User Ids
 --------
 MovieLens users were selected at random for inclusion. Their ids have been anonymized. User ids are consistent between `ratings.csv` and `tags.csv` (i.e., the same id refers to the same user across the two files).
 Movie Ids
 ---------
 Only movies with at least one rating or tag are included in the dataset. These movie ids are consistent with those used on the MovieLens web site (e.g., id `1` corresponds to the URL <https://movielens.org/movies/1>). Movie ids are consistent between `ratings.csv`, `tags.csv`, `movies.csv`, and `links.csv` (i.e., the same id refers to the same movie across these four data files).
 Ratings Data File Structure (ratings.csv)
 -----------------------------------------
 All ratings are contained in the file `ratings.csv`. Each line of this file after the header row represents one rating of one movie by one user, and has the following format:
    userId,movieId,rating,timestamp
 The lines within this file are ordered first by userId, then, within user, by movieId.
 Ratings are made on a 5-star scale, with half-star increments (0.5 stars - 5.0 stars).
 Timestamps represent seconds since midnight Coordinated Universal Time (UTC) of January 1, 1970.
 Tags Data File Structure (tags.csv)
 -----------------------------------
 All tags are contained in the file `tags.csv`. Each line of this file after the header row represents one tag applied to one movie by one user, and has the following format:
    userId,movieId,tag,timestamp
 The lines within this file are ordered first by userId, then, within user, by movieId.
 Tags are user-generated metadata about movies. Each tag is typically a single word or short phrase. The meaning, value, and purpose of a particular tag is determined by each user.
 Timestamps represent seconds since midnight Coordinated Universal Time (UTC) of January 1, 1970.
 Movies Data File Structure (movies.csv)
 ---------------------------------------
 Movie information is contained in the file `movies.csv`. Each line of this file after the header row represents one movie, and has the following format:
    movieId,title,genres
 Movie titles are entered manually or imported from <https://www.themoviedb.org/>, and include the year of release in parentheses. Errors and inconsistencies may exist in these titles.
 Genres are a pipe-separated list, and are selected from the following:
 * Action
 * Adventure
 * Animation
 * Children's
 * Comedy
 * Crime
 * Documentary
 * Drama
 * Fantasy
 * Film-Noir
 * Horror
 * Musical
 * Mystery
 * Romance
 * Sci-Fi
 * Thriller
 * War
 * Western
 * (no genres listed)
 Links Data File Structure (links.csv)
 ---------------------------------------
 Identifiers that can be used to link to other sources of movie data are contained in the file `links.csv`. Each line of this file after the header row represents one movie, and has the following format:
    movieId,imdbId,tmdbId
 movieId is an identifier for movies used by <https://movielens.org>. E.g., the movie Toy Story has the link <https://movielens.org/movies/1>.
 imdbId is an identifier for movies used by <http://www.imdb.com>. E.g., the movie Toy Story has the link <http://www.imdb.com/title/tt0114709/>.
 tmdbId is an identifier for movies used by <https://www.themoviedb.org>. E.g., the movie Toy Story has the link <https://www.themoviedb.org/movie/862>.
 Use of the resources listed above is subject to the terms of each provider.
 Cross-Validation
 ----------------
 Prior versions of the MovieLens dataset included either pre-computed cross-folds or scripts to perform this computation. We no longer bundle either of these features with the dataset, since most modern toolkits provide this as a built-in feature. If you wish to learn about standard approaches to cross-fold computation in the context of recommender systems evaluation, see [LensKit](http://lenskit.org) for tools, documentation, and open-source code examples.
