From 45e88a01aa4de9d3adf8ebd00184a01d698d62fe Mon Sep 17 00:00:00 2001 From: Robert Date: Thu, 21 May 2020 22:53:34 +0200 Subject: [PATCH] Changes in slides --- Datasets/ml-100k/movies.csv | 3366 +- Datasets/ml-100k/test.csv | 40000 ++-- Datasets/ml-100k/train.csv | 160000 +++++++-------- P0. Data preparation.ipynb | 528 +- P1. Baseline.ipynb | 70 +- P1. Introduction and baseline.pdf | Bin 2701858 -> 2701870 bytes P2. Evaluation.ipynb | 410 +- P2. Evaluation.pdf | Bin 3037466 -> 3037466 bytes P3. k-nearest neighbours.ipynb | 60 +- P3. k-nearest neighbours.pdf | Bin 2772248 -> 2772248 bytes ...mbeddings in high demensional spaces.ipynb | 8 +- P4. Matrix Factorization.ipynb | 542 +- P4. Matrix Factorization.pdf | Bin 2638726 -> 2641541 bytes P5. Graph-based models.pdf | Bin 2665695 -> 2665695 bytes P5. Graph-based.ipynb | 447 +- 15 files changed, 102481 insertions(+), 102950 deletions(-) diff --git a/Datasets/ml-100k/movies.csv b/Datasets/ml-100k/movies.csv index 32c86c7..a94a2a4 100644 --- a/Datasets/ml-100k/movies.csv +++ b/Datasets/ml-100k/movies.csv @@ -1,1683 +1,1683 @@ -id,title,genres -1,Toy Story (1995),"Animation, Children's, Comedy" -2,GoldenEye (1995),"Action, Adventure, Thriller" -3,Four Rooms (1995),Thriller -4,Get Shorty (1995),"Action, Comedy, Drama" -5,Copycat (1995),"Crime, Drama, Thriller" -6,Shanghai Triad (Yao a yao yao dao waipo qiao) (1995),Drama -7,Twelve Monkeys (1995),"Drama, Sci-Fi" -8,Babe (1995),"Children's, Comedy, Drama" -9,Dead Man Walking (1995),Drama -10,Richard III (1995),"Drama, War" -11,Seven (Se7en) (1995),"Crime, Thriller" -12,"Usual Suspects, The (1995)","Crime, Thriller" -13,Mighty Aphrodite (1995),Comedy -14,"Postino, Il (1994)","Drama, Romance" -15,Mr. Holland's Opus (1995),Drama -16,French Twist (Gazon maudit) (1995),"Comedy, Romance" -17,From Dusk Till Dawn (1996),"Action, Comedy, Crime, Horror, Thriller" -18,"White Balloon, The (1995)",Drama -19,Antonia's Line (1995),Drama -20,Angels and Insects (1995),"Drama, Romance" -21,Muppet Treasure Island (1996),"Action, Adventure, Comedy, Musical, Thriller" -22,Braveheart (1995),"Action, Drama, War" -23,Taxi Driver (1976),"Drama, Thriller" -24,Rumble in the Bronx (1995),"Action, Adventure, Crime" -25,"Birdcage, The (1996)",Comedy -26,"Brothers McMullen, The (1995)",Comedy -27,Bad Boys (1995),Action -28,Apollo 13 (1995),"Action, Drama, Thriller" -29,Batman Forever (1995),"Action, Adventure, Comedy, Crime" -30,Belle de jour (1967),Drama -31,Crimson Tide (1995),"Drama, Thriller, War" -32,Crumb (1994),Documentary -33,Desperado (1995),"Action, Romance, Thriller" -34,"Doom Generation, The (1995)","Comedy, Drama" -35,Free Willy 2: The Adventure Home (1995),"Adventure, Children's, Drama" -36,Mad Love (1995),"Drama, Romance" -37,Nadja (1994),Drama -38,"Net, The (1995)","Sci-Fi, Thriller" -39,Strange Days (1995),"Action, Crime, Sci-Fi" -40,"To Wong Foo, Thanks for Everything! Julie Newmar (1995)",Comedy -41,Billy Madison (1995),Comedy -42,Clerks (1994),Comedy -43,Disclosure (1994),"Drama, Thriller" -44,Dolores Claiborne (1994),"Drama, Thriller" -45,Eat Drink Man Woman (1994),"Comedy, Drama" -46,Exotica (1994),Drama -47,Ed Wood (1994),"Comedy, Drama" -48,Hoop Dreams (1994),Documentary -49,I.Q. (1994),"Comedy, Romance" -50,Star Wars (1977),"Action, Adventure, Romance, Sci-Fi, War" -51,Legends of the Fall (1994),"Drama, Romance, War, Western" -52,"Madness of King George, The (1994)",Drama -53,Natural Born Killers (1994),"Action, Thriller" -54,Outbreak (1995),"Action, Drama, Thriller" -55,"Professional, The (1994)","Crime, Drama, Romance, Thriller" -56,Pulp Fiction (1994),"Crime, Drama" -57,Priest (1994),Drama -58,Quiz Show (1994),Drama -59,Three Colors: Red (1994),Drama -60,Three Colors: Blue (1993),Drama -61,Three Colors: White (1994),Drama -62,Stargate (1994),"Action, Adventure, Sci-Fi" -63,"Santa Clause, The (1994)","Children's, Comedy" -64,"Shawshank Redemption, The (1994)",Drama -65,What's Eating Gilbert Grape (1993),"Comedy, Drama" -66,While You Were Sleeping (1995),"Comedy, Romance" -67,Ace Ventura: Pet Detective (1994),Comedy -68,"Crow, The (1994)","Action, Romance, Thriller" -69,Forrest Gump (1994),"Comedy, Romance, War" -70,Four Weddings and a Funeral (1994),"Comedy, Romance" -71,"Lion King, The (1994)","Animation, Children's, Musical" -72,"Mask, The (1994)","Comedy, Crime, Fantasy" -73,Maverick (1994),"Action, Comedy, Western" -74,Faster Pussycat! Kill! Kill! (1965),"Action, Comedy, Drama" -75,Brother Minister: The Assassination of Malcolm X (1994),Documentary -76,Carlito's Way (1993),"Crime, Drama" -77,"Firm, The (1993)","Drama, Thriller" -78,Free Willy (1993),"Adventure, Children's, Drama" -79,"Fugitive, The (1993)","Action, Thriller" -80,Hot Shots! Part Deux (1993),"Action, Comedy, War" -81,"Hudsucker Proxy, The (1994)","Comedy, Romance" -82,Jurassic Park (1993),"Action, Adventure, Sci-Fi" -83,Much Ado About Nothing (1993),"Comedy, Romance" -84,Robert A. Heinlein's The Puppet Masters (1994),"Horror, Sci-Fi" -85,"Ref, The (1994)",Comedy -86,"Remains of the Day, The (1993)",Drama -87,Searching for Bobby Fischer (1993),Drama -88,Sleepless in Seattle (1993),"Comedy, Romance" -89,Blade Runner (1982),"Film-Noir, Sci-Fi" -90,So I Married an Axe Murderer (1993),"Comedy, Romance, Thriller" -91,"Nightmare Before Christmas, The (1993)","Children's, Comedy, Musical" -92,True Romance (1993),"Action, Crime, Romance" -93,Welcome to the Dollhouse (1995),"Comedy, Drama" -94,Home Alone (1990),"Children's, Comedy" -95,Aladdin (1992),"Animation, Children's, Comedy, Musical" -96,Terminator 2: Judgment Day (1991),"Action, Sci-Fi, Thriller" -97,Dances with Wolves (1990),"Adventure, Drama, Western" -98,"Silence of the Lambs, The (1991)","Drama, Thriller" -99,Snow White and the Seven Dwarfs (1937),"Animation, Children's, Musical" -100,Fargo (1996),"Crime, Drama, Thriller" -101,Heavy Metal (1981),"Action, Adventure, Animation, Horror, Sci-Fi" -102,"Aristocats, The (1970)","Animation, Children's" -103,All Dogs Go to Heaven 2 (1996),"Animation, Children's, Musical" -104,Theodore Rex (1995),Comedy -105,Sgt. Bilko (1996),Comedy -106,Diabolique (1996),"Drama, Thriller" -107,Moll Flanders (1996),Drama -108,Kids in the Hall: Brain Candy (1996),Comedy -109,Mystery Science Theater 3000: The Movie (1996),"Comedy, Sci-Fi" -110,Operation Dumbo Drop (1995),"Action, Adventure, Comedy, War" -111,"Truth About Cats & Dogs, The (1996)","Comedy, Romance" -112,Flipper (1996),"Adventure, Children's" -113,"Horseman on the Roof, The (Hussard sur le toit, Le) (1995)",Drama -114,Wallace & Gromit: The Best of Aardman Animation (1996),Animation -115,"Haunted World of Edward D. Wood Jr., The (1995)",Documentary -116,Cold Comfort Farm (1995),Comedy -117,"Rock, The (1996)","Action, Adventure, Thriller" -118,Twister (1996),"Action, Adventure, Thriller" -119,Maya Lin: A Strong Clear Vision (1994),Documentary -120,Striptease (1996),"Comedy, Crime" -121,Independence Day (ID4) (1996),"Action, Sci-Fi, War" -122,"Cable Guy, The (1996)",Comedy -123,"Frighteners, The (1996)","Comedy, Horror" -124,Lone Star (1996),"Drama, Mystery" -125,Phenomenon (1996),"Drama, Romance" -126,"Spitfire Grill, The (1996)",Drama -127,"Godfather, The (1972)","Action, Crime, Drama" -128,Supercop (1992),"Action, Thriller" -129,Bound (1996),"Crime, Drama, Romance, Thriller" -130,Kansas City (1996),Crime -131,Breakfast at Tiffany's (1961),"Drama, Romance" -132,"Wizard of Oz, The (1939)","Adventure, Children's, Drama, Musical" -133,Gone with the Wind (1939),"Drama, Romance, War" -134,Citizen Kane (1941),Drama -135,2001: A Space Odyssey (1968),"Drama, Mystery, Sci-Fi, Thriller" -136,Mr. Smith Goes to Washington (1939),Drama -137,Big Night (1996),Drama -138,D3: The Mighty Ducks (1996),"Children's, Comedy" -139,"Love Bug, The (1969)","Children's, Comedy" -140,Homeward Bound: The Incredible Journey (1993),"Adventure, Children's" -141,"20,000 Leagues Under the Sea (1954)","Adventure, Children's, Fantasy, Sci-Fi" -142,Bedknobs and Broomsticks (1971),"Adventure, Children's, Musical" -143,"Sound of Music, The (1965)",Musical -144,Die Hard (1988),"Action, Thriller" -145,"Lawnmower Man, The (1992)","Action, Sci-Fi, Thriller" -146,Unhook the Stars (1996),Drama -147,"Long Kiss Goodnight, The (1996)","Action, Thriller" -148,"Ghost and the Darkness, The (1996)","Action, Adventure" -149,Jude (1996),Drama -150,Swingers (1996),"Comedy, Drama" -151,Willy Wonka and the Chocolate Factory (1971),"Adventure, Children's, Comedy" -152,Sleeper (1973),"Comedy, Sci-Fi" -153,"Fish Called Wanda, A (1988)",Comedy -154,Monty Python's Life of Brian (1979),Comedy -155,Dirty Dancing (1987),"Musical, Romance" -156,Reservoir Dogs (1992),"Crime, Thriller" -157,Platoon (1986),"Drama, War" -158,Weekend at Bernie's (1989),Comedy -159,Basic Instinct (1992),"Mystery, Thriller" -160,Glengarry Glen Ross (1992),Drama -161,Top Gun (1986),"Action, Romance" -162,On Golden Pond (1981),Drama -163,"Return of the Pink Panther, The (1974)",Comedy -164,"Abyss, The (1989)","Action, Adventure, Sci-Fi, Thriller" -165,Jean de Florette (1986),Drama -166,Manon of the Spring (Manon des sources) (1986),Drama -167,Private Benjamin (1980),Comedy -168,Monty Python and the Holy Grail (1974),Comedy -169,"Wrong Trousers, The (1993)","Animation, Comedy" -170,Cinema Paradiso (1988),"Comedy, Drama, Romance" -171,Delicatessen (1991),"Comedy, Sci-Fi" -172,"Empire Strikes Back, The (1980)","Action, Adventure, Drama, Romance, Sci-Fi, War" -173,"Princess Bride, The (1987)","Action, Adventure, Comedy, Romance" -174,Raiders of the Lost Ark (1981),"Action, Adventure" -175,Brazil (1985),Sci-Fi -176,Aliens (1986),"Action, Sci-Fi, Thriller, War" -177,"Good, The Bad and The Ugly, The (1966)","Action, Western" -178,12 Angry Men (1957),Drama -179,"Clockwork Orange, A (1971)",Sci-Fi -180,Apocalypse Now (1979),"Drama, War" -181,Return of the Jedi (1983),"Action, Adventure, Romance, Sci-Fi, War" -182,GoodFellas (1990),"Crime, Drama" -183,Alien (1979),"Action, Horror, Sci-Fi, Thriller" -184,Army of Darkness (1993),"Action, Adventure, Comedy, Horror, Sci-Fi" -185,Psycho (1960),"Horror, Romance, Thriller" -186,"Blues Brothers, The (1980)","Action, Comedy, Musical" -187,"Godfather: Part II, The (1974)","Action, Crime, Drama" -188,Full Metal Jacket (1987),"Action, Drama, War" -189,"Grand Day Out, A (1992)","Animation, Comedy" -190,Henry V (1989),"Drama, War" -191,Amadeus (1984),"Drama, Mystery" -192,Raging Bull (1980),Drama -193,"Right Stuff, The (1983)",Drama -194,"Sting, The (1973)","Comedy, Crime" -195,"Terminator, The (1984)","Action, Sci-Fi, Thriller" -196,Dead Poets Society (1989),Drama -197,"Graduate, The (1967)","Drama, Romance" -198,Nikita (La Femme Nikita) (1990),Thriller -199,"Bridge on the River Kwai, The (1957)","Drama, War" -200,"Shining, The (1980)",Horror -201,Evil Dead II (1987),"Action, Adventure, Comedy, Horror" -202,Groundhog Day (1993),"Comedy, Romance" -203,Unforgiven (1992),Western -204,Back to the Future (1985),"Comedy, Sci-Fi" -205,Patton (1970),"Drama, War" -206,Akira (1988),"Adventure, Animation, Sci-Fi, Thriller" -207,Cyrano de Bergerac (1990),"Action, Drama, Romance" -208,Young Frankenstein (1974),"Comedy, Horror" -209,This Is Spinal Tap (1984),"Comedy, Drama, Musical" -210,Indiana Jones and the Last Crusade (1989),"Action, Adventure" -211,M*A*S*H (1970),"Comedy, War" -212,"Unbearable Lightness of Being, The (1988)",Drama -213,"Room with a View, A (1986)","Drama, Romance" -214,Pink Floyd - The Wall (1982),"Drama, Musical, War" -215,Field of Dreams (1989),Drama -216,When Harry Met Sally... (1989),"Comedy, Romance" -217,Bram Stoker's Dracula (1992),"Horror, Romance" -218,Cape Fear (1991),Thriller -219,"Nightmare on Elm Street, A (1984)",Horror -220,"Mirror Has Two Faces, The (1996)","Comedy, Romance" -221,Breaking the Waves (1996),Drama -222,Star Trek: First Contact (1996),"Action, Adventure, Sci-Fi" -223,Sling Blade (1996),"Drama, Thriller" -224,Ridicule (1996),Drama -225,101 Dalmatians (1996),"Children's, Comedy" -226,Die Hard 2 (1990),"Action, Thriller" -227,Star Trek VI: The Undiscovered Country (1991),"Action, Adventure, Sci-Fi" -228,Star Trek: The Wrath of Khan (1982),"Action, Adventure, Sci-Fi" -229,Star Trek III: The Search for Spock (1984),"Action, Adventure, Sci-Fi" -230,Star Trek IV: The Voyage Home (1986),"Action, Adventure, Sci-Fi" -231,Batman Returns (1992),"Action, Adventure, Comedy, Crime" -232,Young Guns (1988),"Action, Comedy, Western" -233,Under Siege (1992),Action -234,Jaws (1975),"Action, Horror" -235,Mars Attacks! (1996),"Action, Comedy, Sci-Fi, War" -236,Citizen Ruth (1996),"Comedy, Drama" -237,Jerry Maguire (1996),"Drama, Romance" -238,Raising Arizona (1987),Comedy -239,Sneakers (1992),"Crime, Drama, Sci-Fi" -240,Beavis and Butt-head Do America (1996),"Animation, Comedy" -241,"Last of the Mohicans, The (1992)","Action, Romance, War" -242,Kolya (1996),Comedy -243,Jungle2Jungle (1997),"Children's, Comedy" -244,Smilla's Sense of Snow (1997),"Action, Drama, Thriller" -245,"Devil's Own, The (1997)","Action, Drama, Thriller, War" -246,Chasing Amy (1997),"Drama, Romance" -247,Turbo: A Power Rangers Movie (1997),"Action, Adventure, Children's" -248,Grosse Pointe Blank (1997),"Comedy, Crime" -249,Austin Powers: International Man of Mystery (1997),Comedy -250,"Fifth Element, The (1997)","Action, Sci-Fi" -251,Shall We Dance? (1996),Comedy -252,"Lost World: Jurassic Park, The (1997)","Action, Adventure, Sci-Fi, Thriller" -253,"Pillow Book, The (1995)","Drama, Romance" -254,Batman & Robin (1997),"Action, Adventure, Crime" -255,My Best Friend's Wedding (1997),"Comedy, Romance" -256,When the Cats Away (Chacun cherche son chat) (1996),"Comedy, Romance" -257,Men in Black (1997),"Action, Adventure, Comedy, Sci-Fi" -258,Contact (1997),"Drama, Sci-Fi" -259,George of the Jungle (1997),"Children's, Comedy" -260,Event Horizon (1997),"Action, Mystery, Sci-Fi, Thriller" -261,Air Bud (1997),"Children's, Comedy" -262,In the Company of Men (1997),Drama -263,Steel (1997),Action -264,Mimic (1997),"Sci-Fi, Thriller" -265,"Hunt for Red October, The (1990)","Action, Thriller" -266,Kull the Conqueror (1997),"Action, Adventure" -267,unknown,unknown -268,Chasing Amy (1997),"Drama, Romance" -269,"Full Monty, The (1997)",Comedy -270,Gattaca (1997),"Drama, Sci-Fi, Thriller" -271,Starship Troopers (1997),"Action, Adventure, Sci-Fi, War" -272,Good Will Hunting (1997),Drama -273,Heat (1995),"Action, Crime, Thriller" -274,Sabrina (1995),"Comedy, Romance" -275,Sense and Sensibility (1995),"Drama, Romance" -276,Leaving Las Vegas (1995),"Drama, Romance" -277,Restoration (1995),Drama -278,Bed of Roses (1996),"Drama, Romance" -279,Once Upon a Time... When We Were Colored (1995),Drama -280,Up Close and Personal (1996),"Drama, Romance" -281,"River Wild, The (1994)","Action, Thriller" -282,"Time to Kill, A (1996)",Drama -283,Emma (1996),"Drama, Romance" -284,Tin Cup (1996),"Comedy, Romance" -285,Secrets & Lies (1996),Drama -286,"English Patient, The (1996)","Drama, Romance, War" -287,Marvin's Room (1996),Drama -288,Scream (1996),"Horror, Thriller" -289,Evita (1996),"Drama, Musical" -290,Fierce Creatures (1997),Comedy -291,Absolute Power (1997),"Mystery, Thriller" -292,Rosewood (1997),Drama -293,Donnie Brasco (1997),"Crime, Drama" -294,Liar Liar (1997),Comedy -295,Breakdown (1997),"Action, Thriller" -296,"Promesse, La (1996)",Drama -297,Ulee's Gold (1997),Drama -298,Face/Off (1997),"Action, Sci-Fi, Thriller" -299,Hoodlum (1997),"Crime, Drama, Film-Noir" -300,Air Force One (1997),"Action, Thriller" -301,In & Out (1997),Comedy -302,L.A. Confidential (1997),"Crime, Film-Noir, Mystery, Thriller" -303,Ulee's Gold (1997),Drama -304,Fly Away Home (1996),"Adventure, Children's" -305,"Ice Storm, The (1997)",Drama -306,"Mrs. Brown (Her Majesty, Mrs. Brown) (1997)","Drama, Romance" -307,"Devil's Advocate, The (1997)","Crime, Horror, Mystery, Thriller" -308,FairyTale: A True Story (1997),"Children's, Drama, Fantasy" -309,Deceiver (1997),Crime -310,"Rainmaker, The (1997)",Drama -311,"Wings of the Dove, The (1997)","Drama, Romance, Thriller" -312,Midnight in the Garden of Good and Evil (1997),"Comedy, Crime, Drama, Mystery" -313,Titanic (1997),"Action, Drama, Romance" -314,3 Ninjas: High Noon At Mega Mountain (1998),"Action, Children's" -315,Apt Pupil (1998),"Drama, Thriller" -316,As Good As It Gets (1997),"Comedy, Drama" -317,In the Name of the Father (1993),Drama -318,Schindler's List (1993),"Drama, War" -319,Everyone Says I Love You (1996),"Comedy, Musical, Romance" -320,Paradise Lost: The Child Murders at Robin Hood Hills (1996),Documentary -321,Mother (1996),Comedy -322,Murder at 1600 (1997),"Mystery, Thriller" -323,Dante's Peak (1997),"Action, Thriller" -324,Lost Highway (1997),Mystery -325,Crash (1996),"Drama, Thriller" -326,G.I. Jane (1997),"Action, Drama, War" -327,Cop Land (1997),"Crime, Drama, Mystery" -328,Conspiracy Theory (1997),"Action, Mystery, Romance, Thriller" -329,Desperate Measures (1998),"Crime, Drama, Thriller" -330,187 (1997),Drama -331,"Edge, The (1997)","Adventure, Thriller" -332,Kiss the Girls (1997),"Crime, Drama, Thriller" -333,"Game, The (1997)","Mystery, Thriller" -334,U Turn (1997),"Action, Crime, Mystery" -335,How to Be a Player (1997),Comedy -336,Playing God (1997),"Crime, Thriller" -337,"House of Yes, The (1997)","Comedy, Drama, Thriller" -338,Bean (1997),Comedy -339,Mad City (1997),"Action, Drama" -340,Boogie Nights (1997),Drama -341,Critical Care (1997),Comedy -342,"Man Who Knew Too Little, The (1997)","Comedy, Mystery" -343,Alien: Resurrection (1997),"Action, Horror, Sci-Fi" -344,"Apostle, The (1997)",Drama -345,Deconstructing Harry (1997),"Comedy, Drama" -346,Jackie Brown (1997),"Crime, Drama" -347,Wag the Dog (1997),"Comedy, Drama" -348,Desperate Measures (1998),"Crime, Drama, Thriller" -349,Hard Rain (1998),"Action, Thriller" -350,Fallen (1998),"Action, Mystery, Thriller" -351,"Prophecy II, The (1998)",Horror -352,Spice World (1997),"Comedy, Musical" -353,Deep Rising (1998),"Action, Horror, Sci-Fi" -354,"Wedding Singer, The (1998)","Comedy, Romance" -355,Sphere (1998),"Adventure, Sci-Fi, Thriller" -356,"Client, The (1994)","Drama, Mystery, Thriller" -357,One Flew Over the Cuckoo's Nest (1975),Drama -358,Spawn (1997),"Action, Adventure, Sci-Fi, Thriller" -359,"Assignment, The (1997)",Thriller -360,Wonderland (1997),Documentary -361,Incognito (1997),"Crime, Thriller" -362,Blues Brothers 2000 (1998),"Action, Comedy, Musical" -363,Sudden Death (1995),Action -364,Ace Ventura: When Nature Calls (1995),Comedy -365,Powder (1995),Drama -366,Dangerous Minds (1995),Drama -367,Clueless (1995),Comedy -368,Bio-Dome (1996),Comedy -369,Black Sheep (1996),Comedy -370,Mary Reilly (1996),"Drama, Thriller" -371,"Bridges of Madison County, The (1995)","Drama, Romance" -372,Jeffrey (1995),Comedy -373,Judge Dredd (1995),"Action, Adventure, Sci-Fi" -374,Mighty Morphin Power Rangers: The Movie (1995),"Action, Children's" -375,Showgirls (1995),Drama -376,Houseguest (1994),Comedy -377,Heavyweights (1994),"Children's, Comedy" -378,Miracle on 34th Street (1994),Drama -379,Tales From the Crypt Presents: Demon Knight (1995),Horror -380,Star Trek: Generations (1994),"Action, Adventure, Sci-Fi" -381,Muriel's Wedding (1994),"Comedy, Romance" -382,"Adventures of Priscilla, Queen of the Desert, The (1994)","Comedy, Drama" -383,"Flintstones, The (1994)","Children's, Comedy" -384,Naked Gun 33 1/3: The Final Insult (1994),Comedy -385,True Lies (1994),"Action, Adventure, Comedy, Romance" -386,Addams Family Values (1993),Comedy -387,"Age of Innocence, The (1993)",Drama -388,Beverly Hills Cop III (1994),"Action, Comedy" -389,Black Beauty (1994),"Adventure, Children's" -390,Fear of a Black Hat (1993),Comedy -391,Last Action Hero (1993),"Action, Comedy" -392,"Man Without a Face, The (1993)",Drama -393,Mrs. Doubtfire (1993),Comedy -394,Radioland Murders (1994),"Comedy, Mystery, Romance" -395,Robin Hood: Men in Tights (1993),Comedy -396,Serial Mom (1994),"Comedy, Crime, Horror" -397,Striking Distance (1993),Action -398,Super Mario Bros. (1993),"Action, Adventure, Children's, Sci-Fi" -399,"Three Musketeers, The (1993)","Action, Adventure, Comedy" -400,"Little Rascals, The (1994)","Children's, Comedy" -401,"Brady Bunch Movie, The (1995)",Comedy -402,Ghost (1990),"Comedy, Romance, Thriller" -403,Batman (1989),"Action, Adventure, Crime, Drama" -404,Pinocchio (1940),"Animation, Children's" -405,Mission: Impossible (1996),"Action, Adventure, Mystery" -406,Thinner (1996),"Horror, Thriller" -407,Spy Hard (1996),Comedy -408,"Close Shave, A (1995)","Animation, Comedy, Thriller" -409,Jack (1996),"Comedy, Drama" -410,Kingpin (1996),Comedy -411,"Nutty Professor, The (1996)","Comedy, Fantasy, Romance, Sci-Fi" -412,"Very Brady Sequel, A (1996)",Comedy -413,Tales from the Crypt Presents: Bordello of Blood (1996),Horror -414,My Favorite Year (1982),Comedy -415,"Apple Dumpling Gang, The (1975)","Children's, Comedy, Western" -416,Old Yeller (1957),"Children's, Drama" -417,"Parent Trap, The (1961)","Children's, Drama" -418,Cinderella (1950),"Animation, Children's, Musical" -419,Mary Poppins (1964),"Children's, Comedy, Musical" -420,Alice in Wonderland (1951),"Animation, Children's, Musical" -421,William Shakespeare's Romeo and Juliet (1996),"Drama, Romance" -422,Aladdin and the King of Thieves (1996),"Animation, Children's, Comedy" -423,E.T. the Extra-Terrestrial (1982),"Children's, Drama, Fantasy, Sci-Fi" -424,Children of the Corn: The Gathering (1996),Horror -425,Bob Roberts (1992),Comedy -426,"Transformers: The Movie, The (1986)","Action, Animation, Children's, Sci-Fi, Thriller, War" -427,To Kill a Mockingbird (1962),Drama -428,Harold and Maude (1971),Comedy -429,"Day the Earth Stood Still, The (1951)","Drama, Sci-Fi" -430,Duck Soup (1933),"Comedy, War" -431,Highlander (1986),"Action, Adventure" -432,Fantasia (1940),"Animation, Children's, Musical" -433,Heathers (1989),Comedy -434,Forbidden Planet (1956),Sci-Fi -435,Butch Cassidy and the Sundance Kid (1969),"Action, Comedy, Western" -436,"American Werewolf in London, An (1981)",Horror -437,Amityville 1992: It's About Time (1992),Horror -438,Amityville 3-D (1983),Horror -439,Amityville: A New Generation (1993),Horror -440,Amityville II: The Possession (1982),Horror -441,"Amityville Horror, The (1979)",Horror -442,"Amityville Curse, The (1990)",Horror -443,"Birds, The (1963)",Horror -444,"Blob, The (1958)","Horror, Sci-Fi" -445,"Body Snatcher, The (1945)",Horror -446,Burnt Offerings (1976),Horror -447,Carrie (1976),Horror -448,"Omen, The (1976)",Horror -449,Star Trek: The Motion Picture (1979),"Action, Adventure, Sci-Fi" -450,Star Trek V: The Final Frontier (1989),"Action, Adventure, Sci-Fi" -451,Grease (1978),"Comedy, Musical, Romance" -452,Jaws 2 (1978),"Action, Horror" -453,Jaws 3-D (1983),"Action, Horror" -454,Bastard Out of Carolina (1996),Drama -455,Jackie Chan's First Strike (1996),Action -456,Beverly Hills Ninja (1997),"Action, Comedy" -457,Free Willy 3: The Rescue (1997),"Adventure, Children's, Drama" -458,Nixon (1995),Drama -459,"Cry, the Beloved Country (1995)",Drama -460,"Crossing Guard, The (1995)",Drama -461,Smoke (1995),Drama -462,Like Water For Chocolate (Como agua para chocolate) (1992),"Drama, Romance" -463,"Secret of Roan Inish, The (1994)",Adventure -464,Vanya on 42nd Street (1994),Drama -465,"Jungle Book, The (1994)","Adventure, Children's, Romance" -466,Red Rock West (1992),Thriller -467,"Bronx Tale, A (1993)",Drama -468,Rudy (1993),Drama -469,Short Cuts (1993),Drama -470,Tombstone (1993),Western -471,Courage Under Fire (1996),"Drama, War" -472,Dragonheart (1996),"Action, Adventure, Fantasy" -473,James and the Giant Peach (1996),"Animation, Children's, Musical" -474,Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963),"Sci-Fi, War" -475,Trainspotting (1996),Drama -476,"First Wives Club, The (1996)",Comedy -477,Matilda (1996),"Children's, Comedy" -478,"Philadelphia Story, The (1940)","Comedy, Romance" -479,Vertigo (1958),"Mystery, Thriller" -480,North by Northwest (1959),"Comedy, Thriller" -481,"Apartment, The (1960)","Comedy, Drama" -482,Some Like It Hot (1959),"Comedy, Crime" -483,Casablanca (1942),"Drama, Romance, War" -484,"Maltese Falcon, The (1941)","Film-Noir, Mystery" -485,My Fair Lady (1964),"Musical, Romance" -486,Sabrina (1954),"Comedy, Romance" -487,Roman Holiday (1953),"Comedy, Romance" -488,Sunset Blvd. (1950),Film-Noir -489,Notorious (1946),"Film-Noir, Romance, Thriller" -490,To Catch a Thief (1955),"Comedy, Romance, Thriller" -491,"Adventures of Robin Hood, The (1938)","Action, Adventure" -492,East of Eden (1955),Drama -493,"Thin Man, The (1934)",Mystery -494,His Girl Friday (1940),Comedy -495,Around the World in 80 Days (1956),"Adventure, Comedy" -496,It's a Wonderful Life (1946),Drama -497,Bringing Up Baby (1938),Comedy -498,"African Queen, The (1951)","Action, Adventure, Romance, War" -499,Cat on a Hot Tin Roof (1958),Drama -500,Fly Away Home (1996),"Adventure, Children's" -501,Dumbo (1941),"Animation, Children's, Musical" -502,Bananas (1971),"Comedy, War" -503,"Candidate, The (1972)",Drama -504,Bonnie and Clyde (1967),"Crime, Drama" -505,Dial M for Murder (1954),"Mystery, Thriller" -506,Rebel Without a Cause (1955),Drama -507,"Streetcar Named Desire, A (1951)",Drama -508,"People vs. Larry Flynt, The (1996)",Drama -509,My Left Foot (1989),Drama -510,"Magnificent Seven, The (1954)","Action, Drama, Western" -511,Lawrence of Arabia (1962),"Adventure, War" -512,Wings of Desire (1987),"Comedy, Drama, Romance" -513,"Third Man, The (1949)","Mystery, Thriller" -514,Annie Hall (1977),"Comedy, Romance" -515,"Boot, Das (1981)","Action, Drama, War" -516,Local Hero (1983),Comedy -517,Manhattan (1979),"Comedy, Drama, Romance" -518,Miller's Crossing (1990),Drama -519,"Treasure of the Sierra Madre, The (1948)",Adventure -520,"Great Escape, The (1963)","Adventure, War" -521,"Deer Hunter, The (1978)","Drama, War" -522,Down by Law (1986),"Comedy, Drama" -523,Cool Hand Luke (1967),"Comedy, Drama" -524,"Great Dictator, The (1940)",Comedy -525,"Big Sleep, The (1946)","Film-Noir, Mystery" -526,Ben-Hur (1959),"Action, Adventure, Drama" -527,Gandhi (1982),Drama -528,"Killing Fields, The (1984)","Drama, War" -529,My Life as a Dog (Mitt liv som hund) (1985),Drama -530,"Man Who Would Be King, The (1975)",Adventure -531,Shine (1996),"Drama, Romance" -532,Kama Sutra: A Tale of Love (1996),Romance -533,"Daytrippers, The (1996)",Mystery -534,Traveller (1997),Drama -535,Addicted to Love (1997),"Comedy, Romance" -536,Ponette (1996),Drama -537,My Own Private Idaho (1991),Drama -538,Anastasia (1997),"Animation, Children's, Musical" -539,Mouse Hunt (1997),"Children's, Comedy" -540,Money Train (1995),Action -541,Mortal Kombat (1995),"Action, Adventure" -542,Pocahontas (1995),"Animation, Children's, Musical, Romance" -543,"Misérables, Les (1995)","Drama, Musical" -544,Things to Do in Denver when You're Dead (1995),"Crime, Drama, Romance" -545,Vampire in Brooklyn (1995),"Comedy, Romance" -546,Broken Arrow (1996),"Action, Thriller" -547,"Young Poisoner's Handbook, The (1995)",Crime -548,"NeverEnding Story III, The (1994)","Children's, Fantasy" -549,Rob Roy (1995),"Drama, Romance, War" -550,Die Hard: With a Vengeance (1995),"Action, Thriller" -551,Lord of Illusions (1995),Horror -552,Species (1995),Sci-Fi -553,"Walk in the Clouds, A (1995)","Drama, Romance" -554,Waterworld (1995),"Action, Adventure" -555,White Man's Burden (1995),Drama -556,Wild Bill (1995),Western -557,Farinelli: il castrato (1994),"Drama, Musical" -558,Heavenly Creatures (1994),"Drama, Fantasy, Thriller" -559,Interview with the Vampire (1994),"Drama, Horror" -560,"Kid in King Arthur's Court, A (1995)","Adventure, Children's, Comedy, Fantasy, Romance, Sci-Fi" -561,Mary Shelley's Frankenstein (1994),"Drama, Horror" -562,"Quick and the Dead, The (1995)","Action, Adventure, Western" -563,Stephen King's The Langoliers (1995),Horror -564,Tales from the Hood (1995),"Comedy, Horror" -565,Village of the Damned (1995),"Horror, Thriller" -566,Clear and Present Danger (1994),"Action, Adventure, Thriller" -567,Wes Craven's New Nightmare (1994),Horror -568,Speed (1994),"Action, Romance, Thriller" -569,Wolf (1994),"Drama, Horror" -570,Wyatt Earp (1994),Western -571,Another Stakeout (1993),"Comedy, Thriller" -572,Blown Away (1994),"Action, Thriller" -573,Body Snatchers (1993),"Horror, Sci-Fi, Thriller" -574,Boxing Helena (1993),"Mystery, Romance, Thriller" -575,City Slickers II: The Legend of Curly's Gold (1994),"Comedy, Western" -576,Cliffhanger (1993),"Action, Adventure, Crime" -577,Coneheads (1993),"Comedy, Sci-Fi" -578,Demolition Man (1993),"Action, Sci-Fi" -579,Fatal Instinct (1993),Comedy -580,"Englishman Who Went Up a Hill, But Came Down a Mountain, The (1995)","Comedy, Romance" -581,Kalifornia (1993),"Drama, Thriller" -582,"Piano, The (1993)","Drama, Romance" -583,Romeo Is Bleeding (1993),"Crime, Thriller" -584,"Secret Garden, The (1993)","Children's, Drama" -585,Son in Law (1993),Comedy -586,Terminal Velocity (1994),Action -587,"Hour of the Pig, The (1993)","Drama, Mystery" -588,Beauty and the Beast (1991),"Animation, Children's, Musical" -589,"Wild Bunch, The (1969)",Western -590,Hellraiser: Bloodline (1996),"Action, Horror, Sci-Fi" -591,Primal Fear (1996),"Drama, Thriller" -592,True Crime (1995),"Mystery, Thriller" -593,Stalingrad (1993),War -594,Heavy (1995),"Drama, Romance" -595,"Fan, The (1996)",Thriller -596,"Hunchback of Notre Dame, The (1996)","Animation, Children's, Musical" -597,Eraser (1996),"Action, Thriller" -598,"Big Squeeze, The (1996)","Comedy, Drama" -599,Police Story 4: Project S (Chao ji ji hua) (1993),Action -600,Daniel Defoe's Robinson Crusoe (1996),Children's -601,For Whom the Bell Tolls (1943),"Adventure, War" -602,"American in Paris, An (1951)","Musical, Romance" -603,Rear Window (1954),"Mystery, Thriller" -604,It Happened One Night (1934),Comedy -605,Meet Me in St. Louis (1944),Musical -606,All About Eve (1950),Drama -607,Rebecca (1940),"Romance, Thriller" -608,Spellbound (1945),"Mystery, Romance, Thriller" -609,Father of the Bride (1950),Comedy -610,Gigi (1958),Musical -611,Laura (1944),"Crime, Film-Noir, Mystery" -612,Lost Horizon (1937),Drama -613,My Man Godfrey (1936),Comedy -614,Giant (1956),Drama -615,"39 Steps, The (1935)",Thriller -616,Night of the Living Dead (1968),"Horror, Sci-Fi" -617,"Blue Angel, The (Blaue Engel, Der) (1930)",Drama -618,Picnic (1955),Drama -619,Extreme Measures (1996),"Drama, Thriller" -620,"Chamber, The (1996)",Drama -621,"Davy Crockett, King of the Wild Frontier (1955)",Western -622,Swiss Family Robinson (1960),"Adventure, Children's" -623,Angels in the Outfield (1994),"Children's, Comedy" -624,"Three Caballeros, The (1945)","Animation, Children's, Musical" -625,"Sword in the Stone, The (1963)","Animation, Children's" -626,So Dear to My Heart (1949),"Children's, Drama" -627,Robin Hood: Prince of Thieves (1991),Drama -628,Sleepers (1996),"Crime, Drama" -629,Victor/Victoria (1982),"Comedy, Musical" -630,"Great Race, The (1965)","Comedy, Musical" -631,"Crying Game, The (1992)","Action, Drama, Romance, War" -632,Sophie's Choice (1982),Drama -633,"Christmas Carol, A (1938)",Drama -634,Microcosmos: Le peuple de l'herbe (1996),Documentary -635,"Fog, The (1980)",Horror -636,Escape from New York (1981),"Action, Adventure, Sci-Fi, Thriller" -637,"Howling, The (1981)","Comedy, Horror" -638,"Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982)",Drama -639,"Tin Drum, The (Blechtrommel, Die) (1979)",Drama -640,"Cook the Thief His Wife & Her Lover, The (1989)",Drama -641,Paths of Glory (1957),"Drama, War" -642,"Grifters, The (1990)","Crime, Drama, Film-Noir" -643,The Innocent (1994),"Drama, Romance" -644,"Thin Blue Line, The (1988)",Documentary -645,Paris Is Burning (1990),Documentary -646,Once Upon a Time in the West (1969),Western -647,Ran (1985),"Drama, War" -648,"Quiet Man, The (1952)","Comedy, Romance" -649,Once Upon a Time in America (1984),"Crime, Drama, Thriller" -650,"Seventh Seal, The (Sjunde inseglet, Det) (1957)",Drama -651,Glory (1989),"Action, Drama, War" -652,Rosencrantz and Guildenstern Are Dead (1990),"Comedy, Drama" -653,Touch of Evil (1958),"Crime, Film-Noir, Thriller" -654,Chinatown (1974),"Film-Noir, Mystery, Thriller" -655,Stand by Me (1986),"Adventure, Comedy, Drama" -656,M (1931),"Crime, Film-Noir, Thriller" -657,"Manchurian Candidate, The (1962)","Film-Noir, Thriller" -658,Pump Up the Volume (1990),Drama -659,Arsenic and Old Lace (1944),"Comedy, Mystery, Thriller" -660,Fried Green Tomatoes (1991),Drama -661,High Noon (1952),Western -662,Somewhere in Time (1980),"Drama, Romance" -663,Being There (1979),Comedy -664,"Paris, Texas (1984)",Drama -665,Alien 3 (1992),"Action, Horror, Sci-Fi, Thriller" -666,Blood For Dracula (Andy Warhol's Dracula) (1974),Horror -667,Audrey Rose (1977),Horror -668,Blood Beach (1981),"Action, Horror" -669,Body Parts (1991),Horror -670,Body Snatchers (1993),"Horror, Sci-Fi, Thriller" -671,Bride of Frankenstein (1935),Horror -672,Candyman (1992),Horror -673,Cape Fear (1962),"Film-Noir, Thriller" -674,Cat People (1982),Horror -675,"Nosferatu (Nosferatu, eine Symphonie des Grauens) (1922)",Horror -676,"Crucible, The (1996)",Drama -677,Fire on the Mountain (1996),Documentary -678,Volcano (1997),"Drama, Thriller" -679,Conan the Barbarian (1981),"Action, Adventure" -680,Kull the Conqueror (1997),"Action, Adventure" -681,Wishmaster (1997),Horror -682,I Know What You Did Last Summer (1997),"Horror, Mystery, Thriller" -683,Rocket Man (1997),Comedy -684,In the Line of Fire (1993),"Action, Thriller" -685,Executive Decision (1996),"Action, Thriller" -686,"Perfect World, A (1993)","Action, Drama" -687,McHale's Navy (1997),"Comedy, War" -688,Leave It to Beaver (1997),Comedy -689,"Jackal, The (1997)","Action, Thriller" -690,Seven Years in Tibet (1997),"Drama, War" -691,Dark City (1998),"Film-Noir, Sci-Fi, Thriller" -692,"American President, The (1995)","Comedy, Drama, Romance" -693,Casino (1995),Drama -694,Persuasion (1995),Romance -695,Kicking and Screaming (1995),"Comedy, Drama" -696,City Hall (1996),"Drama, Thriller" -697,"Basketball Diaries, The (1995)",Drama -698,"Browning Version, The (1994)",Drama -699,Little Women (1994),Drama -700,Miami Rhapsody (1995),Comedy -701,"Wonderful, Horrible Life of Leni Riefenstahl, The (1993)",Documentary -702,Barcelona (1994),"Comedy, Romance" -703,Widows' Peak (1994),Drama -704,"House of the Spirits, The (1993)","Drama, Romance" -705,Singin' in the Rain (1952),"Musical, Romance" -706,Bad Moon (1996),Horror -707,Enchanted April (1991),Drama -708,"Sex, Lies, and Videotape (1989)",Drama -709,Strictly Ballroom (1992),"Comedy, Romance" -710,Better Off Dead... (1985),Comedy -711,"Substance of Fire, The (1996)",Drama -712,Tin Men (1987),"Comedy, Drama" -713,Othello (1995),Drama -714,Carrington (1995),"Drama, Romance" -715,To Die For (1995),"Comedy, Drama" -716,Home for the Holidays (1995),"Drama, Romance" -717,"Juror, The (1996)","Drama, Thriller" -718,In the Bleak Midwinter (1995),Comedy -719,Canadian Bacon (1994),"Comedy, War" -720,First Knight (1995),"Action, Adventure, Drama, Romance" -721,Mallrats (1995),Comedy -722,Nine Months (1995),Comedy -723,Boys on the Side (1995),"Comedy, Drama" -724,Circle of Friends (1995),"Drama, Romance" -725,Exit to Eden (1994),Comedy -726,Fluke (1995),"Children's, Drama" -727,Immortal Beloved (1994),"Drama, Romance" -728,Junior (1994),"Comedy, Sci-Fi" -729,Nell (1994),Drama -730,"Queen Margot (Reine Margot, La) (1994)","Drama, Romance" -731,"Corrina, Corrina (1994)","Comedy, Drama, Romance" -732,Dave (1993),"Comedy, Romance" -733,Go Fish (1994),"Drama, Romance" -734,Made in America (1993),Comedy -735,Philadelphia (1993),Drama -736,Shadowlands (1993),"Drama, Romance" -737,Sirens (1994),"Comedy, Drama" -738,Threesome (1994),"Comedy, Romance" -739,Pretty Woman (1990),"Comedy, Romance" -740,Jane Eyre (1996),"Drama, Romance" -741,"Last Supper, The (1995)","Drama, Thriller" -742,Ransom (1996),"Drama, Thriller" -743,"Crow: City of Angels, The (1996)","Action, Thriller" -744,Michael Collins (1996),"Drama, War" -745,"Ruling Class, The (1972)",Comedy -746,Real Genius (1985),Comedy -747,Benny & Joon (1993),"Comedy, Romance" -748,"Saint, The (1997)","Action, Romance, Thriller" -749,"MatchMaker, The (1997)","Comedy, Romance" -750,Amistad (1997),Drama -751,Tomorrow Never Dies (1997),"Action, Romance, Thriller" -752,"Replacement Killers, The (1998)","Action, Thriller" -753,Burnt By the Sun (1994),Drama -754,Red Corner (1997),"Crime, Thriller" -755,Jumanji (1995),"Action, Adventure, Children's, Fantasy, Sci-Fi" -756,Father of the Bride Part II (1995),Comedy -757,Across the Sea of Time (1995),Documentary -758,Lawnmower Man 2: Beyond Cyberspace (1996),"Sci-Fi, Thriller" -759,Fair Game (1995),Action -760,Screamers (1995),Sci-Fi -761,Nick of Time (1995),"Action, Thriller" -762,Beautiful Girls (1996),Drama -763,Happy Gilmore (1996),Comedy -764,If Lucy Fell (1996),"Comedy, Romance" -765,Boomerang (1992),"Comedy, Romance" -766,Man of the Year (1995),Documentary -767,"Addiction, The (1995)",Horror -768,Casper (1995),"Adventure, Children's" -769,Congo (1995),"Action, Adventure, Mystery, Sci-Fi" -770,Devil in a Blue Dress (1995),"Crime, Film-Noir, Mystery, Thriller" -771,Johnny Mnemonic (1995),"Action, Sci-Fi, Thriller" -772,Kids (1995),Drama -773,Mute Witness (1994),Thriller -774,"Prophecy, The (1995)",Horror -775,Something to Talk About (1995),"Comedy, Drama, Romance" -776,Three Wishes (1995),Drama -777,Castle Freak (1995),Horror -778,Don Juan DeMarco (1995),"Comedy, Drama, Romance" -779,Drop Zone (1994),Action -780,Dumb & Dumber (1994),Comedy -781,French Kiss (1995),"Comedy, Romance" -782,Little Odessa (1994),Drama -783,Milk Money (1994),"Comedy, Romance" -784,Beyond Bedlam (1993),"Drama, Horror" -785,Only You (1994),"Comedy, Romance" -786,"Perez Family, The (1995)","Comedy, Romance" -787,Roommates (1995),"Comedy, Drama" -788,Relative Fear (1994),"Horror, Thriller" -789,Swimming with Sharks (1995),"Comedy, Drama" -790,Tommy Boy (1995),Comedy -791,"Baby-Sitters Club, The (1995)",Children's -792,Bullets Over Broadway (1994),Comedy -793,Crooklyn (1994),Comedy -794,It Could Happen to You (1994),"Drama, Romance" -795,Richie Rich (1994),"Children's, Comedy" -796,Speechless (1994),"Comedy, Romance" -797,Timecop (1994),"Action, Sci-Fi" -798,Bad Company (1995),Action -799,Boys Life (1995),Drama -800,In the Mouth of Madness (1995),"Horror, Thriller" -801,"Air Up There, The (1994)",Comedy -802,Hard Target (1993),"Action, Adventure, Crime, Thriller" -803,Heaven & Earth (1993),"Action, Drama, War" -804,Jimmy Hollywood (1994),Comedy -805,Manhattan Murder Mystery (1993),"Comedy, Mystery" -806,Menace II Society (1993),"Action, Crime, Drama" -807,Poetic Justice (1993),Drama -808,"Program, The (1993)","Action, Drama" -809,Rising Sun (1993),"Action, Drama, Mystery" -810,"Shadow, The (1994)",Action -811,Thirty-Two Short Films About Glenn Gould (1993),Documentary -812,Andre (1994),"Adventure, Children's" -813,"Celluloid Closet, The (1995)",Documentary -814,"Great Day in Harlem, A (1994)",Documentary -815,One Fine Day (1996),"Drama, Romance" -816,Candyman: Farewell to the Flesh (1995),Horror -817,Frisk (1995),Drama -818,Girl 6 (1996),Comedy -819,Eddie (1996),Comedy -820,Space Jam (1996),"Adventure, Animation, Children's, Comedy, Fantasy" -821,Mrs. Winterbourne (1996),"Comedy, Romance" -822,Faces (1968),Drama -823,Mulholland Falls (1996),"Crime, Film-Noir, Thriller" -824,"Great White Hype, The (1996)",Comedy -825,"Arrival, The (1996)","Action, Sci-Fi, Thriller" -826,"Phantom, The (1996)",Adventure -827,Daylight (1996),"Action, Adventure, Thriller" -828,Alaska (1996),"Adventure, Children's" -829,Fled (1996),"Action, Adventure" -830,Power 98 (1995),"Action, Mystery, Thriller" -831,Escape from L.A. (1996),"Action, Adventure, Sci-Fi, Thriller" -832,Bogus (1996),"Children's, Drama, Fantasy" -833,Bulletproof (1996),Action -834,Halloween: The Curse of Michael Myers (1995),"Horror, Thriller" -835,"Gay Divorcee, The (1934)","Comedy, Musical, Romance" -836,Ninotchka (1939),"Comedy, Romance" -837,Meet John Doe (1941),Drama -838,In the Line of Duty 2 (1987),Action -839,Loch Ness (1995),"Horror, Thriller" -840,Last Man Standing (1996),"Action, Drama, Western" -841,"Glimmer Man, The (1996)","Action, Thriller" -842,Pollyanna (1960),"Children's, Comedy, Drama" -843,"Shaggy Dog, The (1959)","Children's, Comedy" -844,Freeway (1996),Crime -845,That Thing You Do! (1996),Comedy -846,To Gillian on Her 37th Birthday (1996),"Drama, Romance" -847,Looking for Richard (1996),"Documentary, Drama" -848,"Murder, My Sweet (1944)","Film-Noir, Thriller" -849,Days of Thunder (1990),"Action, Romance" -850,"Perfect Candidate, A (1996)",Documentary -851,Two or Three Things I Know About Her (1966),Drama -852,"Bloody Child, The (1996)","Drama, Thriller" -853,Braindead (1992),"Comedy, Horror" -854,Bad Taste (1987),"Comedy, Horror" -855,Diva (1981),"Action, Drama, Mystery, Romance, Thriller" -856,Night on Earth (1991),"Comedy, Drama" -857,Paris Was a Woman (1995),Documentary -858,Amityville: Dollhouse (1996),Horror -859,April Fool's Day (1986),"Comedy, Horror" -860,"Believers, The (1987)","Horror, Thriller" -861,Nosferatu a Venezia (1986),Horror -862,Jingle All the Way (1996),"Adventure, Children's, Comedy" -863,"Garden of Finzi-Contini, The (Giardino dei Finzi-Contini, Il) (1970)",Drama -864,My Fellow Americans (1996),Comedy -865,"Ice Storm, The (1997)",Drama -866,Michael (1996),"Comedy, Romance" -867,"Whole Wide World, The (1996)",Drama -868,Hearts and Minds (1996),Drama -869,Fools Rush In (1997),"Comedy, Romance" -870,Touch (1997),Romance -871,Vegas Vacation (1997),Comedy -872,Love Jones (1997),Romance -873,Picture Perfect (1997),"Comedy, Romance" -874,Career Girls (1997),Drama -875,She's So Lovely (1997),"Drama, Romance" -876,Money Talks (1997),"Action, Comedy" -877,Excess Baggage (1997),"Adventure, Romance" -878,That Darn Cat! (1997),"Children's, Comedy, Mystery" -879,"Peacemaker, The (1997)","Action, Thriller, War" -880,Soul Food (1997),Drama -881,Money Talks (1997),"Action, Comedy" -882,Washington Square (1997),Drama -883,Telling Lies in America (1997),Drama -884,Year of the Horse (1997),Documentary -885,Phantoms (1998),Horror -886,"Life Less Ordinary, A (1997)","Romance, Thriller" -887,Eve's Bayou (1997),Drama -888,One Night Stand (1997),Drama -889,"Tango Lesson, The (1997)",Romance -890,Mortal Kombat: Annihilation (1997),"Action, Adventure" -891,Bent (1997),"Drama, War" -892,Flubber (1997),"Children's, Comedy, Fantasy" -893,For Richer or Poorer (1997),Comedy -894,Home Alone 3 (1997),"Children's, Comedy" -895,Scream 2 (1997),"Horror, Thriller" -896,"Sweet Hereafter, The (1997)",Drama -897,Time Tracers (1995),"Action, Adventure, Sci-Fi" -898,"Postman, The (1997)",Drama -899,"Winter Guest, The (1997)",Drama -900,Kundun (1997),Drama -901,Mr. Magoo (1997),Comedy -902,"Big Lebowski, The (1998)","Comedy, Crime, Mystery, Thriller" -903,Afterglow (1997),"Drama, Romance" -904,Ma vie en rose (My Life in Pink) (1997),"Comedy, Drama" -905,Great Expectations (1998),"Drama, Romance" -906,Oscar & Lucinda (1997),"Drama, Romance" -907,Vermin (1998),Comedy -908,Half Baked (1998),Comedy -909,Dangerous Beauty (1998),Drama -910,Nil By Mouth (1997),Drama -911,Twilight (1998),"Crime, Drama" -912,U.S. Marshalls (1998),"Action, Thriller" -913,Love and Death on Long Island (1997),Comedy -914,Wild Things (1998),"Crime, Drama, Mystery, Thriller" -915,Primary Colors (1998),Drama -916,Lost in Space (1998),"Action, Sci-Fi, Thriller" -917,Mercury Rising (1998),"Action, Drama, Thriller" -918,City of Angels (1998),Romance -919,"City of Lost Children, The (1995)","Adventure, Sci-Fi" -920,Two Bits (1995),Drama -921,Farewell My Concubine (1993),"Drama, Romance" -922,Dead Man (1995),Western -923,Raise the Red Lantern (1991),Drama -924,White Squall (1996),"Adventure, Drama" -925,Unforgettable (1996),"Sci-Fi, Thriller" -926,Down Periscope (1996),Comedy -927,"Flower of My Secret, The (Flor de mi secreto, La) (1995)",Drama -928,"Craft, The (1996)","Drama, Horror" -929,Harriet the Spy (1996),"Children's, Comedy" -930,Chain Reaction (1996),"Action, Adventure, Thriller" -931,"Island of Dr. Moreau, The (1996)","Sci-Fi, Thriller" -932,First Kid (1996),"Children's, Comedy" -933,"Funeral, The (1996)",Drama -934,"Preacher's Wife, The (1996)",Drama -935,Paradise Road (1997),"Drama, War" -936,Brassed Off (1996),"Comedy, Drama, Romance" -937,"Thousand Acres, A (1997)",Drama -938,"Smile Like Yours, A (1997)","Comedy, Romance" -939,Murder in the First (1995),"Drama, Thriller" -940,Airheads (1994),Comedy -941,With Honors (1994),"Comedy, Drama" -942,What's Love Got to Do with It (1993),Drama -943,Killing Zoe (1994),Thriller -944,Renaissance Man (1994),"Comedy, Drama, War" -945,Charade (1963),"Comedy, Mystery, Romance, Thriller" -946,"Fox and the Hound, The (1981)","Animation, Children's" -947,"Big Blue, The (Grand bleu, Le) (1988)","Adventure, Romance" -948,Booty Call (1997),"Comedy, Romance" -949,How to Make an American Quilt (1995),"Drama, Romance" -950,Georgia (1995),Drama -951,"Indian in the Cupboard, The (1995)","Adventure, Children's, Fantasy" -952,Blue in the Face (1995),Comedy -953,Unstrung Heroes (1995),"Comedy, Drama" -954,Unzipped (1995),Documentary -955,Before Sunrise (1995),"Drama, Romance" -956,Nobody's Fool (1994),Drama -957,Pushing Hands (1992),Comedy -958,To Live (Huozhe) (1994),Drama -959,Dazed and Confused (1993),Comedy -960,Naked (1993),Drama -961,Orlando (1993),Drama -962,Ruby in Paradise (1993),Drama -963,Some Folks Call It a Sling Blade (1993),"Drama, Thriller" -964,"Month by the Lake, A (1995)","Comedy, Drama" -965,Funny Face (1957),"Comedy, Musical" -966,"Affair to Remember, An (1957)",Romance -967,Little Lord Fauntleroy (1936),Drama -968,"Inspector General, The (1949)",Musical -969,Winnie the Pooh and the Blustery Day (1968),"Animation, Children's" -970,Hear My Song (1991),Comedy -971,Mediterraneo (1991),"Comedy, War" -972,Passion Fish (1992),Drama -973,Grateful Dead (1995),Documentary -974,Eye for an Eye (1996),"Drama, Thriller" -975,Fear (1996),Thriller -976,Solo (1996),"Action, Sci-Fi, Thriller" -977,"Substitute, The (1996)",Action -978,Heaven's Prisoners (1996),"Mystery, Thriller" -979,"Trigger Effect, The (1996)","Drama, Thriller" -980,Mother Night (1996),Drama -981,Dangerous Ground (1997),Drama -982,Maximum Risk (1996),"Action, Adventure, Thriller" -983,"Rich Man's Wife, The (1996)",Thriller -984,Shadow Conspiracy (1997),Thriller -985,Blood & Wine (1997),Drama -986,Turbulence (1997),Thriller -987,Underworld (1997),Thriller -988,"Beautician and the Beast, The (1997)","Comedy, Romance" -989,Cats Don't Dance (1997),"Animation, Children's, Musical" -990,Anna Karenina (1997),"Drama, Romance" -991,Keys to Tulsa (1997),Crime -992,Head Above Water (1996),"Comedy, Thriller" -993,Hercules (1997),"Adventure, Animation, Children's, Comedy, Musical" -994,"Last Time I Committed Suicide, The (1997)",Drama -995,"Kiss Me, Guido (1997)",Comedy -996,"Big Green, The (1995)","Children's, Comedy" -997,Stuart Saves His Family (1995),Comedy -998,Cabin Boy (1994),Comedy -999,Clean Slate (1994),Comedy -1000,Lightning Jack (1994),"Comedy, Western" -1001,"Stupids, The (1996)",Comedy -1002,"Pest, The (1997)",Comedy -1003,That Darn Cat! (1997),"Children's, Comedy, Mystery" -1004,Geronimo: An American Legend (1993),"Drama, Western" -1005,"Double vie de Véronique, La (Double Life of Veronique, The) (1991)",Drama -1006,Until the End of the World (Bis ans Ende der Welt) (1991),"Drama, Sci-Fi" -1007,Waiting for Guffman (1996),Comedy -1008,I Shot Andy Warhol (1996),Drama -1009,Stealing Beauty (1996),Drama -1010,Basquiat (1996),Drama -1011,2 Days in the Valley (1996),Crime -1012,Private Parts (1997),"Comedy, Drama" -1013,Anaconda (1997),"Action, Adventure, Thriller" -1014,Romy and Michele's High School Reunion (1997),Comedy -1015,Shiloh (1997),"Children's, Drama" -1016,Con Air (1997),"Action, Adventure, Thriller" -1017,Trees Lounge (1996),Drama -1018,Tie Me Up! Tie Me Down! (1990),Drama -1019,"Die xue shuang xiong (Killer, The) (1989)","Action, Thriller" -1020,Gaslight (1944),"Mystery, Thriller" -1021,8 1/2 (1963),Drama -1022,"Fast, Cheap & Out of Control (1997)",Documentary -1023,Fathers' Day (1997),Comedy -1024,Mrs. Dalloway (1997),Romance -1025,Fire Down Below (1997),"Action, Drama, Thriller" -1026,"Lay of the Land, The (1997)","Comedy, Drama" -1027,"Shooter, The (1995)",Action -1028,Grumpier Old Men (1995),"Comedy, Romance" -1029,Jury Duty (1995),Comedy -1030,"Beverly Hillbillies, The (1993)",Comedy -1031,Lassie (1994),"Adventure, Children's" -1032,Little Big League (1994),"Children's, Comedy" -1033,Homeward Bound II: Lost in San Francisco (1996),"Adventure, Children's" -1034,"Quest, The (1996)","Action, Adventure" -1035,Cool Runnings (1993),Comedy -1036,Drop Dead Fred (1991),"Comedy, Fantasy" -1037,Grease 2 (1982),"Comedy, Musical, Romance" -1038,Switchback (1997),Thriller -1039,Hamlet (1996),Drama -1040,Two if by Sea (1996),"Comedy, Romance" -1041,Forget Paris (1995),"Comedy, Romance" -1042,Just Cause (1995),"Mystery, Thriller" -1043,Rent-a-Kid (1995),Comedy -1044,"Paper, The (1994)","Comedy, Drama" -1045,Fearless (1993),Drama -1046,Malice (1993),Thriller -1047,Multiplicity (1996),Comedy -1048,She's the One (1996),"Comedy, Romance" -1049,House Arrest (1996),Comedy -1050,"Ghost and Mrs. Muir, The (1947)","Drama, Romance" -1051,"Associate, The (1996)",Comedy -1052,Dracula: Dead and Loving It (1995),"Comedy, Horror" -1053,Now and Then (1995),Drama -1054,Mr. Wrong (1996),Comedy -1055,"Simple Twist of Fate, A (1994)",Drama -1056,Cronos (1992),Horror -1057,"Pallbearer, The (1996)",Comedy -1058,"War, The (1994)","Adventure, Drama" -1059,Don't Be a Menace to South Central While Drinking Your Juice in the Hood (1996),Comedy -1060,"Adventures of Pinocchio, The (1996)","Adventure, Children's" -1061,"Evening Star, The (1996)","Comedy, Drama" -1062,Four Days in September (1997),Drama -1063,"Little Princess, A (1995)","Children's, Drama" -1064,Crossfire (1947),"Crime, Film-Noir" -1065,Koyaanisqatsi (1983),"Documentary, War" -1066,Balto (1995),"Animation, Children's" -1067,Bottle Rocket (1996),Comedy -1068,"Star Maker, The (Uomo delle stelle, L') (1995)",Drama -1069,Amateur (1994),"Crime, Drama, Thriller" -1070,Living in Oblivion (1995),Comedy -1071,Party Girl (1995),Comedy -1072,"Pyromaniac's Love Story, A (1995)","Comedy, Romance" -1073,Shallow Grave (1994),Thriller -1074,Reality Bites (1994),"Comedy, Drama" -1075,"Man of No Importance, A (1994)",Drama -1076,"Pagemaster, The (1994)","Action, Adventure, Animation, Children's, Fantasy" -1077,Love and a .45 (1994),Thriller -1078,Oliver & Company (1988),"Animation, Children's" -1079,Joe's Apartment (1996),"Comedy, Musical" -1080,Celestial Clockwork (1994),Comedy -1081,Curdled (1996),Crime -1082,Female Perversions (1996),Drama -1083,Albino Alligator (1996),"Crime, Thriller" -1084,Anne Frank Remembered (1995),Documentary -1085,Carried Away (1996),"Drama, Romance" -1086,It's My Party (1995),Drama -1087,Bloodsport 2 (1995),Action -1088,Double Team (1997),Action -1089,Speed 2: Cruise Control (1997),"Action, Romance, Thriller" -1090,Sliver (1993),Thriller -1091,Pete's Dragon (1977),"Adventure, Animation, Children's, Musical" -1092,Dear God (1996),Comedy -1093,Live Nude Girls (1995),Comedy -1094,"Thin Line Between Love and Hate, A (1996)",Comedy -1095,High School High (1996),Comedy -1096,Commandments (1997),Romance -1097,"Hate (Haine, La) (1995)",Drama -1098,Flirting With Disaster (1996),Comedy -1099,"Red Firecracker, Green Firecracker (1994)",Drama -1100,What Happened Was... (1994),"Comedy, Drama, Romance" -1101,Six Degrees of Separation (1993),"Drama, Mystery" -1102,Two Much (1996),"Comedy, Romance" -1103,Trust (1990),"Comedy, Drama" -1104,C'est arrivé près de chez vous (1992),"Comedy, Crime, Drama" -1105,Firestorm (1998),"Action, Adventure, Thriller" -1106,"Newton Boys, The (1998)","Crime, Drama" -1107,Beyond Rangoon (1995),Drama -1108,Feast of July (1995),Drama -1109,Death and the Maiden (1994),"Drama, Thriller" -1110,Tank Girl (1995),"Action, Comedy, Musical, Sci-Fi" -1111,Double Happiness (1994),Drama -1112,Cobb (1994),Drama -1113,Mrs. Parker and the Vicious Circle (1994),Drama -1114,Faithful (1996),Comedy -1115,Twelfth Night (1996),"Comedy, Drama, Romance" -1116,"Mark of Zorro, The (1940)",Adventure -1117,Surviving Picasso (1996),Drama -1118,Up in Smoke (1978),Comedy -1119,Some Kind of Wonderful (1987),"Drama, Romance" -1120,I'm Not Rappaport (1996),Comedy -1121,"Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964)","Drama, Musical" -1122,They Made Me a Criminal (1939),"Crime, Drama" -1123,"Last Time I Saw Paris, The (1954)",Drama -1124,"Farewell to Arms, A (1932)","Romance, War" -1125,"Innocents, The (1961)",Thriller -1126,"Old Man and the Sea, The (1958)","Adventure, Drama" -1127,"Truman Show, The (1998)",Drama -1128,Heidi Fleiss: Hollywood Madam (1995) ,Documentary -1129,Chungking Express (1994),"Drama, Mystery, Romance" -1130,Jupiter's Wife (1994),Documentary -1131,Safe (1995),Thriller -1132,Feeling Minnesota (1996),"Drama, Romance" -1133,Escape to Witch Mountain (1975),"Adventure, Children's, Fantasy" -1134,Get on the Bus (1996),Drama -1135,"Doors, The (1991)","Drama, Musical" -1136,Ghosts of Mississippi (1996),Drama -1137,Beautiful Thing (1996),"Drama, Romance" -1138,Best Men (1997),"Action, Comedy, Crime, Drama" -1139,Hackers (1995),"Action, Crime, Thriller" -1140,"Road to Wellville, The (1994)",Comedy -1141,"War Room, The (1993)",Documentary -1142,When We Were Kings (1996),Documentary -1143,Hard Eight (1996),"Crime, Thriller" -1144,"Quiet Room, The (1996)",Drama -1145,Blue Chips (1994),Drama -1146,Calendar Girl (1993),Drama -1147,My Family (1995),Drama -1148,Tom & Viv (1994),Drama -1149,Walkabout (1971),Drama -1150,Last Dance (1996),Drama -1151,Original Gangstas (1996),Crime -1152,In Love and War (1996),"Romance, War" -1153,Backbeat (1993),"Drama, Musical" -1154,Alphaville (1965),Sci-Fi -1155,"Rendezvous in Paris (Rendez-vous de