五、Pandas玩转数据
Series的简单运算
import numpy as np import pandas as pd s1=pd.Series([1,2,3],index=['A','B','C']) print(s1)
结果：
A 1 B 2 C 3 dtype: int64
s2=pd.Series([4,5,6,7],index=['B','C','D','E']) print(s2)
结果：
B 4 C 5 D 6 E 7 dtype: int64
print(s1+s2)#对应的index相加，NaN与任何数相加都为NaN
结果：
A NaN B 6.0 C 8.0 D NaN E NaN dtype: float64
DataFrame的简单数学计算
df1=pd.DataFrame(np.arange(4).reshape(2,2),index=['A','B'],columns=['BJ','SH']) df1
结果：
| BJ | SH | |
|---|---|---|
| A | 0 | 1 |
| B | 2 | 3 |
df2=pd.DataFrame(np.arange(9).reshape(3,3),index=['A','B','C'],columns=['BJ','SH','GZ']) df2
结果：
BJ SH GZ A 0 1 2 B 3 4 5 C 6 7 8
df1+df2
结果：
| BJ | GZ | SH | |
|---|---|---|---|
| A | 0.0 | NaN | 2.0 |
| B | 5.0 | NaN | 7.0 |
| C | NaN | NaN | NaN |
df3=pd.DataFrame([[1,2,3],[4,5,np.nan],[7,8,9]],index=['A','B','C'],columns=['c1','c2','c3']) df3
结果：
| c1 | c2 | c3 | |
|---|---|---|---|
| A | 1 | 2 | 3.0 |
| B | 4 | 5 | NaN |
| C | 7 | 8 | 9.0 |
df3.sum()#求每一列的和df3.sum(axis=0)，为默认情况 #NaN与任何数相加都为NaN在这里不成立，会被忽略 df3.sum(axis=0)
结果：
c1 12.0 c2 15.0 c3 12.0 dtype: float64
df3.sum(axis=1)#求每一行的和
结果：
A 6.0 B 9.0 C 24.0 dtype: float64
df3.min(axis=1)#求每一行的最小值
结果：
A 1.0 B 4.0 C 7.0 dtype: float64
df3.min()#求每一列的最小值，axis默认为0
结果：
c1 1.0 c2 2.0 c3 3.0 dtype: float64
df3.max(axis=1)#求每一行的最大值
结果：
A 3.0 B 5.0 C 9.0 dtype: float64
df3.max()#求每一列的最大值 默认axis=0,可以不写，也可以写
结果：
df3.max(axis=0) df3.max(axis=0) c1 7.0 c2 8.0 c3 9.0 dtype: float64
print(df3) df3.describe()
结果：
c1 c2 c3 A 1 2 3.0 B 4 5 NaN C 7 8 9.0 c1 c2 c3 count 3.0 3.0 2.000000 mean 4.0 5.0 6.000000 std 3.0 3.0 4.242641 min 1.0 2.0 3.000000 25% 2.5 3.5 4.500000 50% 4.0 5.0 6.000000 75% 5.5 6.5 7.500000 max 7.0 8.0 9.000000
Series和DataFrame的排序
Series的排序
import numpy as np import pandas as pd s1=pd.Series(np.random.randn(10)) print(s1)
结果：
0 0.273798
1 0.289233
2 1.237121
3 -1.233224
4 0.469524
5 1.141868
6 -0.183070
7 0.025885
8 -1.222142
9 -2.315466
dtype: float64
print(s1.index)
结果： RangeIndex(start=0, stop=10, step=1)
print(s1.values)
结果：
[ 0.27379799 0.28923273 1.2371214 -1.23322384 0.46952354 1.14186796 -0.18307012 0.0258855 -1.22214158 -2.31546583]
s2=s1.sort_values()#按照value从小到大排序 升序 s1.sort_values(ascending=True)的默认状态 s2
结果：
9 -2.315466 3 -1.233224 8 -1.222142 6 -0.183070 7 0.025885 0 0.273798 1 0.289233 4 0.469524 5 1.141868 2 1.237121 dtype: float64
s3=s1.sort_values(ascending=False)#按照value从大到小排序 降序 s1.sort_values() s3
结果：
2 1.237121 5 1.141868 4 0.469524 1 0.289233 0 0.273798 7 0.025885 6 -0.183070 8 -1.222142 3 -1.233224 9 -2.315466 dtype: float64
s3.sort_index() #按照index升序排序 s3.sort_index(ascending=True) 用法同上
结果：
0 0.273798
1 0.289233
2 1.237121
3 -1.233224
4 0.469524
5 1.141868
6 -0.183070
7 0.025885
8 -1.222142
9 -2.315466
dtype: float64
s3.sort_index(ascending=False) #按照index降序排序
结果：
9 -2.315466 8 -1.222142 7 0.025885 6 -0.183070 5 1.141868 4 0.469524 3 -1.233224 2 1.237121 1 0.289233 0 0.273798 dtype: float64
DataFrame的排序
df1=pd.DataFrame(np.random.randn(40).reshape(8,5),columns=['A','B','C','D','E']) df1
结果：
A B C D E
0 0.905801 0.175471 -1.585303 -1.915061 1.836884
1 -0.252702 -0.558984 2.842061 0.970390 0.953489
2 0.179889 0.047291 -0.885817 -1.976746 0.550379
3 -0.474380 2.231706 0.598123 0.932423 0.020187
4 0.928207 1.795479 -0.282512 0.124643 0.838568
5 -0.379579 -1.095380 -0.311237 0.617584 0.176183
6 0.805111 -0.167696 -0.804735 0.302636 0.572890
7 -0.916164 -0.945223 -1.243915 0.076528 -0.329071
df1['A'].sort_values()#按照columns排序,只将一个排序，例如按A排序 升序 若降序，只需要将ascending=False
结果：
3 0.942481 5 0.492404 6 0.428698 0 0.326439 7 -0.121055 4 -0.305747 2 -0.969151 1 -1.416064 Name: A, dtype: float64
df2=df1.sort_values('A')#按照columns排序,例如按照A排序（所有） 升序 若降序，只需要将ascending=False
df2
结果：
A B C D E
0 -1.205872 -0.034979 -0.606394 1.640459 1.331915
3 -1.181045 1.321090 -1.268959 -0.267192 -0.739099
4 -0.866454 -0.691839 1.692946 0.211054 0.472582
2 -0.541960 -0.243416 -2.519111 1.538162 0.588078
5 -0.097114 0.307158 -0.980494 0.772612 0.598980
1 0.810430 -0.411463 0.597773 2.171535 -0.245352
6 1.603745 -0.045395 1.114735 1.398028 -0.365051
7 1.747933 -0.585225 -1.624949 -0.445355 -1.159170
df2.sort_index() #按照index升序 若降序，只需要将ascending=False
结果：
A B C D E
0 -0.817804 1.504214 -0.833183 0.354003 -0.687675
1 -0.525027 -0.049471 -0.649476 -0.954940 -0.612652
2 0.647480 -1.389648 -0.265451 0.887280 0.688814
