ML之GB：基于MovieLens电影评分数据集利用基于图的推荐算法(Neo4j图数据库+Cypher查询语言)实现对用户进行Top5电影推荐案例_电影推荐算法如何实现

ML之GB：基于MovieLens电影评分数据集利用基于图的推荐算法(Neo4j图数据库+Cypher查询语言)实现对用户进行Top5电影推荐案例

目录

基于MovieLens电影评分数据集利用基于图的推荐算法(Neo4j图数据库+Cypher查询语言)实现对用户进行Top5电影推荐案例

1、定义数据集

1.1、先将数据集csv文件导入到图数据库

1.2、查看图数据库

# 3、模型推理

# 3.1、为用户推荐电影

相关文章
ML之GB：基于MovieLens电影评分数据集利用基于图的推荐算法(Neo4j图数据库+Cypher查询语言)实现对用户进行Top5电影推荐案例
ML之GB：基于MovieLens电影评分数据集利用基于图的推荐算法(Neo4j图数据库+Cypher查询语言)实现对用户进行Top5电影推荐案例实现代码

基于MovieLens电影评分数据集利用基于图的推荐算法(Neo4j图数据库+Cypher查询语言)实现对用户进行Top5电影推荐案例

1、定义数据集

1.1、先将数据集csv文件导入到图数据库

https://yunyaniu.blog.csdn.net/article/details/129700250

1.2、查看图数据库

graph 
 Graph('http://localhost:7474')

