Girl. Dr. Strangelove. Rear Window. The Lost World: Jurassic Park. 2001: A.
Space Odyssey ... Harold and Kumar Go to White Castle. Enemy at the Gates. My
Girl. 28 Days ... Season 3. Mulholland Drive. The Insider. Dirty Harry. Three
Amigos.
Build a Be)er Ne,lix, Win a Million Dollars? Lester Mackey 2012 USA Science and Engineering FesDval
Ne,lix • Rents & streams movies and TV shows • 100,000 movie Dtles • 26 million customers Recommends “Movies You’ll ♥”
Recommending Movies You’ll ♥
Hated it!
Loved it!
Recommending Movies You’ll ♥
Recommending Movies You’ll ♥
How This Works
Top Secret Now I’m Computer unhappy! I don’t Program
Cinematch
like this movie.
Your Predicted RaDng:
Back at Ne,lix How can we improve Cinematch?
Let’s have a contest!
What should the prize be? How about $1 million?
The Ne,lix Prize October 2, 2006 • Contest open to the world • 100 million movie raDngs released to public • Goal: Create computer program to predict raDngs • $1 Million Grand Prize for beaDng Cinematch accuracy by 10% • $50,000 Progress Prize for the team with the best predicDons each year
5,100 teams from 186 countries entered
Dinosaur Planet
David Weiss David Lin
Lester Mackey
Team Dinosaur Planet
The RaDngs • Training Set – What computer programs use to learn customer preferences – Each entry: July 5, 1999 – 100,500,000 raDngs in total – 480,000 customers and 18,000 movies
The RaDngs: A Closer Look Highest Rated Movies The Shawshank RedempDon Lord of the Rings: The Return of the King Raiders of the Lost Ark Lord of the Rings: The Two Towers Finding Nemo The Green Mile Most Divisive Movies Fahrenheit 9/11 Napoleon Dynamite Pearl Harbor Miss Congeniality Lost in TranslaDon The Royal Tenenbaums
How the Contest Worked • Quiz Set & Test Set
– Used to evaluate accuracy of computer programs – Each entry: RaDng Sept. 9, 2006 unknown!
• Each team predicts Quiz Set and Test Set raDngs once per day • Ne,lix displays Quiz score on public Leaderboard
(Week 2)
How the Contest Worked • Quiz Set & Test Set
– Used to evaluate accuracy of computer programs – Each entry: RaDng Sept. 9, 2006 unknown!
• Each team predicts Quiz Set and Test Set raDngs once per day • Ne,lix displays Quiz score on public Leaderboard • Test score is hidden – but best Test score wins! – 10% improvement $1 Million Grand Prize – Most improvement in 1 year $50,000 Progress Prize
How to Predict RaDngs New guy
RaLng unknown!
Nearest Neighbor Rule: 4-‐5% beKer than Cinematch • Find customer with the most similar raDngs • Use her raDng as best guess for new guy’s raDng
How to Predict RaDngs New guy
RaLng unknown!
Nearest Neighbor Rule: 4-‐5% beKer than Cinematch • Find movie with the most similar raDngs • Use its raDng as best guess for new guy’s raDng
Map of Movie Neighbors Sex and the City: Season 6: Part 2 24: Season 2
24: Season 1
Sex and the City:
Season 6: Part 1 CSI: Season 2
CSI: Season 4
Deadwood: Season 1
Alias: Season 1
Willy Wonka & the Chocolate Factory
Scrubs: Season 1
Dumbo
The Aristocats
Lilo and Stitch
The Lion King 1 1#2
Hercules
The Jungle Book 2
The Lion King II: Simba’s Pride
Oliver & Company
All Dogs Go to Heaven
The Hunchback of Notre Dame
The Sopranos: Pocahontas
Season 4
Blue Collar Comedy Tour Rides Again
New Groove
Sinbad: Legend of the Seven Seas
Home on the Range
Shark Tale
The Sopranos:
Something the Lord Made
Boyz N the Hood
The Andromeda Strain
Princess Mononoke
Six Feet Under: Season 3
Six Feet Under: Season 1
Akira
Real Women Have Curves
Firestarter
Invasion of the Body Snatchers
GoodFellas: Special Edition
Carrie
Kiki’s Delivery Service
The Stand
The Road Warrior
Tortilla Soup
Highlander
Beyond the
Diary of a Mad Black Woman
Ali
Training Day Friday Night
Scream 2
Jeepers Creepers
Wrong Turn
The Butterfly Effect: Director’s Cut
The 13th Warrior
Dreamcatcher
Red Planet
The Time Machine
Mission to Johnny Mnemonic Mars
Species
Deep Blue
Ghost Ship
Sea
Tomb Raider
End of Days The Lawnmower Man
Below
The Matrix: Reloaded
Hollow Man
Wild Wild West
Planet of the Apes
Hellboy The One
Waterworld
Kiss of the Dragon
King
Hulk
Jurassic Park
Men in Black
Shaft
Dr. Seuss’ The Cat in the Hat
Twister
Are We There Yet?
Son of the Mask
Johnson Family Vacation
Garfield: The Movie
Cats & Dogs
Vertical Limit
The Haunted Mansion
Scooby!Doo 2: Monsters Unleashed
Spy Kids 3!D: Game Over !2!D version"
Breakin’ All the Rules
Good Boy"
Peter Pan
Ella Enchanted
Spy Kids 2: The Island of Lost Dreams
Big Fat Liar
Jimmy Neutron: Boy Genius
Cocktail
Point Break
The Upside of Anger
Can’t Hardly Wait
Cheaper by the Dozen
Shall We Dance?
Stuck on You The Lizzie McGuire Movie
The Big Bounce
Laws of Attraction
What a Girl Wants
Summer Catch
The Hot Chick
View from the Top
Friday After Next
A Walk to Remember
Save the Last Dance
Envy
Le Divorce
Johnny English
Intolerable Cruelty
Blue Streak
Bad Boys II
The Tuxedo
Bringing Down the House
Showtime
Kangaroo Jack
Congo
The Replacements
Life or Something Like It
Nothing to Lose
Space Cowboys
Dickie Roberts: Former The In!Laws Child Star
Joe Somebody
Tuck Everlasting
Cash
Captain Corelli’s Mandolin
Timecop
The Patriot
The Long Kiss Goodnight
Under Siege
The Sandlot
Elf
Demolition Man
South Park: Bigger
Dogtown and Z!Boys
Mystery Men
Raw
South Park: Season 4
Romy and Michele’s High School Reunion South Park: Season 3
One Hour Photo
The Human Stain
The Cooler
Laurel Canyon
Shaolin Soccer
Run Lola Run Sex and Lucia
In the Cut The Pledge
Crumb
The Office: Series 1
The Office: Series 2
The Professional
13 Conversations About One Thing
Slums of Beverly Hills
Birth
The Thin Red Line
Waiting for
Monster
House of Sand and Fog
Go
Good Bye
Nurse Betty
Quills
Capturing the Friedmans Birthday Girl
The Apostle
Spellbound
The Last Temptation of Christ
Curb Your Enthusiasm: Season 1
Seinfeld: Seasons 1 &2
Wag the Dog Bulworth
Curb Your Enthusiasm: Season 2
Jackie Brown: Collector’s Series
Curb Your Enthusiasm: Season 3
State and Main
Futurama: Vol. 2
Futurama: Vol. 1
Simpsons Gone Wild
The Spanish Prisoner
The Simpsons: Season 1
South Park: Season 5
The Simpsons: Season 3 Dave Chappelle: Killin’ Them Softly
L.A. Story
The Dreamers
Welcome to the Dollhouse
Guffman
Primary Colors
Get Shorty
Red Dragon
The Simpsons: Season 4
The Simpsons: Treehouse of Horror
The Simpsons: Season 5
Chappelle’s Show: Season 1
The Simpsons: Season 2
Family Guy: Vol. 2: Season 3
Chris Rock: Bigger & Blacker
Chris Rock: Never Scared
Ghost
South Park: Season 1
Heavenly Creatures
The Opposite of Sex
Arrested Development: Season 1
Return to Me
The Bodyguard
Dirty Dancing
The Legend of Drunken Master
Mean Creek
Amores Perros
Elephant
Ghost Dog: The Way of the Samurai
The Office Special
Iron Monkey
La Femme Nikita The Door in the Floor
sex Dogville
Best in Show
Dancer in the Dark
Lantana
The Woodsman
To Die For
About Schmidt Election
Family Guy: Vol. 1: Seasons 1!2 Chappelle’s Show: Season 2
Lovely & Amazing
Hero Swimming Pool
The Secret Lives of Dentists
Closer
Suicides
Eyes Wide Shut
We Don’t Live Here Anymore
The Sweet Hereafter
25th Hour
House of Flying Daggers
Crouching Tiger The Ice Storm
Secretary
The Virgin
Sweet and Lowdown
Croupier
Blade Runner
Flirting with Disaster
The Clearing
Titanic Autumn in New York
Bounce
Hannibal
Master and Commander: The Far Side of the World
The Final Cut
Bound
First Knight
Y Tu Mama Tambien
Before Sunrise Bullets Over Broadway
Do the Right Thing
The Player
American Splendor Ghost World
Bob Roberts
Forces of Nature
Total Recall
Big Trouble
The Hunted
A Walk in the Clouds
Wyatt Earp: Special Edition
Team America: World Police The Bachelor
Dark Blue
Knockaround Guys
Simone
Alfie
Duplex !Widescreen"
Forever Young
The Godfather
The Money Pit
Die Hard
True Lies
Galaxy Quest Lords of Dogtown
Bed of Roses
Repo Man
Twin Peaks: Season 1
The Pink Panther Strikes Again
of Life: Special Edition
South Park: Season 2
Overboard
Wicker Park
Spartan
Open Range
The Secret of My Success
Die Hard 2: Die Harder
The Four Feathers
A Guy Thing
The Missing
Produced by Yifan Hu, joint work with Emden Gansner, Stephen Kobourov & Chris Volinsky AT&T Labs !! Research Data from Yehuda Koren
Heartbreakers
Adventures in Babysitting
Lethal Weapon Die Hard With a Vengeance
Above the Law
The Last Boy Scout
Rat Race
Suspect Zero
Hollywood Homicide
The School of Rock
Cliffhanger
Message in a Bottle
Monty Python’s The Meaning The ’Burbs
Buffy the Vampire Slayer: The Movie
Twins
Monty Python’s And Now for Something Completely Different
48 Hrs.
Funny Farm
Magnolia
The Man Who Wasn’t There
Mulholland Drive
It’s a Mad
Sweet November
Lethal Weapon 2
Turner and Hooch
Kindergarten Cop
Speed
Road House
Eraser
Just Married
Mission: Impossible II
Uncle Buck
Rambo: First Blood Part II
Far from Heaven
Mystic River You Can Count on Me
Monster’s Ball
The Good Girl
Blood Simple
Coffee and Cigarettes
American Movie Happiness
The Triplets of Belleville
Lost in Translation
Rushmore Solaris
Bottle Rocket
Wind
Time Bandits At First Sight
Adaptation
Thirteen
A Mighty Gia
The Odd Couple
This Is Spinal Tap
A Fish Called Wanda
What About Bob?