Paris, Les) (1995)","Comedy, Romance" -1156,Cyclo (1995),"Crime, Drama" -1157,"Relic, The (1997)",Horror -1158,"Fille seule, La (A Single Girl) (1995)",Drama -1159,Stalker (1979),"Mystery, Sci-Fi" -1160,Love! Valour! Compassion! (1997),"Drama, Romance" -1161,Palookaville (1996),"Action, Drama" -1162,Phat Beach (1996),Comedy -1163,"Portrait of a Lady, The (1996)",Drama -1164,Zeus and Roxanne (1997),Children's -1165,Big Bully (1996),"Comedy, Drama" -1166,Love & Human Remains (1993),Comedy -1167,"Sum of Us, The (1994)",Comedy -1168,Little Buddha (1993),Drama -1169,Fresh (1994),Drama -1170,Spanking the Monkey (1994),"Comedy, Drama" -1171,Wild Reeds (1994),Drama -1172,"Women, The (1939)",Comedy -1173,Bliss (1997),"Drama, Romance" -1174,Caught (1996),"Drama, Thriller" -1175,Hugo Pool (1997),Romance -1176,Welcome To Sarajevo (1997),"Drama, War" -1177,Dunston Checks In (1996),Comedy -1178,Major Payne (1994),Comedy -1179,Man of the House (1995),Comedy -1180,I Love Trouble (1994),"Action, Comedy" -1181,"Low Down Dirty Shame, A (1994)","Action, Comedy" -1182,Cops and Robbersons (1994),Comedy -1183,"Cowboy Way, The (1994)","Action, Comedy" -1184,"Endless Summer 2, The (1994)",Documentary -1185,In the Army Now (1994),"Comedy, War" -1186,"Inkwell, The (1994)","Comedy, Drama" -1187,Switchblade Sisters (1975),Crime -1188,Young Guns II (1990),"Action, Comedy, Western" -1189,Prefontaine (1997),Drama -1190,That Old Feeling (1997),"Comedy, Romance" -1191,"Letter From Death Row, A (1998)","Crime, Drama" -1192,"Boys of St. Vincent, The (1993)",Drama -1193,Before the Rain (Pred dozhdot) (1994),Drama -1194,Once Were Warriors (1994),"Crime, Drama" -1195,Strawberry and Chocolate (Fresa y chocolate) (1993),Drama -1196,"Savage Nights (Nuits fauves, Les) (1992)",Drama -1197,"Family Thing, A (1996)","Comedy, Drama" -1198,Purple Noon (1960),"Crime, Thriller" -1199,Cemetery Man (Dellamorte Dellamore) (1994),"Comedy, Horror" -1200,Kim (1950),"Children's, Drama" -1201,Marlene Dietrich: Shadow and Light (1996) ,Documentary -1202,"Maybe, Maybe Not (Bewegte Mann, Der) (1994)",Comedy -1203,Top Hat (1935),"Comedy, Musical, Romance" -1204,To Be or Not to Be (1942),"Comedy, Drama, War" -1205,"Secret Agent, The (1996)",Drama -1206,Amos & Andrew (1993),Comedy -1207,Jade (1995),Thriller -1208,Kiss of Death (1995),"Crime, Drama, Thriller" -1209,Mixed Nuts (1994),Comedy -1210,Virtuosity (1995),"Sci-Fi, Thriller" -1211,Blue Sky (1994),"Drama, Romance" -1212,Flesh and Bone (1993),"Drama, Mystery, Romance" -1213,Guilty as Sin (1993),"Crime, Drama, Thriller" -1214,In the Realm of the Senses (Ai no corrida) (1976),Drama -1215,Barb Wire (1996),"Action, Sci-Fi" -1216,Kissed (1996),Romance -1217,Assassins (1995),Thriller -1218,Friday (1995),Comedy -1219,"Goofy Movie, A (1995)","Animation, Children's, Comedy, Romance" -1220,Higher Learning (1995),Drama -1221,When a Man Loves a Woman (1994),Drama -1222,Judgment Night (1993),Action -1223,King of the Hill (1993),Drama -1224,"Scout, The (1994)",Drama -1225,Angus (1995),Comedy -1226,Night Falls on Manhattan (1997),"Crime, Drama" -1227,"Awfully Big Adventure, An (1995)",Drama -1228,Under Siege 2: Dark Territory (1995),Action -1229,Poison Ivy II (1995),"Drama, Thriller" -1230,Ready to Wear (Pret-A-Porter) (1994),Comedy -1231,Marked for Death (1990),"Action, Drama" -1232,Madonna: Truth or Dare (1991),Documentary -1233,Nénette et Boni (1996),Drama -1234,Chairman of the Board (1998),Comedy -1235,"Big Bang Theory, The (1994)",Crime -1236,"Other Voices, Other Rooms (1997)",Drama -1237,Twisted (1996),"Comedy, Drama" -1238,Full Speed (1996),Drama -1239,Cutthroat Island (1995),"Action, Adventure, Romance" -1240,Ghost in the Shell (Kokaku kidotai) (1995),"Animation, Sci-Fi" -1241,"Van, The (1996)","Comedy, Drama" -1242,"Old Lady Who Walked in the Sea, The (Vieille qui marchait dans la mer, La) (1991)",Comedy -1243,Night Flier (1997),Horror -1244,Metro (1997),Action -1245,Gridlock'd (1997),Crime -1246,Bushwhacked (1995),Comedy -1247,Bad Girls (1994),Western -1248,Blink (1994),Thriller -1249,For Love or Money (1993),Comedy -1250,Best of the Best 3: No Turning Back (1995),Action -1251,A Chef in Love (1996),Comedy -1252,"Contempt (Mépris, Le) (1963)",Drama -1253,"Tie That Binds, The (1995)",Thriller -1254,Gone Fishin' (1997),Comedy -1255,Broken English (1996),Drama -1256,"Designated Mourner, The (1997)",Drama -1257,"Designated Mourner, The (1997)",Drama -1258,Trial and Error (1997),"Comedy, Romance" -1259,Pie in the Sky (1995),"Comedy, Romance" -1260,Total Eclipse (1995),Drama -1261,"Run of the Country, The (1995)",Drama -1262,Walking and Talking (1996),Romance -1263,Foxfire (1996),Drama -1264,Nothing to Lose (1994),Drama -1265,Star Maps (1997),Drama -1266,Bread and Chocolate (Pane e cioccolata) (1973),Drama -1267,Clockers (1995),Drama -1268,Bitter Moon (1992),Drama -1269,Love in the Afternoon (1957),"Comedy, Romance" -1270,Life with Mikey (1993),Comedy -1271,North (1994),Comedy -1272,Talking About Sex (1994),"Comedy, Drama" -1273,Color of Night (1994),"Drama, Thriller" -1274,Robocop 3 (1993),"Sci-Fi, Thriller" -1275,Killer (Bulletproof Heart) (1994),Thriller -1276,Sunset Park (1996),Drama -1277,Set It Off (1996),"Action, Crime" -1278,Selena (1997),"Drama, Musical" -1279,Wild America (1997),"Adventure, Children's" -1280,Gang Related (1997),Crime -1281,Manny & Lo (1996),Drama -1282,"Grass Harp, The (1995)",Drama -1283,Out to Sea (1997),Comedy -1284,Before and After (1996),"Drama, Mystery" -1285,Princess Caraboo (1994),Drama -1286,Shall We Dance? (1937),"Comedy, Musical, Romance" -1287,Ed (1996),Comedy -1288,Denise Calls Up (1995),Comedy -1289,Jack and Sarah (1995),Romance -1290,Country Life (1994),"Drama, Romance" -1291,Celtic Pride (1996),Comedy -1292,"Simple Wish, A (1997)","Children's, Fantasy" -1293,Star Kid (1997),"Adventure, Children's, Fantasy, Sci-Fi" -1294,Ayn Rand: A Sense of Life (1997),Documentary -1295,Kicked in the Head (1997),"Comedy, Drama" -1296,Indian Summer (1996),"Comedy, Drama" -1297,Love Affair (1994),"Drama, Romance" -1298,"Band Wagon, The (1953)","Comedy, Musical" -1299,Penny Serenade (1941),"Drama, Romance" -1300,'Til There Was You (1997),"Drama, Romance" -1301,Stripes (1981),Comedy -1302,Late Bloomers (1996),Comedy -1303,"Getaway, The (1994)",Action -1304,New York Cop (1996),"Action, Crime" -1305,National Lampoon's Senior Trip (1995),Comedy -1306,Delta of Venus (1994),Drama -1307,Carmen Miranda: Bananas Is My Business (1994),Documentary -1308,Babyfever (1994),"Comedy, Drama" -1309,"Very Natural Thing, A (1974)",Drama -1310,"Walk in the Sun, A (1945)",Drama -1311,Waiting to Exhale (1995),"Comedy, Drama" -1312,"Pompatus of Love, The (1996)","Comedy, Drama" -1313,Palmetto (1998),"Film-Noir, Mystery, Thriller" -1314,Surviving the Game (1994),"Action, Adventure, Thriller" -1315,Inventing the Abbotts (1997),"Drama, Romance" -1316,"Horse Whisperer, The (1998)",Drama -1317,"Journey of August King, The (1995)",Drama -1318,Catwalk (1995),Documentary -1319,"Neon Bible, The (1995)",Drama -1320,Homage (1995),Drama -1321,Open Season (1996),Comedy -1322,Metisse (Café au Lait) (1993),Comedy -1323,"Wooden Man's Bride, The (Wu Kui) (1994)",Drama -1324,Loaded (1994),"Drama, Thriller" -1325,August (1996),Drama -1326,Boys (1996),Drama -1327,Captives (1994),Drama -1328,Of Love and Shadows (1994),Drama -1329,"Low Life, The (1994)",Drama -1330,An Unforgettable Summer (1994),Drama -1331,"Last Klezmer: Leopold Kozlowski, His Life and Music, The (1995)",Documentary -1332,My Life and Times With Antonin Artaud (En compagnie d'Antonin Artaud) (1993),Drama -1333,Midnight Dancers (Sibak) (1994),"Comedy, Drama" -1334,Somebody to Love (1994),Drama -1335,American Buffalo (1996),Drama -1336,Kazaam (1996),"Children's, Comedy, Fantasy" -1337,Larger Than Life (1996),Comedy -1338,Two Deaths (1995),Drama -1339,Stefano Quantestorie (1993),"Comedy, Drama" -1340,"Crude Oasis, The (1995)",Romance -1341,Hedd Wyn (1992),Drama -1342,"Convent, The (Convento, O) (1995)",Drama -1343,Lotto Land (1995),Drama -1344,"Story of Xinghua, The (1993)",Drama -1345,"Day the Sun Turned Cold, The (Tianguo niezi) (1994)",Drama -1346,Dingo (1992),Drama -1347,"Ballad of Narayama, The (Narayama Bushiko) (1958)",Drama -1348,Every Other Weekend (1990),Drama -1349,Mille bolle blu (1993),Comedy -1350,Crows and Sparrows (1949),Drama -1351,Lover's Knot (1996),Comedy -1352,Shadow of Angels (Schatten der Engel) (1976),Drama -1353,1-900 (1994),Romance -1354,Venice/Venice (1992),Drama -1355,Infinity (1996),Drama -1356,Ed's Next Move (1996),Comedy -1357,For the Moment (1994),"Romance, War" -1358,The Deadly Cure (1996),Action -1359,Boys in Venice (1996),Drama -1360,"Sexual Life of the Belgians, The (1994)",Comedy -1361,"Search for One-eye Jimmy, The (1996)",Comedy -1362,American Strays (1996),Action -1363,"Leopard Son, The (1996)",Documentary -1364,Bird of Prey (1996),Action -1365,Johnny 100 Pesos (1993),"Action, Drama" -1366,JLG/JLG - autoportrait de décembre (1994),"Documentary, Drama" -1367,Faust (1994),Animation -1368,Mina Tannenbaum (1994),Drama -1369,"Forbidden Christ, The (Cristo proibito, Il) (1950)",Drama -1370,I Can't Sleep (J'ai pas sommeil) (1994),"Drama, Thriller" -1371,"Machine, The (1994)","Comedy, Horror" -1372,"Stranger, The (1994)",Action -1373,Good Morning (1971),unknown -1374,Falling in Love Again (1980),Comedy -1375,"Cement Garden, The (1993)",Drama -1376,Meet Wally Sparks (1997),Comedy -1377,Hotel de Love (1996),"Comedy, Romance" -1378,Rhyme & Reason (1997),Documentary -1379,Love and Other Catastrophes (1996),Romance -1380,Hollow Reed (1996),Drama -1381,Losing Chase (1996),Drama -1382,"Bonheur, Le (1965)",Drama -1383,"Second Jungle Book: Mowgli & Baloo, The (1997)","Adventure, Children's" -1384,Squeeze (1996),Drama -1385,Roseanna's Grave (For Roseanna) (1997),"Comedy, Romance" -1386,Tetsuo II: Body Hammer (1992),Sci-Fi -1387,Fall (1997),Romance -1388,Gabbeh (1996),Drama -1389,Mondo (1996),Drama -1390,"Innocent Sleep, The (1995)",Crime -1391,For Ever Mozart (1996),Drama -1392,"Locusts, The (1997)",Drama -1393,Stag (1997),"Action, Thriller" -1394,Swept from the Sea (1997),Romance -1395,Hurricane Streets (1998),Drama -1396,Stonewall (1995),Drama -1397,Of Human Bondage (1934),Drama -1398,Anna (1996),Drama -1399,Stranger in the House (1997),Thriller -1400,Picture Bride (1995),"Drama, Romance" -1401,M. Butterfly (1993),Drama -1402,"Ciao, Professore! (1993)",Drama -1403,Caro Diario (Dear Diary) (1994),"Comedy, Drama" -1404,Withnail and I (1987),Comedy -1405,Boy's Life 2 (1997),Drama -1406,When Night Is Falling (1995),"Drama, Romance" -1407,"Specialist, The (1994)",Action -1408,Gordy (1995),Comedy -1409,"Swan Princess, The (1994)","Animation, Children's" -1410,Harlem (1993),Drama -1411,Barbarella (1968),"Adventure, Sci-Fi" -1412,Land Before Time III: The Time of the Great Giving (1995) (V),"Animation, Children's" -1413,Street Fighter (1994),Action -1414,Coldblooded (1995),Action -1415,"Next Karate Kid, The (1994)","Action, Children's" -1416,No Escape (1994),"Action, Sci-Fi" -1417,"Turning, The (1992)",Drama -1418,"Joy Luck Club, The (1993)",Drama -1419,Highlander III: The Sorcerer (1994),"Action, Sci-Fi" -1420,Gilligan's Island: The Movie (1998),Comedy -1421,My Crazy Life (Mi vida loca) (1993),Drama -1422,Suture (1993),"Film-Noir, Thriller" -1423,"Walking Dead, The (1995)","Drama, War" -1424,I Like It Like That (1994),"Comedy, Drama, Romance" -1425,I'll Do Anything (1994),"Comedy, Drama" -1426,Grace of My Heart (1996),"Comedy, Drama" -1427,Drunks (1995),Drama -1428,SubUrbia (1997),Comedy -1429,Sliding Doors (1998),"Drama, Romance" -1430,Ill Gotten Gains (1997),Drama -1431,Legal Deceit (1997),Thriller -1432,"Mighty, The (1998)",Drama -1433,Men of Means (1998),"Action, Drama" -1434,Shooting Fish (1997),Romance -1435,"Steal Big, Steal Little (1995)",Comedy -1436,Mr. Jones (1993),"Drama, Romance" -1437,House Party 3 (1994),Comedy -1438,Panther (1995),Drama -1439,Jason's Lyric (1994),"Crime, Drama" -1440,Above the Rim (1994),Drama -1441,Moonlight and Valentino (1995),"Drama, Romance" -1442,"Scarlet Letter, The (1995)",Drama -1443,8 Seconds (1994),Drama -1444,That Darn Cat! (1965),"Children's, Comedy, Mystery" -1445,Ladybird Ladybird (1994),Drama -1446,"Bye Bye, Love (1995)",Comedy -1447,Century (1993),Drama -1448,My Favorite Season (1993),Drama -1449,Pather Panchali (1955),Drama -1450,Golden Earrings (1947),"Adventure, Romance" -1451,Foreign Correspondent (1940),Thriller -1452,Lady of Burlesque (1943),"Comedy, Mystery" -1453,Angel on My Shoulder (1946),"Crime, Drama" -1454,Angel and the Badman (1947),Western -1455,"Outlaw, The (1943)",Western -1456,Beat the Devil (1954),"Comedy, Drama" -1457,Love Is All There Is (1996),"Comedy, Drama" -1458,"Damsel in Distress, A (1937)","Comedy, Musical, Romance" -1459,Madame Butterfly (1995),Musical -1460,Sleepover (1995),"Comedy, Drama" -1461,Here Comes Cookie (1935),Comedy -1462,"Thieves (Voleurs, Les) (1996)","Crime, Drama, Romance" -1463,"Boys, Les (1997)",Comedy -1464,"Stars Fell on Henrietta, The (1995)",Drama -1465,Last Summer in the Hamptons (1995),"Comedy, Drama" -1466,Margaret's Museum (1995),Drama -1467,"Saint of Fort Washington, The (1993)",Drama -1468,"Cure, The (1995)",Drama -1469,Tom and Huck (1995),"Adventure, Children's" -1470,Gumby: The Movie (1995),"Animation, Children's" -1471,Hideaway (1995),Thriller -1472,"Visitors, The (Visiteurs, Les) (1993)","Comedy, Sci-Fi" -1473,"Little Princess, The (1939)","Children's, Drama" -1474,Nina Takes a Lover (1994),"Comedy, Romance" -1475,Bhaji on the Beach (1993),"Comedy, Drama" -1476,Raw Deal (1948),Film-Noir -1477,Nightwatch (1997),"Horror, Thriller" -1478,Dead Presidents (1995),"Action, Crime, Drama" -1479,Reckless (1995),Comedy -1480,Herbie Rides Again (1974),"Adventure, Children's, Comedy" -1481,S.F.W. (1994),Drama -1482,"Gate of Heavenly Peace, The (1995)",Documentary -1483,"Man in the Iron Mask, The (1998)","Action, Drama, Romance" -1484,"Jerky Boys, The (1994)","Action, Comedy" -1485,"Colonel Chabert, Le (1994)","Drama, Romance, War" -1486,Girl in the Cadillac (1995),Drama -1487,Even Cowgirls Get the Blues (1993),"Comedy, Romance" -1488,Germinal (1993),Drama -1489,Chasers (1994),Comedy -1490,Fausto (1993),Comedy -1491,Tough and Deadly (1995),"Action, Drama, Thriller" -1492,Window to Paris (1994),Comedy -1493,"Modern Affair, A (1995)",Romance -1494,"Mostro, Il (1994)",Comedy -1495,Flirt (1995),Drama -1496,Carpool (1996),"Comedy, Crime" -1497,"Line King: Al Hirschfeld, The (1996)",Documentary -1498,Farmer & Chase (1995),Comedy -1499,Grosse Fatigue (1994),Comedy -1500,Santa with Muscles (1996),Comedy -1501,Prisoner of the Mountains (Kavkazsky Plennik) (1996),War -1502,Naked in New York (1994),"Comedy, Romance" -1503,Gold Diggers: The Secret of Bear Mountain (1995),"Adventure, Children's" -1504,"Bewegte Mann, Der (1994)",Comedy -1505,Killer: A Journal of Murder (1995),"Crime, Drama" -1506,Nelly & Monsieur Arnaud (1995),Drama -1507,Three Lives and Only One Death (1996),Comedy -1508,"Babysitter, The (1995)","Drama, Thriller" -1509,Getting Even with Dad (1994),Comedy -1510,Mad Dog Time (1996),Crime -1511,Children of the Revolution (1996),Comedy -1512,"World of Apu, The (Apur Sansar) (1959)",Drama -1513,Sprung (1997),Comedy -1514,Dream With the Fishes (1997),Drama -1515,Wings of Courage (1995),"Adventure, Romance" -1516,"Wedding Gift, The (1994)",Drama -1517,Race the Sun (1996),Drama -1518,Losing Isaiah (1995),Drama -1519,New Jersey Drive (1995),"Crime, Drama" -1520,"Fear, The (1995)",Horror -1521,Mr. Wonderful (1993),"Comedy, Romance" -1522,Trial by Jury (1994),Thriller -1523,"Good Man in Africa, A (1994)","Action, Adventure" -1524,Kaspar Hauser (1993),Drama -1525,"Object of My Affection, The (1998)","Comedy, Romance" -1526,Witness (1985),"Drama, Romance, Thriller" -1527,Senseless (1998),Comedy -1528,Nowhere (1997),Drama -1529,Underground (1995),War -1530,Jefferson in Paris (1995),Drama -1531,Far From Home: The Adventures of Yellow Dog (1995),"Adventure, Children's" -1532,Foreign Student (1994),Drama -1533,I Don't Want to Talk About It (De eso no se habla) (1993),Drama -1534,Twin Town (1997),"Comedy, Crime" -1535,"Enfer, L' (1994)",Drama -1536,Aiqing wansui (1994),Drama -1537,Cosi (1996),Comedy -1538,All Over Me (1997),Drama -1539,Being Human (1993),Drama -1540,"Amazing Panda Adventure, The (1995)","Adventure, Children's" -1541,"Beans of Egypt, Maine, The (1994)",Drama -1542,"Scarlet Letter, The (1926)",Drama -1543,Johns (1996),Drama -1544,It Takes Two (1995),Comedy -1545,Frankie Starlight (1995),"Drama, Romance" -1546,Shadows (Cienie) (1988),Drama -1547,"Show, The (1995)",Documentary -1548,The Courtyard (1995),"Action, Thriller" -1549,Dream Man (1995),Thriller -1550,Destiny Turns on the Radio (1995),Comedy -1551,"Glass Shield, The (1994)",Drama -1552,"Hunted, The (1995)",Action -1553,"Underneath, The (1995)","Mystery, Thriller" -1554,Safe Passage (1994),Drama -1555,"Secret Adventures of Tom Thumb, The (1993)","Adventure, Children's" -1556,Condition Red (1995),"Action, Drama, Thriller" -1557,Yankee Zulu (1994),"Comedy, Drama" -1558,Aparajito (1956),Drama -1559,Hostile Intentions (1994),"Action, Drama, Thriller" -1560,Clean Slate (Coup de Torchon) (1981),Crime -1561,Tigrero: A Film That Was Never Made (1994),"Documentary, Drama" -1562,"Eye of Vichy, The (Oeil de Vichy, L') (1993)",Documentary -1563,"Promise, The (Versprechen, Das) (1994)",Romance -1564,To Cross the Rubicon (1991),Drama -1565,Daens (1992),Drama -1566,"Man from Down Under, The (1943)",Drama -1567,Careful (1992),Comedy -1568,Vermont Is For Lovers (1992),"Comedy, Romance" -1569,"Vie est belle, La (Life is Rosey) (1987)","Comedy, Drama" -1570,Quartier Mozart (1992),Comedy -1571,Touki Bouki (Journey of the Hyena) (1973),Drama -1572,Wend Kuuni (God's Gift) (1982),Drama -1573,Spirits of the Dead (Tre passi nel delirio) (1968),Horror -1574,Pharaoh's Army (1995),War -1575,"I, Worst of All (Yo, la peor de todas) (1990)",Drama -1576,"Hungarian Fairy Tale, A (1987)",Fantasy -1577,"Death in the Garden (Mort en ce jardin, La) (1956)",Drama -1578,"Collectionneuse, La (1967)",Drama -1579,Baton Rouge (1988),Thriller -1580,Liebelei (1933),Romance -1581,"Woman in Question, The (1950)",Mystery -1582,T-Men (1947),Film-Noir -1583,"Invitation, The (Zaproszenie) (1986)",Drama -1584,"Symphonie pastorale, La (1946)",Drama -1585,American Dream (1990),Documentary -1586,Lashou shentan (1992),"Action, Crime, Drama" -1587,Terror in a Texas Town (1958),Western -1588,Salut cousin! (1996),"Comedy, Drama" -1589,Schizopolis (1996),Comedy -1590,"To Have, or Not (1995)",Drama -1591,Duoluo tianshi (1995),Drama -1592,"Magic Hour, The (1998)",Drama -1593,Death in Brunswick (1991),Comedy -1594,Everest (1998),Documentary -1595,Shopping (1994),"Action, Thriller" -1596,Nemesis 2: Nebula (1995),"Action, Sci-Fi, Thriller" -1597,Romper Stomper (1992),"Action, Drama" -1598,City of Industry (1997),"Crime, Thriller" -1599,Someone Else's America (1995),Drama -1600,Guantanamera (1994),Comedy -1601,Office Killer (1997),Thriller -1602,"Price Above Rubies, A (1998)",Drama -1603,Angela (1995),Drama -1604,He Walked by Night (1948),"Crime, Film-Noir, Thriller" -1605,Love Serenade (1996),Comedy -1606,Deceiver (1997),Crime -1607,Hurricane Streets (1998),Drama -1608,Buddy (1997),"Adventure, Children's, Drama" -1609,B*A*P*S (1997),Comedy -1610,"Truth or Consequences, N.M. (1997)","Action, Crime, Romance" -1611,Intimate Relations (1996),Comedy -1612,"Leading Man, The (1996)",Romance -1613,Tokyo Fist (1995),"Action, Drama" -1614,"Reluctant Debutante, The (1958)","Comedy, Drama" -1615,Warriors of Virtue (1997),"Action, Adventure, Children's, Fantasy" -1616,Desert Winds (1995),Drama -1617,Hugo Pool (1997),Romance -1618,King of New York (1990),"Action, Crime" -1619,All Things Fair (1996),Drama -1620,"Sixth Man, The (1997)",Comedy -1621,Butterfly Kiss (1995),Thriller -1622,"Paris, France (1993)",Comedy -1623,"Cérémonie, La (1995)",Drama -1624,Hush (1998),Thriller -1625,Nightwatch (1997),"Horror, Thriller" -1626,Nobody Loves Me (Keiner liebt mich) (1994),"Comedy, Drama" -1627,"Wife, The (1995)","Comedy, Drama" -1628,Lamerica (1994),Drama -1629,Nico Icon (1995),Documentary -1630,"Silence of the Palace, The (Saimt el Qusur) (1994)",Drama -1631,"Slingshot, The (1993)","Comedy, Drama" -1632,Land and Freedom (Tierra y libertad) (1995),War -1633,Á köldum klaka (Cold Fever) (1994),"Comedy, Drama" -1634,Etz Hadomim Tafus (Under the Domin Tree) (1994),Drama -1635,Two Friends (1986) ,Drama -1636,Brothers in Trouble (1995),Drama -1637,Girls Town (1996),Drama -1638,Normal Life (1996),"Crime, Drama" -1639,Bitter Sugar (Azucar Amargo) (1996),Drama -1640,"Eighth Day, The (1996)",Drama -1641,Dadetown (1995),Documentary -1642,Some Mother's Son (1996),Drama -1643,Angel Baby (1995),Drama -1644,Sudden Manhattan (1996),Comedy -1645,"Butcher Boy, The (1998)",Drama -1646,Men With Guns (1997),"Action, Drama" -1647,Hana-bi (1997),"Comedy, Crime, Drama" -1648,"Niagara, Niagara (1997)",Drama -1649,"Big One, The (1997)","Comedy, Documentary" -1650,"Butcher Boy, The (1998)",Drama -1651,"Spanish Prisoner, The (1997)","Drama, Thriller" -1652,Temptress Moon (Feng Yue) (1996),Romance -1653,Entertaining Angels: The Dorothy Day Story (1996),Drama -1654,Chairman of the Board (1998),Comedy -1655,"Favor, The (1994)","Comedy, Romance" -1656,Little City (1998),"Comedy, Romance" -1657,Target (1995),"Action, Drama" -1658,"Substance of Fire, The (1996)",Drama -1659,Getting Away With Murder (1996),Comedy -1660,Small Faces (1995),Drama -1661,"New Age, The (1994)",Drama -1662,Rough Magic (1995),"Drama, Romance" -1663,Nothing Personal (1995),"Drama, War" -1664,8 Heads in a Duffel Bag (1997),Comedy -1665,"Brother's Kiss, A (1997)",Drama -1666,Ripe (1996),Drama -1667,"Next Step, The (1995)",Drama -1668,Wedding Bell Blues (1996),Comedy -1669,MURDER and murder (1996),"Crime, Drama, Mystery" -1670,Tainted (1998),"Comedy, Thriller" -1671,"Further Gesture, A (1996)",Drama -1672,Kika (1993),Drama -1673,Mirage (1995),"Action, Thriller" -1674,Mamma Roma (1962),Drama -1675,"Sunchaser, The (1996)",Drama -1676,"War at Home, The (1996)",Drama -1677,Sweet Nothing (1995),Drama -1678,Mat' i syn (1997),Drama -1679,B. Monkey (1998),"Romance, Thriller" -1680,Sliding Doors (1998),"Drama, Romance" -1681,You So Crazy (1994),Comedy -1682,Scream of Stone (Schrei aus Stein) (1991),Drama +id,title,genres +1,Toy Story (1995),"Animation, Children's, Comedy" +2,GoldenEye (1995),"Action, Adventure, Thriller" +3,Four Rooms (1995),Thriller +4,Get Shorty (1995),"Action, Comedy, Drama" +5,Copycat (1995),"Crime, Drama, Thriller" +6,Shanghai Triad (Yao a yao yao dao waipo qiao) (1995),Drama +7,Twelve Monkeys (1995),"Drama, Sci-Fi" +8,Babe (1995),"Children's, Comedy, Drama" +9,Dead Man Walking (1995),Drama +10,Richard III (1995),"Drama, War" +11,Seven (Se7en) (1995),"Crime, Thriller" +12,"Usual Suspects, The (1995)","Crime, Thriller" +13,Mighty Aphrodite (1995),Comedy +14,"Postino, Il (1994)","Drama, Romance" +15,Mr. Holland's Opus (1995),Drama +16,French Twist (Gazon maudit) (1995),"Comedy, Romance" +17,From Dusk Till Dawn (1996),"Action, Comedy, Crime, Horror, Thriller" +18,"White Balloon, The (1995)",Drama +19,Antonia's Line (1995),Drama +20,Angels and Insects (1995),"Drama, Romance" +21,Muppet Treasure Island (1996),"Action, Adventure, Comedy, Musical, Thriller" +22,Braveheart (1995),"Action, Drama, War" +23,Taxi Driver (1976),"Drama, Thriller" +24,Rumble in the Bronx (1995),"Action, Adventure, Crime" +25,"Birdcage, The (1996)",Comedy +26,"Brothers McMullen, The (1995)",Comedy +27,Bad Boys (1995),Action +28,Apollo 13 (1995),"Action, Drama, Thriller" +29,Batman Forever (1995),"Action, Adventure, Comedy, Crime" +30,Belle de jour (1967),Drama +31,Crimson Tide (1995),"Drama, Thriller, War" +32,Crumb (1994),Documentary +33,Desperado (1995),"Action, Romance, Thriller" +34,"Doom Generation, The (1995)","Comedy, Drama" +35,Free Willy 2: The Adventure Home (1995),"Adventure, Children's, Drama" +36,Mad Love (1995),"Drama, Romance" +37,Nadja (1994),Drama +38,"Net, The (1995)","Sci-Fi, Thriller" +39,Strange Days (1995),"Action, Crime, Sci-Fi" +40,"To Wong Foo, Thanks for Everything! Julie Newmar (1995)",Comedy +41,Billy Madison (1995),Comedy +42,Clerks (1994),Comedy +43,Disclosure (1994),"Drama, Thriller" +44,Dolores Claiborne (1994),"Drama, Thriller" +45,Eat Drink Man Woman (1994),"Comedy, Drama" +46,Exotica (1994),Drama +47,Ed Wood (1994),"Comedy, Drama" +48,Hoop Dreams (1994),Documentary +49,I.Q. (1994),"Comedy, Romance" +50,Star Wars (1977),"Action, Adventure, Romance, Sci-Fi, War" +51,Legends of the Fall (1994),"Drama, Romance, War, Western" +52,"Madness of King George, The (1994)",Drama +53,Natural Born Killers (1994),"Action, Thriller" +54,Outbreak (1995),"Action, Drama, Thriller" +55,"Professional, The (1994)","Crime, Drama, Romance, Thriller" +56,Pulp Fiction (1994),"Crime, Drama" +57,Priest (1994),Drama +58,Quiz Show (1994),Drama +59,Three Colors: Red (1994),Drama +60,Three Colors: Blue (1993),Drama +61,Three Colors: White (1994),Drama +62,Stargate (1994),"Action, Adventure, Sci-Fi" +63,"Santa Clause, The (1994)","Children's, Comedy" +64,"Shawshank Redemption, The (1994)",Drama +65,What's Eating Gilbert Grape (1993),"Comedy, Drama" +66,While You Were Sleeping (1995),"Comedy, Romance" +67,Ace Ventura: Pet Detective (1994),Comedy +68,"Crow, The (1994)","Action, Romance, Thriller" +69,Forrest Gump (1994),"Comedy, Romance, War" +70,Four Weddings and a Funeral (1994),"Comedy, Romance" +71,"Lion King, The (1994)","Animation, Children's, Musical" +72,"Mask, The (1994)","Comedy, Crime, Fantasy" +73,Maverick (1994),"Action, Comedy, Western" +74,Faster Pussycat! Kill! Kill! (1965),"Action, Comedy, Drama" +75,Brother Minister: The Assassination of Malcolm X (1994),Documentary +76,Carlito's Way (1993),"Crime, Drama" +77,"Firm, The (1993)","Drama, Thriller" +78,Free Willy (1993),"Adventure, Children's, Drama" +79,"Fugitive, The (1993)","Action, Thriller" +80,Hot Shots! Part Deux (1993),"Action, Comedy, War" +81,"Hudsucker Proxy, The (1994)","Comedy, Romance" +82,Jurassic Park (1993),"Action, Adventure, Sci-Fi" +83,Much Ado About Nothing (1993),"Comedy, Romance" +84,Robert A. Heinlein's The Puppet Masters (1994),"Horror, Sci-Fi" +85,"Ref, The (1994)",Comedy +86,"Remains of the Day, The (1993)",Drama +87,Searching for Bobby Fischer (1993),Drama +88,Sleepless in Seattle (1993),"Comedy, Romance" +89,Blade Runner (1982),"Film-Noir, Sci-Fi" +90,So I Married an Axe Murderer (1993),"Comedy, Romance, Thriller" +91,"Nightmare Before Christmas, The (1993)","Children's, Comedy, Musical" +92,True Romance (1993),"Action, Crime, Romance" +93,Welcome to the Dollhouse (1995),"Comedy, Drama" +94,Home Alone (1990),"Children's, Comedy" +95,Aladdin (1992),"Animation, Children's, Comedy, Musical" +96,Terminator 2: Judgment Day (1991),"Action, Sci-Fi, Thriller" +97,Dances with Wolves (1990),"Adventure, Drama, Western" +98,"Silence of the Lambs, The (1991)","Drama, Thriller" +99,Snow