# 3、模型推理

# 3.1、为用户推荐电影

rated_movies 
 [{'m.id': 1023.0, 'm.title': 'Winnie the Pooh and the Blustery Day (1968)', 'm.genres': 'Animation|Children|Musical', 'r.rating': 5.0}, {'m.id': 5060.0, 'm.title': 'M*A*S*H (a.k.a. MASH) (1970)', 'm.genres': 'Comedy|Drama|War', 'r.rating': 5.0}, {'m.id': 4006.0, 'm.title': 'Transformers: The Movie (1986)', 'm.genres': 'Adventure|Animation|Children|Sci-Fi', 'r.rating': 4.0}, {'m.id': 3809.0, 'm.title': 'What About Bob? (1991)', 'm.genres': 'Comedy', 'r.rating': 4.0}, {'m.id': 3793.0, 'm.title': 'X-Men (2000)', 'm.genres': 'Action|Adventure|Sci-Fi', 'r.rating': 5.0}, {'m.id': 3744.0, 'm.title': 'Shaft (2000)', 'm.genres': 'Action|Crime|Thriller', 'r.rating': 4.0}, {'m.id': 3740.0, 'm.title': 'Big Trouble in Little China (1986)', 'm.genres': 'Action|Adventure|Comedy|Fantasy', 'r.rating': 4.0}, {'m.id': 3729.0, 'm.title': 'Shaft (1971)', 'm.genres': 'Action|Crime|Drama|Thriller', 'r.rating': 5.0}, {'m.id': 3703.0, 'm.title': 'Road Warrior, The (Mad Max 2) (1981)', 'm.genres': 'Action|Adventure|Sci-Fi|Thriller', 'r.rating': 5.0}, {'m.id': 3702.0, 'm.title': 'Mad Max (1979)', 'm.genres': 'Action|Adventure|Sci-Fi', 'r.rating': 5.0}, {'m.id': 3671.0, 'm.title': 'Blazing Saddles (1974)', 'm.genres': 'Comedy|Western', 'r.rating': 5.0}, {'m.id': 3639.0, 'm.title': 'Man with the Golden Gun, The (1974)', 'm.genres': 'Action|Adventure|Thriller', 'r.rating': 4.0}, {'m.id': 3617.0, 'm.title': 'Road Trip (2000)', 'm.genres': 'Comedy', 'r.rating': 4.0}, {'m.id': 3578.0, 'm.title': 'Gladiator (2000)', 'm.genres': 'Action|Adventure|Drama', 'r.rating': 5.0}, {'m.id': 3527.0, 'm.title': 'Predator (1987)', 'm.genres': 'Action|Sci-Fi|Thriller', 'r.rating': 4.0}, {'m.id': 3489.0, 'm.title': 'Hook (1991)', 'm.genres': 'Adventure|Comedy|Fantasy', 'r.rating': 4.0}, {'m.id': 3479.0, 'm.title': 'Ladyhawke (1985)', 'm.genres': 'Adventure|Fantasy|Romance', 'r.rating': 4.0}, {'m.id': 3450.0, 'm.title': 'Grumpy Old Men (1993)', 'm.genres': 'Comedy', 'r.rating': 5.0}, {'m.id': 3448.0, 'm.title': 'Good Morning, Vietnam (1987)', 'm.genres': 'Comedy|Drama|War', 'r.rating': 5.0}, {'m.id': 3441.0, 'm.title': 'Red Dawn (1984)', 'm.genres': 'Action|Drama|War', 'r.rating': 5.0}, {'m.id': 3440.0, 'm.title': 'Teenage Mutant Ninja Turtles III (1993)', 'm.genres': 'Action|Adventure|Children|Comedy|Fantasy', 'r.rating': 4.0}, {'m.id': 3439.0, 'm.title': 'Teenage Mutant Ninja Turtles II: The Secret of the Ooze (1991)', 'm.genres': 'Action|Children|Fantasy', 'r.rating': 4.0}, {'m.id': 3386.0, 'm.title': 'JFK (1991)', 'm.genres': 'Drama|Mystery|Thriller', 'r.rating': 5.0}, {'m.id': 3273.0, 'm.title': 'Scream 3 (2000)', 'm.genres': 'Comedy|Horror|Mystery|Thriller', 'r.rating': 5.0}, {'m.id': 3253.0, 'm.title': "Wayne's World (1992)", 'm.genres': 'Comedy', 'r.rating': 5.0}, {'m.id': 3247.0, 'm.title': 'Sister Act (1992)', 'm.genres': 'Comedy|Crime', 'r.rating': 3.0}, {'m.id': 3243.0, 'm.title': 'Encino Man (1992)', 'm.genres': 'Comedy', 'r.rating': 3.0}, {'m.id': 3176.0, 'm.title': 'Talented Mr. Ripley, The (1999)', 'm.genres': 'Drama|Mystery|Thriller', 'r.rating': 1.0}, {'m.id': 3168.0, 