Requiem for a Dream
Waking Life
Run
Scoundrels
Risky Business
Joe Versus the Volcano
Crocodile Dundee
Shanghai Noon
The Santa Clause
Assassins
Collateral Damage
Tango &
The Goonies The Cannonball
Dirty Rotten
Brewster’s Millions
Men
Three Men and a Baby
Trading Places
See No Evil
Dragnet
21 Grams
The Royal Tenenbaums
Napoleon Dynamite Barton Fink
Bringing Out the Dead
Dead Man
The City of Lost Children
The Pink Panther
Monty Python’s Flying Circus
Mighty Aphrodite
When We Were Kings
Sideways
Boogie Nights
Heathers
Pee!Wee’s Big Adventure Mars Attacks"
Monty Python’s Life of Brian
In the Bedroom
Sexy Beast
Punch!Drunk Love
Raising Arizona The Rules of Attraction
Ed Wood
The Producers American Psycho
The Limey
Leaving Las
Being John Malkovich
I Heart Huckabees
Brazil
Kids
Pride and Prejudice
Hotel Rwanda
Drugstore Cowboy
The Dangerous Lives of Altar Boys
Pi: Faith in Chaos
Groundhog Day Spies Like Us
Throw Momma From the Train
The Hudsucker Proxy
The Nightmare Before Christmas
Monty Python and the Holy Grail
Stripes Three Amigos
Ghostbusters
A Clockwork Orange
Vanilla Sky
The Adventures of Baron Munchausen
Blazing Saddles Jacob’s Ladder
Stir Crazy
Planes
The Toy
Grumpy Old
Lethal Weapon 4
Slap Shot: 25th Anniversary Edition
History of the World: Part 1
Donnie Darko: Director’s Cut
Out of Sight
The United States of Leland
The Life Aquatic with Primer Steve Zissou
Man on the Moon
Spun
Pink Floyd: The Wall
The Jerk
Back to School
Weird Science
National Lampoon’s
Beverly Hills Cop
Home Alone
Mrs. Doubtfire
Father of the Bride 2
U.S. Marshals
Face#Off Original Sin
Hard to Kill
Sister Act 2: Back in the Habit
Dante’s Peak
On
Ducks Judge Dredd
Batman Forever
The Golden Child
Passenger 57
The Net
The Sweetest Thing
Bring It
Sister Act
Beethoven
Angels in the Outfield
Volcano
Exit Wounds
Curly Sue
Fletch
Coming to America
Grumpier Old Men
Lethal Weapon Mannequin 3
K!9
The Mighty
Bird on a Wire
Three Men and a Little Lady
Blast from the Past
The Specialist
Bad Boys
Chain Reaction
The Whole Nine Yards
Gone in 60 Seconds
Home Alone 2: Lost in New York
Money Train Fire Down Below
Mighty Joe Young
Bad Company Inspector Gadget Free Willy
Snow Dogs
Con Air
Map of the MovieLand
I Spy
Beverly Hills Cop II
Look Who’s Talking
Airplane" So I Married an Axe Murderer
Ferris Bueller’s Day Off
Las Vegas
Death to Smoochy
Maria Full of Grace The Merchant of Venice
Roger Dodger
Vegas
Confessions of a Dangerous Mind
The Big Lebowski
Wonderland
Fear and Loathing in
3000 Miles to Graceland
God
Donnie Darko
Edward Scissorhands
Broken Arrow
The Italian Ocean’s Eleven Job
Spaceballs
Caddyshack
City of
O Brother
Shaun of the Dead
The Secret Garden
Lone Star Midnight in the Garden The Grifters Sleeper of Good and Evil Open Water Crimes and Comedian Igby Goes Misdemeanors Down Before Sunset
Eternal Sunshine of the Spotless Mind The Machinist
Edition
Much Ado Possession About Nothing
The Crime of Padre Amaro
The Insider
Moonlight Mile
Crash
Trainspotting: Collector’s
12 Monkeys
Drop Dead Gorgeous
American Beauty
Garden State
Trainspotting Miller’s Crossing
The People vs. Larry Flynt The Fisher King
National Lampoon’s Animal House
The Naked Gun
European Vacation Don’t Tell Mom the Babysitter’s Dead
Cop III Crocodile Dundee 2
The Ghost and the Darkness
Top Secret"
The Great Outdoors
Natural Born Killers
Ronin
Porky’s Bachelor Party
Major League
Teen Wolf # Teen Wolf Too !Double Feature"
The Doors
Payback
Things
The Sea Inside Pecker
Emma
A Home at the End of the World
Dirty Pretty
Vera Drake
Traffic
Glengarry Glen Ross
Three Kings Wonder Boys
Fight Club
The Rock
The Saint
Fast Times at Strange Brew Ridgemont High
Bill & Ted’s Excellent Adventure
Another 48 Hrs.
The Basketball Diaries
The Mexican
Fifteen Minutes
The Bourne Identity
National Lampoon’s Vacation
Beverly Hills
Rush Hour
Junior
Eddie
Shanghai Knights Speed 2: Cruise Control
George of the Jungle
Cradle 2 the Grave
The Ladykillers
Gone in The Notebook 60 Seconds
The Flintstones
The Karate Kid Part III # The Next Karate Kid
Look Who’s Talking Now
Rush Hour 2
Dr. Dolittle
Daddy Day Care
Varsity Blues
Charlie’s Angels Vanity Fair
Cool Runnings
Serving Sara
Ghostbusters 2
Spy Game
Swordfish The Peacemaker
Kinsey
Narc
Layer Cake
28 Days Later
The Salton Sea
Diaries The Quiet American
Amelie
High Fidelity
Memento
The Hitchhiker’s Guide to the Galaxy
Sisters
The Motorcycle
Sin City Pulp Fiction
Blow
Big Night
The Blair Witch Project
Big Fish A Very Long Engagement
Kill Bill: Vol. 2
Kill Bill: Vol. 1 Reservoir Dogs
Snatch
Four Rooms
The Patriot
National Lampoon’s Christmas Vacation: Special Edition
Coneheads
Weekend at Bernie’s
City by the Sea
Enemy at the Gates
Wayne’s World
Police Academy: Special Edition
Encino Man Son in Law
City Slickers II: The Legend of Curly’s Gold
Look Who’s Talking Too
Dr. Dolittle 2
Batman & Robin Analyze This
Head of State
Vegas Vacation
Short Circuit 2
Bulletproof
Analyze That
Airplane II: The Sequel
Revenge of the Nerds # Revenge of the Nerds 2: Double Feature
Bill & Ted’s Bogus Journey
Major League II Major Payne
The Klumps
Flubber
Evolution National Security Black Knight
Barbershop 2: Back in Business
The Nutty Professor
Bedazzled
The Nutty Professor II:
The Bourne Supremacy
Hot Shots"
Hot Shots" Part Deux
The Wedding Singer
Lock True Romance
Kalifornia
Heist
K!19: The Reindeer Games Widowmaker
The Art of War
Office Space Windtalkers
Cheech & Chong’s Still Smokin
PCU
Ace Ventura: Pet Detective
Airheads
Bio!Dome
Big Daddy
Mr. Deeds Jumanji
Big Momma’s House
Boat Trip All About the Benjamins
She’s All That
Beyond Borders
A Love Song for Bobby Long
My Boss’s Daughter
Anger Management Down to Earth
The Parent Trap
A Knight’s Tale
I Still Know What You Did Last Summer
Meet the Fockers
Malibu’s Most Wanted
Hardball
Uptown Girls
Holes
The Animal
Ace Ventura: When Nature Calls
The Mask: Special Edition
Meet the Parents
We Were Soldiers
The Cable Guy
Tommy Boy
Wayne’s World 2
Liar Liar
U!571
The Recruit
The Last Samurai
Naked Gun 2 1#2: The Smell of Fear
Happy Gilmore
Black Sheep
The Waterboy Deuce Bigalow: Male Gigolo
Starsky & Hutch
Casper
Undercover Brother
13 Going on 30
Blue Crush
40 Nights
Shallow Hal
Legally Blonde 2: Red
The Princess Diaries !Widescreen"
Freaky Friday
Little Nicky
American Wedding 40 Days and
Entrapment
The Sum of All Fears
Private Parts
Mallrats
Air Force One The Score
Mission: Impossible Proof of Life
Tears of the Sun
The Hunt for Red October
Conspiracy Theory
Enemy of the State
The Magdalene
Rabbit!Proof Fence
L.A. Confidential
The Usual Suspects
The Barbarian Invasions
The Secret of Roan Inish
Girl with a Pearl Earring
An Ideal Husband
Whale Rider
But I’m a Cheerleader
Almost Famous
Kung Fu Hustle
All About My Mother
Smoke Signals
Swingers Licence to Kill
Clerks
The Thomas Crown Affair
Dogma Backdraft
Executive Decision The Devil’s Own
The Siege
Lemony Snicket’s A Series Chasing Amy of Unfortunate Events
Clear and Present Danger
Rock Star
Blood Work Rising Sun
Rules of Engagement The Jackal Snake Eyes
Austin Powers: International Man Cheech & Chong’s Up in Smoke of Mystery
Naked Gun 33 1#3: The Final Insult
Billy Madison
A Night at the Roxbury
Mercury Rising
Saturday Night Live: The Best of Chris Farley
There’s Something About Mary: Special Edition
American Pie
Joe Dirt
Van Wilder
Beavis and Butt!head Do America
Scary Movie
American Pie 2
National Lampoon’s
Dude
The New Guy
Chasing Liberty
Mean Girls
Austin Powers in Goldmember
Next Friday
Bruce Almighty Soul Plane
Maid in Manhattan
Connie and Carla
The Prince and Me
Win a Date with Tad Hamilton"
How to Deal
Days of Thunder
Spy Kids
In Good Company
Sleepover
Jersey Girl
The Princess Diaries !Fullscreen"
Raise Your Voice
Along Came Polly
Austin Powers: The Spy Who Shagged Me
Road Trip Scary Movie 2
Saving Silverman
Coyote Ugly
The Whole Ten Yards
The Sisterhood of the Traveling Pants
Little Black Book
Bridget Jones: The Edge of Reason
50 First Dates
The Wedding Date
Me
Friday
Eurotrip
The Girl Next Door
Orange County
Wives
Raising Helen
The Perfect Score
The Princess Diaries 2: Royal Engagement
Agent Cody Banks
Wimbledon
First Daughter
A Cinderella Story
Confessions of a Teenage Drama Queen
Full Throttle
Coach Carter The Stepford
Anchorman: The Legend of Ron Burgundy
Super Troopers
Scary Movie 3
Charlie’s Angels:
A Lot Like Love
Monster!in!Law
Ice Princess
Welcome to Mooseport
Because of Winn!Dixie Agent Cody Banks 2: Destination London
Surviving Christmas
New York Minute
Pearl Harbor Six Days
Guess Who
Harold and Kumar Go to White Castle
Dodgeball: A True Underdog Story
Kingpin
8MM
Pieces of April
Saved"
Blue
In America
Angels in America
Dr. No
Singles
In the Line of Fire
Crimson Tide The Edge
The Negotiator
GoldenEye
The Red Violin
Before Night Falls
The Importance of Being Earnest
Once Upon a Time in Mexico
Desperado # El Mariachi
Die Another Day
Top Gun
Red Mansfield Park
The Adventures of Priscilla Bad Education
Beautiful Girls
Frida
Talk to Muriel’s Wedding Her
Hairspray
About a Boy
The Station Agent Quiz Show
Sling Blade
What’s Eating Gilbert Grape Iris Sense and Sensibility
Devine
Live and Let Die
Thunderball
Patriot Games
Absolute Power
Fire Changing Lanes
Murder at 1600
Ransom
Men of Honor
The Last Castle
Basic
Saturday Night Live: The Best of Will Ferrell
Outbreak The Presidio
A Civil Action
The Juror The Fan
The General’s Daughter
Hart’s War
Behind Enemy Lines
Man on Fire Dazed and Confused
The Client
Calendar Girls
Billy Elliot
The Full Monty
This Boy’s Life
Little Shop of Horrors
Bend It Like Beckham
Pollock
Picture Show
Waking Ned
From Russia With Love
Clerks: First Cut !Not Theatrical Version"
A Few Good Men The Fugitive Clerks: Uncensored
The Firm
The Pelican Brief
Courage Under
Instinct
Double Jeopardy
The Manchurian Candidate
Out of Time
Secret Window
Old School
Not Another Teen Movie
Runaway Jury
High Crimes
Along Came a Spider
John Q Phone Booth Twisted
Jackass: The Movie
Half Baked
Kiss the Girls
The Bone Collector
The Astronaut’s Wife
Angel Eyes
Zoolander
Jay and Silent Bob BASEketball Strike Back
Bad Santa
Alex and Emma
Dragonfly
Taking Lives
Clueless
Gothika
Crazy#Beautiful
White Oleander
The Truman Show
Ladder 49
Hitch Fever Pitch
Beauty Shop
Dirty Dancing: Havana Nights
White Chicks
Racing Stripes
The Fast and the Furious
Anywhere But Here
Copycat
Domestic Disturbance
Don’t Say a Word
Girl
The Banger Sisters
Disclosure
A Perfect Murder
Strictly Ballroom
Saving Grace
Love Actually
Il Postino
Like Water for Chocolate
Finding Neverland
A Simple Plan
Chocolat
Sliding Doors
The Rocky Horror
Born Into The Commitments Brothels
The Spy Who Loved Me
Pleasantville
Tomorrow Never Dies
Giant Peach
Medicine Man
Just Cause
Panic Room
Trapped
Murder By Numbers
Cold Creek Manor
Love Potion $9
The Cutting Edge
Riding in Cars with Boys
What Lies Beneath
Enough
Benny and Joon
Boys on the Side
28 Days
10 Things I Hate About You
Never Been Kissed
The Truth About Cats & Dogs
Someone Like You
America’s Sweethearts
Hide and Seek
The Interpreter
Cellular
Miss Congeniality 2: Armed and Fabulous
Honey
Fat Albert
Scooby!Doo Looney Tunes: Back in Action
The Pacifier
Wax
Against the Ropes
Taxi
Two Weeks Notice
The Forgotten
The Ring Two
After the Sunset
Bewitched
Man of the House
Robots
Kate & Leopold
EDtv
Miss Congeniality
How to Lose a Guy in 10 Days
The Grudge
Ocean’s Twelve House of
2 Fast 2 Furious
Walking Tall Anacondas: The Hunt for Torque
Picture Perfect Fools Rush In
Godsend
Driven
The Longest Yard
Without a Paddle
Catwoman
Around the World in 80 Days
The Perfect Storm
Spanglish
Paparazzi
XXX: State of the Union
Darkness Falls
Under the Tuscan Sun
While You Were Sleeping Something to Talk About
It Could Happen to You
One Fine Day
The Flight of
Assault on Precinct 13
Sahara
Cursed
Be Cool Mr. 3000
The Medallion
Armageddon
Blade: Trinity
Elektra
The Transporter
Formula 51
Jurassic Park III
Men in Black II
Boogeyman
What Women Want
Keeping the Faith
Kingdom of National Treasure Hostage Heaven The Amityville Horror
Timeline
The Other Sister
Dangerous Minds
the Phoenix
S.W.A.T.