White and the Seven Dwarfs (1937),"Animation, Children's, Musical" +100,Fargo (1996),"Crime, Drama, Thriller" +101,Heavy Metal (1981),"Action, Adventure, Animation, Horror, Sci-Fi" +102,"Aristocats, The (1970)","Animation, Children's" +103,All Dogs Go to Heaven 2 (1996),"Animation, Children's, Musical" +104,Theodore Rex (1995),Comedy +105,Sgt. Bilko (1996),Comedy +106,Diabolique (1996),"Drama, Thriller" +107,Moll Flanders (1996),Drama +108,Kids in the Hall: Brain Candy (1996),Comedy +109,Mystery Science Theater 3000: The Movie (1996),"Comedy, Sci-Fi" +110,Operation Dumbo Drop (1995),"Action, Adventure, Comedy, War" +111,"Truth About Cats & Dogs, The (1996)","Comedy, Romance" +112,Flipper (1996),"Adventure, Children's" +113,"Horseman on the Roof, The (Hussard sur le toit, Le) (1995)",Drama +114,Wallace & Gromit: The Best of Aardman Animation (1996),Animation +115,"Haunted World of Edward D. Wood Jr., The (1995)",Documentary +116,Cold Comfort Farm (1995),Comedy +117,"Rock, The (1996)","Action, Adventure, Thriller" +118,Twister (1996),"Action, Adventure, Thriller" +119,Maya Lin: A Strong Clear Vision (1994),Documentary +120,Striptease (1996),"Comedy, Crime" +121,Independence Day (ID4) (1996),"Action, Sci-Fi, War" +122,"Cable Guy, The (1996)",Comedy +123,"Frighteners, The (1996)","Comedy, Horror" +124,Lone Star (1996),"Drama, Mystery" +125,Phenomenon (1996),"Drama, Romance" +126,"Spitfire Grill, The (1996)",Drama +127,"Godfather, The (1972)","Action, Crime, Drama" +128,Supercop (1992),"Action, Thriller" +129,Bound (1996),"Crime, Drama, Romance, Thriller" +130,Kansas City (1996),Crime +131,Breakfast at Tiffany's (1961),"Drama, Romance" +132,"Wizard of Oz, The (1939)","Adventure, Children's, Drama, Musical" +133,Gone with the Wind (1939),"Drama, Romance, War" +134,Citizen Kane (1941),Drama +135,2001: A Space Odyssey (1968),"Drama, Mystery, Sci-Fi, Thriller" +136,Mr. Smith Goes to Washington (1939),Drama +137,Big Night (1996),Drama +138,D3: The Mighty Ducks (1996),"Children's, Comedy" +139,"Love Bug, The (1969)","Children's, Comedy" +140,Homeward Bound: The Incredible Journey (1993),"Adventure, Children's" +141,"20,000 Leagues Under the Sea (1954)","Adventure, Children's, Fantasy, Sci-Fi" +142,Bedknobs and Broomsticks (1971),"Adventure, Children's, Musical" +143,"Sound of Music, The (1965)",Musical +144,Die Hard (1988),"Action, Thriller" +145,"Lawnmower Man, The (1992)","Action, Sci-Fi, Thriller" +146,Unhook the Stars (1996),Drama +147,"Long Kiss Goodnight, The (1996)","Action, Thriller" +148,"Ghost and the Darkness, The (1996)","Action, Adventure" +149,Jude (1996),Drama +150,Swingers (1996),"Comedy, Drama" +151,Willy Wonka and the Chocolate Factory (1971),"Adventure, Children's, Comedy" +152,Sleeper (1973),"Comedy, Sci-Fi" +153,"Fish Called Wanda, A (1988)",Comedy +154,Monty Python's Life of Brian (1979),Comedy +155,Dirty Dancing (1987),"Musical, Romance" +156,Reservoir Dogs (1992),"Crime, Thriller" +157,Platoon (1986),"Drama, War" +158,Weekend at Bernie's (1989),Comedy +159,Basic Instinct (1992),"Mystery, Thriller" +160,Glengarry Glen Ross (1992),Drama +161,Top Gun (1986),"Action, Romance" +162,On Golden Pond (1981),Drama +163,"Return of the Pink Panther, The (1974)",Comedy +164,"Abyss, The (1989)","Action, Adventure, Sci-Fi, Thriller" +165,Jean de Florette (1986),Drama +166,Manon of the Spring (Manon des sources) (1986),Drama +167,Private Benjamin (1980),Comedy +168,Monty Python and the Holy Grail (1974),Comedy +169,"Wrong Trousers, The (1993)","Animation, Comedy" +170,Cinema Paradiso (1988),"Comedy, Drama, Romance" +171,Delicatessen (1991),"Comedy, Sci-Fi" +172,"Empire Strikes Back, The (1980)","Action, Adventure, Drama, Romance, Sci-Fi, War" +173,"Princess Bride, The (1987)","Action, Adventure, Comedy, Romance" +174,Raiders of the Lost Ark (1981),"Action, Adventure" +175,Brazil (1985),Sci-Fi +176,Aliens (1986),"Action, Sci-Fi, Thriller, War" +177,"Good, The Bad and The Ugly, The (1966)","Action, Western" +178,12 Angry Men (1957),Drama +179,"Clockwork Orange, A (1971)",Sci-Fi +180,Apocalypse Now (1979),"Drama, War" +181,Return of the Jedi (1983),"Action, Adventure, Romance, Sci-Fi, War" +182,GoodFellas (1990),"Crime, Drama" +183,Alien (1979),"Action, Horror, Sci-Fi, Thriller" +184,Army of Darkness (1993),"Action, Adventure, Comedy, Horror, Sci-Fi" +185,Psycho (1960),"Horror, Romance, Thriller" +186,"Blues Brothers, The (1980)","Action, Comedy, Musical" +187,"Godfather: Part II, The (1974)","Action, Crime, Drama" +188,Full Metal Jacket (1987),"Action, Drama, War" +189,"Grand Day Out, A (1992)","Animation, Comedy" +190,Henry V (1989),"Drama, War" +191,Amadeus (1984),"Drama, Mystery" +192,Raging Bull (1980),Drama +193,"Right Stuff, The (1983)",Drama +194,"Sting, The (1973)","Comedy, Crime" +195,"Terminator, The (1984)","Action, Sci-Fi, Thriller" +196,Dead Poets Society (1989),Drama +197,"Graduate, The (1967)","Drama, Romance" +198,Nikita (La Femme Nikita) (1990),Thriller +199,"Bridge on the River Kwai, The (1957)","Drama, War" +200,"Shining, The (1980)",Horror +201,Evil Dead II (1987),"Action, Adventure, Comedy, Horror" +202,Groundhog Day (1993),"Comedy, Romance" +203,Unforgiven (1992),Western +204,Back to the Future (1985),"Comedy, Sci-Fi" +205,Patton (1970),"Drama, War" +206,Akira (1988),"Adventure, Animation, Sci-Fi, Thriller" +207,Cyrano de Bergerac (1990),"Action, Drama, Romance" +208,Young Frankenstein (1974),"Comedy, Horror" +209,This Is Spinal Tap (1984),"Comedy, Drama, Musical" +210,Indiana Jones and the Last Crusade (1989),"Action, Adventure" +211,M*A*S*H (1970),"Comedy, War" +212,"Unbearable Lightness of Being, The (1988)",Drama +213,"Room with a View, A (1986)","Drama, Romance" +214,Pink Floyd - The Wall (1982),"Drama, Musical, War" +215,Field of Dreams (1989),Drama +216,When Harry Met Sally... (1989),"Comedy, Romance" +217,Bram Stoker's Dracula (1992),"Horror, Romance" +218,Cape Fear (1991),Thriller +219,"Nightmare on Elm Street, A (1984)",Horror +220,"Mirror Has Two Faces, The (1996)","Comedy, Romance" +221,Breaking the Waves (1996),Drama +222,Star Trek: First Contact (1996),"Action, Adventure, Sci-Fi" +223,Sling Blade (1996),"Drama, Thriller" +224,Ridicule (1996),Drama +225,101 Dalmatians (1996),"Children's, Comedy" +226,Die Hard 2 (1990),"Action, Thriller" +227,Star Trek VI: The Undiscovered Country (1991),"Action, Adventure, Sci-Fi" +228,Star Trek: The Wrath of Khan (1982),"Action, Adventure, Sci-Fi" +229,Star Trek III: The Search for Spock (1984),"Action, Adventure, Sci-Fi" +230,Star Trek IV: The Voyage Home (1986),"Action, Adventure, Sci-Fi" +231,Batman Returns (1992),"Action, Adventure, Comedy, Crime" +232,Young Guns (1988),"Action, Comedy, Western" +233,Under Siege (1992),Action +234,Jaws (1975),"Action, Horror" +235,Mars Attacks! (1996),"Action, Comedy, Sci-Fi, War" +236,Citizen Ruth (1996),"Comedy, Drama" +237,Jerry Maguire (1996),"Drama, Romance" +238,Raising Arizona (1987),Comedy +239,Sneakers (1992),"Crime, Drama, Sci-Fi" +240,Beavis and Butt-head Do America (1996),"Animation, Comedy" +241,"Last of the Mohicans, The (1992)","Action, Romance, War" +242,Kolya (1996),Comedy +243,Jungle2Jungle (1997),"Children's, Comedy" +244,Smilla's Sense of Snow (1997),"Action, Drama, Thriller" +245,"Devil's Own, The (1997)","Action, Drama, Thriller, War" +246,Chasing Amy (1997),"Drama, Romance" +247,Turbo: A Power Rangers Movie (1997),"Action, Adventure, Children's" +248,Grosse Pointe Blank (1997),"Comedy, Crime" +249,Austin Powers: International Man of Mystery (1997),Comedy +250,"Fifth Element, The (1997)","Action, Sci-Fi" +251,Shall We Dance? (1996),Comedy +252,"Lost World: Jurassic Park, The (1997)","Action, Adventure, Sci-Fi, Thriller" +253,"Pillow Book, The (1995)","Drama, Romance" +254,Batman & Robin (1997),"Action, Adventure, Crime" +255,My Best Friend's Wedding (1997),"Comedy, Romance" +256,When the Cats Away (Chacun cherche son chat) (1996),"Comedy, Romance" +257,Men in Black (1997),"Action, Adventure, Comedy, Sci-Fi" +258,Contact (1997),"Drama, Sci-Fi" +259,George of the Jungle (1997),"Children's, Comedy" +260,Event Horizon (1997),"Action, Mystery, Sci-Fi, Thriller" +261,Air Bud (1997),"Children's, Comedy" +262,In the Company of Men (1997),Drama +263,Steel (1997),Action +264,Mimic (1997),"Sci-Fi, Thriller" +265,"Hunt for Red October, The (1990)","Action, Thriller" +266,Kull the Conqueror (1997),"Action, Adventure" +267,unknown,unknown +268,Chasing Amy (1997),"Drama, Romance" +269,"Full Monty, The (1997)",Comedy +270,Gattaca (1997),"Drama, Sci-Fi, Thriller" +271,Starship Troopers (1997),"Action, Adventure, Sci-Fi, War" +272,Good Will Hunting (1997),Drama +273,Heat (1995),"Action, Crime, Thriller" +274,Sabrina (1995),"Comedy, Romance" +275,Sense and Sensibility (1995),"Drama, Romance" +276,Leaving Las Vegas (1995),"Drama, Romance" +277,Restoration (1995),Drama +278,Bed of Roses (1996),"Drama, Romance" +279,Once Upon a Time... When We Were Colored (1995),Drama +280,Up Close and Personal (1996),"Drama, Romance" +281,"River Wild, The (1994)","Action, Thriller" +282,"Time to Kill, A (1996)",Drama +283,Emma (1996),"Drama, Romance" +284,Tin Cup (1996),"Comedy, Romance" +285,Secrets & Lies (1996),Drama +286,"English Patient, The (1996)","Drama, Romance, War" +287,Marvin's Room (1996),Drama +288,Scream (1996),"Horror, Thriller" +289,Evita (1996),"Drama, Musical" +290,Fierce Creatures (1997),Comedy +291,Absolute Power (1997),"Mystery, Thriller" +292,Rosewood (1997),Drama +293,Donnie Brasco (1997),"Crime, Drama" +294,Liar Liar (1997),Comedy +295,Breakdown (1997),"Action, Thriller" +296,"Promesse, La (1996)",Drama +297,Ulee's Gold (1997),Drama +298,Face/Off (1997),"Action, Sci-Fi, Thriller" +299,Hoodlum (1997),"Crime, Drama, Film-Noir" +300,Air Force One (1997),"Action, Thriller" +301,In & Out (1997),Comedy +302,L.A. Confidential (1997),"Crime, Film-Noir, Mystery, Thriller" +303,Ulee's Gold (1997),Drama +304,Fly Away Home (1996),"Adventure, Children's" +305,"Ice Storm, The (1997)",Drama +306,"Mrs. Brown (Her Majesty, Mrs. Brown) (1997)","Drama, Romance" +307,"Devil's Advocate, The (1997)","Crime, Horror, Mystery, Thriller" +308,FairyTale: A True Story (1997),"Children's, Drama, Fantasy" +309,Deceiver (1997),Crime +310,"Rainmaker, The (1997)",Drama +311,"Wings of the Dove, The (1997)","Drama, Romance, Thriller" +312,Midnight in the Garden of Good and Evil (1997),"Comedy, Crime, Drama, Mystery" +313,Titanic (1997),"Action, Drama, Romance" +314,3 Ninjas: High Noon At Mega Mountain (1998),"Action, Children's" +315,Apt Pupil (1998),"Drama, Thriller" +316,As Good As It Gets (1997),"Comedy, Drama" +317,In the Name of the Father (1993),Drama +318,Schindler's List (1993),"Drama, War" +319,Everyone Says I Love You (1996),"Comedy, Musical, Romance" +320,Paradise Lost: The Child Murders at Robin Hood Hills (1996),Documentary +321,Mother (1996),Comedy +322,Murder at 1600 (1997),"Mystery, Thriller" +323,Dante's Peak (1997),"Action, Thriller" +324,Lost Highway (1997),Mystery +325,Crash (1996),"Drama, Thriller" +326,G.I. Jane (1997),"Action, Drama, War" +327,Cop Land (1997),"Crime, Drama, Mystery" +328,Conspiracy Theory (1997),"Action, Mystery, Romance, Thriller" +329,Desperate Measures (1998),"Crime, Drama, Thriller" +330,187 (1997),Drama +331,"Edge, The (1997)","Adventure, Thriller" +332,Kiss the Girls (1997),"Crime, Drama, Thriller" +333,"Game, The (1997)","Mystery, Thriller" +334,U Turn (1997),"Action, Crime, Mystery" +335,How to Be a Player (1997),Comedy +336,Playing God (1997),"Crime, Thriller" +337,"House of Yes, The (1997)","Comedy, Drama, Thriller" +338,Bean (1997),Comedy +339,Mad City (1997),"Action, Drama" +340,Boogie Nights (1997),Drama +341,Critical Care (1997),Comedy +342,"Man Who Knew Too Little, The (1997)","Comedy, Mystery" +343,Alien: Resurrection (1997),"Action, Horror, Sci-Fi" +344,"Apostle, The (1997)",Drama +345,Deconstructing Harry (1997),"Comedy, Drama" +346,Jackie Brown (1997),"Crime, Drama" +347,Wag the Dog (1997),"Comedy, Drama" +348,Desperate Measures (1998),"Crime, Drama, Thriller" +349,Hard Rain (1998),"Action, Thriller" +350,Fallen (1998),"Action, Mystery, Thriller" +351,"Prophecy II, The (1998)",Horror +352,Spice World (1997),"Comedy, Musical" +353,Deep Rising (1998),"Action, Horror, Sci-Fi" +354,"Wedding Singer, The (1998)","Comedy, Romance" +355,Sphere (1998),"Adventure, Sci-Fi, Thriller" +356,"Client, The (1994)","Drama, Mystery, Thriller" +357,One Flew Over the Cuckoo's Nest (1975),Drama +358,Spawn (1997),"Action, Adventure, Sci-Fi, Thriller" +359,"Assignment, The (1997)",Thriller +360,Wonderland (1997),Documentary +361,Incognito (1997),"Crime, Thriller" +362,Blues Brothers 2000 (1998),"Action, Comedy, Musical" +363,Sudden Death (1995),Action +364,Ace Ventura: When Nature Calls (1995),Comedy +365,Powder (1995),Drama +366,Dangerous Minds (1995),Drama +367,Clueless (1995),Comedy +368,Bio-Dome (1996),Comedy +369,Black Sheep (1996),Comedy +370,Mary Reilly (1996),"Drama, Thriller" +371,"Bridges of Madison County, The (1995)","Drama, Romance" +372,Jeffrey (1995),Comedy +373,Judge Dredd (1995),"Action, Adventure, Sci-Fi" +374,Mighty Morphin Power Rangers: The Movie (1995),"Action, Children's" +375,Showgirls (1995),Drama +376,Houseguest (1994),Comedy +377,Heavyweights (1994),"Children's, Comedy" +378,Miracle on 34th Street (1994),Drama +379,Tales From the Crypt Presents: Demon Knight (1995),Horror +380,Star Trek: Generations (1994),"Action, Adventure, Sci-Fi" +381,Muriel's Wedding (1994),"Comedy, Romance" +382,"Adventures of Priscilla, Queen of the Desert, The (1994)","Comedy, Drama" +383,"Flintstones, The (1994)","Children's, Comedy" +384,Naked Gun 33 1/3: The Final Insult (1994),Comedy +385,True Lies (1994),"Action, Adventure, Comedy, Romance" +386,Addams Family Values (1993),Comedy +387,"Age of Innocence, The (1993)",Drama +388,Beverly Hills Cop III (1994),"Action, Comedy" +389,Black Beauty (1994),"Adventure, Children's" +390,Fear of a Black Hat (1993),Comedy +391,Last Action Hero (1993),"Action, Comedy" +392,"Man Without a Face, The (1993)",Drama +393,Mrs. Doubtfire (1993),Comedy +394,Radioland Murders (1994),"Comedy, Mystery, Romance" +395,Robin Hood: Men in Tights (1993),Comedy +396,Serial Mom (1994),"Comedy, Crime, Horror" +397,Striking Distance (1993),Action +398,Super Mario Bros. (1993),"Action, Adventure, Children's, Sci-Fi" +399,"Three Musketeers, The (1993)","Action, Adventure, Comedy" +400,"Little Rascals, The (1994)","Children's, Comedy" +401,"Brady Bunch Movie, The (1995)",Comedy +402,Ghost (1990),"Comedy, Romance, Thriller" +403,Batman (1989),"Action, Adventure, Crime, Drama" +404,Pinocchio (1940),"Animation, Children's" +405,Mission: Impossible (1996),"Action, Adventure, Mystery" +406,Thinner (1996),"Horror, Thriller" +407,Spy Hard (1996),Comedy +408,"Close Shave, A (1995)","Animation, Comedy, Thriller" +409,Jack (1996),"Comedy, Drama" +410,Kingpin (1996),Comedy +411,"Nutty Professor, The (1996)","Comedy, Fantasy, Romance, Sci-Fi" +412,"Very Brady Sequel, A (1996)",Comedy +413,Tales from the Crypt Presents: Bordello of Blood (1996),Horror +414,My Favorite Year (1982),Comedy +415,"Apple Dumpling Gang, The (1975)","Children's, Comedy, Western" +416,Old Yeller (1957),"Children's, Drama" +417,"Parent Trap, The (1961)","Children's, Drama" +418,Cinderella (1950),"Animation, Children's, Musical" +419,Mary Poppins (1964),"Children's, Comedy, Musical" +420,Alice in Wonderland (1951),"Animation, Children's, Musical" +421,William Shakespeare's Romeo and Juliet (1996),"Drama, Romance" +422,Aladdin and the King of Thieves (1996),"Animation, Children's, Comedy" +423,E.T. the Extra-Terrestrial (1982),"Children's, Drama, Fantasy, Sci-Fi" +424,Children of the Corn: The Gathering (1996),Horror +425,Bob Roberts (1992),Comedy +426,"Transformers: The Movie, The (1986)","Action, Animation, Children's, Sci-Fi, Thriller, War" +427,To Kill a Mockingbird (1962),Drama +428,Harold and Maude (1971),Comedy +429,"Day the Earth Stood Still, The (1951)","Drama, Sci-Fi" +430,Duck Soup (1933),"Comedy, War" +431,Highlander (1986),"Action, Adventure" +432,Fantasia (1940),"Animation, Children's, Musical" +433,Heathers (1989),Comedy +434,Forbidden Planet (1956),Sci-Fi +435,Butch Cassidy and the Sundance Kid (1969),"Action, Comedy, Western" +436,"American Werewolf in London, An (1981)",Horror +437,Amityville 1992: It's About Time (1992),Horror +438,Amityville 3-D (1983),Horror +439,Amityville: A New Generation (1993),Horror +440,Amityville II: The Possession (1982),Horror +441,"Amityville Horror, The (1979)",Horror +442,"Amityville Curse, The (1990)",Horror +443,"Birds, The (1963)",Horror +444,"Blob, The (1958)","Horror, Sci-Fi" +445,"Body Snatcher, The (1945)",Horror +446,Burnt Offerings (1976),Horror +447,Carrie (1976),Horror +448,"Omen, The (1976)",Horror +449,Star Trek: The Motion Picture (1979),"Action, Adventure, Sci-Fi" +450,Star Trek V: The Final Frontier (1989),"Action, Adventure, Sci-Fi" +451,Grease (1978),"Comedy, Musical, Romance" +452,Jaws 2 (1978),"Action, Horror" +453,Jaws 3-D (1983),"Action, Horror" +454,Bastard Out of Carolina (1996),Drama +455,Jackie Chan's First Strike (1996),Action +456,Beverly Hills Ninja (1997),"Action, Comedy" +457,Free Willy 3: The Rescue (1997),"Adventure, Children's, Drama" +458,Nixon (1995),Drama +459,"Cry, the Beloved Country (1995)",Drama +460,"Crossing Guard, The (1995)",Drama +461,Smoke (1995),Drama +462,Like Water For Chocolate (Como agua para chocolate) (1992),"Drama, Romance" +463,"Secret of Roan Inish, The (1994)",Adventure +464,Vanya on 42nd Street (1994),Drama +465,"Jungle Book, The (1994)","Adventure, Children's, Romance" +466,Red Rock West (1992),Thriller +467,"Bronx Tale, A (1993)",Drama +468,Rudy (1993),Drama +469,Short Cuts (1993),Drama +470,Tombstone (1993),Western +471,Courage Under Fire (1996),"Drama, War" +472,Dragonheart (1996),"Action, Adventure, Fantasy" +473,James and the Giant Peach (1996),"Animation, Children's, Musical" +474,Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963),"Sci-Fi, War" +475,Trainspotting (1996),Drama +476,"First Wives Club, The (1996)",Comedy +477,Matilda (1996),"Children's, Comedy" +478,"Philadelphia Story, The (1940)","Comedy, Romance" +479,Vertigo (1958),"Mystery, Thriller" +480,North by Northwest (1959),"Comedy, Thriller" +481,"Apartment, The (1960)","Comedy, Drama" +482,Some Like It Hot (1959),"Comedy, Crime" +483,Casablanca (1942),"Drama, Romance, War" +484,"Maltese Falcon, The (1941)","Film-Noir, Mystery" +485,My Fair Lady (1964),"Musical, Romance" +486,Sabrina (1954),"Comedy, Romance" +487,Roman Holiday (1953),"Comedy, Romance" +488,Sunset Blvd. (1950),Film-Noir +489,Notorious (1946),"Film-Noir, Romance, Thriller" +490,To Catch a Thief (1955),"Comedy, Romance, Thriller" +491,"Adventures of Robin Hood, The (1938)","Action, Adventure" +492,East of Eden (1955),Drama +493,"Thin Man, The (1934)",Mystery +494,His Girl Friday (1940),Comedy +495,Around the World in 80 Days (1956),"Adventure, Comedy" +496,It's a Wonderful Life (1946),Drama +497,Bringing Up Baby (1938),Comedy +498,"African Queen, The (1951)","Action, Adventure, Romance, War" +499,Cat on a Hot Tin Roof (1958),Drama +500,Fly Away Home (1996),"Adventure, Children's" +501,Dumbo (1941),"Animation, Children's, Musical" +502,Bananas (1971),"Comedy, War" +503,"Candidate, The (1972)",Drama +504,Bonnie and Clyde (1967),"Crime, Drama" +505,Dial M for Murder (1954),"Mystery, Thriller" +506,Rebel Without a Cause (1955),Drama +507,"Streetcar Named Desire, A (1951)",Drama +508,"People vs. Larry Flynt, The (1996)",Drama +509,My Left Foot (1989),Drama +510,"Magnificent Seven, The (1954)","Action, Drama, Western" +511,Lawrence of Arabia (1962),"Adventure, War" +512,Wings of Desire (1987),"Comedy, Drama, Romance" +513,"Third Man, The (1949)","Mystery, Thriller" +514,Annie Hall (1977),"Comedy, Romance" +515,"Boot, Das (1981)","Action, Drama, War" +516,Local Hero (1983),Comedy +517,Manhattan (1979),"Comedy, Drama, Romance" +518,Miller's Crossing (1990),Drama +519,"Treasure of the Sierra Madre, The (1948)",Adventure +520,"Great Escape, The (1963)","Adventure, War" +521,"Deer Hunter, The (1978)","Drama, War" +522,Down by Law (1986),"Comedy, Drama" +523,Cool Hand Luke (1967),"Comedy, Drama" +524,"Great Dictator, The (1940)",Comedy +525,"Big Sleep, The (1946)","Film-Noir, Mystery" +526,Ben-Hur (1959),"Action, Adventure, Drama" +527,Gandhi (1982),Drama +528,"Killing Fields, The (1984)","Drama, War" +529,My Life as a Dog (Mitt liv som hund) (1985),Drama +530,"Man Who Would Be King, The (1975)",Adventure +531,Shine (1996),"Drama, Romance" +532,Kama Sutra: A Tale of Love (1996),Romance +533,"Daytrippers, The (1996)",Mystery +534,Traveller (1997),Drama +535,Addicted to Love (1997),"Comedy, Romance" +536,Ponette (1996),Drama +537,My Own Private Idaho (1991),Drama +538,Anastasia (1997),"Animation, Children's, Musical" +539,Mouse Hunt (1997),"Children's, Comedy" +540,Money Train (1995),Action +541,Mortal Kombat (1995),"Action, Adventure" +542,Pocahontas (1995),"Animation, Children's, Musical, Romance" +543,"Misérables, Les (1995)","Drama, Musical" +544,Things to Do in Denver when You're Dead (1995),"Crime, Drama, Romance" +545,Vampire in Brooklyn (1995),"Comedy, Romance" +546,Broken Arrow (1996),"Action, Thriller" +547,"Young Poisoner's Handbook, The (1995)",Crime +548,"NeverEnding Story III, The (1994)","Children's, Fantasy" +549,Rob Roy (1995),"Drama, Romance, War" +550,Die Hard: With a Vengeance (1995),"Action, Thriller" +551,Lord of Illusions (1995),Horror +552,Species (1995),Sci-Fi +553,"Walk in the Clouds, A (1995)","Drama, Romance" +554,Waterworld (1995),"Action, Adventure" +555,White Man's Burden (1995),Drama +556,Wild Bill (1995),Western +557,Farinelli: il castrato (1994),"Drama, Musical" +558,Heavenly Creatures (1994),"Drama, Fantasy, Thriller" +559,Interview with the Vampire (1994),"Drama, Horror" +560,"Kid in King Arthur's Court, A (1995)","Adventure, Children's, Comedy, Fantasy, Romance, Sci-Fi" +561,Mary Shelley's Frankenstein (1994),"Drama, Horror" +562,"Quick and the Dead, The (1995)","Action, Adventure, Western" +563,Stephen King's The Langoliers (1995),Horror +564,Tales from the Hood (1995),"Comedy, Horror" +565,Village of the Damned (1995),"Horror, Thriller" +566,Clear and Present Danger (1994),"Action, Adventure, Thriller" +567,Wes Craven's New Nightmare (1994),Horror +568,Speed (1994),"Action, Romance, Thriller" +569,Wolf (1994),"Drama, Horror" +570,Wyatt Earp (1994),Western +571,Another Stakeout (1993),"Comedy, Thriller" +572,Blown Away (1994),"Action, Thriller" +573,Body Snatchers (1993),"Horror, Sci-Fi, Thriller" +574,Boxing Helena (1993),"Mystery, Romance, Thriller" +575,City Slickers II: The Legend of Curly's Gold (1994),"Comedy, Western" +576,Cliffhanger (1993),"Action, Adventure, Crime" +577,Coneheads (1993),"Comedy, Sci-Fi" +578,Demolition Man (1993),"Action, Sci-Fi" +579,Fatal Instinct (1993),Comedy +580,"Englishman Who Went Up a Hill, But Came Down a Mountain, The (1995)","Comedy, Romance" +581,Kalifornia (1993),"Drama, Thriller" +582,"Piano, The (1993)","Drama, Romance" +583,Romeo Is Bleeding (1993),"Crime, Thriller" +584,"Secret Garden, The (1993)","Children's, Drama" +585,Son in Law (1993),Comedy +586,Terminal Velocity (1994),Action +587,"Hour of the Pig, The (1993)","Drama, Mystery" +588,Beauty and the Beast (1991),"Animation, Children's, Musical" +589,"Wild Bunch, The (1969)",Western +590,Hellraiser: Bloodline (1996),"Action, Horror, Sci-Fi" +591,Primal Fear (1996),"Drama, Thriller" +592,True Crime (1995),"Mystery, Thriller" +593,Stalingrad (1993),War +594,Heavy (1995),"Drama, Romance" +595,"Fan, The (1996)",Thriller +596,"Hunchback of Notre Dame, The (1996)","Animation, Children's, Musical" +597,Eraser (1996),"Action, Thriller" +598,"Big Squeeze, The (1996)","Comedy, Drama" +599,Police Story 4: Project S (Chao ji ji hua) (1993),Action +600,Daniel Defoe's Robinson Crusoe (1996),Children's +601,For Whom the Bell Tolls (1943),"Adventure, War" +602,"American in Paris, An (1951)","Musical, Romance" +603,Rear Window (1954),"Mystery, Thriller" +604,It Happened One Night (1934),Comedy +605,Meet Me in St. Louis (1944),Musical +606,All About Eve (1950),Drama +607,Rebecca (1940),"Romance, Thriller" +608,Spellbound (1945),"Mystery, Romance, Thriller" +609,Father of the Bride (1950),Comedy +610,Gigi (1958),Musical +611,Laura (1944),"Crime, Film-Noir, Mystery" +612,Lost Horizon (1937),Drama +613,My Man Godfrey (1936),Comedy +614,Giant (1956),Drama +615,"39 Steps, The (1935)",Thriller +616,Night of the Living Dead (1968),"Horror, Sci-Fi" +617,"Blue Angel, The (Blaue Engel, Der) (1930)",Drama +618,Picnic (1955),Drama +619,Extreme Measures (1996),"Drama, Thriller" +620,"Chamber, The (1996)",Drama +621,"Davy Crockett, King of the Wild Frontier (1955)",Western +622,Swiss Family Robinson (1960),"Adventure, Children's" +623,Angels in the Outfield (1994),"Children's, Comedy" +624,"Three Caballeros, The (1945)","Animation, Children's, Musical" +625,"Sword in the Stone, The (1963)","Animation, Children's" +626,So Dear to My Heart (1949),"Children's, Drama" +627,Robin Hood: Prince of Thieves (1991),Drama +628,Sleepers (1996),"Crime, Drama" +629,Victor/Victoria (1982),"Comedy, Musical" +630,"Great Race, The (1965)","Comedy, Musical" +631,"Crying Game, The (1992)","Action, Drama, Romance, War" +632,Sophie's Choice (1982),Drama +633,"Christmas Carol, A (1938)",Drama +634,Microcosmos: Le peuple de l'herbe (1996),Documentary +635,"Fog, The (1980)",Horror +636,Escape from New York (1981),"Action, Adventure, Sci-Fi, Thriller" +637,"Howling, The (1981)","Comedy, Horror" +638,"Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982)",Drama +639,"Tin Drum, The (Blechtrommel, Die) (1979)",Drama +640,"Cook the Thief His Wife & Her Lover, The (1989)",Drama +641,Paths of Glory (1957),"Drama, War" +642,"Grifters, The (1990)","Crime, Drama, Film-Noir" +643,The Innocent (1994),"Drama, Romance" +644,"Thin Blue Line, The (1988)",Documentary +645,Paris Is Burning (1990),Documentary +646,Once Upon a Time in the West (1969),Western +647,Ran (1985),"Drama, War" +648,"Quiet Man, The (1952)","Comedy, Romance" +649,Once Upon a Time in America (1984),"Crime, Drama, Thriller" +650,"Seventh Seal, The (Sjunde inseglet, Det) (1957)",Drama +651,Glory (1989),"Action, Drama, War" +652,Rosencrantz and Guildenstern Are Dead (1990),"Comedy, Drama" +653,Touch of Evil (1958),"Crime, Film-Noir, Thriller" +654,Chinatown (1974),"Film-Noir, Mystery, Thriller" +655,Stand by Me (1986),"Adventure, Comedy, Drama" +656,M (1931),"Crime, Film-Noir, Thriller" +657,"Manchurian Candidate, The (1962)","Film-Noir, Thriller" +658,Pump Up the Volume (1990),Drama +659,Arsenic and Old Lace (1944),"Comedy, Mystery, Thriller" +660,Fried Green Tomatoes (1991),Drama +661,High Noon (1952),Western +662,Somewhere in Time (1980),"Drama, Romance" +663,Being There (1979),Comedy +664,"Paris, Texas (1984)",Drama +665,Alien 3 (1992),"Action, Horror, Sci-Fi, Thriller" +666,Blood For Dracula (Andy Warhol's Dracula) (1974),Horror +667,Audrey Rose (1977),Horror +668,Blood Beach (1981),"Action, Horror" +669,Body Parts (1991),Horror +670,Body Snatchers (1993),"Horror, Sci-Fi, Thriller" +671,Bride of Frankenstein (1935),Horror +672,Candyman (1992),Horror +673,Cape Fear (1962),"Film-Noir, Thriller" +674,Cat People (1982),Horror +675,"Nosferatu (Nosferatu, eine Symphonie des Grauens) (1922)",Horror +676,"Crucible, The (1996)",Drama +677,Fire on the Mountain (1996),Documentary +678,Volcano (1997),"Drama, Thriller" +679,Conan the Barbarian (1981),"Action, Adventure" +680,Kull the Conqueror (1997),"Action, Adventure" +681,Wishmaster (1997),Horror +682,I Know What You Did Last Summer (1997),"Horror, Mystery, Thriller" +683,Rocket Man (1997),Comedy +684,In the Line of Fire (1993),"Action, Thriller" +685,Executive Decision (1996),"Action, Thriller" +686,"Perfect World, A (1993)","Action, Drama" +687,McHale's Navy (1997),"Comedy, War" +688,Leave It to Beaver (1997),Comedy +689,"Jackal, The (1997)","Action, Thriller" +690,Seven Years in Tibet (1997),"Drama, War" +691,Dark City (1998),"Film-Noir, Sci-Fi, Thriller" +692,"American President, The (1995)","Comedy, Drama, Romance" +693,Casino (1995),Drama +694,Persuasion (1995),Romance +695,Kicking and Screaming (1995),"Comedy, Drama" +696,City Hall (1996),"Drama, Thriller" +697,"Basketball Diaries, The (1995)",Drama +698,"Browning Version, The (1994)",Drama +699,Little Women (1994),Drama +700,Miami Rhapsody (1995),Comedy +701,"Wonderful, Horrible Life of Leni Riefenstahl, The (1993)",Documentary +702,Barcelona (1994),"Comedy, Romance" +703,Widows' Peak (1994),Drama +704,"House of the Spirits, The (1993)","Drama, Romance" +705,Singin' in the Rain (1952),"Musical, Romance" +706,Bad Moon (1996),Horror +707,Enchanted April (1991),Drama +708,"Sex, Lies, and Videotape (1989)",Drama +709,Strictly Ballroom (1992),"Comedy, Romance" +710,Better Off Dead... (1985),Comedy +711,"Substance of Fire, The (1996)",Drama +712,Tin Men (1987),"Comedy, Drama" +713,Othello (1995),Drama +714,Carrington (1995),"Drama, Romance" +715,To Die For (1995),"Comedy, Drama" +716,Home for the Holidays (1995),"Drama, Romance" +717,"Juror, The (1996)","Drama, Thriller" +718,In the Bleak Midwinter (1995),Comedy +719,Canadian Bacon (1994),"Comedy, War" +720,First Knight (1995),"Action, Adventure, Drama, Romance" +721,Mallrats (1995),Comedy +722,Nine Months (1995),Comedy +723,Boys on the Side (1995),"Comedy, Drama" +724,Circle of Friends (1995),"Drama, Romance" +725,Exit to Eden (1994),Comedy +726,Fluke (1995),"Children's, Drama" +727,Immortal Beloved (1994),"Drama, Romance" +728,Junior (1994),"Comedy, Sci-Fi" +729,Nell (1994),Drama +730,"Queen Margot (Reine Margot, La) (1994)","Drama, Romance" +731,"Corrina, Corrina (1994)","Comedy, Drama, Romance" +732,Dave (1993),"Comedy, Romance" +733,Go Fish (1994),"Drama, Romance" +734,Made in America (1993),Comedy +735,Philadelphia (1993),Drama +736,Shadowlands (1993),"Drama, Romance" +737,Sirens (1994),"Comedy, Drama" +738,Threesome (1994),"Comedy, Romance" +739,Pretty Woman (1990),"Comedy, Romance" +740,Jane Eyre (1996),"Drama, Romance" +741,"Last Supper, The (1995)","Drama, Thriller" +742,Ransom (1996),"Drama, Thriller" +743,"Crow: City of Angels, The (1996)","Action, Thriller" +744,Michael Collins (1996),"Drama, War" +745,"Ruling Class, The (1972)",Comedy +746,Real Genius (1985),Comedy +747,Benny & Joon (1993),"Comedy, Romance" +748,"Saint, The (1997)","Action, Romance, Thriller" +749,"MatchMaker, The (1997)","Comedy, Romance" +750,Amistad (1997),Drama +751,Tomorrow Never Dies (1997),"Action, Romance, Thriller" +752,"Replacement Killers, The (1998)","Action, Thriller" +753,Burnt By the Sun (1994),Drama +754,Red Corner (1997),"Crime, Thriller" +755,Jumanji (1995),"Action, Adventure, Children's, Fantasy, Sci-Fi" +756,Father of the Bride Part II (1995),Comedy +757,Across the Sea of Time (1995),Documentary +758,Lawnmower Man 2: Beyond Cyberspace (1996),"Sci-Fi, Thriller" +759,Fair Game (1995),Action +760,Screamers (1995),Sci-Fi +761,Nick of Time (1995),"Action, Thriller" +762,Beautiful Girls (1996),Drama +763,Happy Gilmore (1996),Comedy +764,If Lucy Fell (1996),"Comedy, Romance" +765,Boomerang (1992),"Comedy, Romance" +766,Man of the Year (1995),Documentary +767,"Addiction, The (1995)",Horror +768,Casper (1995),"Adventure, Children's" +769,Congo (1995),"Action, Adventure, Mystery, Sci-Fi" +770,Devil in a Blue Dress (1995),"Crime, Film-Noir, Mystery, Thriller" +771,Johnny Mnemonic (1995),"Action, Sci-Fi, Thriller" +772,Kids (1995),Drama +773,Mute Witness (1994),Thriller +774,"Prophecy, The (1995)",Horror +775,Something to Talk About (1995),"Comedy, Drama, Romance" +776,Three Wishes (1995),Drama +777,Castle Freak (1995),Horror +778,Don Juan DeMarco (1995),"Comedy, Drama, Romance" +779,Drop Zone (1994),Action +780,Dumb & Dumber (1994),Comedy +781,French Kiss (1995),"Comedy, Romance" +782,Little Odessa (1994),Drama +783,Milk Money (1994),"Comedy, Romance" +784,Beyond Bedlam (1993),"Drama, Horror" +785,Only You (1994),"Comedy, Romance" +786,"Perez Family, The (1995)","Comedy, Romance" +787,Roommates (1995),"Comedy, Drama" +788,Relative Fear (1994),"Horror, Thriller" +789,Swimming with Sharks (1995),"Comedy, Drama" +790,Tommy Boy (1995),Comedy +791,"Baby-Sitters Club, The (1995)",Children's +792,Bullets Over Broadway (1994),Comedy +793,Crooklyn (1994),Comedy +794,It Could Happen to You (1994),"Drama, Romance" +795,Richie Rich (1994),"Children's, Comedy" +796,Speechless (1994),"Comedy, Romance" +797,Timecop (1994),"Action, Sci-Fi" +798,Bad Company (1995),Action +799,Boys Life (1995),Drama +800,In the Mouth of Madness (1995),"Horror, Thriller" +801,"Air Up There, The (1994)",Comedy +802,Hard Target (1993),"Action, Adventure, Crime, Thriller" +803,Heaven & Earth (1993),"Action, Drama, War" +804,Jimmy Hollywood (1994),Comedy +805,Manhattan Murder Mystery (1993),"Comedy, Mystery" +806,Menace II Society (1993),"Action, Crime, Drama" +807,Poetic Justice (1993),Drama +808,"Program, The (1993)","Action, Drama" +809,Rising Sun (1993),"Action, Drama, Mystery" +810,"Shadow, The (1994)",Action +811,Thirty-Two Short Films About Glenn Gould (1993),Documentary +812,Andre (1994),"Adventure, Children's" +813,"Celluloid Closet, The (1995)",Documentary +814,"Great Day in Harlem, A (1994)",Documentary +815,One Fine Day (1996),"Drama, Romance" +816,Candyman: Farewell to the Flesh (1995),Horror +817,Frisk (1995),Drama +818,Girl 6 (1996),Comedy +819,Eddie (1996),Comedy +820,Space Jam (1996),"Adventure, Animation, Children's, Comedy, Fantasy" +821,Mrs. Winterbourne (1996),"Comedy, Romance" +822,Faces (1968),Drama +823,Mulholland Falls (1996),"Crime, Film-Noir, Thriller" +824,"Great White Hype, The (1996)",Comedy +825,"Arrival, The (1996)","Action, Sci-Fi, Thriller" +826,"Phantom, The (1996)",Adventure +827,Daylight (1996),"Action, Adventure, Thriller" +828,Alaska (1996),"Adventure, Children's" +829,Fled (1996),"Action, Adventure" +830,Power 98 (1995),"Action, Mystery, Thriller" +831,Escape from L.A. (1996),"Action, Adventure, Sci-Fi, Thriller" +832,Bogus (1996),"Children's, Drama, Fantasy" +833,Bulletproof (1996),Action +834,Halloween: The Curse of Michael Myers (1995),"Horror, Thriller" +835,"Gay Divorcee, The (1934)","Comedy, Musical, Romance" +836,Ninotchka (1939),"Comedy, Romance" +837,Meet John Doe (1941),Drama +838,In the Line of Duty 2 (1987),Action +839,Loch Ness (1995),"Horror, Thriller" +840,Last Man Standing (1996),"Action, Drama, Western" +841,"Glimmer Man, The (1996)","Action, Thriller" +842,Pollyanna (1960),"Children's, Comedy, Drama" +843,"Shaggy Dog, The (1959)","Children's, Comedy" +844,Freeway (1996),Crime +845,That Thing You Do! (1996),Comedy +846,To Gillian on Her 37th Birthday (1996),"Drama, Romance" +847,Looking for Richard (1996),"Documentary, Drama" +848,"Murder, My Sweet (1944)","Film-Noir, Thriller" +849,Days of Thunder (1990),"Action, Romance" +850,"Perfect Candidate, A (1996)",Documentary +851,Two or Three Things I Know About Her (1966),Drama +852,"Bloody Child, The (1996)","Drama, Thriller" +853,Braindead (1992),"Comedy, Horror" +854,Bad Taste (1987),"Comedy, Horror" +855,Diva (1981),"Action, Drama, Mystery, Romance, Thriller" +856,Night on Earth (1991),"Comedy, Drama" +857,Paris Was a Woman (1995),Documentary +858,Amityville: Dollhouse (1996),Horror +859,April Fool's Day (1986),"Comedy, Horror" +860,"Believers, The (1987)","Horror, Thriller" +861,Nosferatu a Venezia (1986),Horror +862,Jingle All the Way (1996),"Adventure, Children's, Comedy" +863,"Garden of Finzi-Contini, The (Giardino dei Finzi-Contini, Il) (1970)",Drama +864,My Fellow Americans (1996),Comedy +865,"Ice Storm, The (1997)",Drama +866,Michael (1996),"Comedy, Romance" +867,"Whole Wide World, The (1996)",Drama +868,Hearts and Minds (1996),Drama +869,Fools Rush In (1997),"Comedy, Romance" +870,Touch (1997),Romance +871,Vegas Vacation (1997),Comedy +872,Love Jones (1997),Romance +873,Picture Perfect (1997),"Comedy, Romance" +874,Career Girls (1997),Drama +875,She's So Lovely (1997),"Drama, Romance" +876,Money Talks (1997),"Action, Comedy" +877,Excess Baggage (1997),"Adventure, Romance" +878,That Darn Cat! (1997),"Children's, Comedy, Mystery" +879,"Peacemaker, The (1997)","Action, Thriller, War" +880,Soul Food (1997),Drama +881,Money Talks (1997),"Action, Comedy" +882,Washington Square (1997),Drama +883,Telling Lies in America (1997),Drama +884,Year of the Horse (1997),Documentary +885,Phantoms (1998),Horror +886,"Life Less Ordinary, A (1997)","Romance, Thriller" +887,Eve's Bayou (1997),Drama +888,One Night Stand (1997),Drama +889,"Tango Lesson, The (1997)",Romance +890,Mortal Kombat: Annihilation (1997),"Action, Adventure" +891,Bent (1997),"Drama, War" +892,Flubber (1997),"Children's, Comedy, Fantasy" +893,For Richer or Poorer (1997),Comedy +894,Home Alone 3 (1997),"Children's, Comedy" +895,Scream 2 (1997),"Horror, Thriller" +896,"Sweet Hereafter, The (1997)",Drama +897,Time Tracers (1995),"Action, Adventure, Sci-Fi" +898,"Postman, The (1997)",Drama +899,"Winter Guest, The (1997)",Drama +900,Kundun (1997),Drama +901,Mr. Magoo (1997),Comedy +902,"Big Lebowski, The (1998)","Comedy, Crime, Mystery, Thriller" +903,Afterglow (1997),"Drama, Romance" +904,Ma vie en rose (My Life in Pink) (1997),"Comedy, Drama" +905,Great Expectations (1998),"Drama, Romance" +906,Oscar & Lucinda (1997),"Drama, Romance" +907,Vermin (1998),Comedy +908,Half Baked (1998),Comedy +909,Dangerous Beauty (1998),Drama +910,Nil By Mouth (1997),Drama +911,Twilight (1998),"Crime, Drama" +912,U.S. Marshalls (1998),"Action, Thriller" +913,Love and Death on Long Island (1997),Comedy +914,Wild Things (1998),"Crime, Drama, Mystery, Thriller" +915,Primary Colors (1998),Drama +916,Lost in Space (1998),"Action, Sci-Fi, Thriller" +917,Mercury Rising (1998),"Action, Drama, Thriller" +918,City of Angels (1998),Romance +919,"City of Lost Children, The (1995)","Adventure, Sci-Fi" +920,Two Bits (1995),Drama +921,Farewell My Concubine (1993),"Drama, Romance" +922,Dead Man (1995),Western +923,Raise the Red Lantern (1991),Drama +924,White Squall (1996),"Adventure, Drama" +925,Unforgettable (1996),"Sci-Fi, Thriller" +926,Down Periscope (1996),Comedy +927,"Flower of My Secret, The (Flor de mi secreto, La) (1995)",Drama +928,"Craft, The (1996)","Drama, Horror" +929,Harriet the Spy (1996),"Children's, Comedy" +930,Chain Reaction (1996),"Action, Adventure, Thriller" +931,"Island of Dr. Moreau, The (1996)","Sci-Fi, Thriller" +932,First Kid (1996),"Children's, Comedy" +933,"Funeral, The (1996)",Drama +934,"Preacher's Wife, The (1996)",Drama +935,Paradise Road (1997),"Drama, War" +936,Brassed Off (1996),"Comedy, Drama, Romance" +937,"Thousand Acres, A (1997)",Drama +938,"Smile Like Yours, A (1997)","Comedy, Romance" +939,Murder in the First (1995),"Drama, Thriller" +940,Airheads (1994),Comedy +941,With Honors (1994),"Comedy, Drama" +942,What's Love Got to Do with It (1993),Drama +943,Killing Zoe (1994),Thriller +944,Renaissance Man (1994),"Comedy, Drama, War" +945,Charade (1963),"Comedy, Mystery, Romance, Thriller" +946,"Fox and the Hound, The (1981)","Animation, Children's" +947,"Big Blue, The (Grand bleu, Le) (1988)","Adventure, Romance" +948,Booty Call (1997),"Comedy, Romance" +949,How to Make an American Quilt (1995),"Drama, Romance" +950,Georgia (1995),Drama +951,"Indian in the Cupboard, The (1995)","Adventure, Children's, Fantasy" +952,Blue in the Face (1995),Comedy +953,Unstrung Heroes (1995),"Comedy, Drama" +954,Unzipped (1995),Documentary +955,Before Sunrise (1995),"Drama, Romance" +956,Nobody's Fool (1994),Drama +957,Pushing Hands (1992),Comedy +958,To Live (Huozhe) (1994),Drama +959,Dazed and Confused (1993),Comedy +960,Naked (1993),Drama +961,Orlando (1993),Drama +962,Ruby in Paradise (1993),Drama +963,Some Folks Call It a Sling Blade (1993),"Drama, Thriller" +964,"Month by the Lake, A (1995)","Comedy, Drama" +965,Funny Face (1957),"Comedy, Musical" +966,"Affair to Remember, An (1957)",Romance +967,Little Lord Fauntleroy (1936),Drama +968,"Inspector General, The (1949)",Musical +969,Winnie the Pooh and the Blustery Day (1968),"Animation, Children's" +970,Hear My Song (1991),Comedy +971,Mediterraneo (1991),"Comedy, War" +972,Passion Fish (1992),Drama +973,Grateful Dead (1995),Documentary +974,Eye for an Eye (1996),"Drama, Thriller" +975,Fear (1996),Thriller +976,Solo (1996),"Action, Sci-Fi, Thriller" +977,"Substitute, The (1996)",Action +978,Heaven's Prisoners (1996),"Mystery, Thriller" +979,"Trigger Effect, The (1996)","Drama, Thriller" +980,Mother Night (1996),Drama +981,Dangerous Ground (1997),Drama +982,Maximum Risk (1996),"Action, Adventure, Thriller" +983,"Rich Man's Wife, The (1996)",Thriller +984,Shadow Conspiracy (1997),Thriller +985,Blood & Wine (1997),Drama +986,Turbulence (1997),Thriller +987,Underworld (1997),Thriller +988,"Beautician and the Beast, The (1997)","Comedy, Romance" +989,Cats Don't Dance (1997),"Animation, Children's, Musical" +990,Anna Karenina (1997),"Drama, Romance" +991,Keys to Tulsa (1997),Crime +992,Head Above Water (1996),"Comedy, Thriller" +993,Hercules (1997),"Adventure, Animation, Children's, Comedy, Musical" +994,"Last Time I Committed Suicide, The (1997)",Drama +995,"Kiss Me, Guido (1997)",Comedy +996,"Big Green, The (1995)","Children's, Comedy" +997,Stuart Saves His Family (1995),Comedy +998,Cabin Boy (1994),Comedy +999,Clean Slate (1994),Comedy +1000,Lightning Jack (1994),"Comedy, Western" +1001,"Stupids, The (1996)",Comedy +1002,"Pest, The (1997)",Comedy +1003,That Darn Cat! (1997),"Children's, Comedy, Mystery" +1004,Geronimo: An American Legend (1993),"Drama, Western" +1005,"Double vie de Véronique, La (Double Life of Veronique, The) (1991)",Drama +1006,Until the End of the World (Bis ans Ende der Welt) (1991),"Drama, Sci-Fi" +1007,Waiting for Guffman (1996),Comedy +1008,I Shot Andy Warhol (1996),Drama +1009,Stealing Beauty (1996),Drama +1010,Basquiat (1996),Drama +1011,2 Days in the Valley (1996),Crime +1012,Private Parts (1997),"Comedy, Drama" +1013,Anaconda (1997),"Action, Adventure, Thriller" +1014,Romy and Michele's High School Reunion (1997),Comedy +1015,Shiloh (1997),"Children's, Drama" +1016,Con Air (1997),"Action, Adventure, Thriller" +1017,Trees Lounge (1996),Drama +1018,Tie Me Up! Tie Me Down! (1990),Drama +1019,"Die xue shuang xiong (Killer, The) (1989)","Action, Thriller" +1020,Gaslight (1944),"Mystery, Thriller" +1021,8 1/2 (1963),Drama +1022,"Fast, Cheap & Out of Control (1997)",Documentary +1023,Fathers' Day (1997),Comedy +1024,Mrs. Dalloway (1997),Romance +1025,Fire Down Below (1997),"Action, Drama, Thriller" +1026,"Lay of the Land, The (1997)","Comedy, Drama" +1027,"Shooter, The (1995)",Action +1028,Grumpier Old Men (1995),"Comedy, Romance" +1029,Jury Duty (1995),Comedy +1030,"Beverly Hillbillies, The (1993)",Comedy +1031,Lassie (1994),"Adventure, Children's" +1032,Little Big League (1994),"Children's, Comedy" +1033,Homeward Bound II: Lost in San Francisco (1996),"Adventure, Children's" +1034,"Quest, The (1996)","Action, Adventure" +1035,Cool Runnings (1993),Comedy +1036,Drop Dead Fred (1991),"Comedy, Fantasy" +1037,Grease 2 (1982),"Comedy, Musical, Romance" +1038,Switchback (1997),Thriller +1039,Hamlet (1996),Drama +1040,Two if by Sea (1996),"Comedy, Romance" +1041,Forget Paris (1995),"Comedy, Romance" +1042,Just Cause (1995),"Mystery, Thriller" +1043,Rent-a-Kid (1995),Comedy +1044,"Paper, The (1994)","Comedy, Drama" +1045,Fearless (1993),Drama +1046,Malice (1993),Thriller +1047,Multiplicity (1996),Comedy +1048,She's the One (1996),"Comedy, Romance" +1049,House Arrest (1996),Comedy +1050,"Ghost and Mrs. Muir, The (1947)","Drama, Romance" +1051,"Associate, The (1996)",Comedy +1052,Dracula: Dead and Loving It (1995),"Comedy, Horror" +1053,Now and Then (1995),Drama +1054,Mr. Wrong (1996),Comedy +1055,"Simple Twist of Fate, A (1994)",Drama +1056,Cronos (1992),Horror +1057,"Pallbearer, The (1996)",Comedy +1058,"War, The (1994)","Adventure, Drama" +1059,Don't Be a Menace to South Central While Drinking Your Juice in the Hood (1996),Comedy +1060,"Adventures of Pinocchio, The (1996)","Adventure, Children's" +1061,"Evening Star, The (1996)","Comedy, Drama" +1062,Four Days in September (1997),Drama +1063,"Little Princess, A (1995)","Children's, Drama" +1064,Crossfire (1947),"Crime, Film-Noir" +1065,Koyaanisqatsi (1983),"Documentary, War" +1066,Balto (1995),"Animation, Children's" +1067,Bottle Rocket (1996),Comedy +1068,"Star Maker, The (Uomo delle stelle, L') (1995)",Drama +1069,Amateur (1994),"Crime, Drama, Thriller" +1070,Living in Oblivion (1995),Comedy +1071,Party Girl (1995),Comedy +1072,"Pyromaniac's Love Story, A (1995)","Comedy, Romance" +1073,Shallow Grave (1994),Thriller +1074,Reality Bites (1994),"Comedy, Drama" +1075,"Man of No Importance, A (1994)",Drama +1076,"Pagemaster, The (1994)","Action, Adventure, Animation, Children's, Fantasy" +1077,Love and a .45 (1994),Thriller +1078,Oliver & Company (1988),"Animation, Children's" +1079,Joe's Apartment (1996),"Comedy, Musical" +1080,Celestial Clockwork (1994),Comedy +1081,Curdled (1996),Crime +1082,Female Perversions (1996),Drama +1083,Albino Alligator (1996),"Crime, Thriller" +1084,Anne Frank Remembered (1995),Documentary +1085,Carried Away (1996),"Drama, Romance" +1086,It's My Party (1995),Drama +1087,Bloodsport 2 (1995),Action +1088,Double Team (1997),Action +1089,Speed 2: Cruise Control (1997),"Action, Romance, Thriller" +1090,Sliver (1993),Thriller +1091,Pete's Dragon (1977),"Adventure, Animation, Children's, Musical" +1092,Dear God (1996),Comedy +1093,Live Nude Girls (1995),Comedy +1094,"Thin Line Between Love and Hate, A (1996)",Comedy +1095,High School High (1996),Comedy +1096,Commandments (1997),Romance +1097,"Hate (Haine, La) (1995)",Drama +1098,Flirting With Disaster (1996),Comedy +1099,"Red Firecracker, Green Firecracker (1994)",Drama +1100,What Happened Was... (1994),"Comedy, Drama, Romance" +1101,Six Degrees of Separation (1993),"Drama, Mystery" +1102,Two Much (1996),"Comedy, Romance" +1103,Trust (1990),"Comedy, Drama" +1104,C'est arrivé près de chez vous (1992),"Comedy, Crime, Drama" +1105,Firestorm (1998),"Action, Adventure, Thriller" +1106,"Newton Boys, The (1998)","Crime, Drama" +1107,Beyond Rangoon (1995),Drama +1108,Feast of July (1995),Drama +1109,Death and the Maiden (1994),"Drama, Thriller" +1110,Tank Girl (1995),"Action, Comedy, Musical, Sci-Fi" +1111,Double Happiness (1994),Drama +1112,Cobb (1994),Drama +1113,Mrs. Parker and the Vicious Circle (1994),Drama +1114,Faithful (1996),Comedy +1115,Twelfth Night (1996),"Comedy, Drama, Romance" +1116,"Mark of Zorro, The (1940)",Adventure +1117,Surviving Picasso (1996),Drama +1118,Up in Smoke (1978),Comedy +1119,Some Kind of Wonderful (1987),"Drama, Romance" +1120,I'm Not Rappaport (1996),Comedy +1121,"Umbrellas of Cherbourg, The (Parapluies de Cherbourg, Les) (1964)","Drama, Musical" +1122,They Made Me a Criminal (1939),"Crime, Drama" +1123,"Last Time I Saw Paris, The (1954)",Drama +1124,"Farewell to Arms, A (1932)","Romance, War" +1125,"Innocents, The (1961)",Thriller +1126,"Old Man and the Sea, The (1958)","Adventure, Drama" +1127,"Truman Show, The (1998)",Drama +1128,Heidi Fleiss: Hollywood Madam (1995) ,Documentary +1129,Chungking Express (1994),"Drama, Mystery, Romance" +1130,Jupiter's Wife (1994),Documentary +1131,Safe (1995),Thriller +1132,Feeling Minnesota (1996),"Drama, Romance" +1133,Escape to Witch Mountain (1975),"Adventure, Children's, Fantasy" +1134,Get on the Bus (1996),Drama +1135,"Doors, The (1991)","Drama, Musical" +1136,Ghosts of Mississippi (1996),Drama +1137,Beautiful Thing (1996),"Drama, Romance" +1138,Best Men (1997),"Action, Comedy, Crime, Drama" +1139,Hackers (1995),"Action, Crime, Thriller" +1140,"Road to Wellville, The (1994)",Comedy +1141,"War Room, The (1993)",Documentary +1142,When We Were Kings (1996),Documentary +1143,Hard Eight (1996),"Crime, Thriller" +1144,"Quiet Room, The (1996)",Drama +1145,Blue Chips (1994),Drama +1146,Calendar Girl (1993),Drama +1147,My Family (1995),Drama +1148,Tom & Viv (1994),Drama +1149,Walkabout (1971),Drama +1150,Last Dance (1996),Drama +1151,Original Gangstas (1996),Crime +1152,In Love and War (1996),"Romance, War" +1153,Backbeat (1993),"Drama, Musical" +1154,Alphaville (1965),Sci-Fi +1155,"Rendezvous in Paris (Rendez-vous de Paris, Les) (1995)","Comedy, Romance" +1156,Cyclo (1995),"Crime, Drama" +1157,"Relic, The (1997)",Horror +1158,"Fille seule, La (A Single Girl) (1995)",Drama +1159,Stalker (1979),"Mystery, Sci-Fi" +1160,Love! Valour! Compassion! (1997),"Drama, Romance" +1161,Palookaville (1996),"Action, Drama" +1162,Phat Beach (1996),Comedy +1163,"Portrait of a Lady, The (1996)",Drama +1164,Zeus and Roxanne (1997),Children's +1165,Big Bully (1996),"Comedy, Drama" +1166,Love & Human Remains (1993),Comedy +1167,"Sum of Us, The (1994)",Comedy +1168,Little Buddha (1993),Drama +1169,Fresh (1994),Drama +1170,Spanking the Monkey (1994),"Comedy, Drama" +1171,Wild Reeds (1994),Drama +1172,"Women, The (1939)",Comedy +1173,Bliss (1997),"Drama, Romance" +1174,Caught (1996),"Drama, Thriller" +1175,Hugo Pool (1997),Romance +1176,Welcome To Sarajevo (1997),"Drama, War" +1177,Dunston Checks In (1996),Comedy +1178,Major Payne (1994),Comedy +1179,Man of the House (1995),Comedy +1180,I Love Trouble (1994),"Action, Comedy" +1181,"Low Down Dirty Shame, A (1994)","Action, Comedy" +1182,Cops and Robbersons (1994),Comedy +1183,"Cowboy Way, The (1994)","Action, Comedy" +1184,"Endless Summer 2, The (1994)",Documentary +1185,In the Army Now (1994),"Comedy, War" +1186,"Inkwell, The (1994)","Comedy, Drama" +1187,Switchblade Sisters (1975),Crime +1188,Young Guns II (1990),"Action, Comedy, Western" +1189,Prefontaine (1997),Drama +1190,That Old Feeling (1997),"Comedy, Romance" +1191,"Letter From Death Row, A (1998)","Crime, Drama" +1192,"Boys of St. Vincent, The (1993)",Drama +1193,Before the Rain (Pred dozhdot) (1994),Drama +1194,Once Were Warriors (1994),"Crime, Drama" +1195,Strawberry and Chocolate (Fresa y chocolate) (1993),Drama +1196,"Savage Nights (Nuits fauves, Les) (1992)",Drama +1197,"Family Thing, A (1996)","Comedy, Drama" +1198,Purple Noon (1960),"Crime, Thriller" +1199,Cemetery Man (Dellamorte Dellamore) (1994),"Comedy, Horror" +1200,Kim (1950),"Children's, Drama" +1201,Marlene Dietrich: Shadow and Light (1996) ,Documentary +1202,"Maybe, Maybe Not (Bewegte Mann, Der) (1994)",Comedy +1203,Top Hat (1935),"Comedy, Musical, Romance" +1204,To Be or Not to Be (1942),"Comedy, Drama, War" +1205,"Secret Agent, The (1996)",Drama +1206,Amos & Andrew (1993),Comedy +1207,Jade (1995),Thriller +1208,Kiss of Death (1995),"Crime, Drama, Thriller" +1209,Mixed Nuts (1994),Comedy +1210,Virtuosity (1995),"Sci-Fi, Thriller" +1211,Blue Sky (1994),"Drama, Romance" +1212,Flesh and Bone (1993),"Drama, Mystery, Romance" +1213,Guilty as Sin (1993),"Crime, Drama, Thriller" +1214,In the Realm of the Senses (Ai no corrida) (1976),Drama +1215,Barb Wire (1996),"Action, Sci-Fi" +1216,Kissed (1996),Romance +1217,Assassins (1995),Thriller +1218,Friday (1995),Comedy +1219,"Goofy Movie, A (1995)","Animation, Children's, Comedy, Romance" +1220,Higher Learning (1995),Drama +1221,When a Man Loves a Woman (1994),Drama +1222,Judgment Night (1993),Action +1223,King of the Hill (1993),Drama +1224,"Scout, The (1994)",Drama +1225,Angus (1995),Comedy +1226,Night Falls on Manhattan (1997),"Crime, Drama" +1227,"Awfully Big Adventure, An (1995)",Drama +1228,Under Siege 2: Dark Territory (1995),Action +1229,Poison Ivy II (1995),"Drama, Thriller" +1230,Ready to Wear (Pret-A-Porter) (1994),Comedy +1231,Marked for Death (1990),"Action, Drama" +1232,Madonna: Truth or Dare (1991),Documentary +1233,Nénette et Boni (1996),Drama +1234,Chairman of the Board (1998),Comedy +1235,"Big Bang Theory, The (1994)",Crime +1236,"Other Voices, Other Rooms (1997)",Drama +1237,Twisted (1996),"Comedy, Drama" +1238,Full Speed (1996),Drama +1239,Cutthroat Island (1995),"Action, Adventure, Romance" +1240,Ghost in the Shell (Kokaku kidotai) (1995),"Animation, Sci-Fi" +1241,"Van, The (1996)","Comedy, Drama" +1242,"Old Lady Who Walked in the Sea, The (Vieille qui marchait dans la mer, La) (1991)",Comedy +1243,Night Flier (1997),Horror +1244,Metro (1997),Action +1245,Gridlock'd (1997),Crime +1246,Bushwhacked (1995),Comedy +1247,Bad Girls (1994),Western +1248,Blink (1994),Thriller +1249,For Love or Money (1993),Comedy +1250,Best of the Best 3: No Turning Back (1995),Action +1251,A Chef in Love (1996),Comedy +1252,"Contempt (Mépris, Le) (1963)",Drama +1253,"Tie That Binds, The (1995)",Thriller +1254,Gone Fishin' (1997),Comedy +1255,Broken English (1996),Drama +1256,"Designated Mourner, The (1997)",Drama +1257,"Designated Mourner, The (1997)",Drama +1258,Trial and Error (1997),"Comedy, Romance" +1259,Pie in the Sky (1995),"Comedy, Romance" +1260,Total Eclipse (1995),Drama +1261,"Run of the Country, The (1995)",Drama +1262,Walking and Talking (1996),Romance +1263,Foxfire (1996),Drama +1264,Nothing to Lose (1994),Drama +1265,Star Maps (1997),Drama +1266,Bread and Chocolate (Pane e cioccolata) (1973),Drama +1267,Clockers (1995),Drama +1268,Bitter Moon (1992),Drama +1269,Love in the Afternoon (1957),"Comedy, Romance" +1270,Life with Mikey (1993),Comedy +1271,North (1994),Comedy +1272,Talking About Sex (1994),"Comedy, Drama" +1273,Color of Night (1994),"Drama, Thriller" +1274,Robocop 3 (1993),"Sci-Fi, Thriller" +1275,Killer (Bulletproof Heart) (1994),Thriller +1276,Sunset Park (1996),Drama +1277,Set It Off (1996),"Action, Crime" +1278,Selena (1997),"Drama, Musical" +1279,Wild America (1997),"Adventure, Children's" +1280,Gang Related (1997),Crime +1281,Manny & Lo (1996),Drama +1282,"Grass Harp, The (1995)",Drama +1283,Out to Sea (1997),Comedy +1284,Before and After (1996),"Drama, Mystery" +1285,Princess Caraboo (1994),Drama +1286,Shall We Dance? (1937),"Comedy, Musical, Romance" +1287,Ed (1996),Comedy +1288,Denise Calls Up (1995),Comedy +1289,Jack and Sarah (1995),Romance +1290,Country Life (1994),"Drama, Romance" +1291,Celtic Pride (1996),Comedy +1292,"Simple Wish, A (1997)","Children's, Fantasy" +1293,Star Kid (1997),"Adventure, Children's, Fantasy, Sci-Fi" +1294,Ayn Rand: A Sense of Life (1997),Documentary +1295,Kicked in the Head (1997),"Comedy, Drama" +1296,Indian Summer (1996),"Comedy, Drama" +1297,Love Affair (1994),"Drama, Romance" +1298,"Band Wagon, The (1953)","Comedy, Musical" +1299,Penny Serenade (1941),"Drama, Romance" +1300,'Til There Was You (1997),"Drama, Romance" +1301,Stripes (1981),Comedy +1302,Late Bloomers (1996),Comedy +1303,"Getaway, The (1994)",Action +1304,New York Cop (1996),"Action, Crime" +1305,National Lampoon's Senior Trip (1995),Comedy +1306,Delta of Venus (1994),Drama +1307,Carmen Miranda: Bananas Is My Business (1994),Documentary +1308,Babyfever (1994),"Comedy, Drama" +1309,"Very Natural Thing, A (1974)",Drama +1310,"Walk in the Sun, A (1945)",Drama +1311,Waiting to Exhale (1995),"Comedy, Drama" +1312,"Pompatus of Love, The (1996)","Comedy, Drama" +1313,Palmetto (1998),"Film-Noir, Mystery, Thriller" +1314,Surviving the Game (1994),"Action, Adventure, Thriller" +1315,Inventing the Abbotts (1997),"Drama, Romance" +1316,"Horse Whisperer, The (1998)",Drama +1317,"Journey of August King, The (1995)",Drama +1318,Catwalk (1995),Documentary +1319,"Neon Bible, The (1995)",Drama +1320,Homage (1995),Drama +1321,Open Season (1996),Comedy +1322,Metisse (Café au Lait) (1993),Comedy +1323,"Wooden Man's Bride, The (Wu Kui) (1994)",Drama +1324,Loaded (1994),"Drama, Thriller" +1325,August (1996),Drama +1326,Boys (1996),Drama +1327,Captives (1994),Drama +1328,Of Love and Shadows (1994),Drama +1329,"Low Life, The (1994)",Drama +1330,An Unforgettable Summer (1994),Drama +1331,"Last Klezmer: Leopold Kozlowski, His Life and Music, The (1995)",Documentary +1332,My Life and Times With Antonin Artaud (En compagnie d'Antonin Artaud) (1993),Drama +1333,Midnight Dancers (Sibak) (1994),"Comedy, Drama" +1334,Somebody to Love (1994),Drama +1335,American Buffalo (1996),Drama +1336,Kazaam (1996),"Children's, Comedy, Fantasy" +1337,Larger Than Life (1996),Comedy +1338,Two Deaths (1995),Drama +1339,Stefano Quantestorie (1993),"Comedy, Drama" +1340,"Crude Oasis, The (1995)",Romance +1341,Hedd Wyn (1992),Drama +1342,"Convent, The (Convento, O) (1995)",Drama +1343,Lotto Land (1995),Drama +1344,"Story of Xinghua, The (1993)",Drama +1345,"Day the Sun Turned Cold, The (Tianguo niezi) (1994)",Drama +1346,Dingo (1992),Drama +1347,"Ballad of Narayama, The (Narayama Bushiko) (1958)",Drama +1348,Every Other Weekend (1990),Drama +1349,Mille bolle blu (1993),Comedy +1350,Crows and Sparrows (1949),Drama +1351,Lover's Knot (1996),Comedy +1352,Shadow of Angels (Schatten der Engel) (1976),Drama +1353,1-900 (1994),Romance +1354,Venice/Venice (1992),Drama +1355,Infinity (1996),Drama +1356,Ed's Next Move (1996),Comedy +1357,For the Moment (1994),"Romance, War" +1358,The Deadly Cure (1996),Action +1359,Boys in Venice (1996),Drama +1360,"Sexual Life of the Belgians, The (1994)",Comedy +1361,"Search for One-eye Jimmy, The (1996)",Comedy +1362,American Strays (1996),Action +1363,"Leopard Son, The (1996)",Documentary +1364,Bird of Prey (1996),Action +1365,Johnny 100 Pesos (1993),"Action, Drama" +1366,JLG/JLG - autoportrait de décembre (1994),"Documentary, Drama" +1367,Faust (1994),Animation +1368,Mina Tannenbaum (1994),Drama +1369,"Forbidden Christ, The (Cristo proibito, Il) (1950)",Drama +1370,I Can't Sleep (J'ai pas sommeil) (1994),"Drama, Thriller" +1371,"Machine, The (1994)","Comedy, Horror" +1372,"Stranger, The (1994)",Action +1373,Good Morning (1971),unknown +1374,Falling in Love Again (1980),Comedy +1375,"Cement Garden, The (1993)",Drama +1376,Meet Wally Sparks (1997),Comedy +1377,Hotel de Love (1996),"Comedy, Romance" +1378,Rhyme & Reason (1997),Documentary +1379,Love and Other Catastrophes (1996),Romance +1380,Hollow Reed (1996),Drama +1381,Losing Chase (1996),Drama +1382,"Bonheur, Le (1965)",Drama +1383,"Second Jungle Book: Mowgli & Baloo, The (1997)","Adventure, Children's" +1384,Squeeze (1996),Drama +1385,Roseanna's Grave (For Roseanna) (1997),"Comedy, Romance" +1386,Tetsuo II: Body Hammer (1992),Sci-Fi +1387,Fall (1997),Romance +1388,Gabbeh (1996),Drama +1389,Mondo (1996),Drama +1390,"Innocent Sleep, The (1995)",Crime +1391,For Ever Mozart (1996),Drama +1392,"Locusts, The (1997)",Drama +1393,Stag (1997),"Action, Thriller" +1394,Swept from the Sea (1997),Romance +1395,Hurricane Streets (1998),Drama +1396,Stonewall (1995),Drama +1397,Of Human Bondage (1934),Drama +1398,Anna (1996),Drama +1399,Stranger in the House (1997),Thriller +1400,Picture Bride (1995),"Drama, Romance" +1401,M. Butterfly (1993),Drama +1402,"Ciao, Professore! (1993)",Drama +1403,Caro Diario (Dear Diary) (1994),"Comedy, Drama" +1404,Withnail and I (1987),Comedy +1405,Boy's Life 2 (1997),Drama +1406,When Night Is Falling (1995),"Drama, Romance" +1407,"Specialist, The (1994)",Action +1408,Gordy (1995),Comedy +1409,"Swan Princess, The (1994)","Animation, Children's" +1410,Harlem (1993),Drama +1411,Barbarella (1968),"Adventure, Sci-Fi" +1412,Land Before Time III: The Time of the Great Giving (1995) (V),"Animation, Children's" +1413,Street Fighter (1994),Action +1414,Coldblooded (1995),Action +1415,"Next Karate Kid, The (1994)","Action, Children's" +1416,No Escape (1994),"Action, Sci-Fi" +1417,"Turning, The (1992)",Drama +1418,"Joy Luck Club, The (1993)",Drama +1419,Highlander III: The Sorcerer (1994),"Action, Sci-Fi" +1420,Gilligan's Island: The Movie (1998),Comedy +1421,My Crazy Life (Mi vida loca) (1993),Drama +1422,Suture (1993),"Film-Noir, Thriller" +1423,"Walking Dead, The (1995)","Drama, War" +1424,I Like It Like That (1994),"Comedy, Drama, Romance" +1425,I'll Do Anything (1994),"Comedy, Drama" +1426,Grace of My Heart (1996),"Comedy, Drama" +1427,Drunks (1995),Drama +1428,SubUrbia (1997),Comedy +1429,Sliding Doors (1998),"Drama, Romance" +1430,Ill Gotten Gains (1997),Drama +1431,Legal Deceit (1997),Thriller +1432,"Mighty, The (1998)",Drama +1433,Men of Means (1998),"Action, Drama" +1434,Shooting Fish (1997),Romance +1435,"Steal Big, Steal Little (1995)",Comedy +1436,Mr. Jones (1993),"Drama, Romance" +1437,House Party 3 (1994),Comedy +1438,Panther (1995),Drama +1439,Jason's Lyric (1994),"Crime, Drama" +1440,Above the Rim (1994),Drama +1441,Moonlight and Valentino (1995),"Drama, Romance" +1442,"Scarlet Letter, The (1995)",Drama +1443,8 Seconds (1994),Drama +1444,That Darn Cat! (1965),"Children's, Comedy, Mystery" +1445,Ladybird Ladybird (1994),Drama +1446,"Bye Bye, Love (1995)",Comedy +1447,Century (1993),Drama +1448,My Favorite Season (1993),Drama +1449,Pather Panchali (1955),Drama +1450,Golden Earrings (1947),"Adventure, Romance" +1451,Foreign Correspondent (1940),Thriller +1452,Lady of Burlesque (1943),"Comedy, Mystery" +1453,Angel on My Shoulder (1946),"Crime, Drama" +1454,Angel and the Badman (1947),Western +1455,"Outlaw, The (1943)",Western +1456,Beat the Devil (1954),"Comedy, Drama" +1457,Love Is All There Is (1996),"Comedy, Drama" +1458,"Damsel in Distress, A (1937)","Comedy, Musical, Romance" +1459,Madame Butterfly (1995),Musical +1460,Sleepover (1995),"Comedy, Drama" +1461,Here Comes Cookie (1935),Comedy +1462,"Thieves (Voleurs, Les) (1996)","Crime, Drama, Romance" +1463,"Boys, Les (1997)",Comedy +1464,"Stars Fell on Henrietta, The (1995)",Drama +1465,Last Summer in the Hamptons (1995),"Comedy, Drama" +1466,Margaret's Museum (1995),Drama +1467,"Saint of Fort Washington, The (1993)",Drama +1468,"Cure, The (1995)",Drama +1469,Tom and Huck (1995),"Adventure, Children's" +1470,Gumby: The Movie (1995),"Animation, Children's" +1471,Hideaway (1995),Thriller +1472,"Visitors, The (Visiteurs, Les) (1993)","Comedy, Sci-Fi" +1473,"Little Princess, The (1939)","Children's, Drama" +1474,Nina Takes a Lover (1994),"Comedy, Romance" +1475,Bhaji on the Beach (1993),"Comedy, Drama" +1476,Raw Deal (1948),Film-Noir +1477,Nightwatch (1997),"Horror, Thriller" +1478,Dead Presidents (1995),"Action, Crime, Drama" +1479,Reckless (1995),Comedy +1480,Herbie Rides Again (1974),"Adventure, Children's, Comedy" +1481,S.F.W. (1994),Drama +1482,"Gate of Heavenly Peace, The (1995)",Documentary +1483,"Man in the Iron Mask, The (1998)","Action, Drama, Romance" +1484,"Jerky Boys, The (1994)","Action, Comedy" +1485,"Colonel Chabert, Le (1994)","Drama, Romance, War" +1486,Girl in the Cadillac (1995),Drama +1487,Even Cowgirls Get the Blues (1993),"Comedy, Romance" +1488,Germinal (1993),Drama +1489,Chasers (1994),Comedy +1490,Fausto (1993),Comedy +1491,Tough and Deadly (1995),"Action, Drama, Thriller" +1492,Window to Paris (1994),Comedy +1493,"Modern Affair, A (1995)",Romance +1494,"Mostro, Il (1994)",Comedy +1495,Flirt (1995),Drama +1496,Carpool (1996),"Comedy, Crime" +1497,"Line King: Al Hirschfeld, The (1996)",Documentary +1498,Farmer & Chase (1995),Comedy +1499,Grosse Fatigue (1994),Comedy +1500,Santa with Muscles (1996),Comedy +1501,Prisoner of the Mountains (Kavkazsky Plennik) (1996),War +1502,Naked in New York (1994),"Comedy, Romance" +1503,Gold Diggers: The Secret of Bear Mountain (1995),"Adventure, Children's" +1504,"Bewegte Mann, Der (1994)",Comedy +1505,Killer: A Journal of Murder (1995),"Crime, Drama" +1506,Nelly & Monsieur Arnaud (1995),Drama +1507,Three Lives and Only One Death (1996),Comedy +1508,"Babysitter, The (1995)","Drama, Thriller" +1509,Getting Even with Dad (1994),Comedy +1510,Mad Dog Time (1996),Crime +1511,Children of the Revolution (1996),Comedy +1512,"World of Apu, The (Apur Sansar) (1959)",Drama +1513,Sprung (1997),Comedy +1514,Dream With the Fishes (1997),Drama +1515,Wings of Courage (1995),"Adventure, Romance" +1516,"Wedding Gift, The (1994)",Drama +1517,Race the Sun (1996),Drama +1518,Losing Isaiah (1995),Drama +1519,New Jersey Drive (1995),"Crime, Drama" +1520,"Fear, The (1995)",Horror +1521,Mr. Wonderful (1993),"Comedy, Romance" +1522,Trial by Jury (1994),Thriller +1523,"Good Man in Africa, A (1994)","Action, Adventure" +1524,Kaspar Hauser (1993),Drama +1525,"Object of My Affection, The (1998)","Comedy, Romance" +1526,Witness (1985),"Drama, Romance, Thriller" +1527,Senseless (1998),Comedy +1528,Nowhere (1997),Drama +1529,Underground (1995),War +1530,Jefferson in Paris (1995),Drama +1531,Far From Home: The Adventures of Yellow Dog (1995),"Adventure, Children's" +1532,Foreign Student (1994),Drama +1533,I Don't Want to Talk About It (De eso no se habla) (1993),Drama +1534,Twin Town (1997),"Comedy, Crime" +1535,"Enfer, L' (1994)",Drama +1536,Aiqing wansui (1994),Drama +1537,Cosi (1996),Comedy +1538,All Over Me (1997),Drama +1539,Being Human (1993),Drama +1540,"Amazing Panda Adventure, The (1995)","Adventure, Children's" +1541,"Beans of Egypt, Maine, The (1994)",Drama +1542,"Scarlet Letter, The (1926)",Drama +1543,Johns (1996),Drama +1544,It Takes Two (1995),Comedy +1545,Frankie Starlight (1995),"Drama, Romance" +1546,Shadows (Cienie) (1988),Drama +1547,"Show, The (1995)",Documentary +1548,The Courtyard (1995),"Action, Thriller" +1549,Dream Man (1995),Thriller +1550,Destiny Turns on the Radio (1995),Comedy +1551,"Glass Shield, The (1994)",Drama +1552,"Hunted, The (1995)",Action +1553,"Underneath, The (1995)","Mystery, Thriller" +1554,Safe Passage (1994),Drama +1555,"Secret Adventures of Tom Thumb, The (1993)","Adventure, Children's" +1556,Condition Red (1995),"Action, Drama, Thriller" +1557,Yankee Zulu (1994),"Comedy, Drama" +1558,Aparajito (1956),Drama +1559,Hostile Intentions (1994),"Action, Drama, Thriller" +1560,Clean Slate (Coup de Torchon) (1981),Crime +1561,Tigrero: A Film That Was Never Made (1994),"Documentary, Drama" +1562,"Eye of Vichy, The (Oeil de Vichy, L') (1993)",Documentary +1563,"Promise, The (Versprechen, Das) (1994)",Romance +1564,To Cross the Rubicon (1991),Drama +1565,Daens (1992),Drama +1566,"Man from Down Under, The (1943)",Drama +1567,Careful (1992),Comedy +1568,Vermont Is For Lovers (1992),"Comedy, Romance" +1569,"Vie est belle, La (Life is Rosey) (1987)","Comedy, Drama" +1570,Quartier Mozart (1992),Comedy +1571,Touki Bouki (Journey of the Hyena) (1973),Drama +1572,Wend Kuuni (God's Gift) (1982),Drama +1573,Spirits of the Dead (Tre passi nel delirio) (1968),Horror +1574,Pharaoh's Army (1995),War +1575,"I, Worst of All (Yo, la peor de todas) (1990)",Drama +1576,"Hungarian Fairy Tale, A (1987)",Fantasy +1577,"Death in the Garden (Mort en ce jardin, La) (1956)",Drama +1578,"Collectionneuse, La (1967)",Drama +1579,Baton Rouge (1988),Thriller +1580,Liebelei (1933),Romance +1581,"Woman in Question, The (1950)",Mystery +1582,T-Men (1947),Film-Noir +1583,"Invitation, The (Zaproszenie) (1986)",Drama +1584,"Symphonie pastorale, La (1946)",Drama +1585,American Dream (1990),Documentary +1586,Lashou shentan (1992),"Action, Crime, Drama" +1587,Terror in a Texas Town (1958),Western +1588,Salut cousin! (1996),"Comedy, Drama" +1589,Schizopolis (1996),Comedy +1590,"To Have, or Not (1995)",Drama +1591,Duoluo tianshi (1995),Drama +1592,"Magic Hour, The (1998)",Drama +1593,Death in Brunswick (1991),Comedy +1594,Everest (1998),Documentary +1595,Shopping (1994),"Action, Thriller" +1596,Nemesis 2: Nebula (1995),"Action, Sci-Fi, Thriller" +1597,Romper Stomper (1992),"Action, Drama" +1598,City of Industry (1997),"Crime, Thriller" +1599,Someone Else's America (1995),Drama +1600,Guantanamera (1994),Comedy +1601,Office Killer (1997),Thriller +1602,"Price Above Rubies, A (1998)",Drama +1603,Angela (1995),Drama +1604,He Walked by Night (1948),"Crime, Film-Noir, Thriller" +1605,Love Serenade (1996),Comedy +1606,Deceiver (1997),Crime +1607,Hurricane Streets (1998),Drama +1608,Buddy (1997),"Adventure, Children's, Drama" +1609,B*A*P*S (1997),Comedy +1610,"Truth or Consequences, N.M. (1997)","Action, Crime, Romance" +1611,Intimate Relations (1996),Comedy +1612,"Leading Man, The (1996)",Romance +1613,Tokyo Fist (1995),"Action, Drama" +1614,"Reluctant Debutante, The (1958)","Comedy, Drama" +1615,Warriors of Virtue (1997),"Action, Adventure, Children's, Fantasy" +1616,Desert Winds (1995),Drama +1617,Hugo Pool (1997),Romance +1618,King of New York (1990),"Action, Crime" +1619,All Things Fair (1996),Drama +1620,"Sixth Man, The (1997)",Comedy +1621,Butterfly Kiss (1995),Thriller +1622,"Paris, France (1993)",Comedy +1623,"Cérémonie, La (1995)",Drama +1624,Hush (1998),Thriller +1625,Nightwatch (1997),"Horror, Thriller" +1626,Nobody Loves Me (Keiner liebt mich) (1994),"Comedy, Drama" +1627,"Wife, The (1995)","Comedy, Drama" +1628,Lamerica (1994),Drama +1629,Nico Icon (1995),Documentary +1630,"Silence of the Palace, The (Saimt el Qusur) (1994)",Drama +1631,"Slingshot, The (1993)","Comedy, Drama" +1632,Land and Freedom (Tierra y libertad) (1995),War +1633,Á köldum klaka (Cold Fever) (1994),"Comedy, Drama" +1634,Etz Hadomim Tafus (Under the Domin Tree) (1994),Drama +1635,Two Friends (1986) ,Drama +1636,Brothers in Trouble (1995),Drama +1637,Girls Town (1996),Drama +1638,Normal Life (1996),"Crime, Drama" +1639,Bitter Sugar (Azucar Amargo) (1996),Drama +1640,"Eighth Day, The (1996)",Drama +1641,Dadetown (1995),Documentary +1642,Some Mother's Son (1996),Drama +1643,Angel Baby (1995),Drama +1644,Sudden Manhattan (1996),Comedy +1645,"Butcher Boy, The (1998)",Drama +1646,Men With Guns (1997),"Action, Drama" +1647,Hana-bi (1997),"Comedy, Crime, Drama" +1648,"Niagara, Niagara (1997)",Drama +1649,"Big One, The (1997)","Comedy, Documentary" +1650,"Butcher Boy, The (1998)",Drama +1651,"Spanish Prisoner, The (1997)","Drama, Thriller" +1652,Temptress Moon (Feng Yue) (1996),Romance +1653,Entertaining Angels: The Dorothy Day Story (1996),Drama +1654,Chairman of the Board (1998),Comedy +1655,"Favor, The (1994)","Comedy, Romance" +1656,Little City (1998),"Comedy, Romance" +1657,Target (1995),"Action, Drama" +1658,"Substance of Fire, The (1996)",Drama +1659,Getting Away With Murder (1996),Comedy +1660,Small Faces (1995),Drama +1661,"New Age, The (1994)",Drama +1662,Rough Magic (1995),"Drama, Romance" +1663,Nothing Personal (1995),"Drama, War" +1664,8 Heads in a Duffel Bag (1997),Comedy +1665,"Brother's Kiss, A (1997)",Drama +1666,Ripe (1996),Drama +1667,"Next Step, The (1995)",Drama +1668,Wedding Bell Blues (1996),Comedy +1669,MURDER and murder (1996),"Crime, Drama, Mystery" +1670,Tainted (1998),"Comedy, Thriller" +1671,"Further Gesture, A (1996)",Drama +1672,Kika (1993),Drama +1673,Mirage (1995),"Action, Thriller" +1674,Mamma Roma (1962),Drama +1675,"Sunchaser, The (1996)",Drama +1676,"War at Home, The (1996)",Drama +1677,Sweet Nothing (1995),Drama +1678,Mat' i syn (1997),Drama +1679,B. Monkey (1998),"Romance, Thriller" +1680,Sliding Doors (1998),"Drama, Romance" +1681,You So Crazy (1994),Comedy +1682,Scream of Stone (Schrei aus Stein) (1991),Drama diff --git a/Datasets/ml-100k/test.csv b/Datasets/ml-100k/test.csv index d54d94c..b6e8c28 100644 --- a/Datasets/ml-100k/test.csv +++ b/Datasets/ml-100k/test.csv @@ -1,20000 +1,20000 @@ -758 76 3 881977265 -358 268 3 891269077 -772 321 5 877533625 -683 347 4 893286208 -312 611 5 891698764 -796 274 5 893047167 -23 215 2 874787116 -22 554 1 878888066 -711 214 4 879993871 -177 527 4 880130898 -371 435 3 877487751 -91 136 4 891438909 -141 121 4 884585071 -551 570 4 892785264 -916 89 5 880844241 -343 963 5 876404880 -932 495 5 891251105 -904 724 4 879735616 -417 234 4 879646965 -713 310 4 888882133 -648 629 4 882213596 -586 541 3 884063080 -535 268 3 879617199 -56 483 4 892682889 -576 324 2 887168978 -529 309 3 882535353 -555 1054 3 879964335 -389 1121 4 879991485 -82 191 4 878769748 -327 201 5 887820828 -505 243 2 888631415 -788 591 3 880869469 -58 730 5 884305004 -481 780 1 885829240 -731 153 3 886182555 -882 1060 3 879862652 -615 294 3 879447613 -405 1562 1 885549506 -498 1422 3 881961877 -87 96 5 879875734 -378 469 5 880046069 -452 187 3 875265265 -758 1527 3 888039070 -551 351 3 892775894 -433 294 3 880585271 -343 473 3 876403212 -416 38 3 886318228 -280 697 5 891701506 -85 512 3 879456199 -663 12 5 889493576 -577 399 4 880475269 -660 1035 2 891201116 -346 322 3 886273541 -630 819 3 885667108 -177 174 4 880130990 -41 313 3 890685449 -334 276 4 891545089 -932 441 2 891252504 -285 151 5 890595636 -41 191 4 890687473 -601 455 4 876347148 -450 1521 3 882812350 -479 261 1 879533993 -643 47 4 891446791 -896 588 5 887158265 -676 879 3 892685489 -886 1467 5 876033987 -943 568 3 888639042 -7 570 3 891354639 -417 250 4 879646463 -279 1481 4 875313925 -158 1067 4 880134261 -387 277 4 886481033 -768 70 4 888798611 -250 111 4 878091915 -484 227 5 891195506 -714 257 3 892776410 -339 660 4 891034778 -415 154 4 879439865 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Data preparation.ipynb b/P0. Data preparation.ipynb index 8d96904..986ce83 100644 --- a/P0. Data preparation.ipynb +++ b/P0. Data preparation.ipynb @@ -54,7 +54,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 2, "metadata": {}, "outputs": [ { @@ -133,7 +133,7 @@ "4 166 346 1 886397596" ] }, - "execution_count": 6, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -151,7 +151,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -180,14 +180,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] }, "metadata": { @@ -222,14 +222,14 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "
" ] }, "metadata": { @@ -264,7 +264,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -279,7 +279,7 @@ "Name: user, dtype: float64" ] }, - "execution_count": 11, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -297,7 +297,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -308,7 +308,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -335,7 +335,7 @@ " 18: 'Western'}" ] }, - "execution_count": 13, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -346,7 +346,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -355,7 +355,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -486,10 +486,10 @@ "1 2 GoldenEye (1995) 01-Jan-1995 NaN \n", "2 3 Four Rooms (1995) 01-Jan-1995 NaN \n", "\n", - " 4 5 6 7 8 9 ... \\\n", - "0 http://us.imdb.com/M/title-exact?Toy%20Story%2... 0 0 0 1 1 ... \n", - "1 http://us.imdb.com/M/title-exact?GoldenEye%20(... 0 1 1 0 0 ... \n", - "2 http://us.imdb.com/M/title-exact?Four%20Rooms%... 0 0 0 0 0 ... \n", + " 4 5 6 7 8 9 ... \\\n", + "0 http://us.imdb.com/M/title-exact?Toy%20Story%2... 0 0 0 1 1 ... \n", + "1 http://us.imdb.com/M/title-exact?GoldenEye%20(... 0 1 1 0 0 ... \n", + "2 http://us.imdb.com/M/title-exact?Four%20Rooms%... 0 0 0 0 0 ... \n", "\n", " 14 15 16 17 18 19 20 21 22 23 \n", "0 0 0 0 0 0 0 0 0 0 0 \n", @@ -499,7 +499,7 @@ "[3 rows x 24 columns]" ] }, - "execution_count": 15, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -510,7 +510,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -520,7 +520,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -529,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -539,7 +539,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -599,485 +599,27 @@ " Copycat (1995)\n", " Crime, Drama, Thriller\n", " \n", - " \n", - " 5\n", - " 6\n", - " Shanghai Triad (Yao a yao yao dao waipo qiao) ...\n", - " Drama\n", - " \n", - " \n", - " 6\n", - " 7\n", - " Twelve Monkeys (1995)\n", - " Drama, Sci-Fi\n", - " \n", - " \n", - " 7\n", - " 8\n", - " Babe (1995)\n", - " Children's, Comedy, Drama\n", - " \n", - " \n", - " 8\n", - " 9\n", - " Dead Man Walking (1995)\n", - " Drama\n", - " \n", - " \n", - " 9\n", - " 10\n", - " Richard III (1995)\n", - " Drama, War\n", - " \n", - " \n", - " 10\n", - " 11\n", - " Seven (Se7en) (1995)\n", - " Crime, Thriller\n", - " \n", - " \n", - " 11\n", - " 12\n", - " Usual Suspects, The (1995)\n", - " Crime, Thriller\n", - " \n", - " \n", - " 12\n", - " 13\n", - " Mighty Aphrodite (1995)\n", - " Comedy\n", - " \n", - " \n", - " 13\n", - " 14\n", - " Postino, Il (1994)\n", - " Drama, Romance\n", - " \n", - " \n", - " 14\n", - " 15\n", - " Mr. Holland's Opus (1995)\n", - " Drama\n", - " \n", - " \n", - " 15\n", - " 16\n", - " French Twist (Gazon maudit) (1995)\n", - " Comedy, Romance\n", - " \n", - " \n", - " 16\n", - " 17\n", - " From Dusk Till Dawn (1996)\n", - " Action, Comedy, Crime, Horror, Thriller\n", - " \n", - " \n", - " 17\n", - " 18\n", - " White Balloon, The (1995)\n", - " Drama\n", - " \n", - " \n", - " 18\n", - " 19\n", - " Antonia's Line (1995)\n", - " Drama\n", - " \n", - " \n", - " 19\n", - " 20\n", - " Angels and Insects (1995)\n", - " Drama, Romance\n", - " \n", - " \n", - " 20\n", - " 21\n", - " Muppet Treasure Island (1996)\n", - " Action, Adventure, Comedy, Musical, Thriller\n", - " \n", - " \n", - " 21\n", - " 22\n", - " Braveheart (1995)\n", - " Action, Drama, War\n", - " \n", - " \n", - " 22\n", - " 23\n", - " Taxi Driver (1976)\n", - " Drama, Thriller\n", - " \n", - " \n", - " 23\n", - " 24\n", - " Rumble in the Bronx (1995)\n", - " Action, Adventure, Crime\n", - " \n", - " \n", - " 24\n", - " 25\n", - " Birdcage, The (1996)\n", - " Comedy\n", - " \n", - " \n", - " 25\n", - " 26\n", - " Brothers McMullen, The (1995)\n", - " Comedy\n", - " \n", - " \n", - " 26\n", - " 27\n", - " Bad Boys (1995)\n", - " Action\n", - " \n", - " \n", - " 27\n", - " 28\n", - " Apollo 13 (1995)\n", - " Action, Drama, Thriller\n", - " \n", - " \n", - " 28\n", - " 29\n", - " Batman Forever (1995)\n", - " Action, Adventure, Comedy, Crime\n", - " \n", - " \n", - " 29\n", - " 30\n", - " Belle de jour (1967)\n", - " Drama\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 1652\n", - " 1653\n", - " Entertaining Angels: The Dorothy Day Story (1996)\n", - " Drama\n", - " \n", - " \n", - " 1653\n", - " 1654\n", - " Chairman of the Board (1998)\n", - " Comedy\n", - " \n", - " \n", - " 1654\n", - " 1655\n", - " Favor, The (1994)\n", - " Comedy, Romance\n", - " \n", - " \n", - " 1655\n", - " 1656\n", - " Little City (1998)\n", - " Comedy, Romance\n", - " \n", - " \n", - " 1656\n", - " 1657\n", - " Target (1995)\n", - " Action, Drama\n", - " \n", - " \n", - " 1657\n", - " 1658\n", - " Substance of Fire, The (1996)\n", - " Drama\n", - " \n", - " \n", - " 1658\n", - " 1659\n", - " Getting Away With Murder (1996)\n", - " Comedy\n", - " \n", - " \n", - " 1659\n", - " 1660\n", - " Small Faces (1995)\n", - " Drama\n", - " \n", - " \n", - " 1660\n", - " 1661\n", - " New Age, The (1994)\n", - " Drama\n", - " \n", - " \n", - " 1661\n", - " 1662\n", - " Rough Magic (1995)\n", - " Drama, Romance\n", - " \n", - " \n", - " 1662\n", - " 1663\n", - " Nothing Personal (1995)\n", - " Drama, War\n", - " \n", - " \n", - " 1663\n", - " 1664\n", - " 8 Heads in a Duffel Bag (1997)\n", - " Comedy\n", - " \n", - " \n", - " 1664\n", - " 1665\n", - " Brother's Kiss, A (1997)\n", - " Drama\n", - " \n", - " \n", - " 1665\n", - " 1666\n", - " Ripe (1996)\n", - " Drama\n", - " \n", - " \n", - " 1666\n", - " 1667\n", - " Next Step, The (1995)\n", - " Drama\n", - " \n", - " \n", - " 1667\n", - " 1668\n", - " Wedding Bell Blues (1996)\n", - " Comedy\n", - " \n", - " \n", - " 1668\n", - " 1669\n", - " MURDER and murder (1996)\n", - " Crime, Drama, Mystery\n", - " \n", - " \n", - " 1669\n", - " 1670\n", - " Tainted (1998)\n", - " Comedy, Thriller\n", - " \n", - " \n", - " 1670\n", - " 1671\n", - " Further Gesture, A (1996)\n", - " Drama\n", - " \n", - " \n", - " 1671\n", - " 1672\n", - " Kika (1993)\n", - " Drama\n", - " \n", - " \n", - " 1672\n", - " 1673\n", - " Mirage (1995)\n", - " Action, Thriller\n", - " \n", - " \n", - " 1673\n", - " 1674\n", - " Mamma Roma (1962)\n", - " Drama\n", - " \n", - " \n", - " 1674\n", - " 1675\n", - " Sunchaser, The (1996)\n", - " Drama\n", - " \n", - " \n", - " 1675\n", - " 1676\n", - " War at Home, The (1996)\n", - " Drama\n", - " \n", - " \n", - " 1676\n", - " 1677\n", - " Sweet Nothing (1995)\n", - " Drama\n", - " \n", - " \n", - " 1677\n", - " 1678\n", - " Mat' i syn (1997)\n", - " Drama\n", - " \n", - " \n", - " 1678\n", - " 1679\n", - " B. Monkey (1998)\n", - " Romance, Thriller\n", - " \n", - " \n", - " 1679\n", - " 1680\n", - " Sliding Doors (1998)\n", - " Drama, Romance\n", - " \n", - " \n", - " 1680\n", - " 1681\n", - " You So Crazy (1994)\n", - " Comedy\n", - " \n", - " \n", - " 1681\n", - " 1682\n", - " Scream of Stone (Schrei aus Stein) (1991)\n", - " Drama\n", - " \n", " \n", "\n", - "

1682 rows × 3 columns