'm.title': 'Easy Rider (1969)', 'm.genres': 'Adventure|Drama', 'r.rating': 4.0}, {'m.id': 3147.0, 'm.title': 'Green Mile, The (1999)', 'm.genres': 'Crime|Drama', 'r.rating': 5.0}, {'m.id': 3062.0, 'm.title': 'Longest Day, The (1962)', 'm.genres': 'Action|Drama|War', 'r.rating': 4.0}, {'m.id': 3053.0, 'm.title': 'Messenger: The Story of Joan of Arc, The (1999)', 'm.genres': 'Drama|War', 'r.rating': 5.0}, {'m.id': 3052.0, 'm.title': 'Dogma (1999)', 'm.genres': 'Adventure|Comedy|Fantasy', 'r.rating': 5.0}, {'m.id': 3034.0, 'm.title': 'Robin Hood (1973)', 'm.genres': 'Adventure|Animation|Children|Comedy|Musical', 'r.rating': 5.0}, {'m.id': 3033.0, 'm.title': 'Spaceballs (1987)', 'm.genres': 'Comedy|Sci-Fi', 'r.rating': 5.0}, {'m.id': 2997.0, 'm.title': 'Being John Malkovich (1999)', 'm.genres': 'Comedy|Drama|Fantasy', 'r.rating': 4.0}, {'m.id': 2993.0, 'm.title': 'Thunderball (1965)', 'm.genres': 'Action|Adventure|Thriller', 'r.rating': 5.0}, {'m.id': 2991.0, 'm.title': 'Live and Let Die (1973)', 'm.genres': 'Action|Adventure|Thriller', 'r.rating': 5.0}, {'m.id': 2987.0, 'm.title': 'Who Framed Roger Rabbit? (1988)', 'm.genres': 'Adventure|Animation|Children|Comedy|Crime|Fantasy|Mystery', 'r.rating': 5.0}, {'m.id': 2985.0, 'm.title': 'RoboCop (1987)', 'm.genres': 'Action|Crime|Drama|Sci-Fi|Thriller', 'r.rating': 4.0}, {'m.id': 2959.0, 'm.title': 'Fight Club (1999)', 'm.genres': 'Action|Crime|Drama|Thriller', 'r.rating': 5.0}, {'m.id': 2949.0, 'm.title': 'Dr. No (1962)', 'm.genres': 'Action|Adventure|Thriller', 'r.rating': 5.0}, {'m.id': 2948.0, 'm.title': 'From Russia with Love (1963)', 'm.genres': 'Action|Adventure|Thriller', 'r.rating': 5.0}, {'m.id': 2947.0, 'm.title': 'Goldfinger (1964)', 'm.genres': 'Action|Adventure|Thriller', 'r.rating': 5.0}, {'m.id': 2944.0, 'm.title': 'Dirty Dozen, The (1967)', 'm.genres': 'Action|Drama|War', 'r.rating': 5.0}, {'m.id': 2916.0, 'm.title': 'Total Recall (1990)', 'm.genres': 'Action|Adventure|Sci-Fi|Thriller', 'r.rating': 4.0}, {'m.id': 2899.0, 'm.title': "Gulliver's Travels (1939)", 'm.genres': 'Adventure|Animation|Children', 'r.rating': 5.0}, {'m.id': 2872.0, 'm.title': 'Excalibur (1981)', 'm.genres': 'Adventure|Fantasy', 'r.rating': 5.0}, {'m.id': 2858.0, 'm.title': 'American Beauty (1999)', 'm.genres': 'Drama|Romance', 'r.rating': 5.0}, {'m.id': 2826.0, 'm.title': '13th Warrior, The (1999)', 'm.genres': 'Action|Adventure|Fantasy', 'r.rating': 4.0}, {'m.id': 2797.0, 'm.title': 'Big (1988)', 'm.genres': 'Comedy|Drama|Fantasy|Romance', 'r.rating': 4.0}, {'m.id': 2761.0, 'm.title': 'Iron Giant, The (1999)', 'm.genres': 'Adventure|Animation|Children|Drama|Sci-Fi', 'r.rating': 5.0}, {'m.id': 2716.0, 'm.title': 'Ghostbusters (a.k.a. Ghost Busters) (1984)', 'm.genres': 'Action|Comedy|Sci-Fi', 'r.rating': 5.0}, {'m.id': 2700.0, 'm.title': 'South Park: Bigger, Longer and Uncut (1999)', 'm.genres': 'Animation|Comedy|Musical', 'r.rating': 5.0}, {'m.id': 2692.0, 'm.title': 'Run Lola Run (Lola rennt) (1998)', 'm.genres': 'Action|Crime', 'r.rating': 5.0}, {'m.id': 2657.0, 'm.title': 'Rocky Horror Picture Show, The (1975)', 'm.genres': 