the Blood Orchid
Star Wars: Episode I: The Phantom Menace
Independence Day The Core
Resident Evil: Apocalypse
XXX: Special Edition
Daredevil
Bulletproof Monk
Alexander: Director’s Cut
The Alamo
The Rundown
Gods and Generals
The Replacement Killers
A Man Apart
The Punisher
The Scorpion
Godzilla
The Lost World: Jurassic Park
Terminator 3: Rise of the Machines
Lara Croft: Tomb Raider: The Cradle of Life
Exorcist: The Beginning
The Beach
Alien vs. Predator
Underworld
White Noise
A.I. Artificial Intelligence
King Arthur
Van Helsing The Chronicles of Riddick
The Majestic
The Wedding Planner Runaway Bride
Sweet Home Alabama
Legally Blonde
To Wong Foo
The Birdcage
Divine Secrets of the Ya!Ya Sisterhood
Where the Heart Is
Hope Floats
The Glass House
The Age of Innocence
For Your Eyes Only
You Only Live Twice
The World Is Not Enough Showgirls
A Time to Kill
Eye for an Eye
Urban Legend
Swimfan
Don Juan De Marco
Fear
the Enemy
Romeo # Juliet
Can’t Buy Me Love In & Out
Jagged Edge
The Man with the Golden Gun
Presumed Innocent James and the
The Shipping News
The Pianist Chocolat The Cider Mrs. Brown House Rules
Shakespeare in Love
Bridget Jones’s Diary
9 1#2 Weeks
Basic Instinct Unfaithful G.I. Jane
The Rainmaker
Sleeping With
Reality Bites
Mystic Pizza
Ever After: A Cinderella Story
Now and Then
Bicentennial Man
Pretty in Pink
Hocus Pocus
Dead Calm
Cruel Intentions Malice
Pacific Heights
Cinema Paradiso: Director’s Cut
the Sun
Elizabeth
Gosford Park
Patient
Life Is Beautiful
Empire of
Gods and Monsters
The Hours
The English
The Talented Mr. Ripley
In the Name of the Father Breaking Away Immortal Beloved
Hannah and Her Sisters
Body Heat
A Room with a View: Special Edition
a Funeral
The Joy Luck Club
Indecent Proposal
Manhattan
Apocalypse Now
Annie Hall Diner
Shine
Being There
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The Remains of the Day
The Piano
Wild Things
I Know What You Did Last Summer
Single White Female
The Last Picture Show
Apocalypse Now
The Deer Hunter
Boys Don’t
Sense and Sensibility
Four Weddings and
The Accused
2001: A Space Odyssey
Five Easy Pieces
Howards End
Postcards from the Edge
Thelma & Louise: Special Edition
Gorillas in the Mist
The Jacket
Deliverance
Network
The Last Emperor
Dangerous Liaisons
Cry
Fatal Attraction
The Order
Great Expectations
The Hand that Rocks the Cradle
Born on the Fourth of July
Dr. Strangelove
Taxi Driver
Midnight Cowboy
Collector’s Edition
Schindler’s List
Harold and Maude
Raging Bull
Dog Day Afternoon
The Crying Game:
The World According to Garp
Out of Africa Mississippi Burning
Dead Man Walking
Saw Frailty
Sophie’s Choice
The Seventh Seal
The Conversation
Chinatown
The Killing Fields
Chariots of Fire
Chill
Easy Rider Marathon Man
Who’s Afraid of Virginia Woolf?
Midnight Express Amadeus
Gandhi
The Big
Bonnie and Clyde
The Graduate
Broadcast News
Children of a Lesser God
Moonstruck
Confidence
The Ring
The Ninth Gate
Say Anything Joy Ride
Fallen The Skulls
Ordinary People
Silkwood
Terms of Endearment
Ghosts of Mississippi
On the Waterfront
Metropolis
Ran
Rosemary’s Baby
Citizen Kane
The French Connection
One Flew Over the Cuckoo’s Nest
Norma Rae
The Bicycle Thief
The Third Man
Papillon Sunset Boulevard
A Streetcar Named Desire
American Graffiti: Collector’s Edition
Malcolm X
Kramer vs. Kramer
The Bridges of Madison County
What’s Love Got to Do with It
Grosse Pointe Blank
Identity Better Off Dead
The Others
Some Kind of Wonderful
Sixteen Candles The Cell
Beaches The Rocketeer
My Girl When a Man Loves a Woman
Stepmom
My Best Friend’s Wedding Erin Brockovich
Paycheck Serendipity
Gattaca
Pitch Black
The Mummy
The Mummy Returns
The Matrix: Revolutions
The Terminal
Romeo Must Die
Deep Impact
The 6th Day
Blade 2
Insomnia Spawn: The Movie
The League of Extraordinary Gentlemen
Road to Perdition
Mona Lisa Smile
Nine Months
Troy
Nell
Up Close & Personal
Notting Hill
Something’s Gotta Give
Mail
Stir of Echoes
Addams Family Values
Stigmata
Death Becomes Her
The Devil’s Advocate
Wildcats
Empire Records: Remix" Special Fan Edition
City of Angels
You Do"
The American President
My Big Fat Greek Wedding
I Am Sam
Bubba Ho!Tep
Army of Darkness
I
Resident Evil
Anna and the King
The Life of David Gale
The Day After Tomorrow
Constantine
Pretty Woman That Thing
The Addams Family Hackers
The Seventh Sign
The Way We Were
Places in the Heart
Philadelphia
Serpico
Rashomon
Cool Hand Luke The Hustler
Lawrence of Arabia
The Elephant Man
Seven Samurai Yojimbo
Touch of Evil
Three Days of the Condor
Psycho
All About Eve
All the President’s Men
Cabaret
The Miracle Worker
On Golden Pond
Driving Miss Daisy The Prince of Tides
When Harry Met Sally
Fried Green Tomatoes
From Hell The Mothman Prophecies
The Prophecy
In the Heat of the Night
Doctor Zhivago
to Dinner
Little Big Man
The Lion in Winter
Vertigo The Manchurian Candidate
The Treasure of the Sierra Madre
Butch Cassidy and the Sundance Kid
Rebel Without a Cause: Special Edition
The Grapes of Wrath
Guess Who’s Coming
Of Mice And Men
Mommie Dearest Tootsie
The Village
Sleepy Hollow
Flatliners
Dick Tracy
The Witches of Eastwick
Hook
Pump Up the Volume
St. Elmo’s Fire
Housesitter
The First Wives Club
Steel Magnolias
Dying Young
Labyrinth
Special Edition
Guarding Tess
With Honors
Patch Adams
Dave
My Life
The Man in the Iron Mask
Annie: Special Anniversary Edition
What Dreams May Come
Powder
Dolores Claiborne
Brotherhood of the Wolf
Event Horizon
The War of the Roses
Beetlejuice
The Lost Boys:
The Sixth Sense
The Breakfast Club
Collector’s Edition Practical Magic
Story
Young Guns II
Interview with the Vampire
Footloose: Special
The Count of Monte Cristo
A League of Their Own
Baby Boom
Jack
French Kiss You’ve Got
The Animatrix
Minority Report
Hidalgo
Fire
Blade Predator 2
Bandits
Lost in Space
Reign of
Pushing Tin The Postman
The Haunting
Catch Me If You Can
Dark City
Jerry Maguire
Sleepless in Seattle
Pay It Forward
Sabrina
Evil Dead 2: Dead by Dawn
Dawn of the Dead
The Texas Chainsaw Massacre The Matrix: Revisited
Selena
Cabin Fever
Gangs of New York
Sphere
Final Destination Final Destination 2
Ray
Harlem Nights
White Men Can’t Jump
K!Pax
The Family Man
The Evil Dead
A Nightmare on Elm Street 3: Dream Warriors
Freddy vs. Jason
Collateral Boomerang
Matchstick Men
Bagger Vance
Hearts in Atlantis
Dawn of the Dead
Friday the 13th
Elm Street
Any Given Sunday
A Nightmare on
Halloween II
Little China
Father of the Bride
The Goodbye Girl
Mask: Director’s Cut
The Gift Sneakers
The Secret of N!I!M!H
Bram Stoker’s Dracula
West Side Story
Coal Miner’s Daughter: Funny Girl Collector’s Edition
Little Women
Special Edition The Crow Real Genius
Ruthless People The NeverEnding Down and Out in Beverly Hills
Grease
Scent of a Woman
Michael
Phenomenon
Simon Birch
Radio
The Legend of The Kid The Man in the Moon
The Texas Chainsaw Massacre
Child’s Play
Big Trouble in
The Aviator
Million Dollar Baby
The Craft
House on Haunted Hill
The Faculty
Creepshow
From Dusk Till Dawn
The Emperor’s Club
Life as a House
Night of the Living Dead
Hellraiser
Pet Sematary
Soul Food
The Original Kings of Comedy
Scream 3
The Queen of the Damned
Cowboy Bebop Remix
Halloween
Conan the Barbarian
Waiting to Exhale
Barbershop Drumline
A Nightmare on Elm Street 4: The Dream Master
The Thing
Good Morning
Awakenings
Meet Joe Black
As Good as It Gets
Who Framed Roger Rabbit?:
Willow
Flashdance
Nine to Five
The Muppet Movie
Signs
The Maltese Falcon
The Apartment
High Noon
To Kill a Mockingbird
JFK: Special Edition
Clue
Far and Away
Three Musketeers
An Officer and a Gentleman
Dead Poets Society
Unbreakable
Alien: Resurrection: Collector’s Edition
The Dark Crystal
Batman Returns The Outsiders
The Mask of Zorro
Private Benjamin
Mr. Mom
The Man Without a Face
Mr. Holland’s Opus
Circle of Friends
Dragonheart
School Ties
Working Girl
The Horse Whisperer
Regarding Henry
For Love of the Game
The Shining
The Omen The Exorcist
Carrie
The Amityville Horror
Mad Max
Love & Basketball
Cold Mountain
Scream
Ghost in the Shell
Children of the Corn
How Stella Got Her Groove Back
The Fighting Temptations
Lights
Jeepers Creepers 2
Escape from New York
Stephen King’s It"
Sea
De!Lovely
Finding Forrester
Doc Hollywood
Tin Cup
Poltergeist
Cujo
Seabiscuit
Legends of the Fall
City Slickers
Robin Hood: Prince of Thieves
Good Will Hunting
The Green Mile
Legend: The Director’s Cut
Pirates of the Caribbean: The Curse Maverick of the Black Pearl
Stone Harry Potter and the Sorcerer’s Stone Young Guns Batteries Not Stand by Included Ladyhawke Me
La Bamba
Flight of the Navigator
The Fifth Element
Shrek 2
Romancing the
Big
Rain Man
Forrest Gump
Cast Away
Apollo 13
Remember the Titans
Always
Mystery
Enemy Mine
Innerspace
Starman
Harry Potter and the Chamber of Secrets
Tron
Dune
Alien 3: Collector’s Edition
Batman The Last Starfighter
Short Circuit
Taps
All of Me
Parenthood
Father of the Bride
The Rookie
Platoon
Full Metal Jacket The Exorcist: Restored Version
Field of Dreams
Frequency Rudy
Contact
Miracle
Spider!Man
E.T. the Extra!Terrestrial: The 20th Anniversary !Rerelease"
Lean on Me
October Sky
Antwone Fisher
Scarface: 20th Anniversary Edition
Alien: Collector’s Edition
An American Werewolf in London
Mostly Martha
The Silence of the Lambs
Misery
The Fly # The Fly 2
The Terminator Excalibur
Enter the Dragon: Special Edition
Jaws
Aliens: Collector’s Edition
Spirited Away Nowhere in Africa
My Cousin Vinny
A Beautiful Mind
Evelyn
Seven
A River Runs Through It
Heaven Can Wait
Braveheart
Dances With Wolves: Special Edition
Gremlins
