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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

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  

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