'Comedy|Horror|Musical|Sci-Fi', 'r.rating': 3.0}, {'m.id': 2654.0, 'm.title': 'Wolf Man, The (1941)', 'm.genres': 'Drama|Fantasy|Horror', 'r.rating': 5.0}, {'m.id': 2648.0, 'm.title': 'Frankenstein (1931)', 'm.genres': 'Drama|Horror|Sci-Fi', 'r.rating': 4.0}, {'m.id': 2644.0, 'm.title': 'Dracula (1931)', 'm.genres': 'Horror', 'r.rating': 4.0}, {'m.id': 2641.0, 'm.title': 'Superman II (1980)', 'm.genres': 'Action|Sci-Fi', 'r.rating': 5.0}, {'m.id': 2640.0, 'm.title': 'Superman (1978)', 'm.genres': 'Action|Adventure|Sci-Fi', 'r.rating': 4.0}, {'m.id': 2628.0, 'm.title': 'Star Wars: Episode I - The Phantom Menace (1999)', 'm.genres': 'Action|Adventure|Sci-Fi', 'r.rating': 4.0}, {'m.id': 2617.0, 'm.title': 'Mummy, The (1999)', 'm.genres': 'Action|Adventure|Comedy|Fantasy|Horror|Thriller', 'r.rating': 2.0}, {'m.id': 2616.0, 'm.title': 'Dick Tracy (1990)', 'm.genres': 'Action|Crime', 'r.rating': 4.0}, {'m.id': 2596.0, 'm.title': 'SLC Punk! (1998)', 'm.genres': 'Comedy|Drama', 'r.rating': 5.0}, {'m.id': 2580.0, 'm.title': 'Go (1999)', 'm.genres': 'Comedy|Crime', 'r.rating': 5.0}, {'m.id': 2571.0, 'm.title': 'Matrix, The (1999)', 'm.genres': 'Action|Sci-Fi|Thriller', 'r.rating': 5.0}, {'m.id': 2542.0, 'm.title': 'Lock, Stock & Two Smoking Barrels (1998)', 'm.genres': 'Comedy|Crime|Thriller', 'r.rating': 5.0}, {'m.id': 2529.0, 'm.title': 'Planet of the Apes (1968)', 'm.genres': 'Action|Drama|Sci-Fi', 'r.rating': 5.0}, {'m.id': 2528.0, 'm.title': "Logan's Run (1976)", 'm.genres': 'Action|Adventure|Sci-Fi', 'r.rating': 3.0}, {'m.id': 2502.0, 'm.title': 'Office Space (1999)', 'm.genres': 'Comedy|Crime', 'r.rating': 5.0}, {'m.id': 2492.0, 'm.title': '20 Dates (1998)', 'm.genres': 'Comedy|Romance', 'r.rating': 4.0}, {'m.id': 2478.0, 'm.title': '¡Three Amigos! (1986)', 'm.genres': 'Comedy|Western', 'r.rating': 4.0}, {'m.id': 2470.0, 'm.title': 'Crocodile Dundee (1986)', 'm.genres': 'Adventure|Comedy', 'r.rating': 5.0}, {'m.id': 2459.0, 'm.title': 'Texas Chainsaw Massacre, The (1974)', 'm.genres': 'Horror', 'r.rating': 5.0}, {'m.id': 2450.0, 'm.title': 'Howard the Duck (1986)', 'm.genres': 'Adventure|Comedy|Sci-Fi', 'r.rating': 4.0}, {'m.id': 2427.0, 'm.title': 'Thin Red Line, The (1998)', 'm.genres': 'Action|Drama|War', 'r.rating': 5.0}, {'m.id': 2414.0, 'm.title': 'Young Sherlock Holmes (1985)', 'm.genres': 'Action|Adventure|Children|Fantasy|Mystery|Thriller', 'r.rating': 3.0}, {'m.id': 2406.0, 'm.title': 'Romancing the Stone (1984)', 'm.genres': 'Action|Adventure|Comedy|Romance', 'r.rating': 4.0}, {'m.id': 2395.0, 'm.title': 'Rushmore (1998)', 'm.genres': 'Comedy|Drama', 'r.rating': 5.0}, {'m.id': 2389.0, 'm.title': 'Psycho (1998)', 'm.genres': 'Crime|Horror|Thriller', 'r.rating': 2.0}, {'m.id': 2387.0, 'm.title': 'Very Bad Things (1998)', 'm.genres': 'Comedy|Crime', 'r.rating': 5.0}, {'m.id': 2366.0, 'm.title': 'King Kong (1933)', 'm.genres': 'Action|Adventure|Fantasy|Horror', 'r.rating': 4.0}, {'m.id': 2353.0, 'm.title': 'Enemy of the State (1998)', 'm.genres': 'Action|Thriller', 'r.rating': 5.0}, {'m.id': 2338.0, 'm.title': 'I Still Know What You Did Last Summer (1998)', 'm.genres': 'Horror|Mystery|Thriller', 