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Stargate
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The Caine Mutiny
From Here to Eternity
Chicago
Gone with the Wind: Collector’s Edition
Victor # Victoria
Love Story
Bullitt Strangers on a Train: Special Edition
The Sting
Men
Miracle on 34th Street
Brian’s Song
The Muppets Take Manhattan
The Princess Bride
The Jewel of the Nile
Some Like It Hot
12 Angry
Breakfast at Tiffany’s
Fiddler on the Roof
The Sound of Music The Parent Trap
The Birds
Notorious
Northwest
The Bridge on the River Kwai
It’s a Wonderful Life
and I
Mad Max Beyond Thunderdome
Das Boot
North by Stalag 17
To Sir
My Fair Lady: Special Edition
The King
Pollyanna
The Wizard of Oz: Collector’s Edition
Batman Begins
War Games
X!Men
Movie
Arthur
The Karate Kid
Splash: 20th The Shawshank Redemption: Anniversary Edition Special Edition
Stand and Deliver
F#X
Seven Years Secondhand Lions in Tibet The Hurricane
Colors
Falling Down
Urban Cowboy
Gladiator
The Tuskegee Airmen
My Dog Skip
Wall Street
Carlito’s Way
Menace II Society
Close Encounters of the Third Kind
Logan’s Run
Six Feet Under: Season 4
Casino: 10th Anniversary Edition
The Godfather
Cape Fear
Planet of the Apes
Soylent Green
Six Feet Under: Season 2
The Godfather
The Day the Earth Stood Still
Sky Captain and the World of Tomorrow
Superman: The
Tombstone Cocoon
Rocky
Saturday Night Fever
Mary Poppins
Star Trek: The Motion Picture
The Big Sleep
Rear Window
Story
Mr. Smith Goes to Washington
An Affair to Remember
The Man Who Knew Too Much
Rebecca
Patton
Spartacus
The Philadelphia
Ben!Hur: Collector’s Edition
Auntie Mame
Equilibrium
The X!Files: Fight the Future
X2: X!Men United
The Matrix
Harry Potter and the Prisoner of Azkaban
Red Dawn
The Abyss
Saving Private Ryan
Memphis Belle
Thirteen Days
Edition
The Natural
Bull Durham
61%
The Color of Money
Heat: Special
Witness
Rocky III
Roxanne
The Last of the Mohicans
Hoosiers Amistad
American History X
Donnie Brasco
A Bronx Tale
Season 2
Peggy Sue Got Married
Star Trek III: The Search for Spock
Starship Troopers
Star Trek V: The Final Frontier
Conan the Destroyer
Spider!Man 2
the Rain
Swiss Family Robinson
The Incredibles
It Happened One Night
An American in Paris
Harvey
The Fog of War
Dial M
Fahrenheit 9#11 for Murder The Great Escape
His Girl Friday
Singin’ in Oklahoma"
Indiana Jones and the Temple of Doom
Star Trek: Generations
The Quiet Man
The Ten Commandments
The Music Man
Control Room
The Thin Man
To Catch a Thief Mister Roberts
Operation Petticoat
The Poseidon Adventure
Chitty Chitty Bang Bang
Unforgiven
Star Trek: Nemesis
Man
Star Trek: First Contact
Raiders of the Lost Ark
Escape from Alcatraz
Star Trek VI: The Undiscovered Country
Star Trek: The Next Generation: Season 1
The Running
Star Trek: The Next Generation: Season 3
Indiana Jones and the Last Crusade
Star Trek: Insurrection
Lord of the Rings: The Fellowship of the Ring
Superman II
Rocky II
Black Hawk Down Rob Roy
Glory
Sleepers
Season 3
The Sopranos: Season 1 The Sopranos:
Stuff
Terminator 2: Extreme Edition
Star Wars: Episode II: Attack of the Clones
Rambo: First Blood: Ultimate Edition
The Bad News Bears
The Untouchables
Eight Men Out
Les Miserables Eat Drink Man Woman
Veronica Guerin
Rounders
Atlantis: The Lost Empire
Titan A.E.
The Right
Back to the Future Part II
Rocky IV
The Last of the Mohicans
No Way Out
Band of Brothers
The Boondock Saints
Lord of the Rings: The Two Towers
Sabrina
The Dirty Dozen
The Magnificent Seven
The Guns of Navarone
True Grit
The X!Files: Season 1
Sudden Impact
Magnum Force
Star Trek IV: The Voyage Home
The Man from Snowy River
Lord of the Rings: The Return of the King
Heartbreak Ridge
Boiler Room
Antz
The Road to El Dorado
Treasure Planet
Commando
Easy
Suicide Kings Luther
Dinosaur
Ice Age
Brother Bear !Theatrical Widescreen Version"
the Cimarron
Predator: Collector’s Edition
Somewhere in Time
A Christmas Story
The Big
Shrek !Full!screen"
The Prince of Egypt
Anastasia
The Sopranos: Season 5
Spirit: Stallion of
Final Fantasy: The Spirits Within
The Emperor’s
Brother Bear !Home Viewing Version"
Stuart Little
Stuart Little 2 Two Brothers
Mulan: Special Edition
Jaws 2
Dirty Harry
Star Trek II: The Wrath of Khan
Stargate SG!1: Season 1
RoboCop
Back to the Future Part III Bloodsport
The Good
Star Wars: Episode VI: Return of the Jedi
Star Wars: Episode V: The Empire Strikes Back
High Plains Drifter
A Fistful of Dollars
The Longest Day
Roman Holiday
Jeremiah Johnson
The Outlaw Josey Wales
Hang ’Em High
For a Few Dollars More
Lord of the Rings: The Two Towers: Extended Edition
Star Wars: Episode IV: A New Hope
The Longest Yard Silverado
The Land Before Time
Monsters A Bug’s Life
Homeward Bound: The Incredible Journey
Tarzan
Star Wars: Clone Wars: Vol. 1
Finding Nemo !Widescreen"
An American Tail
The Lion King: Special Edition The Movie
Aladdin: Platinum Edition
The Sword in the Stone
The Rescuers Down Under
The Fox and the Hound
Special Edition
Kelly’s Heroes
Pale Rider
Buffy the Vampire Slayer: Season 1
Buffy the Vampire Slayer: Season 3
Bowling for Columbine
The Corporation
Arsenic and Old Lace
Murder in the First
Friends: Season 2
Primal Fear Goldfinger
The Passion of the Christ Tremors
The Lord of the Rings: The Lord of the Rings: The Return Fellowship of the Ring: Extended Edition of the King: Extended Edition
Beauty and the Beast:
Charlotte’s Web
Bedknobs and Broomsticks
Bambi: Platinum Edition
Blue Collar Comedy Tour:
Peter Pan
Special Edition
The Phantom of the The Rescuers Opera: Special Edition Pete’s Dragon
Toy Story
Metallica: Some Kind of Monster
Friends: The Series Finale
The Best of Friends: Vol. 3
Season 1 Will & Grace: Season 1
Arlington Road
Chicken Run
Babe Buffy the Vampire Slayer: Season 4
Alice in Wonderland
Sleeping Beauty:
Season 4
Super Size Me
Outfoxed: Rupert Murdoch’s War on Journalism
Roger & Me
Sex and the City: Season 2
The Best of Friends: Vol. 2
Season 3 The Best of Friends: Vol. 4
Sex and the City:
Sex and the City:
The Game
Fantasia
The West Wing: Season 1
Robin Hood !Disney"
Fly Away Home
Friends: Season 1
What the $$%" Do We Know"?
Friends: Season 8
The Best of Friends: Vol. 1
Sex and the City:
The Best of Friends: Season 2
Friends: Season 3
Buffy the Vampire Slayer: Season 2
Friends: Season 9
Friends: Season 6
The Best of Friends: Season 4
The Best of Friends: Season 3
The Best of Friends: Season 1
Alias: Season 2 Fantasia 2000
Friends: Season 5
Friends: Season 4
Moulin Rouge
Friends: Season 7
CSI: Season 3
Wallace & Gromit in Three Amazing Adventures
Alias: Season 3
Moulin Rouge
CSI: Season 1
The Iron Giant: Special Edition
24: Season 3
Season 5
Sex and the City: Down With Love
Family Guy Presents: Stewie Griffin: The Untold Story
Produced by Yifan Hu, joint work with Emden Gansner, Stephen Kobourov & Chris Volinsky, Data from Yehuda Koren, Copyright AT&T
1
Map of Movie Neighbors
Fantasia
The West Wing: Season 1
Sleeping Beauty:
The Phantom of the The Rescuers Opera: Special Edition Pete’s Dragon Bedknobs and Broomsticks
Charlotte’s Web
Dumbo
The Aristocats
The Lion King: Special Edition
All Dogs Go to Heaven
Oliver & Company
Homeward Bound: The Incredible Journey
Tarzan
The Hunchback of Notre Dame
Mulan: Special Edition Anastasia
Special Edition
A Bug’s Life
Fe
Star Wa
Silverado
The Land Before Time
Monsters
Heartbreak Ridge
Rocky
The Big Easy
Shrek !Full!screen"
Suicide Kings Luther
Boiler Room
Beauty and the Beast:
Finding Nemo !Widescreen"
An American Tail
Band of Brothers
The Prince of Egypt
osaur
Toy Story
Aladdin: Platinum Edition
The Sword in the Stone
The Rescuers Down Under
The Fox and the Hound
Hercules
Buffy the Vampire Slaye Season 4
Peter Pan
Special Edition
Bambi: Platinum Edition
B
Alice in Wonderland
Robin Hood !Disney"
Fly Away Home
cahontas
to
Willy Wonka & the Chocolate Factory
Scrubs: Season 1
Eight Men Out
No Way Out
The Last of the Mohicans
Th New
The Untouchables
Black Hawk Down
Rocky I Les Miserables Veronica Guerin Eat Drink Antz Roxanne Produced by Yifan u, joint work with Emden Gansner, Stephen Kobourov & Chris Volinsky, Data from Yehuda Rob Roy Koren, Copyright AT&T TheHBoondock Man Woman
Map of Movie Neighbors Sex and the City: Season 6: Part 2 24: Season 2
24: Season 1
Sex and the City:
Season 6: Part 1 CSI: Season 2
CSI: Season 4
Deadwood: Season 1
Alias: Season 1
Willy Wonka & the Chocolate Factory
Scrubs: Season 1
Dumbo
The Aristocats
Lilo and Stitch
The Lion King 1 1#2
Hercules
The Jungle Book 2
The Lion King II: Simba’s Pride
Oliver & Company
All Dogs Go to Heaven
The Hunchback of Notre Dame
The Sopranos: Pocahontas
Season 4
Blue Collar Comedy Tour Rides Again
New Groove
Sinbad: Legend of the Seven Seas
Home on the Range
Shark Tale
The Sopranos:
Something the Lord Made
Boyz N the Hood
The Andromeda Strain
Princess Mononoke
Six Feet Under: Season 3
Six Feet Under: Season 1
Akira
Real Women Have Curves
Firestarter
Invasion of the Body Snatchers
GoodFellas: Special Edition
Carrie
Kiki’s Delivery Service
The Stand
The Road Warrior
Tortilla Soup
Highlander
Beyond the
Diary of a Mad Black Woman
Ali
Training Day Friday Night
Scream 2
Jeepers Creepers
Wrong Turn
The Butterfly Effect: Director’s Cut
The 13th Warrior
Dreamcatcher
Red Planet
The Time Machine
Mission to Johnny Mnemonic Mars
Species
Deep Blue
Ghost Ship
Sea
Tomb Raider
End of Days The Lawnmower Man
Below
The Matrix: Reloaded
Hollow Man
Wild Wild West
Planet of the Apes
Hellboy The One
Waterworld
Kiss of the Dragon
King
Hulk
Jurassic Park
Men in Black
Shaft
Dr. Seuss’ The Cat in the Hat
Twister
Are We There Yet?
