Recomendations: [(5.0, 'They Made Me a Criminal (1939)'), (5.0, 'Star Kid (1997)'), (5.0, 'Santa with Muscles (1996)'), (5.0, 'Saint of Fort Washington, The (1993)'), (5.0, 'Marlene Dietrich: Shadow and Light (1996) '), (5.0, 'Great Day in Harlem, A (1994)'), (5.0, 'Entertaining Angels: The Dorothy Day Story (1996)'), (5.0, 'Boys, Les (1997)'), (4.89884443128923, 'Legal Deceit (1997)'), (4.815019082242709, 'Letter From Death Row, A (1998)'), (4.7321082983941425, 'Hearts and Minds (1996)'), (4.696244466490867, 'Pather Panchali (1955)'), (4.652397061026758, 'Lamerica (1994)'), (4.538723693474813, 'Leading Man, The (1996)'), (4.535081339106103, 'Mrs. Dalloway (1997)'), (4.532337612572981, 'Innocents, The (1961)'), (4.527998574747079, 'Casablanca (1942)'), (4.510270149719864, 'Everest (1998)'), (4.493967755428439, 'Dangerous Beauty (1998)'), (4.485151301801342, 'Wallace & Gromit: The Best of Aardman Animation (1996)'), (4.463287461290222, 'Wrong Trousers, The (1993)'), (4.450979436941035, 'Kaspar Hauser (1993)'), (4.431079071179518, 'Usual Suspects, The (1995)'), (4.427520682864959, 'Maya Lin: A Strong Clear Vision (1994)'), (4.414870784592075, 'Wedding Gift, The (1994)'), (4.377445252656464, 'Affair to Remember, An (1957)'), (4.376071110447771, 'Good Will Hunting (1997)'), (4.376011099001396, 'As Good As It Gets (1997)'), (4.374146179500976, 'Anna (1996)'), (4.367437266504598, 'Close Shave, A (1995)')]

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Recommended items: [(5.0, "What's Eating Gilbert Grape (1993)"), (5.0, 'Vertigo (1958)'), (5.0, 'Usual Suspects, The (1995)'), (5.0, 'Toy Story (1995)'), (5.0, 'Titanic (1997)'), (5.0, 'Sword in the Stone, The (1963)'), (5.0, 'Stand by Me (1986)'), (5.0, 'Sling Blade (1996)'), (5.0, 'Silence of the Lambs, The (1991)'), (5.0, 'Shining, The (1980)'), (5.0, 'Shine (1996)'), (5.0, 'Sense and Sensibility (1995)'), (5.0, 'Scream (1996)'), (5.0, 'Rumble in the Bronx (1995)'), (5.0, 'Rock, The (1996)'), (5.0, 'Robin Hood: Prince of Thieves (1991)'), (5.0, 'Reservoir Dogs (1992)'), (5.0, 'Police Story 4: Project S (Chao ji ji hua) (1993)'), (5.0, 'House of the Spirits, The (1993)'), (5.0, 'Fresh (1994)'), (5.0, 'Denise Calls Up (1995)'), (5.0, 'Day the Sun Turned Cold, The (Tianguo niezi) (1994)'), (5.0, 'Before the Rain (Pred dozhdot) (1994)'), (5.0, 'Assignment, The (1997)'), (5.0, '1-900 (1994)'), (4.875, "Ed's Next Move (1996)"), (4.833333333333333, 'Anna (1996)'), (4.8, 'Dark City (1998)'), (4.75, 'Flower of My Secret, The (Flor de mi secreto, La) (1995)'), (4.75, 'Broken English (1996)')]

Execution's times
-----------------
Load dataset: 0.162872076035 seconds
User based filtering: 0.126660108566 seconds
Calculate similar item: 34.2250339985 seconds
Item based filtering: 0.0105328559875 seconds