'r.rating': 2.0}, {'m.id': 2329.0, 'm.title': 'American History X (1998)', 'm.genres': 'Crime|Drama', 'r.rating': 5.0}, {'m.id': 2291.0, 'm.title': 'Edward Scissorhands (1990)', 'm.genres': 'Drama|Fantasy|Romance', 'r.rating': 5.0}, {'m.id': 2273.0, 'm.title': 'Rush Hour (1998)', 'm.genres': 'Action|Comedy|Crime|Thriller', 'r.rating': 4.0}, {'m.id': 2268.0, 'm.title': 'Few Good Men, A (1992)', 'm.genres': 'Crime|Drama|Thriller', 'r.rating': 4.0}, {'m.id': 2253.0, 'm.title': 'Toys (1992)', 'm.genres': 'Comedy|Fantasy', 'r.rating': 2.0}, {'m.id': 2193.0, 'm.title': 'Willow (1988)', 'm.genres': 'Action|Adventure|Fantasy', 'r.rating': 4.0}, {'m.id': 2174.0, 'm.title': 'Beetlejuice (1988)', 'm.genres': 'Comedy|Fantasy', 'r.rating': 4.0}, {'m.id': 2161.0, 'm.title': 'NeverEnding Story, The (1984)', 'm.genres': 'Adventure|Children|Fantasy', 'r.rating': 5.0}, {'m.id': 2143.0, 'm.title': 'Legend (1985)', 'm.genres': 'Adventure|Fantasy|Romance', 'r.rating': 4.0}, {'m.id': 2141.0, 'm.title': 'American Tail, An (1986)', 'm.genres': 'Adventure|Animation|Children|Comedy', 'r.rating': 5.0}, {'m.id': 2139.0, 'm.title': 'Secret of NIMH, The (1982)', 'm.genres': 'Adventure|Animation|Children|Drama', 'r.rating': 5.0}, {'m.id': 2137.0, 'm.title': "Charlotte's Web (1973)", 'm.genres': 'Animation|Children', 'r.rating': 5.0}, {'m.id': 2116.0, 'm.title': 'Lord of the Rings, The (1978)', 'm.genres': 'Adventure|Animation|Children|Fantasy', 'r.rating': 5.0}, {'m.id': 2115.0, 'm.title': 'Indiana Jones and the Temple of Doom (1984)', 'm.genres': 'Action|Adventure|Fantasy', 'r.rating': 5.0}, {'m.id': 2105.0, 'm.title': 'Tron (1982)', 'm.genres': 'Action|Adventure|Sci-Fi', 'r.rating': 4.0}, {'m.id': 2099.0, 'm.title': 'Song of the South (1946)', 'm.genres': 'Adventure|Animation|Children|Musical', 'r.rating': 4.0}, {'m.id': 2096.0, 'm.title': 'Sleeping Beauty (1959)', 'm.genres': 'Animation|Children|Musical', 'r.rating': 4.0}, {'m.id': 2094.0, 'm.title': 'Rocketeer, The (1991)', 'm.genres': 'Action|Adventure|Sci-Fi', 'r.rating': 5.0}, {'m.id': 2093.0, 'm.title': 'Return to Oz (1985)', 'm.genres': 'Adventure|Children|Fantasy', 'r.rating': 3.0}, {'m.id': 2090.0, 'm.title': 'Rescuers, The (1977)', 'm.genres': 'Adventure|Animation|Children|Crime|Drama', 'r.rating': 5.0}, {'m.id': 2078.0, 'm.title': 'Jungle Book, The (1967)', 'm.genres': 'Animation|Children|Comedy|Musical', 'r.rating': 5.0}, {'m.id': 2058.0, 'm.title': 'Negotiator, The (1998)', 'm.genres': 'Action|Crime|Drama|Mystery|Thriller', 'r.rating': 5.0}, {'m.id': 2054.0, 'm.title': 'Honey, I Shrunk the Kids (1989)', 'm.genres': 'Adventure|Children|Comedy|Fantasy|Sci-Fi', 'r.rating': 4.0}, {'m.id': 2048.0, 'm.title': 'Great Mouse Detective, The (1986)', 'm.genres': 'Action|Animation|Children|Crime', 'r.rating': 5.0}, {'m.id': 2046.0, 'm.title': 'Flight of the Navigator (1986)', 'm.genres': 'Adventure|Children|Sci-Fi', 'r.rating': 4.0}, {'m.id': 2033.0, 'm.title': 'Black Cauldron, The (1985)', 'm.genres': 'Adventure|Animation|Children|Fantasy', 'r.rating': 5.0}, {'m.id': 2028.0, 'm.title': 'Saving Private Ryan (1998)', 'm.genres': 'Action|Drama|War', 