Son of the Mask
Johnson Family Vacation
Garfield: The Movie
Cats & Dogs
Vertical Limit
The Haunted Mansion
Scooby!Doo 2: Monsters Unleashed
Spy Kids 3!D: Game Over !2!D version"
Breakin’ All the Rules
Good Boy"
Peter Pan
Ella Enchanted
Spy Kids 2: The Island of Lost Dreams
Big Fat Liar
Jimmy Neutron: Boy Genius
Cocktail
Point Break
The Upside of Anger
Can’t Hardly Wait
Cheaper by the Dozen
Shall We Dance?
Stuck on You The Lizzie McGuire Movie
The Big Bounce
Laws of Attraction
What a Girl Wants
Summer Catch
The Hot Chick
View from the Top
Friday After Next
A Walk to Remember
Save the Last Dance
Envy
Le Divorce
Johnny English
Intolerable Cruelty
Blue Streak
Bad Boys II
The Tuxedo
Bringing Down the House
Showtime
Kangaroo Jack
Congo
The Replacements
Life or Something Like It
Nothing to Lose
Space Cowboys
Dickie Roberts: Former The In!Laws Child Star
Joe Somebody
Tuck Everlasting
Cash
Captain Corelli’s Mandolin
Timecop
The Patriot
The Long Kiss Goodnight
Under Siege
The Sandlot
Elf
Demolition Man
South Park: Bigger
Dogtown and Z!Boys
Mystery Men
Raw
South Park: Season 4
Romy and Michele’s High School Reunion South Park: Season 3
One Hour Photo
The Human Stain
The Cooler
Laurel Canyon
Shaolin Soccer
Run Lola Run Sex and Lucia
In the Cut The Pledge
Crumb
The Office: Series 1
The Office: Series 2
The Professional
13 Conversations About One Thing
Slums of Beverly Hills
Birth
The Thin Red Line
Waiting for
Monster
House of Sand and Fog
Go
Good Bye
Nurse Betty
Quills
Capturing the Friedmans Birthday Girl
The Apostle
Spellbound
The Last Temptation of Christ
Curb Your Enthusiasm: Season 1
Seinfeld: Seasons 1 &2
Wag the Dog Bulworth
Curb Your Enthusiasm: Season 2
Jackie Brown: Collector’s Series
Curb Your Enthusiasm: Season 3
State and Main
Futurama: Vol. 2
Futurama: Vol. 1
Simpsons Gone Wild
The Spanish Prisoner
The Simpsons: Season 1
South Park: Season 5
The Simpsons: Season 3 Dave Chappelle: Killin’ Them Softly
L.A. Story
The Dreamers
Welcome to the Dollhouse
Guffman
Primary Colors
Get Shorty
Red Dragon
The Simpsons: Season 4
The Simpsons: Treehouse of Horror
The Simpsons: Season 5
Chappelle’s Show: Season 1
The Simpsons: Season 2
Family Guy: Vol. 2: Season 3
Chris Rock: Bigger & Blacker
Chris Rock: Never Scared
Ghost
South Park: Season 1
Heavenly Creatures
The Opposite of Sex
Arrested Development: Season 1
Return to Me
The Bodyguard
Dirty Dancing
The Legend of Drunken Master
Mean Creek
Amores Perros
Elephant
Ghost Dog: The Way of the Samurai
The Office Special
Iron Monkey
La Femme Nikita The Door in the Floor
sex Dogville
Best in Show
Dancer in the Dark
Lantana
The Woodsman
To Die For
About Schmidt Election
Family Guy: Vol. 1: Seasons 1!2 Chappelle’s Show: Season 2
Lovely & Amazing
Hero Swimming Pool
The Secret Lives of Dentists
Closer
Suicides
Eyes Wide Shut
We Don’t Live Here Anymore
The Sweet Hereafter
25th Hour
House of Flying Daggers
Crouching Tiger The Ice Storm
Secretary
The Virgin
Sweet and Lowdown
Croupier
Blade Runner
Flirting with Disaster
The Clearing
Titanic Autumn in New York
Bounce
Hannibal
Master and Commander: The Far Side of the World
The Final Cut
Bound
First Knight
Y Tu Mama Tambien
Before Sunrise Bullets Over Broadway
Do the Right Thing
The Player
American Splendor Ghost World
Bob Roberts
Forces of Nature
Total Recall
Big Trouble
The Hunted
A Walk in the Clouds
Wyatt Earp: Special Edition
Team America: World Police The Bachelor
Dark Blue
Knockaround Guys
Simone
Alfie
Duplex !Widescreen"
Forever Young
The Godfather
The Money Pit
Die Hard
True Lies
Galaxy Quest Lords of Dogtown
Bed of Roses
Repo Man
Twin Peaks: Season 1
The Pink Panther Strikes Again
of Life: Special Edition
South Park: Season 2
Overboard
Wicker Park
Spartan
Open Range
The Secret of My Success
Die Hard 2: Die Harder
The Four Feathers
A Guy Thing
The Missing
Produced by Yifan Hu, joint work with Emden Gansner, Stephen Kobourov & Chris Volinsky AT&T Labs !! Research Data from Yehuda Koren
Heartbreakers
Adventures in Babysitting
Lethal Weapon Die Hard With a Vengeance
Above the Law
The Last Boy Scout
Rat Race
Suspect Zero
Hollywood Homicide
The School of Rock
Cliffhanger
Message in a Bottle
Monty Python’s The Meaning The ’Burbs
Buffy the Vampire Slayer: The Movie
Twins
Monty Python’s And Now for Something Completely Different
48 Hrs.
Funny Farm
Magnolia
The Man Who Wasn’t There
Mulholland Drive
It’s a Mad
Sweet November
Lethal Weapon 2
Turner and Hooch
Kindergarten Cop
Speed
Road House
Eraser
Just Married
Mission: Impossible II
Uncle Buck
Rambo: First Blood Part II
Far from Heaven
Mystic River You Can Count on Me
Monster’s Ball
The Good Girl
Blood Simple
Coffee and Cigarettes
American Movie Happiness
The Triplets of Belleville
Lost in Translation
Rushmore Solaris
Bottle Rocket
Wind
Time Bandits At First Sight
Adaptation
Thirteen
A Mighty Gia
The Odd Couple
This Is Spinal Tap
A Fish Called Wanda
What About Bob?
Requiem for a Dream
Waking Life
Run
Scoundrels
Risky Business
Joe Versus the Volcano
Crocodile Dundee
Shanghai Noon
The Santa Clause
Assassins
Collateral Damage
Tango &
The Goonies The Cannonball
Dirty Rotten
Brewster’s Millions
Men
Three Men and a Baby
Trading Places
See No Evil
Dragnet
21 Grams
The Royal Tenenbaums
Napoleon Dynamite Barton Fink
Bringing Out the Dead
Dead Man
The City of Lost Children
The Pink Panther
Monty Python’s Flying Circus
Mighty Aphrodite
When We Were Kings
Sideways
Boogie Nights
Heathers
Pee!Wee’s Big Adventure Mars Attacks"
Monty Python’s Life of Brian
In the Bedroom
Sexy Beast
Punch!Drunk Love
Raising Arizona The Rules of Attraction
Ed Wood
The Producers American Psycho
The Limey
Leaving Las
Being John Malkovich
I Heart Huckabees
Brazil
Kids
Pride and Prejudice
Hotel Rwanda
Drugstore Cowboy
The Dangerous Lives of Altar Boys
Pi: Faith in Chaos
Groundhog Day Spies Like Us
Throw Momma From the Train
The Hudsucker Proxy
The Nightmare Before Christmas
Monty Python and the Holy Grail
Stripes Three Amigos
Ghostbusters
A Clockwork Orange
Vanilla Sky
The Adventures of Baron Munchausen
Blazing Saddles Jacob’s Ladder
Stir Crazy
Planes
The Toy
Grumpy Old
Lethal Weapon 4
Slap Shot: 25th Anniversary Edition
History of the World: Part 1
Donnie Darko: Director’s Cut
Out of Sight
The United States of Leland
The Life Aquatic with Primer Steve Zissou
Man on the Moon
Spun
Pink Floyd: The Wall
The Jerk
Back to School
Weird Science
National Lampoon’s
Beverly Hills Cop
Home Alone
Mrs. Doubtfire
Father of the Bride 2
U.S. Marshals
Face#Off Original Sin
Hard to Kill
Sister Act 2: Back in the Habit
Dante’s Peak
On
Ducks Judge Dredd
Batman Forever
The Golden Child
Passenger 57
The Net
The Sweetest Thing
Bring It
Sister Act
Beethoven
Angels in the Outfield
Volcano
Exit Wounds
Curly Sue
Fletch
Coming to America
Grumpier Old Men
Lethal Weapon Mannequin 3
K!9
The Mighty
Bird on a Wire
Three Men and a Little Lady
Blast from the Past
The Specialist
Bad Boys
Chain Reaction
The Whole Nine Yards
Gone in 60 Seconds
Home Alone 2: Lost in New York
Money Train Fire Down Below
Mighty Joe Young
Bad Company Inspector Gadget Free Willy
Snow Dogs
Con Air
Map of the MovieLand
I Spy
Beverly Hills Cop II
Look Who’s Talking
Airplane" So I Married an Axe Murderer
Ferris Bueller’s Day Off
Las Vegas
Death to Smoochy
Maria Full of Grace The Merchant of Venice
Roger Dodger
Vegas
Confessions of a Dangerous Mind
The Big Lebowski
Wonderland
Fear and Loathing in
3000 Miles to Graceland
God
Donnie Darko
Edward Scissorhands
Broken Arrow
The Italian Ocean’s Eleven Job
Spaceballs
Caddyshack
City of
O Brother
Shaun of the Dead
The Secret Garden
Lone Star Midnight in the Garden The Grifters Sleeper of Good and Evil Open Water Crimes and Comedian Igby Goes Misdemeanors Down Before Sunset
Eternal Sunshine of the Spotless Mind The Machinist
Edition
Much Ado Possession About Nothing
The Crime of Padre Amaro
The Insider
Moonlight Mile
Crash
Trainspotting: Collector’s
12 Monkeys
Drop Dead Gorgeous
American Beauty
Garden State
Trainspotting Miller’s Crossing
The People vs. Larry Flynt The Fisher King
National Lampoon’s Animal House
The Naked Gun
European Vacation Don’t Tell Mom the Babysitter’s Dead
Cop III Crocodile Dundee 2
The Ghost and the Darkness
Top Secret"
The Great Outdoors
Natural Born Killers
Ronin
Porky’s Bachelor Party
Major League
Teen Wolf # Teen Wolf Too !Double Feature"
The Doors
Payback
Things
The Sea Inside Pecker
Emma
A Home at the End of the World
Dirty Pretty
Vera Drake
Traffic
Glengarry Glen Ross
Three Kings Wonder Boys
Fight Club
The Rock
The Saint
Fast Times at Strange Brew Ridgemont High
Bill & Ted’s Excellent Adventure
Another 48 Hrs.