--- a/ml-latest-small/links.csv
+++ b/ml-latest-small/links.csv
--- a/ml-latest-small/movies.csv
+++ b/ml-latest-small/movies.csv
--- a/ml-latest-small/ratings.csv
+++ b/ml-latest-small/ratings.csv
--- a/ml-latest-small/tags.csv
+++ b/ml-latest-small/tags.csv
--- a/movies_data.ipynb
+++ b/movies_data.ipynb
@ -0,0 +1,882 @@
 {
 "cells": [
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-07T01:55:39.637007Z",
     "start_time": "2024-12-07T01:55:39.633398Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import pandas as pd\n",
    "from sklearn.metrics.pairwise import cosine_similarity\n",
    "import numpy as np"
   ],
   "id": "5a823fabad3c186f",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-07T01:55:39.646149Z",
     "start_time": "2024-12-07T01:55:39.641016Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def split_by_user(data, test_size=0.2, random_state=42):\n",
    "    unique_users = data['userId'].unique()\n",
    "    np.random.seed(random_state)\n",
    "    test_users = np.random.choice(unique_users, size=int(len(unique_users) * test_size), replace=False)\n",
    "    test_data = data[data['userId'].isin(test_users)]\n",
    "    train_data = data[~data['userId'].isin(test_users)]\n",
    "    return train_data, test_data"
   ],
   "id": "d694dbe819b591ac",
   "outputs": [],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-07T01:55:39.715567Z",
     "start_time": "2024-12-07T01:55:39.660120Z"
    }
   },
   "cell_type": "code",
   "source": [
    "movies = pd.read_csv('ml-latest-small/movies.csv')\n",
    "ratings = pd.read_csv('ml-latest-small/ratings.csv')"
   ],
   "id": "1bc78bafbae06c89",
   "outputs": [],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-07T01:55:39.729648Z",
     "start_time": "2024-12-07T01:55:39.717570Z"
    }
   },
   "cell_type": "code",
   "source": "movies['genres'] = movies['genres'].str.split('|')",
   "id": "2543aa8216425342",
   "outputs": [],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-07T01:55:39.758043Z",
     "start_time": "2024-12-07T01:55:39.730651Z"
    }
   },
   "cell_type": "code",
   "source": "data = pd.merge(ratings, movies, on=\"movieId\")",
   "id": "b3fa37255dccb066",
   "outputs": [],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-07T01:55:39.775205Z",
     "start_time": "2024-12-07T01:55:39.759045Z"
    }
   },
   "cell_type": "code",
   "source": "data",
   "id": "c9542abeaa0c59d7",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "        userId  movieId  rating   timestamp                           title  \\\n",
       "0            1        1     4.0   964982703                Toy Story (1995)   \n",
       "1            1        3     4.0   964981247         Grumpier Old Men (1995)   \n",
       "2            1        6     4.0   964982224                     Heat (1995)   \n",
       "3            1       47     5.0   964983815     Seven (a.k.a. Se7en) (1995)   \n",
       "4            1       50     5.0   964982931      Usual Suspects, The (1995)   \n",
       "...        ...      ...     ...         ...                             ...   \n",
       "100831     610   166534     4.0  1493848402                    Split (2017)   \n",
       "100832     610   168248     5.0  1493850091   John Wick: Chapter Two (2017)   \n",
       "100833     610   168250     5.0  1494273047                  Get Out (2017)   \n",
       "100834     610   168252     5.0  1493846352                    Logan (2017)   \n",
       "100835     610   170875     3.0  1493846415  The Fate of the Furious (2017)   \n",
       "\n",
       "                                                   genres  \n",
       "0       [Adventure, Animation, Children, Comedy, Fantasy]  \n",
       "1                                       [Comedy, Romance]  \n",
       "2                               [Action, Crime, Thriller]  \n",
       "3                                     [Mystery, Thriller]  \n",
       "4                              [Crime, Mystery, Thriller]  \n",
       "...                                                   ...  \n",
       "100831                          [Drama, Horror, Thriller]  \n",
       "100832                          [Action, Crime, Thriller]  \n",
       "100833                                           [Horror]  \n",
       "100834                                   [Action, Sci-Fi]  \n",
       "100835                   [Action, Crime, Drama, Thriller]  \n",
       "\n",
       "[100836 rows x 6 columns]"
      ],
      "text/html": [
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       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>userId</th>\n",
       "      <th>movieId</th>\n",
       "      <th>rating</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>title</th>\n",
       "      <th>genres</th>\n",
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       "      <td>4.0</td>\n",
       "      <td>964982703</td>\n",
       "      <td>Toy Story (1995)</td>\n",
       "      <td>[Adventure, Animation, Children, Comedy, Fantasy]</td>\n",
       "    </tr>\n",
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       "      <td>4.0</td>\n",