3 -0.240461 -1.476496 0.433779 -0.328341 0.903952
4 0.454573 -0.069906 -0.470428 -0.025962 -0.293685
5 -0.231536 0.827154 -2.069420 -1.272940 -0.302424
6 0.597109 0.183659 -0.304609 1.273749 -0.905475
7 2.293295 0.079379 -0.614976 1.543946 -1.399855
举例：imdb.csv 文件内容：
movie_title director_name imdb_score 2765 Towering Inferno John Blanchard 9.5 1937 The Shawshank Redemption Frank Darabont 9.3 3466 The Godfather Francis Ford Coppola 9.2 4409 Kickboxer: Vengeance John Stockwell 9.1 2824 Dekalog 9.1 3207 Dekalog 9.1 66 The Dark Knight Christopher Nolan 9 2837 The Godfather: Part II Francis Ford Coppola 9 3481 Fargo 9 339 The Lord of the Rings: The Return of the King Peter Jackson 8.9 4822 12 Angry Men Sidney Lumet 8.9 4498 The Good, the Bad and the Ugly Sergio Leone 8.9 3355 Pulp Fiction Quentin Tarantino 8.9 1874 Schindler's List Steven Spielberg 8.9 683 Fight Club David Fincher 8.8 836 Forrest Gump Robert Zemeckis 8.8 270 The Lord of the Rings: The Fellowship of the Ring Peter Jackson 8.8 2051 Star Wars: Episode V - The Empire Strikes Back Irvin Kershner 8.8 97 Inception Christopher Nolan 8.8 1842 It's Always Sunny in Philadelphia 8.8 459 Daredevil 8.8 1620 Friday Night Lights 8.7 1818 The Honeymooners 8.7 654 The Matrix Lana Wachowski 8.7 4468 Queen of the Mountains Sadyk Sher-Niyaz 8.7 3867 One Flew Over the Cuckoo's Nest Milos Forman 8.7 340 The Lord of the Rings: The Two Towers Peter Jackson 8.7 3024 Star Wars: Episode IV - A New Hope George Lucas 8.7 4747 Seven Samurai Akira Kurosawa 8.7 4924 Butterfly Girl Cary Bell 8.7 4372 A Beginner's Guide to Snuff Mitchell Altieri 8.7 3579 Gomorrah 8.7 1903 Goodfellas Martin Scorsese 8.7 4029 City of God Fernando Meirelles 8.7 648 Saving Private Ryan Steven Spielberg 8.6 1600 Se7en David Fincher 8.6 3175 American History X Tony Kaye 8.6 2373 Spirited Away Hayao Miyazaki 8.6 1499 Luther 8.6 404 Hannibal 8.6 2158 The Silence of the Lambs Jonathan Demme 8.6 4049 It's a Wonderful Life Frank Capra 8.6 96 Interstellar Christopher Nolan 8.6 4526 Casablanca Michael Curtiz 8.6 3766 Once Upon a Time in the West Sergio Leone 8.6 4427 Modern Times Charles Chaplin 8.6 3816 Running Forever Mike Mayhall 8.6 3592 The Usual Suspects Bryan Singer 8.6 2952 Spartacus: War of the Damned 8.6 3277 Alien Ridley Scott 8.5 3716 Memento Christopher Nolan 8.5 2363 Back to the Future Robert Zemeckis 8.5 288 Terminator 2: Judgment Day James Cameron 8.5 2152 Raiders of the Lost Ark Steven Spielberg 8.5 1448 The Pianist Roman Polanski 8.5 3 The Dark Knight Rises Christopher Nolan 8.5 3931 Samsara Ron Fricke 8.5 4921 Children of Heaven Majid Majidi 8.5 296 Django Unchained Quentin Tarantino 8.5 361 The Departed Martin Scorsese 8.5 4869 Happy Valley 8.5 3870 Airlift Raja Menon 8.5 4028 Whiplash Damien Chazelle 8.5 509 The Lion King Roger Allers 8.5 1664 Entourage 8.5 1233 The Prestige Christopher Nolan 8.5 4359 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb Stanley Kubrick 8.5 1035 Outlander 8.5 712 The Green Mile Frank Darabont 8.5 1571 Apocalypse Now Francis Ford Coppola 8.5 2242 Psycho Alfred Hitchcock 8.5 283 Gladiator Ridley Scott 8.5 4259 The Lives of Others Florian Henckel von Donnersmarck 8.5 4017 Batman: The Dark Knight Returns, Part 2 Jay Oliva 8.4 4937 A Charlie Brown Christmas Bill Melendez 8.4 2686 U2 3D Catherine Owens 8.4 4496 Reservoir Dogs Quentin Tarantino 8.4 857 Stargate SG-1 8.4 3982 M*A*S*H 8.4 2606 American Beauty Sam Mendes 8.4 2644 Lawrence of Arabia David Lean 8.4 4105 Oldboy Chan-wook Park 8.4 4748 The Other Dream Team Marius A. Markevicius 8.4 2486 Aliens James Cameron 8.4 573 Braveheart Mel Gibson 8.4 1714 Once Upon a Time in America Sergio Leone 8.4 4253 To Kill a Mockingbird Robert Mulligan 8.4 1536 Star Wars: Episode VI - Return of the Jedi Richard Marquand 8.4 2970 Das Boot Wolfgang Petersen 8.4 1504 Lion of the Desert Moustapha Akkad 8.4 4659 A Separation Asghar Farhadi 8.4 1298 Amélie Jean-Pierre Jeunet 8.4 3871 Anne of Green Gables 8.4 3661 The Inbetweeners 8.4 2323 Princess Mononoke Hayao Miyazaki 8.4 3849 Requiem for a Dream Darren Aronofsky 8.4 3623 Veronica Mars 8.4 3685 Rang De Basanti Rakeysh Omprakash Mehra 8.4 2362 The Shining Stanley Kubrick 8.4 3807 Psych 8.4 58 WALL·E Andrew Stanton 8.4 1329 Baahubali: The Beginning S.S. Rajamouli 8.4 4155 Some Like It Hot Billy Wilder 8.3 1416 