\n", "" ], "text/plain": [ - " id title \\\n", - "0 1 Toy Story (1995) \n", - "1 2 GoldenEye (1995) \n", - "2 3 Four Rooms (1995) \n", - "3 4 Get Shorty (1995) \n", - "4 5 Copycat (1995) \n", - "5 6 Shanghai Triad (Yao a yao yao dao waipo qiao) ... \n", - "6 7 Twelve Monkeys (1995) \n", - "7 8 Babe (1995) \n", - "8 9 Dead Man Walking (1995) \n", - "9 10 Richard III (1995) \n", - "10 11 Seven (Se7en) (1995) \n", - "11 12 Usual Suspects, The (1995) \n", - "12 13 Mighty Aphrodite (1995) \n", - "13 14 Postino, Il (1994) \n", - "14 15 Mr. Holland's Opus (1995) \n", - "15 16 French Twist (Gazon maudit) (1995) \n", - "16 17 From Dusk Till Dawn (1996) \n", - "17 18 White Balloon, The (1995) \n", - "18 19 Antonia's Line (1995) \n", - "19 20 Angels and Insects (1995) \n", - "20 21 Muppet Treasure Island (1996) \n", - "21 22 Braveheart (1995) \n", - "22 23 Taxi Driver (1976) \n", - "23 24 Rumble in the Bronx (1995) \n", - "24 25 Birdcage, The (1996) \n", - "25 26 Brothers McMullen, The (1995) \n", - "26 27 Bad Boys (1995) \n", - "27 28 Apollo 13 (1995) \n", - "28 29 Batman Forever (1995) \n", - "29 30 Belle de jour (1967) \n", - "... ... ... \n", - "1652 1653 Entertaining Angels: The Dorothy Day Story (1996) \n", - "1653 1654 Chairman of the Board (1998) \n", - "1654 1655 Favor, The (1994) \n", - "1655 1656 Little City (1998) \n", - "1656 1657 Target (1995) \n", - "1657 1658 Substance of Fire, The (1996) \n", - "1658 1659 Getting Away With Murder (1996) \n", - "1659 1660 Small Faces (1995) \n", - "1660 1661 New Age, The (1994) \n", - "1661 1662 Rough Magic (1995) \n", - "1662 1663 Nothing Personal (1995) \n", - "1663 1664 8 Heads in a Duffel Bag (1997) \n", - "1664 1665 Brother's Kiss, A (1997) \n", - "1665 1666 Ripe (1996) \n", - "1666 1667 Next Step, The (1995) \n", - "1667 1668 Wedding Bell Blues (1996) \n", - "1668 1669 MURDER and murder (1996) \n", - "1669 1670 Tainted (1998) \n", - "1670 1671 Further Gesture, A (1996) \n", - "1671 1672 Kika (1993) \n", - "1672 1673 Mirage (1995) \n", - "1673 1674 Mamma Roma (1962) \n", - "1674 1675 Sunchaser, The (1996) \n", - "1675 1676 War at Home, The (1996) \n", - "1676 1677 Sweet Nothing (1995) \n", - "1677 1678 Mat' i syn (1997) \n", - "1678 1679 B. Monkey (1998) \n", - "1679 1680 Sliding Doors (1998) \n", - "1680 1681 You So Crazy (1994) \n", - "1681 1682 Scream of Stone (Schrei aus Stein) (1991) \n", - "\n", - " genres \n", - "0 Animation, Children's, Comedy \n", - "1 Action, Adventure, Thriller \n", - "2 Thriller \n", - "3 Action, Comedy, Drama \n", - "4 Crime, Drama, Thriller \n", - "5 Drama \n", - "6 Drama, Sci-Fi \n", - "7 Children's, Comedy, Drama \n", - "8 Drama \n", - "9 Drama, War \n", - "10 Crime, Thriller \n", - "11 Crime, Thriller \n", - "12 Comedy \n", - "13 Drama, Romance \n", - "14 Drama \n", - "15 Comedy, Romance \n", - "16 Action, Comedy, Crime, Horror, Thriller \n", - "17 Drama \n", - "18 Drama \n", - "19 Drama, Romance \n", - "20 Action, Adventure, Comedy, Musical, Thriller \n", - "21 Action, Drama, War \n", - "22 Drama, Thriller \n", - "23 Action, Adventure, Crime \n", - "24 Comedy \n", - "25 Comedy \n", - "26 Action \n", - "27 Action, Drama, Thriller \n", - "28 Action, Adventure, Comedy, Crime \n", - "29 Drama \n", - "... ... \n", - "1652 Drama \n", - "1653 Comedy \n", - "1654 Comedy, Romance \n", - "1655 Comedy, Romance \n", - "1656 Action, Drama \n", - "1657 Drama \n", - "1658 Comedy \n", - "1659 Drama \n", - "1660 Drama \n", - "1661 Drama, Romance \n", - "1662 Drama, War \n", - "1663 Comedy \n", - "1664 Drama \n", - "1665 Drama \n", - "1666 Drama \n", - "1667 Comedy \n", - "1668 Crime, Drama, Mystery \n", - "1669 Comedy, Thriller \n", - "1670 Drama \n", - "1671 Drama \n", - "1672 Action, Thriller \n", - "1673 Drama \n", - "1674 Drama \n", - "1675 Drama \n", - "1676 Drama \n", - "1677 Drama \n", - "1678 Romance, Thriller \n", - "1679 Drama, Romance \n", - "1680 Comedy \n", - "1681 Drama \n", - "\n", - "[1682 rows x 3 columns]" + " id title genres\n", + "0 1 Toy Story (1995) Animation, Children's, Comedy\n", + "1 2 GoldenEye (1995) Action, Adventure, Thriller\n", + "2 3 Four Rooms (1995) Thriller\n", + "3 4 Get Shorty (1995) Action, Comedy, Drama\n", + "4 5 Copycat (1995) Crime, Drama, Thriller" ] }, - "execution_count": 19, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "movies.to_csv('./Datasets/ml-100k/movies.csv', index=False)\n", - "movies" + "movies[:5]" ] }, { @@ -1089,7 +631,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -1100,7 +642,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ diff --git a/P1. Baseline.ipynb b/P1. Baseline.ipynb index bacfb2d..543640f 100644 --- a/P1. Baseline.ipynb +++ b/P1. Baseline.ipynb @@ -195,7 +195,7 @@ { "data": { "text/plain": [ - "<3x4 sparse matrix of type ''\n", + "<3x4 sparse matrix of type ''\n", "\twith 8 stored elements in Compressed Sparse Row format>" ] }, @@ -307,7 +307,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "472 ns ± 7.02 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)\n", + "1.03 µs ± 114 ns per loop (mean ± std. dev. of 7 runs, 1000000 loops each)\n", "Inefficient way to access items rated by user:\n" ] }, @@ -325,7 +325,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "57.3 µs ± 6.26 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" + "132 µs ± 5.13 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" ] } ], @@ -411,7 +411,7 @@ { "data": { "text/plain": [ - "array([ 2.66666667, 1.5 , 3.66666667])" + "array([2.66666667, 1.5 , 3.66666667])" ] }, "metadata": {}, @@ -427,9 +427,9 @@ { "data": { "text/plain": [ - "matrix([[ 2.66666667, 0. , 0. ],\n", - " [ 0. , 1.5 , 0. ],\n", - " [ 0. , 0. , 3.66666667]])" + "matrix([[2.66666667, 0. , 0. ],\n", + " [0. , 1.5 , 0. ],\n", + " [0. , 0. , 3.66666667]])" ] }, "metadata": {}, @@ -445,9 +445,9 @@ { "data": { "text/plain": [ - "matrix([[ 2.66666667, 2.66666667, 2.66666667, 0. ],\n", - " [ 0. , 1.5 , 0. , 1.5 ],\n", - " [ 3.66666667, 0. , 3.66666667, 3.66666667]])" + "matrix([[2.66666667, 2.66666667, 2.66666667, 0. ],\n", + " [0. , 1.5 , 0. , 1.5 ],\n", + " [3.66666667, 0. , 3.66666667, 3.66666667]])" ] }, "metadata": {}, @@ -556,7 +556,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -569,7 +569,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -618,7 +618,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -655,7 +655,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -757,18 +757,18 @@ "" ], "text/plain": [ - " 0 1 2 3 4 5 6 7 8 9 ... \\\n", - "0 1 5 3.529975 10 3.529975 25 3.529975 32 3.529975 33 ... \n", - "1 2 1 3.529975 2 3.529975 3 3.529975 4 3.529975 5 ... \n", + " 0 1 2 3 4 5 6 7 8 9 ... 11 \\\n", + "0 1 5 3.529975 10 3.529975 25 3.529975 32 3.529975 33 ... 44 \n", + "1 2 1 3.529975 2 3.529975 3 3.529975 4 3.529975 5 ... 6 \n", "\n", - " 11 12 13 14 15 16 17 18 19 20 \n", - "0 44 3.529975 46 3.529975 50 3.529975 52 3.529975 55 3.529975 \n", - "1 6 3.529975 7 3.529975 8 3.529975 9 3.529975 11 3.529975 \n", + " 12 13 14 15 16 17 18 19 20 \n", + "0 3.529975 46 3.529975 50 3.529975 52 3.529975 55 3.529975 \n", + "1 3.529975 7 3.529975 8 3.529975 9 3.529975 11 3.529975 \n", "\n", "[2 rows x 21 columns]" ] }, - "execution_count": 24, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -786,7 +786,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -805,7 +805,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -878,7 +878,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1046,7 +1046,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -1070,7 +1070,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -1089,7 +1089,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -1146,7 +1146,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1160,10 +1160,10 @@ { "data": { "text/plain": [ - "0.75248710128207985" + "0.7524871012820799" ] }, - "execution_count": 31, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1193,24 +1193,24 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "RMSE: 1.5190\n", - "MAE: 1.2222\n" + "RMSE: 1.5070\n", + "MAE: 1.2072\n" ] }, { "data": { "text/plain": [ - "1.222159317007133" + "1.2071684732991073" ] }, - "execution_count": 32, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } diff --git a/P1. Introduction and baseline.pdf b/P1. 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Evaluation.ipynb b/P2. Evaluation.ipynb index 8152ff0..8ffec74 100644 --- a/P2. Evaluation.ipynb +++ b/P2. Evaluation.ipynb @@ -273,7 +273,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "943it [00:00, 9409.37it/s]\n" + "943it [00:00, 6311.05it/s]\n" ] }, { @@ -398,7 +398,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -445,7 +445,7 @@ "0 1.0 0.033911 2.836513 0.991139" ] }, - "execution_count": 14, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -470,14 +470,14 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "943it [00:00, 8290.29it/s]\n" + "943it [00:00, 7479.62it/s]\n" ] }, { @@ -556,7 +556,7 @@ "0 0.437964 1.0 0.033911 2.836513 0.991139 " ] }, - "execution_count": 15, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -578,18 +578,18 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "943it [00:00, 9608.49it/s]\n", - "943it [00:00, 9837.12it/s]\n", - "943it [00:00, 10292.46it/s]\n", - "943it [00:00, 9906.94it/s]\n", - "943it [00:00, 9162.09it/s]\n" + "943it [00:00, 7637.21it/s]\n", + "943it [00:00, 6445.83it/s]\n", + "943it [00:00, 7342.27it/s]\n", + "943it [00:00, 7577.08it/s]\n", + "943it [00:00, 7295.64it/s]\n" ] } ], @@ -608,7 +608,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -683,14 +683,14 @@ " \n", " 0\n", " Ready_Random\n", - " 1.518964\n", - " 1.222159\n", - " 0.046554\n", - " 0.020603\n", - " 0.023679\n", - " 0.031216\n", - " 0.028970\n", - " 0.021179\n", + " 1.517787\n", + " 1.217953\n", + " 0.047826\n", + " 0.017861\n", + " 0.022711\n", + " 0.031080\n", + " 0.028219\n", + " 0.016982\n", " \n", " \n", " 0\n", @@ -713,18 +713,18 @@ "0 Self_TopPop 2.508258 2.217909 0.188865 0.116919 0.118732 \n", "0 Ready_Baseline 0.949459 0.752487 0.091410 0.037652 0.046030 \n", "0 Self_GlobalAvg 1.125760 0.943534 0.061188 0.025968 0.031383 \n", - "0 Ready_Random 1.518964 1.222159 0.046554 0.020603 0.023679 \n", + "0 Ready_Random 1.517787 1.217953 0.047826 0.017861 0.022711 \n", "0 Self_BaselineUI 0.967585 0.762740 0.000954 0.000170 0.000278 \n", "\n", " F_05 precision_super recall_super \n", "0 0.141584 0.130472 0.137473 \n", "0 0.061286 0.079614 0.056463 \n", "0 0.041343 0.040558 0.032107 \n", - "0 0.031216 0.028970 0.021179 \n", + "0 0.031080 0.028219 0.016982 \n", "0 0.000463 0.000644 0.000189 " ] }, - "execution_count": 17, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -735,7 +735,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -814,15 +814,15 @@ " \n", " 0\n", " Ready_Random\n", - " 0.050489\n", - " 0.019185\n", - " 0.123856\n", - " 0.506812\n", - " 0.322375\n", - " 0.987805\n", - " 0.184704\n", - " 5.103172\n", - " 0.906873\n", + " 0.051154\n", + " 0.019551\n", + " 0.125693\n", + " 0.505448\n", + " 0.318134\n", + " 0.986426\n", + " 0.186869\n", + " 5.091730\n", + " 0.908288\n", " \n", " \n", " 0\n", @@ -846,18 +846,18 @@ "0 Self_TopPop 0.214651 0.111707 0.400939 0.555546 0.765642 \n", "0 Ready_Baseline 0.095957 0.043178 0.198193 0.515501 0.437964 \n", "0 Self_GlobalAvg 0.067695 0.027470 0.171187 0.509546 0.384942 \n", - "0 Ready_Random 0.050489 0.019185 0.123856 0.506812 0.322375 \n", + "0 Ready_Random 0.051154 0.019551 0.125693 0.505448 0.318134 \n", "0 Self_BaselineUI 0.000752 0.000168 0.001677 0.496424 0.009544 \n", "\n", " Reco in test Test coverage Shannon Gini \n", "0 1.000000 0.038961 3.159079 0.987317 \n", "0 1.000000 0.033911 2.836513 0.991139 \n", "0 1.000000 0.025974 2.711772 0.992003 \n", - "0 0.987805 0.184704 5.103172 0.906873 \n", + "0 0.986426 0.186869 5.091730 0.908288 \n", "0 0.600530 0.005051 1.803126 0.996380 " ] }, - "execution_count": 18, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -875,14 +875,14 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "3it [00:00, 1651.52it/s]\n" + "3it [00:00, 2446.61it/s]\n" ] }, { @@ -1207,7 +1207,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -1246,148 +1246,148 @@ " \n", " \n", " \n", - " 24754\n", - " 105\n", + " 7917\n", + " 100\n", " 5\n", - " Gattaca (1997)\n", - " Drama, Sci-Fi, Thriller\n", + " As Good As It Gets (1997)\n", + " Comedy, Drama\n", " \n", " \n", - " 37073\n", - " 105\n", - " 5\n", - " Contact (1997)\n", - " Drama, Sci-Fi\n", - " \n", - " \n", - " 40592\n", - " 105\n", + " 40494\n", + " 100\n", " 5\n", " Titanic (1997)\n", " Action, Drama, Romance\n", " \n", " \n", - " 46032\n", - " 105\n", + " 23127\n", + " 100\n", " 5\n", + " Apt Pupil (1998)\n", + " Drama, Thriller\n", + " \n", + " \n", + " 45163\n", + " 100\n", + " 4\n", + " Tomorrow Never Dies (1997)\n", + " Action, Romance, Thriller\n", + " \n", + " \n", + " 28194\n", + " 100\n", + " 4\n", + " Conspiracy Theory (1997)\n", + " Action, Mystery, Romance, Thriller\n", + " \n", + " \n", + " 46108\n", + " 100\n", + " 4\n", " L.A. Confidential (1997)\n", " Crime, Film-Noir, Mystery, Thriller\n", " \n", " \n", - " 17916\n", - " 105\n", + " 43730\n", + " 100\n", " 4\n", - " English Patient, The (1996)\n", - " Drama, Romance, War\n", + " Amistad (1997)\n", + " Drama\n", " \n", " \n", - " 23767\n", - " 105\n", + " 42366\n", + " 100\n", " 4\n", - " Chasing Amy (1997)\n", - " Drama, Romance\n", + " Postman, The (1997)\n", + " Drama\n", " \n", " \n", - " 47003\n", - " 105\n", + " 37000\n", + " 100\n", " 4\n", - " Cop Land (1997)\n", - " Crime, Drama, Mystery\n", + " Contact (1997)\n", + " Drama, Sci-Fi\n", " \n", " \n", - " 48891\n", - " 105\n", + " 66556\n", + " 100\n", " 4\n", - " Lost Highway (1997)\n", - " Mystery\n", + " Apostle, The (1997)\n", + " Drama\n", " \n", " \n", - " 67355\n", - " 105\n", + " 67009\n", + " 100\n", + " 4\n", + " Big Bang Theory, The (1994)\n", + " Crime\n", + " \n", + " \n", + " 67332\n", + " 100\n", " 4\n", " Good Will Hunting (1997)\n", " Drama\n", " \n", " \n", - " 54121\n", - " 105\n", - " 3\n", - " Boogie Nights (1997)\n", + " 29564\n", + " 100\n", + " 4\n", + " Kundun (1997)\n", " Drama\n", " \n", " \n", - " 55439\n", - " 105\n", - " 3\n", - " Seven Years in Tibet (1997)\n", - " Drama, War\n", + " 26441\n", + " 100\n", + " 4\n", + " Air Force One (1997)\n", + " Action, Thriller\n", " \n", " \n", - " 69687\n", - " 105\n", - " 3\n", + " 69735\n", + " 100\n", + " 4\n", " Wag the Dog (1997)\n", " Comedy, Drama\n", " \n", - " \n", - " 7321\n", - " 105\n", - " 2\n", - " Saint, The (1997)\n", - " Action, Romance, Thriller\n", - " \n", - " \n", - " 45056\n", - " 105\n", - " 2\n", - " Tomorrow Never Dies (1997)\n", - " Action, Romance, Thriller\n", - " \n", - " \n", - " 64052\n", - " 105\n", - " 2\n", - " Alien: Resurrection (1997)\n", - " Action, Horror, Sci-Fi\n", - " \n", " \n", "\n", "" ], "text/plain": [ " user rating title \\\n", - "24754 105 5 Gattaca (1997) \n", - "37073 105 5 Contact (1997) \n", - "40592 105 5 Titanic (1997) \n", - "46032 105 5 L.A. Confidential (1997) \n", - "17916 105 4 English Patient, The (1996) \n", - "23767 105 4 Chasing Amy (1997) \n", - "47003 105 4 Cop Land (1997) \n", - "48891 105 4 Lost Highway (1997) \n", - "67355 105 4 Good Will Hunting (1997) \n", - "54121 105 3 Boogie Nights (1997) \n", - "55439 105 3 Seven Years in Tibet (1997) \n", - "69687 105 3 Wag the Dog (1997) \n", - "7321 105 2 Saint, The (1997) \n", - "45056 105 2 Tomorrow Never Dies (1997) \n", - "64052 105 2 Alien: Resurrection (1997) \n", + "7917 100 5 As Good As It Gets (1997) \n", + "40494 100 5 Titanic (1997) \n", + "23127 100 5 Apt Pupil (1998) \n", + "45163 100 4 Tomorrow Never Dies (1997) \n", + "28194 100 4 Conspiracy Theory (1997) \n", + "46108 100 4 L.A. Confidential (1997) \n", + "43730 100 4 Amistad (1997) \n", + "42366 100 4 Postman, The (1997) \n", + "37000 100 4 Contact (1997) \n", + "66556 100 4 Apostle, The (1997) \n", + "67009 100 4 Big Bang Theory, The (1994) \n", + "67332 100 4 Good Will Hunting (1997) \n", + "29564 100 4 Kundun (1997) \n", + "26441 100 4 Air Force One (1997) \n", + "69735 100 4 Wag the Dog (1997) \n", "\n", " genres \n", - "24754 Drama, Sci-Fi, Thriller \n", - "37073 Drama, Sci-Fi \n", - "40592 Action, Drama, Romance \n", - "46032 Crime, Film-Noir, Mystery, Thriller \n", - "17916 Drama, Romance, War \n", - "23767 Drama, Romance \n", - "47003 Crime, Drama, Mystery \n", - "48891 Mystery \n", - "67355 Drama \n", - "54121 Drama \n", - "55439 Drama, War \n", - "69687 Comedy, Drama \n", - "7321 Action, Romance, Thriller \n", - "45056 Action, Romance, Thriller \n", - "64052 Action, Horror, Sci-Fi " + "7917 Comedy, Drama \n", + "40494 Action, Drama, Romance \n", + "23127 Drama, Thriller \n", + "45163 Action, Romance, Thriller \n", + "28194 Action, Mystery, Romance, Thriller \n", + "46108 Crime, Film-Noir, Mystery, Thriller \n", + "43730 Drama \n", + "42366 Drama \n", + "37000 Drama, Sci-Fi \n", + "66556 Drama \n", + "67009 Crime \n", + "67332 Drama \n", + "29564 Drama \n", + "26441 Action, Thriller \n", + "69735 Comedy, Drama " ] }, "metadata": {}, @@ -1429,71 +1429,71 @@ " \n", " \n", " \n", - " 103\n", - " 105.0\n", + " 98\n", + " 100.0\n", " 1\n", " Great Day in Harlem, A (1994)\n", " Documentary\n", " \n", " \n", - " 1046\n", - " 105.0\n", + " 1041\n", + " 100.0\n", " 2\n", " Tough and Deadly (1995)\n", " Action, Drama, Thriller\n", " \n", " \n", - " 1988\n", - " 105.0\n", + " 1983\n", + " 100.0\n", " 3\n", " Aiqing wansui (1994)\n", " Drama\n", " \n", " \n", - " 2930\n", - " 105.0\n", + " 2925\n", + " 100.0\n", " 4\n", " Delta of Venus (1994)\n", " Drama\n", " \n", " \n", - " 3872\n", - " 105.0\n", + " 3867\n", + " 100.0\n", " 5\n", " Someone Else's America (1995)\n", " Drama\n", " \n", " \n", - " 4814\n", - " 105.0\n", + " 4809\n", + " 100.0\n", " 6\n", " Saint of Fort Washington, The (1993)\n", " Drama\n", " \n", " \n", - " 5755\n", - " 105.0\n", + " 5750\n", + " 100.0\n", " 7\n", " Celestial Clockwork (1994)\n", " Comedy\n", " \n", " \n", - " 6698\n", - " 105.0\n", + " 6693\n", + " 100.0\n", " 8\n", " Some Mother's Son (1996)\n", " Drama\n", " \n", " \n", - " 8592\n", - " 105.0\n", + " 8587\n", + " 100.0\n", " 9\n", " Maya Lin: A Strong Clear Vision (1994)\n", " Documentary\n", " \n", " \n", - " 7638\n", - " 105.0\n", + " 7633\n", + " 100.0\n", " 10\n", " Prefontaine (1997)\n", " Drama\n", @@ -1504,31 +1504,31 @@ ], "text/plain": [ " user rec_nb title \\\n", - "103 105.0 1 Great Day in Harlem, A (1994) \n", - "1046 105.0 2 Tough and Deadly (1995) \n", - "1988 105.0 3 Aiqing wansui (1994) \n", - "2930 105.0 4 Delta of Venus (1994) \n", - "3872 105.0 5 Someone Else's America (1995) \n", - "4814 105.0 6 Saint of Fort Washington, The (1993) \n", - "5755 105.0 7 Celestial Clockwork (1994) \n", - "6698 105.0 8 Some Mother's Son (1996) \n", - "8592 105.0 9 Maya Lin: A Strong Clear Vision (1994) \n", - "7638 105.0 10 Prefontaine (1997) \n", + "98 100.0 1 Great Day in Harlem, A (1994) \n", + "1041 100.0 2 Tough and Deadly (1995) \n", + "1983 100.0 3 Aiqing wansui (1994) \n", + "2925 100.0 4 Delta of Venus (1994) \n", + "3867 100.0 5 Someone Else's America (1995) \n", + "4809 100.0 6 Saint of Fort Washington, The (1993) \n", + "5750 100.0 7 Celestial Clockwork (1994) \n", + "6693 100.0 8 Some Mother's Son (1996) \n", + "8587 100.0 9 Maya Lin: A Strong Clear Vision (1994) \n", + "7633 100.0 10 Prefontaine (1997) \n", "\n", " genres \n", - "103 Documentary \n", - "1046 Action, Drama, Thriller \n", - "1988 Drama \n", - "2930 Drama \n", - "3872 Drama \n", - "4814 Drama \n", - "5755 Comedy \n", - "6698 Drama \n", - "8592 Documentary \n", - "7638 Drama " + "98 Documentary \n", + "1041 Action, Drama, Thriller \n", + "1983 Drama \n", + "2925 Drama \n", + "3867 Drama \n", + "4809 Drama \n", + "5750 Comedy \n", + "6693 Drama \n", + "8587 Documentary \n", + "7633 Drama " ] }, - "execution_count": 20, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -1576,7 +1576,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -1588,18 +1588,18 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "943it [00:00, 9023.32it/s]\n", - "943it [00:00, 9004.98it/s]\n", - "943it [00:00, 8532.40it/s]\n", - "943it [00:00, 8974.06it/s]\n", - "943it [00:00, 8818.01it/s]\n" + "943it [00:00, 6211.85it/s]\n", + "943it [00:00, 7728.29it/s]\n", + "943it [00:00, 7446.93it/s]\n", + "943it [00:00, 6379.07it/s]\n", + "943it [00:00, 6994.80it/s]\n" ] }, { @@ -1710,23 +1710,23 @@ " \n", " 0\n", " Ready_Random\n", - " 1.518964\n", - " 1.222159\n", - " 0.046554\n", - " 0.020603\n", - " 0.023679\n", - " 0.031216\n", - " 0.028970\n", - " 0.021179\n", - " 0.050489\n", - " 0.019185\n", - " 0.123856\n", - " 0.506812\n", - " 0.322375\n", - " 0.987805\n", - " 0.184704\n", - " 5.103172\n", - " 0.906873\n", + " 1.517787\n", + " 1.217953\n", + " 0.047826\n", + " 0.017861\n", + " 0.022711\n", + " 0.031080\n", + " 0.028219\n", + " 0.016982\n", + " 0.051154\n", + " 0.019551\n", + " 0.125693\n", + " 0.505448\n", + " 0.318134\n", + " 0.986426\n", + " 0.186869\n", + " 5.091730\n", + " 0.908288\n", " \n", " \n", " 0\n", @@ -1758,25 +1758,25 @@ "0 Self_TopPop 2.508258 2.217909 0.188865 0.116919 0.118732 \n", "0 Ready_Baseline 0.949459 0.752487 0.091410 0.037652 0.046030 \n", "0 Self_GlobalAvg 1.125760 0.943534 0.061188 0.025968 0.031383 \n", - "0 Ready_Random 1.518964 1.222159 0.046554 0.020603 0.023679 \n", + "0 Ready_Random 1.517787 1.217953 0.047826 0.017861 0.022711 \n", "0 Self_BaselineUI 0.967585 0.762740 0.000954 0.000170 0.000278 \n", "\n", " F_05 precision_super recall_super NDCG mAP MRR \\\n", "0 0.141584 0.130472 0.137473 0.214651 0.111707 0.400939 \n", "0 0.061286 0.079614 0.056463 0.095957 0.043178 0.198193 \n", "0 0.041343 0.040558 0.032107 0.067695 0.027470 0.171187 \n", - "0 0.031216 0.028970 0.021179 0.050489 0.019185 0.123856 \n", + "0 0.031080 0.028219 0.016982 0.051154 0.019551 0.125693 \n", "0 0.000463 0.000644 0.000189 0.000752 0.000168 0.001677 \n", "\n", " LAUC HR Reco in test Test coverage Shannon Gini \n", "0 0.555546 0.765642 1.000000 0.038961 3.159079 0.987317 \n", "0 0.515501 0.437964 1.000000 0.033911 2.836513 0.991139 \n", "0 0.509546 0.384942 1.000000 0.025974 2.711772 0.992003 \n", - "0 0.506812 0.322375 0.987805 0.184704 5.103172 0.906873 \n", + "0 0.505448 0.318134 0.986426 0.186869 5.091730 0.908288 \n", "0 0.496424 0.009544 0.600530 0.005051 1.803126 0.996380 " ] }, - "execution_count": 21, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } diff --git a/P2. Evaluation.pdf b/P2. 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" 1.518964\n", - " 1.222159\n", - " 0.046554\n", - " 0.020603\n", - " 0.023679\n", - " 0.031216\n", - " 0.028970\n", - " 0.021179\n", - " 0.050489\n", - " 0.019185\n", - " 0.123856\n", - " 0.506812\n", - " 0.322375\n", - " 0.987805\n", - " 0.184704\n", - " 5.103172\n", - " 0.906873\n", + " 1.517787\n", + " 1.217953\n", + " 0.047826\n", + " 0.017861\n", + " 0.022711\n", + " 0.031080\n", + " 0.028219\n", + " 0.016982\n", + " 0.051154\n", + " 0.019551\n", + " 0.125693\n", + " 0.505448\n", + " 0.318134\n", + " 0.986426\n", + " 0.186869\n", + " 5.091730\n", + " 0.908288\n", " \n", " \n", " 0\n", @@ -498,7 +498,7 @@ "0 Self_TopPop 2.508258 2.217909 0.188865 0.116919 0.118732 \n", "0 Ready_Baseline 0.949459 0.752487 0.091410 0.037652 0.046030 \n", "0 Self_GlobalAvg 1.125760 0.943534 0.061188 0.025968 0.031383 \n", - "0 Ready_Random 1.518964 1.222159 0.046554 0.020603 0.023679 \n", + "0 Ready_Random 1.517787 1.217953 0.047826 0.017861 0.022711 \n", "0 Self_BaselineUI 0.967585 0.762740 0.000954 0.000170 0.000278 \n", "0 Self_IKNN 1.018363 0.808793 0.000318 0.000108 0.000140 \n", "\n", @@ -506,7 +506,7 @@ "0 0.141584 0.130472 0.137473 0.214651 0.111707 0.400939 \n", "0 0.061286 0.079614 0.056463 0.095957 0.043178 0.198193 \n", "0 0.041343 0.040558 0.032107 0.067695 0.027470 0.171187 \n", - "0 0.031216 0.028970 0.021179 0.050489 0.019185 0.123856 \n", + "0 0.031080 0.028219 0.016982 0.051154 0.019551 0.125693 \n", "0 0.000463 0.000644 0.000189 0.000752 0.000168 0.001677 \n", "0 0.000189 0.000000 0.000000 0.000214 0.000037 0.000368 \n", "\n", @@ -514,7 +514,7 @@ "0 0.555546 0.765642 1.000000 0.038961 3.159079 0.987317 \n", "0 0.515501 0.437964 1.000000 0.033911 2.836513 0.991139 \n", "0 0.509546 0.384942 1.000000 0.025974 2.711772 0.992003 \n", - "0 0.506812 0.322375 0.987805 0.184704 5.103172 0.906873 \n", + "0 0.505448 0.318134 0.986426 0.186869 5.091730 0.908288 \n", "0 0.496424 0.009544 0.600530 0.005051 1.803126 0.996380 \n", "0 0.496391 0.003181 0.392153 0.115440 4.174741 0.965327 " ] @@ -552,7 +552,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -590,7 +590,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -667,7 +667,7 @@ }, { "cell_type": "code", - 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Appendix - embeddings in high demensional spaces.ipynb b/P4. Appendix - embeddings in high demensional spaces.ipynb index 66bb58d..cd982b8 100644 --- a/P4. Appendix - embeddings in high demensional spaces.ipynb +++ b/P4. Appendix - embeddings in high demensional spaces.ipynb @@ -11,10 +11,10 @@ "['dimensions: 1, cases when observation is the nearest: 0.0%',\n", " 'dimensions: 2, cases when observation is the nearest: 0.0%',\n", " 'dimensions: 3, cases when observation is the nearest: 0.0%',\n", - " 'dimensions: 10, cases when observation is the nearest: 14.000000000000002%',\n", - " 'dimensions: 20, cases when observation is the nearest: 65.0%',\n", - " 'dimensions: 30, cases when observation is the nearest: 100.0%',\n", - " 'dimensions: 40, cases when observation is the nearest: 100.0%',\n", + " 'dimensions: 10, cases when observation is the nearest: 7.000000000000001%',\n", + " 'dimensions: 20, cases when observation is the nearest: 57.99999999999999%',\n", + " 'dimensions: 30, cases when observation is the nearest: 92.0%',\n", + " 'dimensions: 40, cases when observation is the nearest: 99.0%',\n", " 'dimensions: 50, cases when observation is the nearest: 100.0%',\n", " 'dimensions: 60, cases when observation is the nearest: 100.0%',\n", " 'dimensions: 70, cases when observation is the nearest: 100.0%',\n", diff --git a/P4. Matrix Factorization.ipynb b/P4. Matrix Factorization.ipynb index a8e4857..7701af6 100644 --- a/P4. Matrix Factorization.ipynb +++ b/P4. Matrix Factorization.ipynb @@ -128,7 +128,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Epoch 39 RMSE: 0.7480082047970615. Training epoch 40...: 100%|██████████| 40/40 [01:21<00:00, 2.05s/it]\n" + "Epoch 39 RMSE: 0.7476169311403564. Training epoch 40...: 100%|██████████| 40/40 [01:47<00:00, 2.68s/it]\n" ] } ], @@ -139,24 +139,24 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 5, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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d0tvfE20yag08hH4TyLueuTGm8IJJ+jmNwcreRT8EaCkiS4CW6HTPQ96+at4ssRuAsSJy7glv5twE51yqcy41KSkp+OgDHD4MN90Ec+YU6OWm2JwKXIGWichyHzoS6P/Qi0EbtJhcls+AfaEK0JiYEkxHbiY6SydLMrr691HOua144/1EpBxwrXPu54B9OOfWicg8oCGwttCRZ7NhA3zyCfz739CqFTz6KDRvXtR/xRSNK7wH6ELxX6BVREELxF2GdgTXB+qhVUSvQFsRjTGFEcyd/tdATRGpISIl0Vuy9wMPEJFKIpL1XsPRkTyISHkRKZV1DNr4+11RBR/o3HMhIwOefRZWrYIWLaB9e4iAuRYx7jS0EFxL7/kpwCy0TyAJ+AQYCnzp7V8FNEc7ksejtYR2hTBeYyJbnknfOXcIGID+n7gKmOacWykiI0UkazROK2C1iKxB5/s/7m2vDaSJyDK0g3eUc65Ykj5AYiIMGgTr1sFTT8GSJdC0KXTuDF4VVRP2SqFj/x9H/8ltQZN6d2//L+g/2zfQf5at0EU3PvL2/+wdY4zJSVRX2dy3D/75T3jySfjpJ+jaFR55BHxeotIUCQdsQ6eALAX6ocNE/44uJnMpOoqoHdqxHO9PmMaEiFXZBMqVg3vv1fb+Rx7RTt4GDaB7d/iu2L5vmNAQdIbw5WhTUNZs4LZoPaE9wP3oiOOz0UVlQEcTHQlppMaEk6hO+llOPRUefFCT/wMPwEcfwYUXavJftszv6EzRugi921+CLiA/BRjEsUJxndHhoi287a8AK0MfpjE+iermnZP58UcYMwb+8Q/Yuxe6dNGLQePGxfpnTVh4DViIXhSWoe3/XYF3vP2DgXPQFcbOR7uoIrtypIkNwTbvxGTSz/LTT5r4x47V3y+/HEaMgEsvDcmfN747glYL/R2oi04Qq8Hxi8mURfsIhqGziCcC53qPc7CahSZcWJt+EMqX12afjRth1Cgd4dO8ObRure3/YXY9NEUuDr2br+s9L4OuMLYFXWLyWXSxmaz964Hb0X6E84DS3s8p3v4jWLlpE+5i+k4/u/37YcIEHe2zbRtccok2+3ToABG+NoQpEkfQeYlrsz3uAi5G5xTchM4wbuv9rJLTGxlT5Kx5pxAOHIBXXtG7/02boG5dGDAAbrwRypbN+/UmVi0CnkFrD/7obasDzERHEDmsf8AUF2veKYTERLjtNkhPh0mToFQpfV61Ktx9N6wt8iISJjo0QYvQbkc7ikejzUdZd/t3oR3D9dH5A73QYaVZVqCdyz8Ah0MTsok5lvRzUbIk9OkDaWnwxRfQsaN2/NasqbN8Z82CIzbk25wgDh39MwQdFZQ1MawuWnW8BrAXrTn0TsDrBnuvqwyUQ4efDg7YvxfrMzCFZc07+bR1K7z4oj62b4fzz9emnz59dD6AMQW3BFiH3umvQ2cbJ3Gso7gO2mxUL+DRDCtEZ8Da9IvdwYPw5pt6579okc7+7d0bbr0VUlL8js5Ep/HoheFbtCloP9px/Ar6DaAp2pRUI+DRgOOL5JpoZUk/hBYt0uT/5pt6MWjUCPr2hRtugNNP9zs6E52OoN8GjqD9Br8A16PDStdzbHnKEegKpruBK4EL0DqIF3iPGlhdouhgSd8Hu3fDlCnw8sta3iExEa69Fm65BVq2tGGfJlQcOsFsPXAG8AdgI9AH+B7taM7yAvAXb//LHLsYJKPVS63bL1JY0veRczrR6+WX4T//gZ9/1nr/N9+sbf9Vsy82aUxI7QZWo5XSW6Kzi2eg3wQCRyaUQIefXoauZzAZ7WSu4v2sjHZOJ4YqcJMLS/phYv9+ePtteOkl+N//IC5ORwH16QNXXqnfBowJDwfRshSr0Ulo29BlLZOB/wB3cGz+QZZV6DeDV9BvDVXRi0LWz+7ozOVDWMmK4mVJPwxlZMDEiTr2f9s2OO006NZNJ321aKEXBGPC229o89A29MLQAb3Tnwa85G3bgpa2Bh1mWg4dvvoq2p+Q1adQG525bP/wi4Il/TB2+LDW9nntNZg+HX75BapVgz/9CXr1gjo2As9EvP3oBeA87/kHwLvoN4NV6EWhPLoqmgAPoX0QtdE+iLPQbxjnhjTqSGZJP0L88gu8955eAD7+WC8IjRpp8u/ZE846y+8IjSlqWR3NW9BVzUCXvnwPyAw4riGQtc5pV/TbxVkBj/rAtd7+H9GLSOyORLKkH4G2b4epU/UCkJamzT3t2+vonyuv1BnCxkS3vcAmdIJaHNDa2z4YnZvwg/fYiS6I8763v6q3/SyO9Sd0QpfRBPgYvSAkeo/S6MS3JPQidABdnzlym5os6Ue477/X5P/vf0NmJpxxhnb+9u0LtWr5HZ0xfjuEzkU4xXs+AdiMfnvYgjYtdUJXUfsdTejZc93dwNPAvoD3KQWcCpwG3An0B372fj8t26M5UMt7/QLvtSUDHsnoKm2H0E7yMhRnwT1L+lHi8GFt9vnXv+CDD+DQIe30vfVWnQNQpozfERoT7g6hM5kPeI9fvZ/noc1LB9C1Ew6gfRH/hyb6a4Bu6MXkEm/b3oD3HQcMRL+B1Mvh704E/oyu1NYMXbLzdLQZ6nT0gtQKWIOOfiqPLuFZsCF9lvSj0A8/wOTJOvwzPV1H//Tqpc0/VvrBmFA4jCb+n9FvBOXR2dBL0JFNgY+L0BnPm9Ehr3uAnwJ+PoxeDD5E+yyyvhEUrB3Xkn4Ucw7mz9e7/7fe0tIPqanQr592/pYr53eExpj8cei3jIIv2GH19KOYiJZ1eO01He//j39o4u/XD6pUgf79Yflyv6M0xgRPKEzCzw9L+hGufHkt7bxsGXz5JVx9tU4Aa9BAl3ucPBl+/TXv9zHGxAZL+lFCBJo109E+W7bAmDFaAC6r1s9dd+mIIGNMbLOkH4UqVIA774RVq2DuXB3rP3481K4NrVvrXICDB/2O0hjjB0v6UUwEWrXSJL95MzzxBGzYoJ29yclwzz2wZo3fURpjQsmSfow480y4915d1H3WLO0IHjtWJ3q1agWvvw4HDvgdpTGmuAWV9EWkg4isFpEMEbk3h/3niMinIrJcROaJSHLAvj4iku49+hRl8Cb/sko7vPXWsbv/zZt1la/kZBg82Nr+jYlmeSZ9EYlHF+fsiK7A3FNEsteBfAqY7Jyrj67N9oT32gpo+byLgSbAQyJSvujCN4Vx1ll695+eDrNnwx//COPGadv/ZZfpkFC7+zcmugRzp98EyHDOrXPO/QZMBa7KdkwddIkdgLkB+y8HZjvndjvnfgJmowW4TRiJi4O2bWHaNK3z8/e/w9atWuc/ORmGDYP16/2O0hhTFIJJ+lXRecRZMr1tgZZxrMbp1cApIlIxyNeaMHLmmTB0qHbwzp6tbf9PP63LPV5xBcyYofWAjDGRKZikn1NZuOy1G4YALUVkCbro5ha0kEQwr0VE+olImoik7dy5M4iQTHHLuvufPl1H/IwYoev+XnEF1KwJTz4JP2ZfOc8YE/aCSfqZwNkBz5PRuqVHOee2Oueucc41BO73tv0czGu9Yyc451Kdc6lJSUn5PAVT3JKT4ZFHYONGeOMNXeVr2DDd3rs3LFyo9YCMMeEvmKT/NVBTRGqISEmgB8dWLgBARCqJSNZ7DUdrigLMAtqLSHmvA7e9t81EoJIloXt3mDcPVqzQ6p7vvqszgVNT4dVX4bff/I7SGJObPJO+c+4QupbZLHRxy2nOuZUiMlJEuniHtQJWi8ga4Ezgce+1u4FH0QvH18BIb5uJcHXrwj//qSUfnntO6/v07g3nnAOPPgo7dvgdoTEmJ1Za2RQJ57Tjd+xY+OgjKFVKF3q/806ol9P6EsaYImWllU1IieikrxkztObPzTfrLN/69bVD+L//hSNH/I7SGGNJ3xS5Cy7QJp+sMf+rV+vC7rVqaZPQvn1+R2hM7LKkb4pNhQo65n/dOh31k5QEAwfq6J/779flH40xoWVJ3xS7hAQd9fPll7BggZZ7eOIJ7fS95RZtDjLGhIYlfRNSTZtqsbc1a6BvX5gyBerU0eaf+fNtvL8xxc2SvvHFeedpu/+mTfDwwzrBq2VLuPhiePNNK/VgTHGxpG98lZQEDz2ks32fe06XeOzeXUs9WKevMUXPkr4JC2XKwG236Uif6dO18NvAgXD22VryYfPmvN/DGJM3S/omrMTHwzXXaIfvl1/qGP+nnoIaNXShl6+/9jtCYyKbJX0Ttpo10/b9tWth0CCd4NWkCbRoAW+/be3+xhSEJX0T9qpXh2ee0cleY8boz2uv1Xb/Z5+FvXv9jtCYyGFJ30SMU0/VWj4ZGTrss0oVfZ61tu/GjX5HaEz4s6RvIk58vN7pf/45fPUVdOqkd/x/+IOO/FmwwO8IjQlflvRNRGvSRAu7rV8PQ4Zopc9LLtFJYFOnwu+/+x2hMeHFkr6JCmefrcXdNm/W8f27dkHPnrq275NPwk8/+R2hMeHBkr6JKuXKQf/+Ot7//fd15u+wYXpRGDBA+wOMiWWW9E1UiovTej5z5sCSJdCtG0yYoOWdb7wRvv/e7wiN8YclfRP1UlJg0iQd3XP33TrGv04dney1cqXf0RkTWpb0TcyoXBlGj9ZO36FDtfmnXj0d8bN8ud/RGRMalvRNzDnjDBg1CjZsgPvug5kzoUEDLf+wZInf0RlTvCzpm5hVqRI89pg2+zz0kLb/N2oEXbpYjR8TvSzpm5hXvrzW9N+4ER59VCd9NWkCHTvaRC8TfSzpG+M57TR44AFt9vnb3yAtTSd6tW2rq3oZEw0s6RuTzamnwvDhmvyfegpWrNBVvVq2hE8/tSUdTWSzpG/MSZQtq4Xc1q/X2j4ZGXrXf+ml2vlryd9EIkv6xuShdGmt5792rS7pmJmp7f1NmuiwT0v+JpJY0jcmSImJuqRjRgb8619a3+eqq3TEjyV/Eyks6RuTTyVLwi23aH2fV17RRVyuugoaN4YPP7Tkb8KbJX1jCighAW66CVatgokT9c6/c2ct62xt/iZcWdI3ppASEuDPf4Y1a7TZ54cftM3/0ku1vr8lfxNOgkr6ItJBRFaLSIaI3JvD/moiMldElojIchHp5G2vLiK/ishS7/FCUZ+AMeEiIUGbfdLT4YUXtLZ/+/Zw2WUwd67f0Rmj8kz6IhIPjAc6AnWAniJSJ9thDwDTnHMNgR7AcwH71jrnUrzHX4sobmPCVsmS8Je/aIfv+PGwbh388Y/QqpVN8jL+C+ZOvwmQ4Zxb55z7DZgKXJXtGAec6v1+GrC16EI0JjKVKgW3365DPceN047fli11rP+XX/odnYlVwST9qsDmgOeZ3rZADwO9RCQTmAEMDNhXw2v2+Z+ItMjpD4hIPxFJE5G0nTt3Bh+9MREgMREGDtQ7/meegW+/1fb+Dh10YXdjQimYpC85bMveNdUTmOScSwY6Aa+KSBywDajmNfvcDfxHRE7N9lqccxOcc6nOudSkpKT8nYExEaJ0abjrLk3+o0fD4sU60ueKK7TOjzGhEEzSzwTODniezInNN32BaQDOuQVAIlDJOXfQObfL274YWAucX9igjYlkZcvCkCFa3uGJJ2DhQh3jf9VVsHSp39GZaBdM0v8aqCkiNUSkJNpR+362YzYBbQBEpDaa9HeKSJLXEYyI/AGoCawrquCNiWTlysG992ryf/RR7eRt2BCuvVabgIwpDnkmfefcIWAAMAtYhY7SWSkiI0Wki3fYYOBWEVkGvA7c5JxzwGXAcm/7W8BfnXO7i+NEjIlUp56qJZ3Xr9fFXD75RFfyuvlmrfNjTFESF2YzR1JTU12aNXCaGLZ7t9bz/8c/ID5e+wGGDtV6/8acjIgsds6l5nWczcg1JsxUqKB1/Fevhquv1gvAeefpReC33/yOzkQ6S/rGhKnq1WHKFB3ZU6+elneuWxfeestKO5iCs6RvTJi76CJdsevDD3XC13XX6TKOn3/ud2QmElnSNyYCiECnTrBsGbz8MmzaBC1aaPPP6tV+R2ciiSV9YyJIfLyO6lmzBh57TEf6XHihNv38+KPf0ZlIYEnfmAhUtizcf78WdbvlFi3sdt55OtP3wAG/ozPhzJK+MRHszDPh+eeP1fMZOhRq14Y33rDOXpMzS/pXVBehAAAOD0lEQVTGRIE6dbSjd/ZsnezVowc0a2bVPM2JLOkbE0XatoVvvtHlGzdt0rv/667T8s7GgCV9Y6JOfLwu35ieDg8/DDNmaJPPkCGwb5/f0Rm/WdI3JkqVLau1fNLToVcvePppTf7vvGPt/bHMkr4xUa5KFW3u+eILLfFwzTXQpQts2OB3ZMYPlvSNiRGXXKILtzz9tC7UXqcOjBpl9XxijSV9Y2JIiRJw992wahV07AjDh2sNf1uwPXZY0jcmBp19NkyfDv/9L+zfrwu2//nPYEtURz9L+sbEsCuugJUr9Y7/tdfgggvgpZfgyBG/IzPFxZK+MTGuTBmt2b90qdbxufVWLea2fLnfkZniYEnfGANorf5582DSJC3o1qgRDB4Me/f6HZkpSpb0jTFHiUCfPlqu+ZZbYMwYHdtvC7dED0v6xpgTVKgAL7ygtXuSkrSUQ6dOVs4hGljSN8acVNOm8PXXMHasTu6qWxdGjoSDB/2OzBSUJX1jTK5KlIA77oDvv4euXbW0Q716uoCLiTyW9I0xQalSBaZOhVmztH2/XTst4bxtm9+RmfywpG+MyZf27XXRlocfhnff1bH9//wnHD7sd2QmGJb0jTH5lpiozTzffqvt/gMHwsUXQ1qa35GZvFjSN8YUWM2aMHOmNvts3QpNmsCAAbBnj9+RmZOxpG+MKRQRuP56LeI2YICu2XvBBfCf/9jY/nBkSd8YUyROOw3GjYNFi6BaNfjTn7Szd80avyMzgSzpG2OK1EUXwYIFMH68tvHXqwcPPggHDvgdmYEgk76IdBCR1SKSISL35rC/mojMFZElIrJcRDoF7BvuvW61iFxelMEbY8JTfDzcfruO7e/WDR59FFJSdIKX8VeeSV9E4oHxQEegDtBTROpkO+wBYJpzriHQA3jOe20d73ldoAPwnPd+xpgYcNZZMGWKju0/cECrdw4caEXc/BTMnX4TIMM5t8459xswFbgq2zEOONX7/TRgq/f7VcBU59xB59x6IMN7P2NMDGnfHlas0IQ/fryWcJ41y++oYlMwSb8qsDngeaa3LdDDQC8RyQRmAAPz8VpjTAwoVw6efRY+/1xr+HfooBU9d+/2O7LYEkzSlxy2ZR+I1ROY5JxLBjoBr4pIXJCvRUT6iUiaiKTttPXajIlql1wCS5bAAw/osE4r3RxawST9TODsgOfJHGu+ydIXmAbgnFsAJAKVgnwtzrkJzrlU51xqUlJS8NEbYyJSYqJ27qal6Xq9110H115rdXxCIZik/zVQU0RqiEhJtGP2/WzHbALaAIhIbTTp7/SO6yEipUSkBlATWFRUwRtjIluDBrBwITz5JHz0EdSpA6+8Ynf9xSnPpO+cOwQMAGYBq9BROitFZKSIdPEOGwzcKiLLgNeBm5xaiX4D+A6YCfR3zllZJmPMUSVKwD336Jq89evDzTfrgu1btvgdWXQSF2aX1NTUVJdmVZuMiUlHjsBzz8GwYZCQoB2/vXtrqQeTOxFZ7JxLzes4m5FrjAkbcXFavyfrrv+mm+DKK7WYmykalvSNMWHn3HNh3jxdpnHOHF2m8dVXra2/KFjSN8aEpbg4XaZx2TJN+r1763KNNsKncCzpG2PCWs2a8L//wdNPw8cf6wVgyhS76y8oS/rGmLAXHw933w1Ll0KtWtCrF1xzDezY4XdkkceSvjEmYtSqpWUcRo/Wcf316sGMGX5HFVks6RtjIkp8PAwZorN5zzxTx/QPGAC//up3ZJHBkr4xJiJdeKGu0nXXXVq586KLtPnH5M6SvjEmYiUmwjPPaAfvnj26MPvo0TrJy+TMkr4xJuK1awfffgudO8PQodC2LWzenPfrYpElfWNMVKhYEaZPh5de0maf+vVh2jS/owo/lvSNMVFDBPr21Xr9558P11+vpRz+7//8jix8WNI3xkSdmjV1aOeIEVq+oUEDLedgLOkbY6JUQgKMHAnz5+vvbdrAbbfZouyW9I0xUe3SS3Uo5913w4sv6oSuTz/1Oyr/WNI3xkS9MmW0ds/nn0OpUjq6569/jc22fkv6xpiYcckletc/ZAhMmKB3/bNn+x1VaFnSN8bElNKldQLXF1/o7+3bQ79+sXPXb0nfGBOTmjXToZ333AMvv6xlHWbN8juq4mdJ3xgTs0qXhief1Lv+smWhQ4foL95mSd8YE/OaNtW7/qzibRdfDN9953dUxcOSvjHGcKx424wZ8MMPWrXzxRejb4UuS/rGGBOgY0dYvhxatNBhnd26we7dfkdVdCzpG2NMNmedBTNn6iifDz7QMg7z5/sdVdGwpG+MMTmIi9Px/F9+qU0/rVvDQw/BoUN+R1Y4lvSNMSYXqanwzTdw441ay6dVK9i40e+oCs6SvjHG5OGUU2DSJJgyRdv7GzSAN9/0O6qCsaRvjDFBuuEGLeNwwQXQvbvW7t+3z++o8seSvjHG5MMf/gCffQb33w+vvAKNGkFamt9RBc+SvjHG5FNCAjz2GMydq7N3mzXTmb2RsCB7UElfRDqIyGoRyRCRe3PYP0ZElnqPNSKyJ2Df4YB97xdl8MYY46eWLWHZMujaFYYN0wXat2zxO6rc5Zn0RSQeGA90BOoAPUWkTuAxzrm7nHMpzrkU4B/A2wG7f83a55zrUoSxG2OM7ypU0AXYX3oJFi7UBdnffdfvqE4umDv9JkCGc26dc+43YCpwVS7H9wReL4rgjDEmEmQtyP7NN1C9Olx9tS7NuH+/35GdKJikXxXYHPA809t2AhE5B6gBBC5BnCgiaSKyUES6nuR1/bxj0nbu3Blk6MYYE15q1YIFC2DoUHjhBR3jv3Sp31EdL5ikLzlsO1kJoh7AW865wwHbqjnnUoEbgLEicu4Jb+bcBOdcqnMuNSkpKYiQjDEmPJUsCX//u67ItWePVux8/vnwKdwWTNLPBM4OeJ4MbD3JsT3I1rTjnNvq/VwHzAMa5jtKY4yJMG3b6kSutm3h9tuhd2/45Re/owou6X8N1BSRGiJSEk3sJ4zCEZFaQHlgQcC28iJSyvu9EnApEKVVqo0x5niVKmnBtpEjdTZv06awZo2/MeWZ9J1zh4ABwCxgFTDNObdSREaKSOBonJ7AVOeO+xJTG0gTkWXAXGCUc86SvjEmZsTFwYgRWrVz2zZo3Bjeece/eMSFS0OTJzU11aVF0vQ2Y4wJ0qZNcN11sGiRrs37t79BiRJF894istjrP82Vzcg1xpgQqVZN6/LfdpvW6m/TRlfpCiVL+sYYE0KlSsFzz8HkyfD119CwodbyCRVL+sYY44Mbb4SvvtKyza1bw5gxoRnWaUnfGGN8Uq+e3u136QJ33w3XX1/8RduKqAvBGGNMQZx2GkyfDk8/DT//rKN9ipMlfWOM8ZmIrscbCta8Y4wxMcSSvjHGxBBL+sYYE0Ms6RtjTAyxpG+MMTHEkr4xxsQQS/rGGBNDLOkbY0wMCbvSyiKyE9iYbXMl4EcfwilO0XZO0XY+EH3nFG3nA9F3ToU5n3Occ3muNxt2ST8nIpIWTJ3oSBJt5xRt5wPRd07Rdj4QfecUivOx5h1jjIkhlvSNMSaGRErSn+B3AMUg2s4p2s4Hou+cou18IPrOqdjPJyLa9I0xxhSNSLnTN8YYUwTCLumLyEQR2SEiKwK2VRCR2SKS7v0s72eM+XGS83lYRLaIyFLv0cnPGPNLRM4WkbkiskpEVorIHd72iPyccjmfiP2cRCRRRBaJyDLvnB7xttcQka+8z+gNESnpd6zByOV8JonI+oDPKMXvWPNDROJFZImI/Nd7XuyfT9glfWAS0CHbtnuBT51zNYFPveeRYhInng/AGOdciveYEeKYCusQMNg5VxtoCvQXkTpE7ud0svOByP2cDgJ/dM41AFKADiLSFPg7ek41gZ+Avj7GmB8nOx+AewI+o6X+hVggdwCrAp4X++cTdknfOTcf2J1t81XAv73f/w10DWlQhXCS84lozrltzrlvvN/3ov9oqxKhn1Mu5xOxnNrnPU3wHg74I/CWtz2SPqOTnU/EEpFk4ArgJe+5EILPJ+yS/kmc6ZzbBvo/KHCGz/EUhQEistxr/omIZpCciEh1oCHwFVHwOWU7H4jgz8lrOlgK7ABmA2uBPc65Q94hmUTQxS37+Tjnsj6jx73PaIyIlPIxxPwaCwwFspZCr0gIPp9ISfrR5nngXPRr6jbgaX/DKRgRKQdMB+50zv2f3/EUVg7nE9Gfk3PusHMuBUgGmgC1czostFEVXPbzEZELgeHABUBjoAIwzMcQgyYinYEdzrnFgZtzOLTIP59ISfrbRaQygPdzh8/xFIpzbrv3D/gI8C/0f8iIIiIJaIKc4px729scsZ9TTucTDZ8TgHNuDzAP7a84XURKeLuSga1+xVVQAefTwWuac865g8ArRM5ndCnQRUQ2AFPRZp2xhODziZSk/z7Qx/u9D/Cej7EUWlZi9FwNrDjZseHIa3t8GVjlnHsmYFdEfk4nO59I/pxEJElETvd+Lw20Rfsq5gLdvMMi6TPK6Xy+D7jJELT9OyI+I+fccOdcsnOuOtADmOOc+xMh+HzCbnKWiLwOtEKrzW0HHgLeBaYB1YBNwHXOuYjoHD3J+bRCmwwcsAH4S1ZbeCQQkebAZ8C3HGuPvA9tB4+4zymX8+lJhH5OIlIf7QiMR2/upjnnRorIH9A7ywrAEqCXd5cc1nI5nzlAEto0shT4a0CHb0QQkVbAEOdc51B8PmGX9I0xxhSfSGneMcYYUwQs6RtjTAyxpG+MMTHEkr4xxsQQS/rGGBNDLOkbY0wMsaRvjDExxJK+McbEkP8H+io0ZWuq5r0AAAAASUVORK5CYII=\n", + "image/png": 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\n", 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" ] }, "metadata": { @@ -220,7 +220,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -236,14 +236,14 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "943it [00:00, 8982.19it/s]\n" + "943it [00:00, 5237.55it/s]\n" ] }, { @@ -289,40 +289,40 @@ " \n", " \n", " 0\n", - " 0.914856\n", - " 0.718384\n", - " 0.100424\n", - " 0.040859\n", - " 0.050523\n", - " 0.067431\n", - " 0.090665\n", - " 0.068368\n", - " 0.101328\n", - " 0.047917\n", - " 0.183792\n", - " 0.517141\n", - " 0.459173\n", - " 0.860551\n", + " 0.913861\n", + " 0.717063\n", + " 0.10403\n", + " 0.044109\n", + " 0.053339\n", + " 0.07051\n", + " 0.094313\n", + " 0.075814\n", + " 0.107692\n", + " 0.051047\n", + " 0.201273\n", + " 0.518782\n", + " 0.481442\n", + " 0.87211\n", " 0.146465\n", - " 3.853236\n", - " 0.971798\n", + " 3.881417\n", + " 0.972029\n", " \n", " \n", "\n", "" ], "text/plain": [ - " RMSE MAE precision recall F_1 F_05 \\\n", - "0 0.914856 0.718384 0.100424 0.040859 0.050523 0.067431 \n", + " RMSE MAE precision recall F_1 F_05 \\\n", + "0 0.913861 0.717063 0.10403 0.044109 0.053339 0.07051 \n", "\n", " precision_super recall_super NDCG mAP MRR LAUC \\\n", - "0 0.090665 0.068368 0.101328 0.047917 0.183792 0.517141 \n", + "0 0.094313 0.075814 0.107692 0.051047 0.201273 0.518782 \n", "\n", " HR Reco in test Test coverage Shannon Gini \n", - "0 0.459173 0.860551 0.146465 3.853236 0.971798 " + "0 0.481442 0.87211 0.146465 3.881417 0.972029 " ] }, - "execution_count": 8, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -341,23 +341,23 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "943it [00:00, 9603.22it/s]\n", - "943it [00:00, 8786.72it/s]\n", - "943it [00:00, 8141.95it/s]\n", - "943it [00:00, 8884.14it/s]\n", - "943it [00:00, 10117.77it/s]\n", - "943it [00:00, 8687.46it/s]\n", - "943it [00:00, 10361.84it/s]\n", - "943it [00:00, 10162.64it/s]\n", - "943it [00:00, 8493.19it/s]\n", - "943it [00:00, 9153.50it/s]\n" + "943it [00:00, 6996.89it/s]\n", + "943it [00:00, 5574.45it/s]\n", + "943it [00:00, 5909.51it/s]\n", + "943it [00:00, 6568.51it/s]\n", + "943it [00:00, 5488.25it/s]\n", + "943it [00:00, 5363.29it/s]\n", + "943it [00:00, 6280.36it/s]\n", + "943it [00:00, 5709.71it/s]\n", + "943it [00:00, 6279.20it/s]\n", + "943it [00:00, 5819.38it/s]\n" ] }, { @@ -426,23 +426,23 @@ " \n", " 0\n", " Self_SVD\n", - " 0.914856\n", - " 0.718384\n", - " 0.100424\n", - " 0.040859\n", - " 0.050523\n", - " 0.067431\n", - " 0.090665\n", - " 0.068368\n", - " 0.101328\n", - " 0.047917\n", - " 0.183792\n", - " 0.517141\n", - " 0.459173\n", - " 0.860551\n", + " 0.913861\n", + " 0.717063\n", + " 0.104030\n", + " 0.044109\n", + " 0.053339\n", + " 0.070510\n", + " 0.094313\n", + " 0.075814\n", + " 0.107692\n", + " 0.051047\n", + " 0.201273\n", + " 0.518782\n", + " 0.481442\n", + " 0.872110\n", " 0.146465\n", - " 3.853236\n", - " 0.971798\n", + " 3.881417\n", + " 0.972029\n", " \n", " \n", " 0\n", @@ -489,23 +489,23 @@ " \n", " 0\n", " Ready_Random\n", - " 1.518964\n", - " 1.222159\n", - " 0.046554\n", - " 0.020603\n", - " 0.023679\n", - " 0.031216\n", - " 0.028970\n", - " 0.021179\n", - " 0.050489\n", - " 0.019185\n", - " 0.123856\n", - " 0.506812\n", - " 0.322375\n", - " 0.987805\n", - " 0.184704\n", - " 5.103172\n", - " 0.906873\n", + " 1.517787\n", + " 1.217953\n", + " 0.047826\n", + " 0.017861\n", + " 0.022711\n", + " 0.031080\n", + " 0.028219\n", + " 0.016982\n", + " 0.051154\n", + " 0.019551\n", + " 0.125693\n", + " 0.505448\n", + " 0.318134\n", + " 0.986426\n", + " 0.186869\n", + " 5.091730\n", + " 0.908288\n", " \n", " \n", " 0\n", @@ -619,10 +619,10 @@ "text/plain": [ " Model RMSE MAE precision recall F_1 \\\n", "0 Self_TopPop 2.508258 2.217909 0.188865 0.116919 0.118732 \n", - "0 Self_SVD 0.914856 0.718384 0.100424 0.040859 0.050523 \n", + "0 Self_SVD 0.913861 0.717063 0.104030 0.044109 0.053339 \n", "0 Ready_Baseline 0.949459 0.752487 0.091410 0.037652 0.046030 \n", "0 Self_GlobalAvg 1.125760 0.943534 0.061188 0.025968 0.031383 \n", - "0 Ready_Random 1.518964 1.222159 0.046554 0.020603 0.023679 \n", + "0 Ready_Random 1.517787 1.217953 0.047826 0.017861 0.022711 \n", "0 Ready_I-KNN 1.030386 0.813067 0.026087 0.006908 0.010593 \n", "0 Ready_I-KNNBaseline 0.935327 0.737424 0.002545 0.000755 0.001105 \n", "0 Ready_U-KNN 1.023495 0.807913 0.000742 0.000205 0.000305 \n", @@ -631,10 +631,10 @@ "\n", " F_05 precision_super recall_super NDCG mAP MRR \\\n", "0 0.141584 0.130472 0.137473 0.214651 0.111707 0.400939 \n", - "0 0.067431 0.090665 0.068368 0.101328 0.047917 0.183792 \n", + "0 0.070510 0.094313 0.075814 0.107692 0.051047 0.201273 \n", "0 0.061286 0.079614 0.056463 0.095957 0.043178 0.198193 \n", "0 0.041343 0.040558 0.032107 0.067695 0.027470 0.171187 \n", - "0 0.031216 0.028970 0.021179 0.050489 0.019185 0.123856 \n", + "0 0.031080 0.028219 0.016982 0.051154 0.019551 0.125693 \n", "0 0.016046 0.021137 0.009522 0.024214 0.008958 0.048068 \n", "0 0.001602 0.002253 0.000930 0.003444 0.001362 0.011760 \n", "0 0.000449 0.000536 0.000198 0.000845 0.000274 0.002744 \n", @@ -643,10 +643,10 @@ "\n", " LAUC HR Reco in test Test coverage Shannon Gini \n", "0 0.555546 0.765642 1.000000 0.038961 3.159079 0.987317 \n", - "0 0.517141 0.459173 0.860551 0.146465 3.853236 0.971798 \n", + "0 0.518782 0.481442 0.872110 0.146465 3.881417 0.972029 \n", "0 0.515501 0.437964 1.000000 0.033911 2.836513 0.991139 \n", "0 0.509546 0.384942 1.000000 0.025974 2.711772 0.992003 \n", - "0 0.506812 0.322375 0.987805 0.184704 5.103172 0.906873 \n", + "0 0.505448 0.318134 0.986426 0.186869 5.091730 0.908288 \n", "0 0.499885 0.154825 0.402333 0.434343 5.133650 0.877999 \n", "0 0.496724 0.021209 0.482821 0.059885 2.232578 0.994487 \n", "0 0.496441 0.007423 0.602121 0.010823 2.089186 0.995706 \n", @@ -654,7 +654,7 @@ "0 0.496391 0.003181 0.392153 0.115440 4.174741 0.965327 " ] }, - "execution_count": 11, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -680,7 +680,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -700,7 +700,7 @@ " [0.6 , 0.8 ]])" ] }, - "execution_count": 12, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -713,7 +713,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -748,137 +748,125 @@ " \n", " \n", " 0\n", - " 916\n", + " 1051\n", " 1.000000\n", - " 917\n", - " 917\n", - " Mercury Rising (1998)\n", - " Action, Drama, Thriller\n", + " 1052\n", + " 1052\n", + " Dracula: Dead and Loving It (1995)\n", + " Comedy, Horror\n", " \n", " \n", " 1\n", - " 914\n", - " 0.991506\n", - " 915\n", - " 915\n", - " Primary Colors (1998)\n", - " Drama\n", + " 1177\n", + " 0.951303\n", + " 1178\n", + " 1178\n", + " Major Payne (1994)\n", + " Comedy\n", " \n", " \n", " 2\n", - " 908\n", - " 0.990078\n", - " 909\n", - " 909\n", - " Dangerous Beauty (1998)\n", - " Drama\n", + " 1290\n", + " 0.950489\n", + " 1291\n", + " 1291\n", + " Celtic Pride (1996)\n", + " Comedy\n", " \n", " \n", " 3\n", - " 690\n", - " 0.989487\n", - " 691\n", - " 691\n", - " Dark City (1998)\n", - " Film-Noir, Sci-Fi, Thriller\n", + " 1375\n", + " 0.949864\n", + " 1376\n", + " 1376\n", + " Meet Wally Sparks (1997)\n", + " Comedy\n", " \n", " \n", " 4\n", - " 359\n", - " 0.988384\n", - " 360\n", - " 360\n", - " Wonderland (1997)\n", - " Documentary\n", + " 1489\n", + " 0.947375\n", + " 1490\n", + " 1490\n", + " Fausto (1993)\n", + " Comedy\n", " \n", " \n", " 5\n", - " 810\n", - " 0.987781\n", - " 811\n", - " 811\n", - " Thirty-Two Short Films About Glenn Gould (1993)\n", - " Documentary\n", + " 1495\n", + " 0.947368\n", + " 1496\n", + " 1496\n", + " Carpool (1996)\n", + " Comedy, Crime\n", " \n", " \n", " 6\n", - " 917\n", - " 0.986770\n", - " 918\n", - " 918\n", - " City of Angels (1998)\n", - " Romance\n", + " 1497\n", + " 0.947347\n", + " 1498\n", + " 1498\n", + " Farmer & Chase (1995)\n", + " Comedy\n", " \n", " \n", " 7\n", - " 869\n", - " 0.986746\n", - " 870\n", - " 870\n", - " Touch (1997)\n", - " Romance\n", + " 1490\n", + " 0.946829\n", + " 1491\n", + " 1491\n", + " Tough and Deadly (1995)\n", + " Action, Drama, Thriller\n", " \n", " \n", " 8\n", - " 756\n", - " 0.986005\n", - " 757\n", - " 757\n", - " Across the Sea of Time (1995)\n", - " Documentary\n", + " 1320\n", + " 0.946152\n", + " 1321\n", + " 1321\n", + " Open Season (1996)\n", + " Comedy\n", " \n", " \n", " 9\n", - " 732\n", - " 0.985919\n", - " 733\n", - " 733\n", - " Go Fish (1994)\n", - " Drama, Romance\n", + " 1487\n", + " 0.945425\n", + " 1488\n", + " 1488\n", + " Germinal (1993)\n", + " Drama\n", " \n", " \n", "\n", "" ], "text/plain": [ - " code score item_id id \\\n", - "0 916 1.000000 917 917 \n", - "1 914 0.991506 915 915 \n", - "2 908 0.990078 909 909 \n", - "3 690 0.989487 691 691 \n", - "4 359 0.988384 360 360 \n", - "5 810 0.987781 811 811 \n", - "6 917 0.986770 918 918 \n", - "7 869 0.986746 870 870 \n", - "8 756 0.986005 757 757 \n", - "9 732 0.985919 733 733 \n", + " code score item_id id title \\\n", + "0 1051 1.000000 1052 1052 Dracula: Dead and Loving It (1995) \n", + "1 1177 0.951303 1178 1178 Major Payne (1994) \n", + "2 1290 0.950489 1291 1291 Celtic Pride (1996) \n", + "3 1375 0.949864 1376 1376 Meet Wally Sparks (1997) \n", + "4 1489 0.947375 1490 1490 Fausto (1993) \n", + "5 1495 0.947368 1496 1496 Carpool (1996) \n", + "6 1497 0.947347 1498 1498 Farmer & Chase (1995) \n", + "7 1490 0.946829 1491 1491 Tough and Deadly (1995) \n", + "8 1320 0.946152 1321 1321 Open Season (1996) \n", + "9 1487 0.945425 1488 1488 Germinal (1993) \n", "\n", - " title \\\n", - "0 Mercury Rising (1998) \n", - "1 Primary Colors (1998) \n", - "2 Dangerous Beauty (1998) \n", - "3 Dark City (1998) \n", - "4 Wonderland (1997) \n", - "5 Thirty-Two Short Films About Glenn Gould (1993) \n", - "6 City of Angels (1998) \n", - "7 Touch (1997) \n", - "8 Across the Sea of Time (1995) \n", - "9 Go Fish (1994) \n", - "\n", - " genres \n", - "0 Action, Drama, Thriller \n", - "1 Drama \n", - "2 Drama \n", - "3 Film-Noir, Sci-Fi, Thriller \n", - "4 Documentary \n", - "5 Documentary \n", - "6 Romance \n", - "7 Romance \n", - "8 Documentary \n", - "9 Drama, Romance " + " genres \n", + "0 Comedy, Horror \n", + "1 Comedy \n", + "2 Comedy \n", + "3 Comedy \n", + "4 Comedy \n", + "5 Comedy, Crime \n", + "6 Comedy \n", + "7 Action, Drama, Thriller \n", + "8 Comedy \n", + "9 Drama " ] }, - "execution_count": 13, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -911,7 +899,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -937,7 +925,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -971,7 +959,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -998,25 +986,25 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "943it [00:00, 8010.33it/s]\n", - "943it [00:00, 7939.12it/s]\n", - "943it [00:00, 8331.15it/s]\n", - "943it [00:00, 8696.10it/s]\n", - "943it [00:00, 8172.62it/s]\n", - "943it [00:00, 8807.34it/s]\n", - "943it [00:00, 8646.67it/s]\n", - "943it [00:00, 7192.36it/s]\n", - "943it [00:00, 8888.67it/s]\n", - "943it [00:00, 8736.94it/s]\n", - "943it [00:00, 8047.44it/s]\n", - "943it [00:00, 8326.85it/s]\n" + "943it [00:00, 5528.02it/s]\n", + "943it [00:00, 6531.06it/s]\n", + "943it [00:00, 5593.54it/s]\n", + "943it [00:00, 5845.59it/s]\n", + "943it [00:00, 5997.91it/s]\n", + "943it [00:00, 6080.78it/s]\n", + "943it [00:00, 6121.00it/s]\n", + "943it [00:00, 5934.94it/s]\n", + "943it [00:00, 5026.29it/s]\n", + "943it [00:00, 5850.46it/s]\n", + "943it [00:00, 5530.89it/s]\n", + "943it [00:00, 6004.16it/s]\n" ] }, { @@ -1085,44 +1073,44 @@ " \n", " 0\n", " Ready_SVD\n", - " 0.952889\n", - " 0.750674\n", - " 0.098834\n", - " 0.047899\n", - " 0.053663\n", - " 0.068581\n", - " 0.087876\n", - " 0.076831\n", - " 0.113446\n", - " 0.054127\n", - " 0.242918\n", - " 0.520677\n", - " 0.488865\n", + " 0.949892\n", + " 0.749292\n", + " 0.104666\n", + " 0.048611\n", + " 0.055656\n", + " 0.071900\n", + " 0.092811\n", + " 0.078241\n", + " 0.117730\n", + " 0.057464\n", + " 0.244097\n", + " 0.521054\n", + " 0.501591\n", " 0.998091\n", - " 0.204906\n", - " 4.440336\n", - " 0.952374\n", + " 0.217172\n", + " 4.458001\n", + " 0.951551\n", " \n", " \n", " 0\n", " Self_SVD\n", - " 0.914856\n", - " 0.718384\n", - " 0.100424\n", - " 0.040859\n", - " 0.050523\n", - " 0.067431\n", - " 0.090665\n", - " 0.068368\n", - " 0.101328\n", - " 0.047917\n", - " 0.183792\n", - " 0.517141\n", - " 0.459173\n", - " 0.860551\n", + " 0.913861\n", + " 0.717063\n", + " 0.104030\n", + " 0.044109\n", + " 0.053339\n", + " 0.070510\n", + " 0.094313\n", + " 0.075814\n", + " 0.107692\n", + " 0.051047\n", + " 0.201273\n", + " 0.518782\n", + " 0.481442\n", + " 0.872110\n", " 0.146465\n", - " 3.853236\n", - " 0.971798\n", + " 3.881417\n", + " 0.972029\n", " \n", " \n", " 0\n", @@ -1148,23 +1136,23 @@ " \n", " 0\n", " Ready_SVDBiased\n", - " 0.939807\n", - " 0.741610\n", - " 0.082078\n", - " 0.032691\n", - " 0.040611\n", - " 0.054503\n", - " 0.073391\n", - " 0.051400\n", - " 0.088531\n", - " 0.039739\n", - " 0.188187\n", - " 0.512998\n", + " 0.942994\n", + " 0.743492\n", + " 0.083351\n", + " 0.034097\n", + " 0.041677\n", + " 0.055673\n", + " 0.073283\n", + " 0.052910\n", + " 0.091866\n", + " 0.042598\n", + " 0.198210\n", + " 0.513705\n", " 0.423118\n", - " 0.995864\n", - " 0.172439\n", - " 4.176612\n", - " 0.963967\n", + " 0.997561\n", + " 0.168831\n", + " 4.195234\n", + " 0.963319\n", " \n", " \n", " 0\n", @@ -1190,23 +1178,23 @@ " \n", " 0\n", " Ready_Random\n", - " 1.518964\n", - " 1.222159\n", - " 0.046554\n", - " 0.020603\n", - " 0.023679\n", - " 0.031216\n", - " 0.028970\n", - " 0.021179\n", - " 0.050489\n", - " 0.019185\n", - " 0.123856\n", - " 0.506812\n", - " 0.322375\n", - " 0.987805\n", - " 0.184704\n", - " 5.103172\n", - " 0.906873\n", + " 1.517787\n", + " 1.217953\n", + " 0.047826\n", + " 0.017861\n", + " 0.022711\n", + " 0.031080\n", + " 0.028219\n", + " 0.016982\n", + " 0.051154\n", + " 0.019551\n", + " 0.125693\n", + " 0.505448\n", + " 0.318134\n", + " 0.986426\n", + " 0.186869\n", + " 5.091730\n", + " 0.908288\n", " \n", " \n", " 0\n", @@ -1320,12 +1308,12 @@ "text/plain": [ " Model RMSE MAE precision recall F_1 \\\n", "0 Self_TopPop 2.508258 2.217909 0.188865 0.116919 0.118732 \n", - "0 Ready_SVD 0.952889 0.750674 0.098834 0.047899 0.053663 \n", - "0 Self_SVD 0.914856 0.718384 0.100424 0.040859 0.050523 \n", + "0 Ready_SVD 0.949892 0.749292 0.104666 0.048611 0.055656 \n", + "0 Self_SVD 0.913861 0.717063 0.104030 0.044109 0.053339 \n", "0 Ready_Baseline 0.949459 0.752487 0.091410 0.037652 0.046030 \n", - "0 Ready_SVDBiased 0.939807 0.741610 0.082078 0.032691 0.040611 \n", + "0 Ready_SVDBiased 0.942994 0.743492 0.083351 0.034097 0.041677 \n", "0 Self_GlobalAvg 1.125760 0.943534 0.061188 0.025968 0.031383 \n", - "0 Ready_Random 1.518964 1.222159 0.046554 0.020603 0.023679 \n", + "0 Ready_Random 1.517787 1.217953 0.047826 0.017861 0.022711 \n", "0 Ready_I-KNN 1.030386 0.813067 0.026087 0.006908 0.010593 \n", "0 Ready_I-KNNBaseline 0.935327 0.737424 0.002545 0.000755 0.001105 \n", "0 Ready_U-KNN 1.023495 0.807913 0.000742 0.000205 0.000305 \n", @@ -1334,12 +1322,12 @@ "\n", " F_05 precision_super recall_super NDCG mAP MRR \\\n", "0 0.141584 0.130472 0.137473 0.214651 0.111707 0.400939 \n", - "0 0.068581 0.087876 0.076831 0.113446 0.054127 0.242918 \n", - "0 0.067431 0.090665 0.068368 0.101328 0.047917 0.183792 \n", + "0 0.071900 0.092811 0.078241 0.117730 0.057464 0.244097 \n", + "0 0.070510 0.094313 0.075814 0.107692 0.051047 0.201273 \n", "0 0.061286 0.079614 0.056463 0.095957 0.043178 0.198193 \n", - "0 0.054503 0.073391 0.051400 0.088531 0.039739 0.188187 \n", + "0 0.055673 0.073283 0.052910 0.091866 0.042598 0.198210 \n", "0 0.041343 0.040558 0.032107 0.067695 0.027470 0.171187 \n", - "0 0.031216 0.028970 0.021179 0.050489 0.019185 0.123856 \n", + "0 0.031080 0.028219 0.016982 0.051154 0.019551 0.125693 \n", "0 0.016046 0.021137 0.009522 0.024214 0.008958 0.048068 \n", "0 0.001602 0.002253 0.000930 0.003444 0.001362 0.011760 \n", "0 0.000449 0.000536 0.000198 0.000845 0.000274 0.002744 \n", @@ -1348,12 +1336,12 @@ "\n", " LAUC HR Reco in test Test coverage Shannon Gini \n", "0 0.555546 0.765642 1.000000 0.038961 3.159079 0.987317 \n", - "0 0.520677 0.488865 0.998091 0.204906 4.440336 0.952374 \n", - "0 0.517141 0.459173 0.860551 0.146465 3.853236 0.971798 \n", + "0 0.521054 0.501591 0.998091 0.217172 4.458001 0.951551 \n", + "0 0.518782 0.481442 0.872110 0.146465 3.881417 0.972029 \n", "0 0.515501 0.437964 1.000000 0.033911 2.836513 0.991139 \n", - "0 0.512998 0.423118 0.995864 0.172439 4.176612 0.963967 \n", + "0 0.513705 0.423118 0.997561 0.168831 4.195234 0.963319 \n", "0 0.509546 0.384942 1.000000 0.025974 2.711772 0.992003 \n", - "0 0.506812 0.322375 0.987805 0.184704 5.103172 0.906873 \n", + "0 0.505448 0.318134 0.986426 0.186869 5.091730 0.908288 \n", "0 0.499885 0.154825 0.402333 0.434343 5.133650 0.877999 \n", "0 0.496724 0.021209 0.482821 0.059885 2.232578 0.994487 \n", "0 0.496441 0.007423 0.602121 0.010823 2.089186 0.995706 \n", @@ -1361,7 +1349,7 @@ "0 0.496391 0.003181 0.392153 0.115440 4.174741 0.965327 " ] }, - "execution_count": 16, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } diff --git a/P4. 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