The Basketball Diaries
The Mexican
Fifteen Minutes
The Bourne Identity
National Lampoon’s Vacation
Beverly Hills
Rush Hour
Junior
Eddie
Shanghai Knights Speed 2: Cruise Control
George of the Jungle
Cradle 2 the Grave
The Ladykillers
Gone in The Notebook 60 Seconds
The Flintstones
The Karate Kid Part III # The Next Karate Kid
Look Who’s Talking Now
Rush Hour 2
Dr. Dolittle
Daddy Day Care
Varsity Blues
Charlie’s Angels Vanity Fair
Cool Runnings
Serving Sara
Ghostbusters 2
Spy Game
Swordfish The Peacemaker
Kinsey
Narc
Layer Cake
28 Days Later
The Salton Sea
Diaries The Quiet American
Amelie
High Fidelity
Memento
The Hitchhiker’s Guide to the Galaxy
Sisters
The Motorcycle
Sin City Pulp Fiction
Blow
Big Night
The Blair Witch Project
Big Fish A Very Long Engagement
Kill Bill: Vol. 2
Kill Bill: Vol. 1 Reservoir Dogs
Snatch
Four Rooms
The Patriot
National Lampoon’s Christmas Vacation: Special Edition
Coneheads
Weekend at Bernie’s
City by the Sea
Enemy at the Gates
Wayne’s World
Police Academy: Special Edition
Encino Man Son in Law
City Slickers II: The Legend of Curly’s Gold
Look Who’s Talking Too
Dr. Dolittle 2
Batman & Robin Analyze This
Head of State
Vegas Vacation
Short Circuit 2
Bulletproof
Analyze That
Airplane II: The Sequel
Revenge of the Nerds # Revenge of the Nerds 2: Double Feature
Bill & Ted’s Bogus Journey
Major League II Major Payne
The Klumps
Flubber
Evolution National Security Black Knight
Barbershop 2: Back in Business
The Nutty Professor
Bedazzled
The Nutty Professor II:
The Bourne Supremacy
Hot Shots"
Hot Shots" Part Deux
The Wedding Singer
Lock True Romance
Kalifornia
Heist
K!19: The Reindeer Games Widowmaker
The Art of War
Office Space Windtalkers
Cheech & Chong’s Still Smokin
PCU
Ace Ventura: Pet Detective
Airheads
Bio!Dome
Big Daddy
Mr. Deeds Jumanji
Big Momma’s House
Boat Trip All About the Benjamins
She’s All That
Beyond Borders
A Love Song for Bobby Long
My Boss’s Daughter
Anger Management Down to Earth
The Parent Trap
A Knight’s Tale
I Still Know What You Did Last Summer
Meet the Fockers
Malibu’s Most Wanted
Hardball
Uptown Girls
Holes
The Animal
Ace Ventura: When Nature Calls
The Mask: Special Edition
Meet the Parents
We Were Soldiers
The Cable Guy
Tommy Boy
Wayne’s World 2
Liar Liar
U!571
The Recruit
The Last Samurai
Naked Gun 2 1#2: The Smell of Fear
Happy Gilmore
Black Sheep
The Waterboy Deuce Bigalow: Male Gigolo
Starsky & Hutch
Casper
Undercover Brother
13 Going on 30
Blue Crush
40 Nights
Shallow Hal
Legally Blonde 2: Red
The Princess Diaries !Widescreen"
Freaky Friday
Little Nicky
American Wedding 40 Days and
Entrapment
The Sum of All Fears
Private Parts
Mallrats
Air Force One The Score
Mission: Impossible Proof of Life
Tears of the Sun
The Hunt for Red October
Conspiracy Theory
Enemy of the State
The Magdalene
Rabbit!Proof Fence
L.A. Confidential
The Usual Suspects
The Barbarian Invasions
The Secret of Roan Inish
Girl with a Pearl Earring
An Ideal Husband
Whale Rider
But I’m a Cheerleader
Almost Famous
Kung Fu Hustle
All About My Mother
Smoke Signals
Swingers Licence to Kill
Clerks
The Thomas Crown Affair
Dogma Backdraft
Executive Decision The Devil’s Own
The Siege
Lemony Snicket’s A Series Chasing Amy of Unfortunate Events
Clear and Present Danger
Rock Star
Blood Work Rising Sun
Rules of Engagement The Jackal Snake Eyes
Austin Powers: International Man Cheech & Chong’s Up in Smoke of Mystery
Naked Gun 33 1#3: The Final Insult
Billy Madison
A Night at the Roxbury
Mercury Rising
Saturday Night Live: The Best of Chris Farley
There’s Something About Mary: Special Edition
American Pie
Joe Dirt
Van Wilder
Beavis and Butt!head Do America
Scary Movie
American Pie 2
National Lampoon’s
Dude
The New Guy
Chasing Liberty
Mean Girls
Austin Powers in Goldmember
Next Friday
Bruce Almighty Soul Plane
Maid in Manhattan
Connie and Carla
The Prince and Me
Win a Date with Tad Hamilton"
How to Deal
Days of Thunder
Spy Kids
In Good Company
Sleepover
Jersey Girl
The Princess Diaries !Fullscreen"
Raise Your Voice
Along Came Polly
Austin Powers: The Spy Who Shagged Me
Road Trip Scary Movie 2
Saving Silverman
Coyote Ugly
The Whole Ten Yards
The Sisterhood of the Traveling Pants
Little Black Book
Bridget Jones: The Edge of Reason
50 First Dates
The Wedding Date
Me
Friday
Eurotrip
The Girl Next Door
Orange County
Wives
Raising Helen
The Perfect Score
The Princess Diaries 2: Royal Engagement
Agent Cody Banks
Wimbledon
First Daughter
A Cinderella Story
Confessions of a Teenage Drama Queen
Full Throttle
Coach Carter The Stepford
Anchorman: The Legend of Ron Burgundy
Super Troopers
Scary Movie 3
Charlie’s Angels:
A Lot Like Love
Monster!in!Law
Ice Princess
Welcome to Mooseport
Because of Winn!Dixie Agent Cody Banks 2: Destination London
Surviving Christmas
New York Minute
Pearl Harbor Six Days
Guess Who
Harold and Kumar Go to White Castle
Dodgeball: A True Underdog Story
Kingpin
8MM
Pieces of April
Saved"
Blue
In America
Angels in America
Dr. No
Singles
In the Line of Fire
Crimson Tide The Edge
The Negotiator
GoldenEye
The Red Violin
Before Night Falls
The Importance of Being Earnest
Once Upon a Time in Mexico
Desperado # El Mariachi
Die Another Day
Top Gun
Red Mansfield Park
The Adventures of Priscilla Bad Education
Beautiful Girls
Frida
Talk to Muriel’s Wedding Her
Hairspray
About a Boy
The Station Agent Quiz Show
Sling Blade
What’s Eating Gilbert Grape Iris Sense and Sensibility
Devine
Live and Let Die
Thunderball
Patriot Games
Absolute Power
Fire Changing Lanes
Murder at 1600
Ransom
Men of Honor
The Last Castle
Basic
Saturday Night Live: The Best of Will Ferrell
Outbreak The Presidio
A Civil Action
The Juror The Fan
The General’s Daughter
Hart’s War
Behind Enemy Lines
Man on Fire Dazed and Confused
The Client
Calendar Girls
Billy Elliot
The Full Monty
This Boy’s Life
Little Shop of Horrors
Bend It Like Beckham
Pollock
Picture Show
Waking Ned
From Russia With Love
Clerks: First Cut !Not Theatrical Version"
A Few Good Men The Fugitive Clerks: Uncensored
The Firm
The Pelican Brief
Courage Under
Instinct
Double Jeopardy
The Manchurian Candidate
Out of Time
Secret Window
Old School
Not Another Teen Movie
Runaway Jury
High Crimes
Along Came a Spider
John Q Phone Booth Twisted
Jackass: The Movie
Half Baked
Kiss the Girls
The Bone Collector
The Astronaut’s Wife
Angel Eyes
Zoolander
Jay and Silent Bob BASEketball Strike Back
Bad Santa
Alex and Emma
Dragonfly
Taking Lives
Clueless
Gothika
Crazy#Beautiful
White Oleander
The Truman Show
Ladder 49
Hitch Fever Pitch
Beauty Shop
Dirty Dancing: Havana Nights
White Chicks
Racing Stripes
The Fast and the Furious
Anywhere But Here
Copycat
Domestic Disturbance
Don’t Say a Word
Girl
The Banger Sisters
Disclosure
A Perfect Murder
Strictly Ballroom
Saving Grace
Love Actually
Il Postino
Like Water for Chocolate
Finding Neverland
A Simple Plan
Chocolat
Sliding Doors
The Rocky Horror
Born Into The Commitments Brothels
The Spy Who Loved Me
Pleasantville
Tomorrow Never Dies
Giant Peach
Medicine Man
Just Cause
Panic Room
Trapped
Murder By Numbers
Cold Creek Manor
Love Potion $9
The Cutting Edge
Riding in Cars with Boys
What Lies Beneath
Enough
Benny and Joon
Boys on the Side
28 Days
10 Things I Hate About You
Never Been Kissed
The Truth About Cats & Dogs
Someone Like You
America’s Sweethearts
Hide and Seek
The Interpreter
Cellular
Miss Congeniality 2: Armed and Fabulous
Honey
Fat Albert
Scooby!Doo Looney Tunes: Back in Action
The Pacifier
Wax
Against the Ropes
Taxi
Two Weeks Notice
The Forgotten
The Ring Two
After the Sunset
Bewitched
Man of the House
Robots
Kate & Leopold
EDtv
Miss Congeniality
How to Lose a Guy in 10 Days
The Grudge
Ocean’s Twelve House of
2 Fast 2 Furious
Walking Tall Anacondas: The Hunt for Torque
Picture Perfect Fools Rush In
Godsend
Driven
The Longest Yard
Without a Paddle
Catwoman
Around the World in 80 Days
The Perfect Storm
Spanglish
Paparazzi
XXX: State of the Union
Darkness Falls
Under the Tuscan Sun
While You Were Sleeping Something to Talk About
It Could Happen to You
One Fine Day
The Flight of
Assault on Precinct 13
Sahara
Cursed
Be Cool Mr. 3000
The Medallion
Armageddon
Blade: Trinity
Elektra
The Transporter
Formula 51
Jurassic Park III
Men in Black II
Boogeyman
What Women Want
Keeping the Faith
Kingdom of National Treasure Hostage Heaven The Amityville Horror
Timeline
The Other Sister
Dangerous Minds
the Phoenix
S.W.A.T.