L.A. Confidential Curtis Hanson 8.3 3079 2001: A Space Odyssey Stanley Kubrick 8.3 4077 Judgment at Nuremberg Stanley Kramer 8.3 4069 The Apartment Billy Wilder 8.3 2223 Eternal Sunshine of the Spotless Mind Michel Gondry 8.3 4688 Hoop Dreams Steve James 8.3 588 Inglourious Basterds Quentin Tarantino 8.3 3668 The Sting George Roy Hill 8.3 1906 Scarface Brian De Palma 8.3 2829 Downfall Oliver Hirschbiegel 8.3 1039 Indiana Jones and the Last Crusade Steven Spielberg 8.3 3089 Good Will Hunting Gus Van Sant 8.3 4972 Peace, Propaganda & the Promised Land Sut Jhally 8.3 2425 Raging Bull Martin Scorsese 8.3 4178 Singin' in the Rain Stanley Donen 8.3 4885 The Big Parade King Vidor 8.3 2866 Room Lenny Abrahamson 8.3 67 Up Pete Docter 8.3 1588 Toy Story John Lasseter 8.3 1947 Shaun the Sheep 8.3 3117 Snatch Guy Ritchie 8.3 4286 No End in Sight Charles Ferguson 8.3 4535 Taxi Driver Martin Scorsese 8.3 4274 Inside Job Charles Ferguson 8.3 3643 Lake of Fire Tony Kaye 8.3 3903 The Great Escape John Sturges 8.3 4795 Monty Python and the Holy Grail Terry Gilliam 8.3 3017 Snatch Guy Ritchie 8.3 43 Toy Story 3 Lee Unkrich 8.3 2407 Amadeus Milos Forman 8.3 120 Batman Begins Christopher Nolan 8.3 4774 The Sound and the Shadow Justin Paul Miller 8.3 4033 The Hunt Thomas Vinterberg 8.3 3397 Preacher 8.3 1133 The Returned 8.3 2760 Unforgiven Clint Eastwood 8.3 543 Life 8.3 2734 Metropolis Fritz Lang 8.3 78 Inside Out Pete Docter 8.3 4000 The Secret in Their Eyes Juan José Campanella 8.2 2250 Into the Wild Sean Penn 8.2 1359 The Thing John Carpenter 8.2 508 A Beautiful Mind Ron Howard 8.2 4458 Lock, Stock and Two Smoking Barrels Guy Ritchie 8.2 3550 Incendies Denis Villeneuve 8.2 4585 The Act of Killing Joshua Oppenheimer 8.2 3970 Gone with the Wind Victor Fleming 8.2 4945 The Brain That Sings Amal Al-Agroobi 8.2 4050 Trainspotting Danny Boyle 8.2 4474 Rebecca Alfred Hitchcock 8.2 4824 It Happened One Night Frank Capra 8.2 2703 The Big Lebowski Joel Coen 8.2 308 The Wolf of Wall Street Martin Scorsese 8.2 920 Casino Martin Scorsese 8.2 2047 Howl's Moving Castle Hayao Miyazaki 8.2 1777 Blade Runner Ridley Scott 8.2 2551 Pan's Labyrinth Guillermo del Toro 8.2 1978 Warrior Gavin O'Connor 8.2 98 Godzilla Resurgence Hideaki Anno 8.2 204 Godzilla Resurgence Hideaki Anno 8.2 93 How to Train Your Dragon Dean DeBlois 8.2 3650 Emma 8.2 4444 Growing Up Smith Frank Lotito 8.2 1754 Die Hard John McTiernan 8.2 4787 Rise of the Entrepreneur: The Search for a Better Way Joe Kenemore 8.2 3604 War & Peace 8.2 1710 Trapped 8.2 338 Finding Nemo Andrew Stanton 8.2 2629 The Deer Hunter Michael Cimino 8.2 4404 Mr. Smith Goes to Washington Frank Capra 8.2 27 Captain America: Civil War Anthony Russo 8.2 3713 The Elephant Man David Lynch 8.2 3490 Buffy the Vampire Slayer 8.2 4803 Home Movies 8.2 4066 The Bridge on the River Kwai David Lean 8.2 4809 Cries & Whispers Ingmar Bergman 8.2 4638 On the Waterfront Elia Kazan 8.2 1869 Gran Torino Clint Eastwood 8.2 960 V for Vendetta James McTeigue 8.2 4160 Lage Raho Munna Bhai Rajkumar Hirani 8.2 5001 The Last Waltz Martin Scorsese 8.2 4530 Rocky John G. Avildsen 8.1 4281 Strangers with Candy 8.1 278 The Martian Ridley Scott 8.1 4289 In the Shadow of the Moon David Sington 8.1 4271 Touching the Void Kevin Macdonald 8.1 1578 The Grand Budapest Hotel Wes Anderson 8.1 4267 Amores Perros Alejandro G. Iñárritu 8.1 2590 Hachi: A Dog's Tale Lasse Hallström 8.1 3582 Platoon Oliver Stone 8.1 1084 Prisoners Denis Villeneuve 8.1 3048 Barry Lyndon Stanley Kubrick 8.1 2651 The Princess Bride Rob Reiner 8.1 2614 The Imitation Game Morten Tyldum 8.1 238 Monsters, Inc. Pete Docter 8.1 4348 The Square Jehane Noujaim 8.1 1181 The Sixth Sense M. Night Shyamalan 8.1 2594 Lilyhammer 8.1 1213 Sin City Frank Miller 8.1 3854 Donnie Darko Richard Kelly 8.1 3575 The Terminator James Cameron 8.1 1061 Solaris Andrei Tarkovsky 8.1 4838 Nothing But a Man Michael Roemer 8.1 2194 Spotlight Tom McCarthy 8.1 4461 The Celebration Thomas Vinterberg 8.1 3584 Butch Cassidy and the Sundance Kid George Roy Hill 8.1 1604 Million Dollar Baby Clint Eastwood 8.1 685 The Missing 8.1 4920 Archaeology of a Woman Sharon Greytak 8.1 2480 Hotel Rwanda Terry George 8.1 4157 The Wizard of Oz Victor Fleming 8.1 4690 Destiny Joseph Kosinski 8.1 2088 Gandhi Richard Attenborough 8.1 4687 High