'r.rating': 4.0}, {'m.id': 2018.0, 'm.title': 'Bambi (1942)', 'm.genres': 'Animation|Children|Drama', 'r.rating': 5.0}, {'m.id': 2012.0, 'm.title': 'Back to the Future Part III (1990)', 'm.genres': 'Adventure|Comedy|Sci-Fi|Western', 'r.rating': 4.0}, {'m.id': 2005.0, 'm.title': 'Goonies, The (1985)', 'm.genres': 'Action|Adventure|Children|Comedy|Fantasy', 'r.rating': 5.0}, {'m.id': 2000.0, 'm.title': 'Lethal Weapon (1987)', 'm.genres': 'Action|Comedy|Crime|Drama', 'r.rating': 4.0}, {'m.id': 1967.0, 'm.title': 'Labyrinth (1986)', 'm.genres': 'Adventure|Fantasy|Musical', 'r.rating': 4.0}, {'m.id': 1954.0, 'm.title': 'Rocky (1976)', 'm.genres': 'Drama', 'r.rating': 5.0}, {'m.id': 1927.0, 'm.title': 'All Quiet on the Western Front (1930)', 'm.genres': 'Action|Drama|War', 'r.rating': 5.0}, {'m.id': 1920.0, 'm.title': 'Small Soldiers (1998)', 'm.genres': 'Animation|Children|Fantasy|War', 'r.rating': 4.0}, {'m.id': 1805.0, 'm.title': 'Wild Things (1998)', 'm.genres': 'Crime|Drama|Mystery|Thriller', 'r.rating': 4.0}, {'m.id': 1804.0, 'm.title': 'Newton Boys, The (1998)', 'm.genres': 'Crime|Drama', 'r.rating': 5.0}, {'m.id': 1793.0, 'm.title': 'Welcome to Woop-Woop (1997)', 'm.genres': 'Comedy', 'r.rating': 4.0}, {'m.id': 1777.0, 'm.title': 'Wedding Singer, The (1998)', 'm.genres': 'Comedy|Romance', 'r.rating': 4.0}, {'m.id': 1732.0, 'm.title': 'Big Lebowski, The (1998)', 'm.genres': 'Comedy|Crime', 'r.rating': 5.0}, {'m.id': 1676.0, 'm.title': 'Starship Troopers (1997)', 'm.genres': 'Action|Sci-Fi', 'r.rating': 3.0}, {'m.id': 1644.0, 'm.title': 'I Know What You Did Last Summer (1997)', 'm.genres': 'Horror|Mystery|Thriller', 'r.rating': 3.0}, {'m.id': 1625.0, 'm.title': 'Game, The (1997)', 'm.genres': 'Drama|Mystery|Thriller', 'r.rating': 5.0}, {'m.id': 1620.0, 'm.title': 'Kiss the Girls (1997)', 'm.genres': 'Crime|Drama|Mystery|Thriller', 'r.rating': 4.0}, {'m.id': 1617.0, 'm.title': 'L.A. Confidential (1997)', 'm.genres': 'Crime|Film-Noir|Mystery|Thriller', 'r.rating': 5.0}, {'m.id': 1587.0, 'm.title': 'Conan the Barbarian (1982)', 'm.genres': 'Action|Adventure|Fantasy', 'r.rating': 5.0}, {'m.id': 1580.0, 'm.title': 'Men in Black (a.k.a. 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ID4) (1996)', 'm.genres': 'Action|Adventure|Sci-Fi|Thriller', 'r.rating': 3.0}, {'m.id': 804.0, 'm.title': "She's the One (1996)", 'm.genres': 'Comedy|Romance', 'r.rating': 4.0}, {'m.id': 919.0, 'm.title': 'Wizard of Oz, The (1939)', 'm.genres': 'Adventure|Children|Fantasy|Musical', 'r.rating': 5.0}, {'m.id': 923.0, 'm.title': 'Citizen Kane (1941)', 'm.genres': 'Drama|Mystery', 'r.rating': 5.0}, {'m.id': 940.0, 'm.title': 'Adventures of Robin Hood, The (1938)', 'm.genres': 'Action|Adventure|Romance', 'r.rating': 5.0}, {'m.id': 943.0, 'm.title': 'Ghost and Mrs. Muir, The (1947)', 'm.genres': 'Drama|Fantasy|Romance', 'r.rating': 4.0}, {'m.id': 954.0, 'm.title': 'Mr. Smith Goes to Washington (1939)', 'm.genres': 'Drama', 'r.rating': 5.0}, {'m.id': 1009.0, 'm.title': 'Escape to Witch Mountain (1975)', 'm.genres': 'Adventure|Children|Fantasy', 'r.rating': 3.0}]
user_i=1
recommendations 
 []
 