the Blood Orchid
Star Wars: Episode I: The Phantom Menace
Independence Day The Core
Resident Evil: Apocalypse
XXX: Special Edition
Daredevil
Bulletproof Monk
Alexander: Director’s Cut
The Alamo
The Rundown
Gods and Generals
The Replacement Killers
A Man Apart
The Punisher
The Scorpion
Godzilla
The Lost World: Jurassic Park
Terminator 3: Rise of the Machines
Lara Croft: Tomb Raider: The Cradle of Life
Exorcist: The Beginning
The Beach
Alien vs. Predator
Underworld
White Noise
A.I. Artificial Intelligence
King Arthur
Van Helsing The Chronicles of Riddick
The Majestic
The Wedding Planner Runaway Bride
Sweet Home Alabama
Legally Blonde
To Wong Foo
The Birdcage
Divine Secrets of the Ya!Ya Sisterhood
Where the Heart Is
Hope Floats
The Glass House
The Age of Innocence
For Your Eyes Only
You Only Live Twice
The World Is Not Enough Showgirls
A Time to Kill
Eye for an Eye
Urban Legend
Swimfan
Don Juan De Marco
Fear
the Enemy
Romeo # Juliet
Can’t Buy Me Love In & Out
Jagged Edge
The Man with the Golden Gun
Presumed Innocent James and the
The Shipping News
The Pianist Chocolat The Cider Mrs. Brown House Rules
Shakespeare in Love
Bridget Jones’s Diary
9 1#2 Weeks
Basic Instinct Unfaithful G.I. Jane
The Rainmaker
Sleeping With
Reality Bites
Mystic Pizza
Ever After: A Cinderella Story
Now and Then
Bicentennial Man
Pretty in Pink
Hocus Pocus
Dead Calm
Cruel Intentions Malice
Pacific Heights
Cinema Paradiso: Director’s Cut
the Sun
Elizabeth
Gosford Park
Patient
Life Is Beautiful
Empire of
Gods and Monsters
The Hours
The English
The Talented Mr. Ripley
In the Name of the Father Breaking Away Immortal Beloved
Hannah and Her Sisters
Body Heat
A Room with a View: Special Edition
a Funeral
The Joy Luck Club
Indecent Proposal
Manhattan
Apocalypse Now
Annie Hall Diner
Shine
Being There
Redux
The Remains of the Day
The Piano
Wild Things
I Know What You Did Last Summer
Single White Female
The Last Picture Show
Apocalypse Now
The Deer Hunter
Boys Don’t
Sense and Sensibility
Four Weddings and
The Accused
2001: A Space Odyssey
Five Easy Pieces
Howards End
Postcards from the Edge
Thelma & Louise: Special Edition
Gorillas in the Mist
The Jacket
Deliverance
Network
The Last Emperor
Dangerous Liaisons
Cry
Fatal Attraction
The Order
Great Expectations
The Hand that Rocks the Cradle
Born on the Fourth of July
Dr. Strangelove
Taxi Driver
Midnight Cowboy
Collector’s Edition
Schindler’s List
Harold and Maude
Raging Bull
Dog Day Afternoon
The Crying Game:
The World According to Garp
Out of Africa Mississippi Burning
Dead Man Walking
Saw Frailty
Sophie’s Choice
The Seventh Seal
The Conversation
Chinatown
The Killing Fields
Chariots of Fire
Chill
Easy Rider Marathon Man
Who’s Afraid of Virginia Woolf?
Midnight Express Amadeus
Gandhi
The Big
Bonnie and Clyde
The Graduate
Broadcast News
Children of a Lesser God
Moonstruck
Confidence
The Ring
The Ninth Gate
Say Anything Joy Ride
Fallen The Skulls
Ordinary People
Silkwood
Terms of Endearment
Ghosts of Mississippi
On the Waterfront
Metropolis
Ran
Rosemary’s Baby
Citizen Kane
The French Connection
One Flew Over the Cuckoo’s Nest
Norma Rae
The Bicycle Thief
The Third Man
Papillon Sunset Boulevard
A Streetcar Named Desire
American Graffiti: Collector’s Edition
Malcolm X
Kramer vs. Kramer
The Bridges of Madison County
What’s Love Got to Do with It
Grosse Pointe Blank
Identity Better Off Dead
The Others
Some Kind of Wonderful
Sixteen Candles The Cell
Beaches The Rocketeer
My Girl When a Man Loves a Woman
Stepmom
My Best Friend’s Wedding Erin Brockovich
Paycheck Serendipity
Gattaca
Pitch Black
The Mummy
The Mummy Returns
The Matrix: Revolutions
The Terminal
Romeo Must Die
Deep Impact
The 6th Day
Blade 2
Insomnia Spawn: The Movie
The League of Extraordinary Gentlemen
Road to Perdition
Mona Lisa Smile
Nine Months
Troy
Nell
Up Close & Personal
Notting Hill
Something’s Gotta Give
Mail
Stir of Echoes
Addams Family Values
Stigmata
Death Becomes Her
The Devil’s Advocate
Wildcats
Empire Records: Remix" Special Fan Edition
City of Angels
You Do"
The American President
My Big Fat Greek Wedding
I Am Sam
Bubba Ho!Tep
Army of Darkness
I
Resident Evil
Anna and the King
The Life of David Gale
The Day After Tomorrow
Constantine
Pretty Woman That Thing
The Addams Family Hackers
The Seventh Sign
The Way We Were
Places in the Heart
Philadelphia
Serpico
Rashomon
Cool Hand Luke The Hustler
Lawrence of Arabia
The Elephant Man
Seven Samurai Yojimbo
Touch of Evil
Three Days of the Condor
Psycho
All About Eve
All the President’s Men
Cabaret
The Miracle Worker
On Golden Pond
Driving Miss Daisy The Prince of Tides
When Harry Met Sally
Fried Green Tomatoes
From Hell The Mothman Prophecies
The Prophecy
In the Heat of the Night
Doctor Zhivago
to Dinner
Little Big Man
The Lion in Winter
Vertigo The Manchurian Candidate
The Treasure of the Sierra Madre
Butch Cassidy and the Sundance Kid
Rebel Without a Cause: Special Edition
The Grapes of Wrath
Guess Who’s Coming
Of Mice And Men
Mommie Dearest Tootsie
The Village
Sleepy Hollow
Flatliners
Dick Tracy
The Witches of Eastwick
Hook
Pump Up the Volume
St. Elmo’s Fire
Housesitter
The First Wives Club
Steel Magnolias
Dying Young
Labyrinth
Special Edition
Guarding Tess
With Honors
Patch Adams
Dave
My Life
The Man in the Iron Mask
Annie: Special Anniversary Edition
What Dreams May Come
Powder
Dolores Claiborne
Brotherhood of the Wolf
Event Horizon
The War of the Roses
Beetlejuice
The Lost Boys:
The Sixth Sense
The Breakfast Club
Collector’s Edition Practical Magic
Story
Young Guns II
Interview with the Vampire
Footloose: Special
The Count of Monte Cristo
A League of Their Own
Baby Boom
Jack
French Kiss You’ve Got
The Animatrix
Minority Report
Hidalgo
Fire
Blade Predator 2
Bandits
Lost in Space
Reign of
Pushing Tin The Postman
The Haunting
Catch Me If You Can
Dark City
Jerry Maguire
Sleepless in Seattle
Pay It Forward
Sabrina
Evil Dead 2: Dead by Dawn
Dawn of the Dead
The Texas Chainsaw Massacre The Matrix: Revisited
Selena
Cabin Fever
Gangs of New York
Sphere
Final Destination Final Destination 2
Ray
Harlem Nights
White Men Can’t Jump
K!Pax
The Family Man
The Evil Dead
A Nightmare on Elm Street 3: Dream Warriors
Freddy vs. Jason
Collateral Boomerang
Matchstick Men
Bagger Vance
Hearts in Atlantis
Dawn of the Dead
Friday the 13th
Elm Street
Any Given Sunday
A Nightmare on
Halloween II
Little China
Father of the Bride
The Goodbye Girl
Mask: Director’s Cut
The Gift Sneakers
The Secret of N!I!M!H
Bram Stoker’s Dracula
West Side Story
Coal Miner’s Daughter: Funny Girl Collector’s Edition
Little Women
Special Edition The Crow Real Genius
Ruthless People The NeverEnding Down and Out in Beverly Hills
Grease
Scent of a Woman
Michael
Phenomenon
Simon Birch
Radio
The Legend of The Kid The Man in the Moon
The Texas Chainsaw Massacre
Child’s Play
Big Trouble in
The Aviator
Million Dollar Baby
The Craft
House on Haunted Hill
The Faculty
Creepshow
From Dusk Till Dawn
The Emperor’s Club
Life as a House
Night of the Living Dead
Hellraiser
Pet Sematary
Soul Food
The Original Kings of Comedy
Scream 3
The Queen of the Damned
Cowboy Bebop Remix
Halloween
Conan the Barbarian
Waiting to Exhale
Barbershop Drumline
A Nightmare on Elm Street 4: The Dream Master
The Thing
Good Morning
Awakenings
Meet Joe Black
As Good as It Gets
Who Framed Roger Rabbit?:
Willow
Flashdance
Nine to Five
The Muppet Movie
Signs
The Maltese Falcon
The Apartment
High Noon
To Kill a Mockingbird
JFK: Special Edition
Clue
Far and Away
Three Musketeers
An Officer and a Gentleman
Dead Poets Society
Unbreakable
Alien: Resurrection: Collector’s Edition
The Dark Crystal
Batman Returns The Outsiders
The Mask of Zorro
Private Benjamin
Mr. Mom
The Man Without a Face
Mr. Holland’s Opus
Circle of Friends
Dragonheart
School Ties
Working Girl
The Horse Whisperer
Regarding Henry
For Love of the Game
The Shining
The Omen The Exorcist
Carrie
The Amityville Horror
Mad Max
Love & Basketball
Cold Mountain
Scream
Ghost in the Shell
Children of the Corn
How Stella Got Her Groove Back
The Fighting Temptations
Lights
Jeepers Creepers 2
Escape from New York
Stephen King’s It"
Sea
De!Lovely
Finding Forrester
Doc Hollywood
Tin Cup
Poltergeist
Cujo
Seabiscuit
Legends of the Fall
City Slickers
Robin Hood: Prince of Thieves
Good Will Hunting
The Green Mile
Legend: The Director’s Cut
Pirates of the Caribbean: The Curse Maverick of the Black Pearl
Stone Harry Potter and the Sorcerer’s Stone Young Guns Batteries Not Stand by Included Ladyhawke Me
La Bamba
Flight of the Navigator
The Fifth Element
Shrek 2
Romancing the
Big
Rain Man
Forrest Gump
Cast Away
Apollo 13
Remember the Titans
Always
Mystery
Enemy Mine
Innerspace
Starman
Harry Potter and the Chamber of Secrets
Tron
Dune
Alien 3: Collector’s Edition
Batman The Last Starfighter
Short Circuit
Taps
All of Me
Parenthood
Father of the Bride
The Rookie
Platoon
Full Metal Jacket The Exorcist: Restored Version
Field of Dreams
Frequency Rudy
Contact
Miracle
Spider!Man
E.T. the Extra!Terrestrial: The 20th Anniversary !Rerelease"
Lean on Me
October Sky
Antwone Fisher
Scarface: 20th Anniversary Edition
Alien: Collector’s Edition
An American Werewolf in London
Mostly Martha
The Silence of the Lambs
Misery
The Fly # The Fly 2
The Terminator Excalibur
Enter the Dragon: Special Edition
Jaws
Aliens: Collector’s Edition
Spirited Away Nowhere in Africa
My Cousin Vinny
A Beautiful Mind
Evelyn
Seven
A River Runs Through It
Heaven Can Wait
Braveheart
Dances With Wolves: Special Edition
Gremlins
Clash of the Titans
Stargate
Back to the Future
The Caine Mutiny
From Here to Eternity
Chicago
Gone with the Wind: Collector’s Edition
Victor # Victoria
Love Story
Bullitt Strangers on a Train: Special Edition
The Sting
Men
Miracle on 34th Street
Brian’s Song
The Muppets Take Manhattan
The Princess Bride
The Jewel of the Nile
Some Like It Hot
12 Angry
Breakfast at Tiffany’s
Fiddler on the Roof
The Sound of Music The Parent Trap
The Birds
Notorious
Northwest
The Bridge on the River Kwai
It’s a Wonderful Life
and I
Mad Max Beyond Thunderdome
Das Boot
North by Stalag 17
To Sir
My Fair Lady: Special Edition
The King
Pollyanna
The Wizard of Oz: Collector’s Edition
Batman Begins
War Games
X!Men
Movie
Arthur
The Karate Kid
Splash: 20th The Shawshank Redemption: Anniversary Edition Special Edition
Stand and Deliver
F#X
Seven Years Secondhand Lions in Tibet The Hurricane
Colors
Falling Down
Urban Cowboy
Gladiator
The Tuskegee Airmen
My Dog Skip
Wall Street
Carlito’s Way
Menace II Society
Close Encounters of the Third Kind
Logan’s Run
Six Feet Under: Season 4
Casino: 10th Anniversary Edition
The Godfather
Cape Fear
Planet of the Apes
Soylent Green
Six Feet Under: Season 2
The Godfather
The Day the Earth Stood Still
Sky Captain and the World of Tomorrow
Superman: The
Tombstone Cocoon
Rocky
Saturday Night Fever
Mary Poppins
Star Trek: The Motion Picture
The Big Sleep
Rear Window
Story
Mr. Smith Goes to Washington
An Affair to Remember
The Man Who Knew Too Much
Rebecca
Patton
Spartacus
The Philadelphia
Ben!Hur: Collector’s Edition
Auntie Mame
Equilibrium
The X!Files: Fight the Future
X2: X!Men United
The Matrix
Harry Potter and the Prisoner of Azkaban
Red Dawn
The Abyss
Saving Private Ryan
Memphis Belle
Thirteen Days
Edition
The Natural
Bull Durham
61%
The Color of Money
Heat: Special
Witness
Rocky III
Roxanne
The Last of the Mohicans
Hoosiers Amistad
American History X
Donnie Brasco
A Bronx Tale
Season 2
Peggy Sue Got Married
Star Trek III: The Search for Spock
Starship Troopers
Star Trek V: The Final Frontier
Conan the Destroyer
Spider!Man 2
the Rain
Swiss Family Robinson
The Incredibles
It Happened One Night
An American in Paris
Harvey
The Fog of War
Dial M
Fahrenheit 9#11 for Murder The Great Escape
His Girl Friday
Singin’ in Oklahoma"
Indiana Jones and the Temple of Doom
Star Trek: Generations
The Quiet Man
The Ten Commandments
The Music Man
Control Room
The Thin Man
To Catch a Thief Mister Roberts
Operation Petticoat
The Poseidon Adventure
Chitty Chitty Bang Bang
Unforgiven
Star Trek: Nemesis
Man
Star Trek: First Contact
Raiders of the Lost Ark
Escape from Alcatraz
Star Trek VI: The Undiscovered Country
Star Trek: The Next Generation: Season 1
The Running
Star Trek: The Next Generation: Season 3
Indiana Jones and the Last Crusade
Star Trek: Insurrection
Lord of the Rings: The Fellowship of the Ring
Superman II
Rocky II
Black Hawk Down Rob Roy
Glory
Sleepers
Season 3
The Sopranos: Season 1 The Sopranos:
Stuff
Terminator 2: Extreme Edition
Star Wars: Episode II: Attack of the Clones
Rambo: First Blood: Ultimate Edition
The Bad News Bears
The Untouchables
Eight Men Out
Les Miserables Eat Drink Man Woman
Veronica Guerin
Rounders
Atlantis: The Lost Empire
Titan A.E.