Noon Fred Zinnemann 8.1 4682 The Conformist Bernardo Bertolucci 8.1 2830 The Sea Inside Alejandro Amenábar 8.1 812 Deadpool Tim Miller 8.1 3362 Stand by Me Rob Reiner 8.1 4912 Ordet Carl Theodor Dreyer 8.1 1911 There Will Be Blood Paul Thomas Anderson 8.1 4061 Cat on a Hot Tin Roof Richard Brooks 8.1 2870 Del 1 - Män som hatar kvinnor Niels Arden Oplev 8.1 128 Mad Max: Fury Road George Miller 8.1 4041 The Man Who Shot Liberty Valance John Ford 8.1 855 Kill Bill: Vol. 1 Quentin Tarantino 8.1 4034 A Christmas Story Bob Clark 8.1 3969 Network Sidney Lumet 8.1 2755 Groundhog Day Harold Ramis 8.1 1373 Rush Ron Howard 8.1 3423 Akira Katsuhiro Ôtomo 8.1 1875 The Help Tate Taylor 8.1 95 Guardians of the Galaxy James Gunn 8.1 1885 No Country for Old Men Ethan Coen 8.1 4190 Before Sunrise Richard Linklater 8.1 794 The Avengers Joss Whedon 8.1 3553 Elite Squad José Padilha 8.1 183 The Bourne Ultimatum Paul Greengrass 8.1 205 Pirates of the Caribbean: The Curse of the Black Pearl Gore Verbinski 8.1 3881 Animal Kingdom 8.1 2914 Tae Guk Gi: The Brotherhood of War Je-kyu Kang 8.1 697 Jurassic Park Steven Spielberg 8.1 3889 Annie Hall Woody Allen 8.1 17 The Avengers Joss Whedon 8.1 2174 12 Years a Slave Steve McQueen 8.1 715 Gone Girl David Fincher 8.1 4238 The Best Years of Our Lives William Wyler 8.1 719 The Truman Show Peter Weir 8.1 452 Shutter Island Martin Scorsese 8.1 4708 Woodstock Michael Wadleigh 8.1 179 The Revenant Alejandro G. Iñárritu 8.1 2835 Black Swan Darren Aronofsky 8 1868 Rain Man Barry Levinson 8 3741 Shaun of the Dead Edgar Wright 8 2916 The Exorcist William Friedkin 8 4664 Pandora's Box Georg Wilhelm Pabst 8 4716 Light from the Darkroom Lance McDaniel 8 2712 In Bruges Martin McDonagh 8 2700 Brazil Terry Gilliam 8 4476 The Lost Weekend Billy Wilder 8 1217 JFK Oliver Stone 8 1747 Aladdin Ron Clements 8 2739 The Return Andrey Zvyagintsev 8 391 Cinderella Man Ron Howard 8 2907 Dancer in the Dark Lars von Trier 8 349 The Incredibles Brad Bird 8 2802 The Diving Bell and the Butterfly Julian Schnabel 8 2917 Jaws Steven Spielberg 8 286 Casino Royale Martin Campbell 8 2944 Casino Royale Martin Campbell 8 3630 The Wild Bunch Sam Peckinpah 8 307 Blood Diamond Edward Zwick 8 3714 Dallas Buyers Club Jean-Marc Vallée 8 1782 Winged Migration Jacques Perrin 8 2937 Patton Franklin J. Schaffner 8 2898 True Romance Tony Scott 8 2723 Mulholland Drive David Lynch 8 2884 The Perks of Being a Wallflower Stephen Chbosky 8 911 Catch Me If You Can Steven Spielberg 8 3280 Fiddler on the Roof Norman Jewison 8 2356 Dances with Wolves Kevin Costner 8 2539 Dead Poets Society Peter Weir 8 4261 The Hustler Robert Rossen 8 3179 The Straight Story David Lynch 8 3887 Night of the Living Dead George A. Romero 8 2762 Slumdog Millionaire Danny Boyle 8 2058 Her Spike Jonze 8 1501 Blood In, Blood Out Taylor Hackford 8 3821 Sling Blade Billy Bob Thornton 8 3287 Sicko Michael Moore 8 4884 Give Me Shelter Kristin Rizzo 8 4158 Young Frankenstein Mel Brooks 8 160 Star Trek J.J. Abrams 8 3344 My Name Is Khan Karan Johar 8 4897 A Fistful of Dollars Sergio Leone 8 4144 Central Station Walter Salles 8 3906 Boyhood Richard Linklater 8 3359 The Sound of Music Robert Wise 8 4096 Days of Heaven Terrence Malick 8 4914 The Man from Earth Richard Schenkman 8 4054 Bowling for Columbine Michael Moore 8 851 The Pursuit of Happyness Gabriele Muccino 8 4040 Rosemary's Baby Roman Polanski 8 119 Ratatouille Brad Bird 8 858 Kill Bill: Vol. 2 Quentin Tarantino 8 1374 Magnolia Paul Thomas Anderson 8 3992 In Cold Blood Richard Brooks 8 3429 Mr. Church Bruce Beresford 8 1334 Serenity Joss Whedon 8 4951 Night of the Living Dead George A. Romero 8 4266 Before Sunset Richard Linklater 8 3026 Doctor Zhivago David Lean 8 4810 Intolerance: Love's Struggle Throughout the Ages D.W. Griffith 8 2607 The King's Speech Tom Hooper 8 4358 A Streetcar Named Desire Elia Kazan 8 3456 Persepolis Vincent Paronnaud 8 1603 Mystic River Clint Eastwood 8 1601 District 9 Neill Blomkamp 8 47 X-Men: Days of Future Past Bryan Singer 8 1008 The Iron Giant Brad Bird 8 602 Big Fish Tim Burton 8 4387 You Can't Take It with You Frank Capra 8 4284 Waltz with Bashir Ari Folman 8 223 Life of Pi Ang Lee 8 4826 Tupac: Resurrection Lauren Lazin 8 2545 The Artist Michel Hazanavicius 8 3983 Midnight Cowboy John Schlesinger 7.9 845 