       "      <td>964981247</td>\n",
       "      <td>Grumpier Old Men (1995)</td>\n",
       "      <td>[Comedy, Romance]</td>\n",
       "    </tr>\n",
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       "      <th>2</th>\n",
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       "      <td>964982224</td>\n",
       "      <td>Heat (1995)</td>\n",
       "      <td>[Action, Crime, Thriller]</td>\n",
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       "      <td>Seven (a.k.a. Se7en) (1995)</td>\n",
       "      <td>[Mystery, Thriller]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>50</td>\n",
       "      <td>5.0</td>\n",
       "      <td>964982931</td>\n",
       "      <td>Usual Suspects, The (1995)</td>\n",
       "      <td>[Crime, Mystery, Thriller]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100831</th>\n",
       "      <td>610</td>\n",
       "      <td>166534</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1493848402</td>\n",
       "      <td>Split (2017)</td>\n",
       "      <td>[Drama, Horror, Thriller]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100832</th>\n",
       "      <td>610</td>\n",
       "      <td>168248</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1493850091</td>\n",
       "      <td>John Wick: Chapter Two (2017)</td>\n",
       "      <td>[Action, Crime, Thriller]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100833</th>\n",
       "      <td>610</td>\n",
       "      <td>168250</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1494273047</td>\n",
       "      <td>Get Out (2017)</td>\n",
       "      <td>[Horror]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100834</th>\n",
       "      <td>610</td>\n",
       "      <td>168252</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1493846352</td>\n",
       "      <td>Logan (2017)</td>\n",
       "      <td>[Action, Sci-Fi]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100835</th>\n",
       "      <td>610</td>\n",
       "      <td>170875</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1493846415</td>\n",
       "      <td>The Fate of the Furious (2017)</td>\n",
       "      <td>[Action, Crime, Drama, Thriller]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100836 rows × 6 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-07T01:55:39.789305Z",
     "start_time": "2024-12-07T01:55:39.776211Z"
    }
   },
   "cell_type": "code",
   "source": "train_data, test_data = split_by_user(data)",
   "id": "b66149513c0c6b0e",
   "outputs": [],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-07T01:55:39.800344Z",
     "start_time": "2024-12-07T01:55:39.790308Z"
    }
   },
   "cell_type": "code",
   "source": "train_data",
   "id": "2cf1266ad52d70b0",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "        userId  movieId  rating   timestamp                           title  \\\n",
       "0            1        1     4.0   964982703                Toy Story (1995)   \n",
       "1            1        3     4.0   964981247         Grumpier Old Men (1995)   \n",
       "2            1        6     4.0   964982224                     Heat (1995)   \n",
       "3            1       47     5.0   964983815     Seven (a.k.a. Se7en) (1995)   \n",
       "4            1       50     5.0   964982931      Usual Suspects, The (1995)   \n",
       "...        ...      ...     ...         ...                             ...   \n",
       "100831     610   166534     4.0  1493848402                    Split (2017)   \n",
       "100832     610   168248     5.0  1493850091   John Wick: Chapter Two (2017)   \n",
       "100833     610   168250     5.0  1494273047                  Get Out (2017)   \n",
       "100834     610   168252     5.0  1493846352                    Logan (2017)   \n",
       "100835     610   170875     3.0  1493846415  The Fate of the Furious (2017)   \n",
       "\n",
       "                                                   genres  \n",
       "0       [Adventure, Animation, Children, Comedy, Fantasy]  \n",
       "1                                       [Comedy, Romance]  \n",
       "2                               [Action, Crime, Thriller]  \n",
       "3                                     [Mystery, Thriller]  \n",
       "4                              [Crime, Mystery, Thriller]  \n",
       "...                                                   ...  \n",
       "100831                          [Drama, Horror, Thriller]  \n",
       "100832                          [Action, Crime, Thriller]  \n",
       "100833                                           [Horror]  \n",
       "100834                                   [Action, Sci-Fi]  \n",
       "100835                   [Action, Crime, Drama, Thriller]  \n",
       "\n",
       "[73177 rows x 6 columns]"
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       "      <td>1494273047</td>\n",
       "      <td>Get Out (2017)</td>\n",
       "      <td>[Horror]</td>\n",
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       "      <th>100834</th>\n",
       "      <td>610</td>\n",