The Right
Back to the Future Part II
Rocky IV
The Last of the Mohicans
No Way Out
Band of Brothers
The Boondock Saints
Lord of the Rings: The Two Towers
Sabrina
The Dirty Dozen
The Magnificent Seven
The Guns of Navarone
True Grit
The X!Files: Season 1
Sudden Impact
Magnum Force
Star Trek IV: The Voyage Home
The Man from Snowy River
Lord of the Rings: The Return of the King
Heartbreak Ridge
Boiler Room
Antz
The Road to El Dorado
Treasure Planet
Commando
Easy
Suicide Kings Luther
Dinosaur
Ice Age
Brother Bear !Theatrical Widescreen Version"
the Cimarron
Predator: Collector’s Edition
Somewhere in Time
A Christmas Story
The Big
Shrek !Full!screen"
The Prince of Egypt
Anastasia
The Sopranos: Season 5
Spirit: Stallion of
Final Fantasy: The Spirits Within
The Emperor’s
Brother Bear !Home Viewing Version"
Stuart Little
Stuart Little 2 Two Brothers
Mulan: Special Edition
Jaws 2
Dirty Harry
Star Trek II: The Wrath of Khan
Stargate SG!1: Season 1
RoboCop
Back to the Future Part III Bloodsport
The Good
Star Wars: Episode VI: Return of the Jedi
Star Wars: Episode V: The Empire Strikes Back
High Plains Drifter
A Fistful of Dollars
The Longest Day
Roman Holiday
Jeremiah Johnson
The Outlaw Josey Wales
Hang ’Em High
For a Few Dollars More
Lord of the Rings: The Two Towers: Extended Edition
Star Wars: Episode IV: A New Hope
The Longest Yard Silverado
The Land Before Time
Monsters A Bug’s Life
Homeward Bound: The Incredible Journey
Tarzan
Star Wars: Clone Wars: Vol. 1
Finding Nemo !Widescreen"
An American Tail
The Lion King: Special Edition The Movie
Aladdin: Platinum Edition
The Sword in the Stone
The Rescuers Down Under
The Fox and the Hound
Special Edition
Kelly’s Heroes
Pale Rider
Buffy the Vampire Slayer: Season 1
Buffy the Vampire Slayer: Season 3
Bowling for Columbine
The Corporation
Arsenic and Old Lace
Murder in the First
Friends: Season 2
Primal Fear Goldfinger
The Passion of the Christ Tremors
The Lord of the Rings: The Lord of the Rings: The Return Fellowship of the Ring: Extended Edition of the King: Extended Edition
Beauty and the Beast:
Charlotte’s Web
Bedknobs and Broomsticks
Bambi: Platinum Edition
Blue Collar Comedy Tour:
Peter Pan
Special Edition
The Phantom of the The Rescuers Opera: Special Edition Pete’s Dragon
Toy Story
Metallica: Some Kind of Monster
Friends: The Series Finale
The Best of Friends: Vol. 3
Season 1 Will & Grace: Season 1
Arlington Road
Chicken Run
Babe Buffy the Vampire Slayer: Season 4
Alice in Wonderland
Sleeping Beauty:
Season 4
Super Size Me
Outfoxed: Rupert Murdoch’s War on Journalism
Roger & Me
Sex and the City: Season 2
The Best of Friends: Vol. 2
Season 3 The Best of Friends: Vol. 4
Sex and the City:
Sex and the City:
The Game
Fantasia
The West Wing: Season 1
Robin Hood !Disney"
Fly Away Home
Friends: Season 1
What the $$%" Do We Know"?
Friends: Season 8
The Best of Friends: Vol. 1
Sex and the City:
The Best of Friends: Season 2
Friends: Season 3
Buffy the Vampire Slayer: Season 2
Friends: Season 9
Friends: Season 6
The Best of Friends: Season 4
The Best of Friends: Season 3
The Best of Friends: Season 1
Alias: Season 2 Fantasia 2000
Friends: Season 5
Friends: Season 4
Moulin Rouge
Friends: Season 7
CSI: Season 3
Wallace & Gromit in Three Amazing Adventures
Alias: Season 3
Moulin Rouge
CSI: Season 1
The Iron Giant: Special Edition
24: Season 3
Season 5
Sex and the City: Down With Love
Family Guy Presents: Stewie Griffin: The Untold Story
Produced by Yifan Hu, joint work with Emden Gansner, Stephen Kobourov & Chris Volinsky, Data from Yehuda Koren, Copyright AT&T
Arlington Road
Primal
Map of Movie Neighbors Goldfinger
Buffy the Vampire Slayer: Season 3
n
Star Wars: Episode IV: A New Hope
Predator: Collector’s Edition
Somewhere in Time
to the Future Part II
Terminator 2: Extreme Edition
Star Wars: Episode II: Attack of the Clones
Tombstone
Red Dawn
Superman: The Movie
Cocoon
The Karate Kid
X
Spider!Man 2
Th
Harry Potter and the Prisoner of Azkaban
War Game
Clas the T
X!Men Stargate
Back to the Future Taps
Star Gener
Conan the Destroyer
Spider!Man Arthur
Man
Indiana Jones and the Last Crusade
Raiders of the Lost Ark
Superman II
The Run
Star First
Star Trek: Insurrection
Lord of the Rings: The Fellowship of the Ring
Peggy Sue Got Married
Star Trek: The Next Generation: Season 3
The Man from Snowy River
Lord of the Rings: The Return of the King
Lord of the Rings: The Two Towers
Dirty Harry
Star Trek IV: The Voyage Home
Star Trek II: The Wrath of Khan
Stargate SG!1: Season 1
RoboCop
mando
The Good
Star Wars: Episode VI: Return of the Jedi
Star Wars: Episode V: The Empire Strikes Back
Hang Hig
For a Few Dollars More
Buffy the Vampire Slayer: Season 1
Lord of the Rings: The Two Towers: Extended Edition
Lord of the Rings: The Return of the King: Extended Edition
aws 2
Pale Rider
Batman Short Circuit
Enemy Mine
The Last Starfighter
Pirates of the Caribbean: The Curse Mave
All of Produced by Yifan Hu, joint work with Emden Gansner, Stephen Kobourov & Chris Volinsky, Data from of Yehuda Koren, Pearl Copyright AT&T the Black
Innerspace
The First Progress Prize One day before the deadline…
The Power of Teamwork • First Progress Prize – joins forces with for 8.38% improvement – BellKor improves to 8.43%, wins $50,000
• Second Progress Prize – BigChaos joins BellKor for 9.44% and $50,000
• Grand Prize Team (GPT) founded by + – Anyone could join – The more you improve the GPT score, the bigger your share of the $1 million Grand Prize
The Last Call
• Remaining teams had 30 days to respond • Over the next 24 days, 30 individuals from 11 countries combined forces to challenge BPC
The Ensemble •
Grand Prize Team
•
– Gravity
• Gabor Takacs, Istvan Pilaszy, Bo)yan Nemeth, Domonkos Tikk
– Dinosaur Planet
• David Lin, Lester Mackey, David Weiss
– – – – – – –
Joe Sill Ces BerDno Dan Nabutovsky William Roberts Wojtek Kulik Willem Mestrom David Purdy
Vandelay Industries! – – – – – – – – – –
Greg McAlpin Bill Bame Bo Yang Chris Hefele Jeff Howbert Xiang Liang Larry Ya Luo Aron Miller Steve Pagliarulo Opera SoluDons
• Bruce Deng, Peng Zhou, Priyanka Rastog, Arvind Gangadha, Jacob Spoelstra
– – – – –
Craig Carmichael Mike Linacre Edward de Grijs Clive Gifford Feeds2
• Nicholas Ampazis, George Tsagas
Learn more at h)p://the-‐ensemble.com/
The Road to the Grand Prize • Next to Last Day – The Ensemble submits – 10.09% improvement on Quiz Set
• Final Day, 6:18pm – BellKor’s PragmaDc Chaos responds – 10.09% improvement on Quiz Set
• Final Day, 6:38pm – The Ensemble makes its final submission – 10.10% improvement on Quiz Set
• Final Day, 6:42pm: Contest closes
The Other Road to the Grand Prize • Next to Last Day – The Ensemble submits – 10.05% improvement on Test Set
• Final Day, 6:18pm – BellKor’s PragmaDc Chaos responds – 10.06% improvement on Test Set
• Final Day, 6:38pm – The Ensemble makes its final submission – 10.06% improvement on Test Set
• Tie breaker: Time of submission
The End
Copyright AT&T