 
 
rated_movies 
 [{'m.id': 1616.0, 'm.title': 'Peacemaker, The (1997)', 'm.genres': 'Action|Thriller|War', 'r.rating': 3.0}, {'m.id': 2028.0, 'm.title': 'Saving Private Ryan (1998)', 'm.genres': 'Action|Drama|War', 'r.rating': 5.0}, {'m.id': 2027.0, 'm.title': "Jane Austen's Mafia! (1998)", 'm.genres': 'Comedy|Crime', 'r.rating': 3.0}, {'m.id': 2002.0, 'm.title': 'Lethal Weapon 3 (1992)', 'm.genres': 'Action|Comedy|Crime|Drama', 'r.rating': 2.0}, {'m.id': 1923.0, 'm.title': "There's Something About Mary (1998)", 'm.genres': 'Comedy|Romance', 'r.rating': 4.0}, {'m.id': 1918.0, 'm.title': 'Lethal Weapon 4 (1998)', 'm.genres': 'Action|Comedy|Crime|Thriller', 'r.rating': 4.0}, {'m.id': 1917.0, 'm.title': 'Armageddon (1998)', 'm.genres': 'Action|Romance|Sci-Fi|Thriller', 'r.rating': 4.0}, {'m.id': 1882.0, 'm.title': 'Godzilla (1998)', 'm.genres': 'Action|Sci-Fi|Thriller', 'r.rating': 2.0}, {'m.id': 1840.0, 'm.title': 'He Got Game (1998)', 'm.genres': 'Drama', 'r.rating': 4.0}, {'m.id': 1784.0, 'm.title': 'As Good as It Gets (1997)', 'm.genres': 'Comedy|Drama|Romance', 'r.rating': 5.0}, {'m.id': 1721.0, 'm.title': 'Titanic (1997)', 'm.genres': 'Drama|Romance', 'r.rating': 5.0}, {'m.id': 1704.0, 'm.title': 'Good Will Hunting (1997)', 'm.genres': 'Drama|Romance', 'r.rating': 4.0}, {'m.id': 1693.0, 'm.title': 'Amistad (1997)', 'm.genres': 'Drama|Mystery', 'r.rating': 5.0}, {'m.id': 1687.0, 'm.title': 'Jackal, The (1997)', 'm.genres': 'Action|Thriller', 'r.rating': 3.0}, {'m.id': 6.0, 'm.title': 'Heat (1995)', 'm.genres': 'Action|Crime|Thriller', 'r.rating': 5.0}, {'m.id': 10.0, 'm.title': 'GoldenEye (1995)', 'm.genres': 'Action|Adventure|Thriller', 'r.rating': 3.0}, {'m.id': 36.0, 'm.title': 'Dead Man Walking (1995)', 'm.genres': 'Crime|Drama', 'r.rating': 4.0}, {'m.id': 44.0, 'm.title': 'Mortal Kombat (1995)', 'm.genres': 'Action|Adventure|Fantasy', 'r.rating': 2.0}, {'m.id': 95.0, 'm.title': 'Broken Arrow (1996)', 'm.genres': 'Action|Adventure|Thriller', 'r.rating': 3.0}, {'m.id': 110.0, 'm.title': 'Braveheart (1995)', 'm.genres': 'Action|Drama|War', 'r.rating': 5.0}, {'m.id': 150.0, 'm.title': 'Apollo 13 (1995)', 'm.genres': 'Adventure|Drama|IMAX', 'r.rating': 5.0}, {'m.id': 153.0, 'm.title': 'Batman Forever (1995)', 'm.genres': 'Action|Adventure|Comedy|Crime', 'r.rating': 3.0}, {'m.id': 165.0, 'm.title': 'Die Hard: With a Vengeance (1995)', 'm.genres': 'Action|Crime|Thriller', 'r.rating': 3.0}, {'m.id': 170.0, 'm.title': 'Hackers (1995)', 'm.genres': 'Action|Adventure|Crime|Thriller', 'r.rating': 4.0}, {'m.id': 208.0, 'm.title': 'Waterworld (1995)', 'm.genres': 'Action|Adventure|Sci-Fi', 'r.rating': 3.0}, {'m.id': 292.0, 'm.title': 'Outbreak (1995)', 'm.genres': 'Action|Drama|Sci-Fi|Thriller', 'r.rating': 4.0}, {'m.id': 318.0, 'm.title': 'Shawshank Redemption, The (1994)', 'm.genres': 'Crime|Drama', 'r.rating': 4.0}, {'m.id': 349.0, 'm.title': 'Clear and Present Danger (1994)', 'm.genres': 'Action|Crime|Drama|Thriller', 'r.rating': 5.0}, {'m.id': 356.0, 'm.title': 'Forrest Gump (1994)', 'm.genres': 'Comedy|Drama|Romance|War', 'r.rating': 5.0}, {'m.id': 368.0, 'm.title': 'Maverick (1994)', 'm.genres': 'Adventure|Comedy|Western', 'r.rating': 3.0}, {'m.id': 376.0, 'm.title': 'River Wild, The (1994)', 'm.genres': 'Action|Thriller', 