Captain Phillips Paul Greengrass 7.9 3361 Little Miss Sunshine Jonathan Dayton 7.9 3084 Lovesick 7.9 4082 Before Midnight Richard Linklater 7.9 4076 Elmer Gantry Richard Brooks 7.9 3029 The Fighter David O. Russell 7.9 3510 Veer-Zaara Yash Chopra 7.9 4415 Nine Queens Fabián Bielinsky 7.9 3080 E.T. the Extra-Terrestrial Steven Spielberg 7.9 3677 The Chorus Christophe Barratier 7.9 1713 Glory Edward Zwick 7.9 3680 Do the Right Thing Spike Lee 7.9 4640 4 Months, 3 Weeks and 2 Days Cristian Mungiu 7.9 525 Children of Men Alfonso Cuarón 7.9 1884 The Untouchables Brian De Palma 7.9 927 Shrek Andrew Adamson 7.9 3968 A Man for All Seasons Fred Zinnemann 7.9 1871 Taken Pierre Morel 7.9 4396 The Conversation Francis Ford Coppola 7.9 3452 Crash Paul Haggis 7.9 3768 Moon Duncan Jones 7.9 2919 Ernest & Celestine Stéphane Aubier 7.9 3357 Nightcrawler Dan Gilroy 7.9 962 Unforgotten 7.9 3174 Bones 7.9 1748 Straight Outta Compton F. Gary Gray 7.9 3193 Crash Paul Haggis 7.9 706 The Hateful Eight Quentin Tarantino 7.9 3864 Lilya 4-Ever Lukas Moodysson 7.9 4304 Eureka 7.9 716 The Bourne Identity Doug Liman 7.9 1171 Hero Yimou Zhang 7.9 3264 Amour Michael Haneke 7.9 3535 The Boondock Saints Troy Duffy 7.9 639 The Insider Michael Mann 7.9 1802 Limitless 7.9 1807 The Blues Brothers John Landis 7.9 1735 Walk the Line James Mangold 7.9 4499 The Second Mother Anna Muylaert 7.9 4186 Hud Martin Ritt 7.9 1813 The Right Stuff Philip Kaufman 7.9 4174 Riding Giants Stacy Peralta 7.9 3329 Star Wars: The Clone Wars 7.9 3657 The Train John Frankenheimer 7.9 788 Almost Famous Cameron Crowe 7.9 2863 Letters from Iwo Jima Clint Eastwood 7.9 1606 The Notebook Nick Cassavetes 7.9 4554 Food, Inc. Robert Kenner 7.9 4115 BrainDead 7.9 3595 The Wrestler Darren Aronofsky 7.9 0 Avatar James Cameron 7.9 2727 The Company 7.9 2493 Hero Yimou Zhang 7.9 4992 Bending Steel Dave Carroll 7.9 23 The Hobbit: The Desolation of Smaug Peter Jackson 7.9 2449 Ed Wood Tim Burton 7.9 89 Big Hero 6 Don Hall 7.9 353 Toy Story 2 John Lasseter 7.9 2487 My Fair Lady George Cukor 7.9 2492 Halloween John Carpenter 7.9 4821 Halloween John Carpenter 7.9 2558 Hot Fuzz Edgar Wright 7.9 69 Iron Man Jon Favreau 7.9 2667 Boogie Nights Paul Thomas Anderson 7.9 2619 Halloween John Carpenter 7.9 2605 Crouching Tiger, Hidden Dragon Ang Lee 7.9 2177 Edward Scissorhands Tim Burton 7.9 4931 Once John Carney 7.9 2418 Glory Edward Zwick 7.9 2666 The Remains of the Day James Ivory 7.9 162 How to Train Your Dragon 2 Dean DeBlois 7.9 75 Edge of Tomorrow Doug Liman 7.9 1993 The World's Fastest Indian Roger Donaldson 7.9 99 The Hobbit: An Unexpected Journey Peter Jackson 7.9 4079 Robot Chicken 7.8 4481 How Green Was My Valley John Ford 7.8 4080 Red River Howard Hawks 7.8 4088 Water Deepa Mehta 7.8 1196 The Conjuring 2 James Wan 7.8 2454 Hamlet Kenneth Branagh 7.8 4102 Happiness Todd Solondz 7.8 2460 The White Ribbon Michael Haneke 7.8 2611 The Color Purple Steven Spielberg 7.8 4093 Willy Wonka & the Chocolate Factory Mel Stuart 7.8 2959 Nebraska Alexander Payne 7.8 2973 About Time Richard Curtis 7.8 1056 Earth Deepa Mehta 7.8 2133 South Park: Bigger Longer & Uncut Trey Parker 7.8 2414 Birdman or (The Unexpected Virtue of Ignorance) Alejandro G. Iñárritu 7.8 1756 The Big Short Adam McKay 7.8 1393 Gattaca Andrew Niccol 7.8 1397 The Hangover Todd Phillips 7.8 4047 Goldfinger Guy Hamilton 7.8 504 Oceans Jacques Perrin 7.8 2119 Joyeux Noel Christian Carion 7.8 2653 Drive Nicolas Winding Refn 7.8 2118 Black Book Paul Verhoeven 7.8 4493 Lucky Number Slevin Paul McGuigan 7.8 3624 Hedwig and the Angry Inch John Cameron Mitchell 7.8 516 The Little Prince Mark Osborne 7.8 2947 The Fault in Our Stars Josh Boone 7.8 3373 Kicks Justin Tipping 7.8 290 American Gangster Ridley Scott 7.8 1188 Back to the Future Part II Robert Zemeckis 7.8 975 The Game David Fincher 7.8 4168 Blazing Saddles Mel Brooks 7.8 3556 Boyz n the Hood John Singleton 7.8 195 Harry Potter and the Prisoner of Azkaban Alfonso Cuarón 7.8 4880 UnDivided Sam Martin 7.8 4225 Fantasia James Algar 7.8 1592 Remember the Titans Boaz Yakin 7.8 4226 The French Connection William Friedkin 7.8 4318 Gangster's Paradise: Jerusalema Ralph Ziman 7.8 48 Star Trek Into Darkness J.J. Abrams 7.8 3586 Ordinary People Robert Redford 7.8 3585 Mary Poppins Robert Stevenson 7.8 1436 Donnie Brasco