       "      <td>168252</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1493846352</td>\n",
       "      <td>Logan (2017)</td>\n",
       "      <td>[Action, Sci-Fi]</td>\n",
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       "    <tr>\n",
       "      <th>100835</th>\n",
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       "      <td>The Fate of the Furious (2017)</td>\n",
       "      <td>[Action, Crime, Drama, Thriller]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>73177 rows × 6 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-07T01:55:39.813332Z",
     "start_time": "2024-12-07T01:55:39.803336Z"
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   },
   "cell_type": "code",
   "source": "test_data",
   "id": "93c87a58f9f4d704",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "       userId  movieId  rating   timestamp  \\\n",
       "261         3       31     0.5  1306463578   \n",
       "262         3      527     0.5  1306464275   \n",
       "263         3      647     0.5  1306463619   \n",
       "264         3      688     0.5  1306464228   \n",
       "265         3      720     0.5  1306463595   \n",
       "...       ...      ...     ...         ...   \n",
       "99529     609      892     3.0   847221080   \n",
       "99530     609     1056     3.0   847221080   \n",
       "99531     609     1059     3.0   847221054   \n",
       "99532     609     1150     4.0   847221054   \n",
       "99533     609     1161     4.0   847221080   \n",
       "\n",
       "                                                   title  \\\n",
       "261                               Dangerous Minds (1995)   \n",
       "262                              Schindler's List (1993)   \n",
       "263                            Courage Under Fire (1996)   \n",
       "264                          Operation Dumbo Drop (1995)   \n",
       "265    Wallace & Gromit: The Best of Aardman Animatio...   \n",
       "...                                                  ...   \n",
       "99529                               Twelfth Night (1996)   \n",
       "99530                                        Jude (1996)   \n",
       "99531        William Shakespeare's Romeo + Juliet (1996)   \n",
       "99532  Return of Martin Guerre, The (Retour de Martin...   \n",
       "99533           Tin Drum, The (Blechtrommel, Die) (1979)   \n",
       "\n",
       "                                 genres  \n",
       "261                             [Drama]  \n",
       "262                        [Drama, War]  \n",
       "263         [Action, Crime, Drama, War]  \n",
       "264    [Action, Adventure, Comedy, War]  \n",
       "265      [Adventure, Animation, Comedy]  \n",
       "...                                 ...  \n",
       "99529          [Comedy, Drama, Romance]  \n",
       "99530                           [Drama]  \n",
       "99531                  [Drama, Romance]  \n",
       "99532                           [Drama]  \n",
       "99533                      [Drama, War]  \n",
       "\n",
       "[27659 rows x 6 columns]"
      ],
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       "      <th>99532</th>\n",
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       "<p>27659 rows × 6 columns</p>\n",
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      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-07T01:56:24.904397Z",
     "start_time": "2024-12-07T01:55:39.833745Z"
    }
   },
   "cell_type": "code",
   "source": [
    "expanded_train_data = train_data.explode('genres')\n",
    "train_data = train_data.copy()\n",
    "test_data = test_data.copy()\n",
    "\n",
    "train_user_genre_rating = (\n",
    "    expanded_train_data.groupby(['userId', 'genres'])['rating']\n",
    "    .mean()\n",
    "    .reset_index()\n",
    "    .rename(columns={'rating': 'avg_genre_rating'})\n",
    ")\n",
    "\n",
    "train_user_preferences = train_user_genre_rating.pivot(index='userId', columns='genres', values='avg_genre_rating').fillna(0)\n",
    "\n",
    "def train_genre_match_calc(row):\n",
    "    user_id = row['userId']\n",
    "    genres = row['genres']\n",
    "\n",
    "    if isinstance(genres, str):\n",
    "        genres = [genres]\n",
    "\n",
    "    user_pref = train_user_genre_rating[train_user_genre_rating['userId'] == user_id]\n",
    "    genre_scores = user_pref[user_pref['genres'].isin(genres)]['avg_genre_rating']\n",
    "\n",
    "    if not genre_scores.empty:\n",
    "        return genre_scores.mean()\n",
    "    else:\n",
    "        return 0\n",
    "\n",
    "train_data['genreMatch'] = train_data.apply(train_genre_match_calc, axis=1)\n",
    "\n",
    "\n",
    "expanded_test_data = test_data.explode('genres')\n",
    "\n",
    "test_user_genre_rating = (\n",
    "    expanded_test_data.groupby(['userId', 'genres'])['rating']\n",
    "    .mean()\n",
    "    .reset_index()\n",
    "    .rename(columns={'rating': 'avg_genre_rating'})\n",
    ")\n",
    "\n",
    "test_user_preferences = test_user_genre_rating.pivot(index='userId', columns='genres', values='avg_genre_rating').fillna(0)\n",