'r.rating': 2.0}, {'m.id': 377.0, 'm.title': 'Speed (1994)', 'm.genres': 'Action|Romance|Thriller', 'r.rating': 3.0}, {'m.id': 380.0, 'm.title': 'True Lies (1994)', 'm.genres': 'Action|Adventure|Comedy|Romance|Thriller', 'r.rating': 4.0}, {'m.id': 434.0, 'm.title': 'Cliffhanger (1993)', 'm.genres': 'Action|Adventure|Thriller', 'r.rating': 3.0}, {'m.id': 457.0, 'm.title': 'Fugitive, The (1993)', 'm.genres': 'Thriller', 'r.rating': 5.0}, {'m.id': 466.0, 'm.title': 'Hot Shots! Part Deux (1993)', 'm.genres': 'Action|Comedy|War', 'r.rating': 3.0}, {'m.id': 474.0, 'm.title': 'In the Line of Fire (1993)', 'm.genres': 'Action|Thriller', 'r.rating': 4.0}, {'m.id': 480.0, 'm.title': 'Jurassic Park (1993)', 'm.genres': 'Action|Adventure|Sci-Fi|Thriller', 'r.rating': 4.0}, {'m.id': 493.0, 'm.title': 'Menace II Society (1993)', 'm.genres': 'Action|Crime|Drama', 'r.rating': 3.0}, {'m.id': 511.0, 'm.title': 'Program, The (1993)', 'm.genres': 'Action|Drama', 'r.rating': 4.0}, {'m.id': 529.0, 'm.title': 'Searching for Bobby Fischer (1993)', 'm.genres': 'Drama', 'r.rating': 5.0}, {'m.id': 589.0, 'm.title': 'Terminator 2: Judgment Day (1991)', 'm.genres': 'Action|Sci-Fi', 'r.rating': 4.0}, {'m.id': 593.0, 'm.title': 'Silence of the Lambs, The (1991)', 'm.genres': 'Crime|Horror|Thriller', 'r.rating': 5.0}, {'m.id': 648.0, 'm.title': 'Mission: Impossible (1996)', 'm.genres': 'Action|Adventure|Mystery|Thriller', 'r.rating': 4.0}, {'m.id': 733.0, 'm.title': 'Rock, The (1996)', 'm.genres': 'Action|Adventure|Thriller', 'r.rating': 4.0}, {'m.id': 736.0, 'm.title': 'Twister (1996)', 'm.genres': 'Action|Adventure|Romance|Thriller', 'r.rating': 4.0}, {'m.id': 780.0, 'm.title': 'Independence Day (a.k.a. ID4) (1996)', 'm.genres': 'Action|Adventure|Sci-Fi|Thriller', 'r.rating': 4.0}, {'m.id': 1100.0, 'm.title': 'Days of Thunder (1990)', 'm.genres': 'Action|Drama|Romance', 'r.rating': 3.0}, {'m.id': 1101.0, 'm.title': 'Top Gun (1986)', 'm.genres': 'Action|Romance', 'r.rating': 5.0}, {'m.id': 1210.0, 'm.title': 'Star Wars: Episode VI - Return of the Jedi (1983)', 'm.genres': 'Action|Adventure|Sci-Fi', 'r.rating': 4.0}, {'m.id': 1358.0, 'm.title': 'Sling Blade (1996)', 'm.genres': 'Drama', 'r.rating': 4.0}, {'m.id': 1370.0, 'm.title': 'Die Hard 2 (1990)', 'm.genres': 'Action|Adventure|Thriller', 'r.rating': 3.0}, {'m.id': 1385.0, 'm.title': 'Under Siege (1992)', 'm.genres': 'Action|Drama|Thriller', 'r.rating': 3.0}, {'m.id': 1391.0, 'm.title': 'Mars Attacks! (1996)', 'm.genres': 'Action|Comedy|Sci-Fi', 'r.rating': 1.0}, {'m.id': 1408.0, 'm.title': 'Last of the Mohicans, The (1992)', 'm.genres': 'Action|Romance|War|Western', 'r.rating': 5.0}, {'m.id': 1438.0, 'm.title': "Dante's Peak (1997)", 'm.genres': 'Action|Thriller', 'r.rating': 3.0}, {'m.id': 1518.0, 'm.title': 'Breakdown (1997)', 'm.genres': 'Action|Thriller', 'r.rating': 4.0}, {'m.id': 1552.0, 'm.title': 'Con Air (1997)', 'm.genres': 'Action|Adventure|Thriller', 'r.rating': 4.0}, {'m.id': 1573.0, 'm.title': 'Face/Off (1997)', 'm.genres': 'Action|Crime|Drama|Thriller', 'r.rating': 3.0}, {'m.id': 1584.0, 'm.title': 'Contact (1997)', 'm.genres': 'Drama|Sci-Fi', 'r.rating': 5.0}, {'m.id': 1586.0, 'm.title': 'G.I. 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user_i=11
recommendations 
 []