Mike Newell 7.8 2547 Moonrise Kingdom Wes Anderson 7.8 2542 The Verdict Sidney Lumet 7.8 4282 Hamlet Kenneth Branagh 7.8 3835 Dear Frankie Shona Auerbach 7.8 5008 Clerks Kevin Smith 7.8 3161 Office Space Mike Judge 7.8 1236 Apocalypto Mel Gibson 7.8 3101 The Longest Day Ken Annakin 7.8 3856 Character Mike van Diem 7.8 4816 Murderball Henry Alex Rubin 7.8 4353 Man on Wire James Marsh 7.8 1052 3:10 to Yuma James Mangold 7.8 3888 Lost in Translation Sofia Coppola 7.8 1211 The Last of the Mohicans Michael Mann 7.8 4171 Maurice James Ivory 7.8 1638 Atonement Joe Wright 7.8 767 The Lego Movie Phil Lord 7.8 2180 The French Connection William Friedkin 7.8 3058 What's Eating Gilbert Grape Lasse Hallström 7.8 30 Skyfall Sam Mendes 7.8 4388 From Here to Eternity Fred Zinnemann 7.8 4385 The Lunchbox Ritesh Batra 7.8 994 A Touch of Frost 7.8 4375 Run Lola Run Tom Tykwer 7.8 246 Gravity Alfonso Cuarón 7.8 2004 The Best Offer Giuseppe Tornatore 7.8 1295 Fantastic Mr. Fox Wes Anderson 7.8 4263 The Triplets of Belleville Sylvain Chomet 7.8 101 The Curious Case of Benjamin Button David Fincher 7.8 4706 Top Hat Mark Sandrich 7.8 3989 Empire 7.8 364 The Girl with the Dragon Tattoo David Fincher 7.8 2906 The Boy in the Striped Pajamas Mark Herman 7.8 398 The Bourne Supremacy Paul Greengrass 7.8 400 Ocean's Eleven Steven Soderbergh 7.8 90 Wreck-It Ralph Rich Moore 7.8 1346 3rd Rock from the Sun 7.8 79 The Jungle Book Jon Favreau 7.8 2904 The Prisoner of Zenda John Cromwell 7.8 5036 The Mongol King Anthony Vallone 7.8 7 Tangled Nathan Greno 7.8 2900 Glengarry Glen Ross James Foley 7.8 3493 Skyfall Sam Mendes 7.8 2137 Silver Linings Playbook David O. Russell 7.8 2256 Kung Fu Hustle Stephen Chow 7.8 1908 The Last Emperor Bernardo Bertolucci 7.8 2384 Indignation James Schamus 7.8 1138 The Fugitive Andrew Davis 7.8 1846 O Brother, Where Art Thou? Joel Coen 7.8 877 Changeling Clint Eastwood 7.8 422 All That Jazz Bob Fosse 7.8 1805 The Jungle Book Jon Favreau 7.8 1898 Finding Neverland Marc Forster 7.8 3985 Airplane! Jim Abrahams 7.8 1892 Tombstone George P. Cosmatos 7.8 2406 Predator John McTiernan 7.8 4003 Evil Dead II Sam Raimi 7.8 1812 Lucky Number Slevin Paul McGuigan 7.8 86 Captain America: The Winter Soldier Anthony Russo 7.8 2859 Being John Malkovich Spike Jonze 7.8 3960 Hell's Angels Howard Hughes 7.8 1776 Pride & Prejudice Joe Wright 7.8 102 X-Men: First Class Matthew Vaughn 7.8 610 Stardust Matthew Vaughn 7.7 4781 Bloody Sunday Paul Greengrass 7.7 1627 Midnight in Paris Woody Allen 7.7 3607 The Last King of Scotland Kevin Macdonald 7.7 3943 Buen Día, Ramón Jorge Ramírez Suárez 7.7 893 Seven Pounds Gabriele Muccino 7.7 1137 Argo Ben Affleck 7.7 2466 Carlos 7.7 3309 The Wailing Hong-jin Na 7.7 2386 Adaptation. Spike Jonze 7.7 1816 Dark City Alex Proyas 7.7 3565 Nowhere in Africa Caroline Link 7.7 1212 Ray Taylor Hackford 7.7 3574 Control Anton Corbijn 7.7 3060 Vera Drake Mike Leigh 7.7 3059 The Visual Bible: The Gospel of John Philip Saville 7.7 165 Watchmen Zack Snyder 7.7 4786 42nd Street Lloyd Bacon 7.7 4794 Dogtown and Z-Boys Stacy Peralta 7.7 2858 Ex Machina Alex Garland 7.7 2849 The Butterfly Effect Eric Bress 7.7 3296 Henry V Kenneth Branagh 7.7 2819 Brokeback Mountain Ang Lee 7.7 4675 Iraq for Sale: The War Profiteers Robert Greenwald 7.7 4798 Heroes 7.7 2048 Zombieland Ruben Fleischer 7.7 709 300 Zack Snyder 7.7 3468 500 Days of Summer Marc Webb 7.7 3847 Secrets and Lies 7.7 1230 The Count of Monte Cristo Kevin Reynolds 7.7 2777 Dangerous Liaisons Stephen Frears 7.7 3139 Rushmore Wes Anderson 7.7 4835 Pierrot le Fou Jean-Luc Godard 7.7 2154 Close Encounters of the Third Kind Steven Spielberg 7.7 2772 First Blood Ted Kotcheff 7.7 4256 Lolita Stanley Kubrick 7.7 3846 25th Hour Spike Lee 7.7 2535 Sense and Sensibility Ang Lee 7.7 3178 The Red Violin François Girard 7.7 3689 A Room for Romeo Brass Shane Meadows 7.7 932 As Good as It Gets James L. Brooks 7.7 2389 Fear and Loathing in Las Vegas Terry Gilliam 7.7 1517 Ponyo Hayao Miyazaki 7.7 633 Despicable Me Pierre Coffin 7.7 746 Man on Fire Tony Scott 7.7 4199 Religulous Larry Charles 7.7 744 Coraline Henry Selick 7.7 5038 Signed Sealed Delivered Scott Smith 7.7 434 Zodiac David Fincher 7.7 4216 This Is England Shane Meadows 7.7 3859 Lady Vengeance Chan-wook Park 7.7 2572 Philadelphia Jonathan Demme 