    "\n",
    "def test_genre_match_calc(row):\n",
    "    user_id = row['userId']\n",
    "    genres = row['genres']\n",
    "\n",
    "    if isinstance(genres, str):\n",
    "        genres = [genres]\n",
    "\n",
    "    user_pref = test_user_genre_rating[test_user_genre_rating['userId'] == user_id]\n",
    "    genre_scores = user_pref[user_pref['genres'].isin(genres)]['avg_genre_rating']\n",
    "\n",
    "    if not genre_scores.empty:\n",
    "        return genre_scores.mean()\n",
    "    else:\n",
    "        return 0\n",
    "\n",
    "test_data['genreMatch'] = test_data.apply(test_genre_match_calc, axis=1)"
   ],
   "id": "88296c8c47cdbf60",
   "outputs": [],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-07T01:56:54.150918Z",
     "start_time": "2024-12-07T01:56:24.905400Z"
    }
   },
   "cell_type": "code",
   "source": [
    "train_user_movie = train_data.pivot(index='userId', columns='movieId', values='rating')\n",
    "train_user_movie_filled = train_user_movie.fillna(0)\n",
    "train_user_similarity = cosine_similarity(train_user_movie_filled)\n",
    "train_user_similarity_df = pd.DataFrame(train_user_similarity, index=train_user_movie.index, columns=train_user_movie.index)\n",
    "\n",
    "def train_average(user_id, movie_id, top_n=5):\n",
    "    similar_users = train_user_similarity_df[user_id].sort_values(ascending=False).index[1:top_n + 1]\n",
    "    similar_ratings = train_user_movie.loc[similar_users, movie_id]\n",
    "\n",
    "    return similar_ratings.dropna().mean()\n",
    "\n",
    "train_data['similarUsers'] = train_data.apply(\n",
    "    lambda row: train_average(row['userId'], row['movieId']), axis=1\n",
    ")\n",
    "\n",
    "test_user_movie = test_data.pivot(index='userId', columns='movieId', values='rating')\n",
    "test_user_movie_filled = test_user_movie.fillna(0)\n",
    "test_user_similarity = cosine_similarity(test_user_movie_filled)\n",
    "test_user_similarity_df = pd.DataFrame(test_user_similarity, index=test_user_movie.index, columns=test_user_movie.index)\n",
    "\n",
    "def test_average(user_id, movie_id, top_n=5):\n",
    "    similar_users = test_user_similarity_df[user_id].sort_values(ascending=False).index[1:top_n + 1]\n",
    "    similar_ratings = test_user_movie.loc[similar_users, movie_id]\n",
    "\n",
    "    return similar_ratings.dropna().mean()\n",
    "\n",
    "test_data['similarUsers'] = test_data.apply(\n",
    "    lambda row: test_average(row['userId'], row['movieId']), axis=1\n",
    ")\n"
   ],
   "id": "e931f4041a1802fb",
   "outputs": [],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-07T01:56:54.194857Z",
     "start_time": "2024-12-07T01:56:54.151920Z"
    }
   },
   "cell_type": "code",
   "source": [
    "train_ratings = train_data[['userId', 'movieId', 'similarUsers']]\n",
    "train_data = pd.merge(train_data, train_ratings, on=['userId', 'movieId'], how='left')\n",
    "\n",
    "test_ratings = test_data[['userId', 'movieId', 'similarUsers']]\n",
    "test_data = pd.merge(test_data, test_ratings, on=['userId', 'movieId'], how='left')"
   ],
   "id": "ce65ce417e7f5207",
   "outputs": [],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-07T01:56:54.224008Z",
     "start_time": "2024-12-07T01:56:54.195860Z"
    }
   },
   "cell_type": "code",
   "source": [
    "train_popularity = train_data.groupby('movieId').size().reset_index(name='popularity')\n",
    "train_data = pd.merge(train_data, train_popularity, on='movieId', how='left')\n",
    "\n",
    "test_popularity = test_data.groupby('movieId').size().reset_index(name='popularity')\n",
    "test_data = pd.merge(test_data, test_popularity, on='movieId', how='left')"
   ],
   "id": "aa798201db531188",
   "outputs": [],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-07T01:56:54.819973Z",
     "start_time": "2024-12-07T01:56:54.225011Z"
    }
   },
   "cell_type": "code",
   "source": [
    "train_data.to_csv('datasets/train_all.csv', index=False)\n",
    "test_data.to_csv('datasets/test_all.csv', index=False)"
   ],
   "id": "f7b5130c72ad35af",
   "outputs": [],
   "execution_count": 15
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-07T01:56:54.846938Z",
     "start_time": "2024-12-07T01:56:54.820977Z"
    }
   },
   "cell_type": "code",
   "source": [
    "def get_top_movies(data):\n",
    "    top = (data.sort_values(by=['userId', 'rating', 'popularity'], ascending=[True, False, False]).groupby('userId').head(5))\n",
    "    return top\n",
    "\n",
    "train_top = get_top_movies(train_data)\n",
    "test_top = get_top_movies(test_data)"
   ],
   "id": "20dba13e7a3d105b",
   "outputs": [],
   "execution_count": 16
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-12-07T01:56:54.873768Z",
     "start_time": "2024-12-07T01:56:54.847941Z"
    }
   },
   "cell_type": "code",
   "source": [
    "train_top.to_csv('datasets/train_top.csv', index=False)\n",
    "test_top.to_csv('datasets/test_top.csv', index=False)"
   ],
   "id": "be9f6106c5e4b04a",
   "outputs": [],
   "execution_count": 17
  }
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