7.7 3576 Good Bye Lenin! Wolfgang Becker 7.7 2818 Flipped Rob Reiner 7.7 3949 Mondays in the Sun Fernando León de Aranoa 7.7 4328 The Lady from Shanghai Orson Welles 7.7 2016 Dangerous Liaisons Stephen Frears 7.7 396 Cast Away Robert Zemeckis 7.7 158 The Last Samurai Edward Zwick 7.7 4719 A Hard Day's Night Richard Lester 7.7 2641 The Theory of Everything James Marsh 7.7 4586 Taxi to the Dark Side Alex Gibney 7.7 4915 The Trials of Darryl Hunt Ricki Stern 7.7 4759 Crazy Stone Hao Ning 7.7 1772 Kick-Ass Matthew Vaughn 7.7 3419 Wuthering Heights 7.7 1014 Eastern Promises David Cronenberg 7.7 284 Minority Report Steven Spielberg 7.7 1407 True Grit Ethan Coen 7.7 2638 End of Watch David Ayer 7.7 330 Black Hawk Down Ridley Scott 7.7 4730 The Station Agent Tom McCarthy 7.7 3740 Y Tu Mamá También Alfonso Cuarón 7.7 4485 Saw James Wan 7.7 3771 The Sweet Hereafter Atom Egoyan 7.7 3368 50/50 Jonathan Levine 7.7 1403 The Blind Side John Lee Hancock 7.7 1085 Training Day Antoine Fuqua 7.7 3507 Nikita 7.7 2260 21 Grams Alejandro G. Iñárritu 7.7 26 Titanic James Cameron 7.7 4566 Who Killed the Electric Car? Chris Paine 7.7 4491 You Can Count on Me Kenneth Lonergan 7.7 457 Road to Perdition Sam Mendes 7.7 4922 Weekend Andrew Haigh 7.7 4714 They Will Have to Kill Us First Johanna Schwartz 7.7 3759 The Barbarian Invasions Denys Arcand 7.7 1739 Frost/Nixon Ron Howard 7.7 2664 Match Point Woody Allen 7.7 1094 Love Actually Richard Curtis 7.7 2943 The Muppet Christmas Carol Brian Henson 7.7 2123 Sorcerer William Friedkin 7.7 4467 Space: Above and Beyond 7.7 4516 Dead Man's Shoes Shane Meadows 7.7 3671 Shine Scott Hicks 7.7 3779 The Machinist Brad Anderson 7.7 890 Lolita Stanley Kubrick 7.7 332 The Fifth Element Luc Besson 7.7 1060 First Blood Ted Kotcheff 7.7 3356 The Muppet Movie James Frawley 7.7 889 A Very Long Engagement Jean-Pierre Jeunet 7.7 4449 Snow White and the Seven Dwarfs William Cottrell 7.7 2923 Star Trek II: The Wrath of Khan Nicholas Meyer 7.7 3009 City of Life and Death Chuan Lu 7.7 1429 Malcolm X Spike Lee 7.7 3542 Dazed and Confused Richard Linklater 7.7 3408 The Secret of Kells Tomm Moore 7.7 1980 Gettysburg Ron Maxwell 7.7 4965 Indie Game: The Movie Lisanne Pajot 7.7 2992 The Great Beauty Paolo Sorrentino 7.7 3425 The Rocket: The Legend of Rocket Richard Charles Binamé 7.7 3719 Billy Elliot Stephen Daldry 7.7 1368 Creed Ryan Coogler 7.7 1197 The Social Network David Fincher 7.7 4257 Boys Don't Cry Kimberly Peirce 7.6 2538 House of Sand and Fog Vadim Perelman 7.6 4046 Animal House John Landis 7.6 1293 The Impossible J.A. Bayona 7.6 1538 The Reader Stephen Daldry 7.6 4998 Smiling Fish & Goat on Fire Kevin Jordan 7.6 3577 The Damned United Tom Hooper 7.6 4024 March of the Penguins Luc Jacquet 7.6 125 Frozen Chris Buck 7.6 83 Dawn of the Planet of the Apes Matt Reeves 7.6 186 The Hunger Games: Catching Fire Francis Lawrence 7.6 3469 The Piano Jane Campion 7.6 2523 The Illusionist Neil Burger 7.6 1524 A Few Good Men Rob Reiner 7.6 2533 The Illusionist Neil Burger 7.6 3925 Waiting for Guffman Christopher Guest 7.6 4255 The Legend of Drunken Master Chia-Liang Liu 7.6 3383 American Psycho Mary Harron 7.6 4254 Mad Max 2: The Road Warrior George Miller 7.6 115 Harry Potter and the Goblet of Fire Mike Newell 7.6 3501 The Last Temptation of Christ Martin Scorsese 7.6 1328 The Crow Alex Proyas 7.6 3500 A Single Man Tom Ford 7.6 946 Inside Man Spike Lee 7.6 2416 United 93 Paul Greengrass 7.6 3894 Leaving Las Vegas Mike Figgis 7.6 917 The Thin Red Line Terrence Malick 7.6 3314 All or Nothing Mike Leigh 7.6 903 Moulin Rouge! Baz Luhrmann 7.6 3438 Thank You for Smoking Jason Reitman 7.6 2485 The Others Alejandro Amenábar 7.6 4970 The Past is a Grotesque Animal Jason Miller 7.6 1348 The Hurricane Norman Jewison 7.6 3876 Whale Rider Niki Caro 7.6 2178 Me Before You Thea Sharrock 7.6 940 Interview with the Vampire: The Vampire Chronicles Neil Jordan 7.6 3338 The Namesake Mira Nair 7.6 1369 The Town Ben Affleck 7.6 2475 Superbad Greg Mottola 7.6 895 The Godfather: Part III Francis Ford Coppola 7.6 2091 I Am Sam Jessie Nelson 7.6 4119 The Grand 7.6 4150 The Omen Richard Donner 7.6 4179 Fat, Sick & Nearly Dead Joe Cross 7.6 2376 The Book Thief Brian Percival 7.6 4240 Elling Petter Næss 7.6 3363 28 Days Later... Danny Boyle 7.6 184 Kung Fu Panda Mark Osborne 7.6 1400 Batman Tim Burton 7.6 956 Moneyball Bennett Miller 7.6 736 Collateral Michael Mann 7.6 3458 The Wave Dennis Gansel 7.6 3267 It's a Mad, Mad, Mad, Mad World Stanley Kramer 7.6 3268 Volver Pedro Almodóvar 7.6 4200 Fuel Joshua Tickell 7.6 2429 127 Hours Danny Boyle 7.6 4196 My Life Without Me Isabel Coixet 7.6 4193 Saving Face Alice Wu 7.6 3365 Escape from Alcatraz Don Siegel 7.6 4189 Garden State Zach Braff 7.6 908 Grindhouse Robert Rodriguez 7.6 3993 The Nun's Story Fred Zinnemann 7.6 3690 Headhunters Morten Tyldum 7.6 3958 1776 Peter H. Hunt 7.6 2680 The Hurt Locker Kathryn Bigelow 7.6 327 The Flowers of War Yimou Zhang 7.6 1651 Stranger Than Fiction Marc Forster 7.6 4733 Beyond the Mat Barry W. Blaustein 7.6 2259 The Kite Runner Marc Forster 7.6 4813 The Evil Dead Sam Raimi 7.6 1736 12 Monkeys 7.6 236 Star Wars: Episode III - Revenge of the Sith George Lucas 7.6 3038 Dead Man Walking Tim Robbins 7.6 4523 The Raid: Redemption Gareth Evans 7.6 4416 The Gatekeepers Dror Moreh 7.6 3673 High Plains Drifter Clint Eastwood 7.6 1655 Midnight Run Martin Brest 7.6 1593 The Hunt for Red October John McTiernan 7.6 1925 The Hours Stephen Daldry 7.6 2652 The Great Debaters Denzel Washington 7.6 1648 Secondhand Lions Tim McCanlies 7.6 1038 Traffic Steven Soderbergh 7.6 1224 Bridge of Spies Steven Spielberg 7.6 260 The A-Team 7.6 3056 Army of Darkness Sam Raimi 7.6 1629 Blow Ted Demme 7.6 4789 As It Is in Heaven Kay Pollak 7.6 3792 Tucker and Dale vs Evil Eli Craig 7.6 606 The Abyss James Cameron 7.6 2219 High Fidelity Stephen Frears 7.6 4410 Spellbound Alfred Hitchcock 7.6 2212 Milk Gus Van Sant 7.6 1170 Lord of War Andrew Niccol 7.6 479 Bewitched 7.6 1762 The Royal Tenenbaums Wes Anderson 7.6 1644 Sicario Denis Villeneuve 7.6 470 Fury David Ayer 7.6 3743 Lone Star John Sayles 7.6 4590 Antarctica: A Year on Ice Anthony Powell 7.6 1749 Indiana Jones and the Temple of Doom Steven Spielberg 7.6 3588 West Side Story Jerome Robbins 7.6 658 Les Misérables Tom Hooper 7.6 2803 Little Children Todd Field 7.6 4837 Ayurveda: Art of Being Pan Nalin 7.6 545 Munich Steven Spielberg 7.6 1067 Star Trek: First Contact Jonathan Frakes 7.6 365 Die Hard with a Vengeance John McTiernan 7.6 366 Sherlock Holmes Guy Ritchie 7.6 1194 Lone Survivor Peter Berg 7.6 651 Ice Age Chris Wedge 7.6 3705 Instructions Not Included Eugenio Derbez 7.6 2541 When Harry Met Sally... Rob Reiner 7.6 1894 The Omen Richard Donner 7.6 2027 The Fisher King Terry Gilliam 7.6 4436 Me You and Five Bucks Jaime Zevallos 7.6 2974 House of Flying Daggers Yimou Zhang 7.6 2953 Philomena Stephen Frears 7.6 414 Enemy at the Gates Jean-Jacques Annaud 7.6 2721 Kiss Kiss Bang Bang Shane Black 7.6 3692 Saint Ralph Michael McGowan 7.6 345 Rise of the Planet of the Apes Rupert Wyatt 7.6 655 Apollo 13 Ron Howard 7.6 2567 Radio Days Woody Allen 7.6 4487 The Algerian Giovanni Zelko 7.6 2623 Beetlejuice Tim Burton 7.5 2930 Jackie Brown Quentin Tarantino 7.5 2442 The Ice Storm Ang Lee 7.5 3504 Rabbit-Proof Fence Phillip Noyce 7.5 1944 Eddie the Eagle Dexter Fletcher 7.5 2163 The Conjuring James Wan 7.5 4039 The Class Laurent Cantet 7.5 1958 The Greatest Game Ever Played Bill Paxton 7.5 827 The Devil's Advocate Taylor Hackford 7.5 1743 Cry Freedom Richard Attenborough 7.5 4528 Rocket Singh: Salesman of the Year Shimit Amin 7.5 537 Constantine 7.5 3379 Akeelah and the Bee Doug Atchison 7.5 4043 Maria Full of Grace Joshua Marston 7.5 1175 McHale's Navy 7.5 2434 Life as a House Irwin Winkler 7.5 1722 The Assassination of Jesse James by the Coward Robert Ford Andrew Dominik 7.5 521 Despicable Me 2 Pierre Coffin 7.5 311 Cloud Atlas Tom Tykwer 7.5 5027 The Circle Jafar Panahi 7.5 3916 The Orphanage J.A. Bayona 7.5 1733 Sausage Party Greg Tiernan 7.5 4265 American Splendor Shari Springer Berman 7.5 20 The Hobbit: The Battle of the Five Armies Peter Jackson 7.5 4674 American Graffiti George Lucas 7.5 3486 Michael Jordan to the Max Don Kempf 7.5 8 Avengers: Age of Ultron Joss Whedon 7.5 2719 Three Burials Tommy Lee Jones 7.5 424 Scott Pilgrim vs. the World Edgar Wright 7.5 1140 Sleepers Barry Levinson 7.5 4678 Kevin Hart: Laugh at My Pain Leslie Small 7.5 1840 Open Range Kevin Costner 7.5 3477 Good Night, and Good Luck. George Clooney 7.5 3957 The Geographer Drank His Globe Away Aleksandr Veledinskiy 7.5 2702 The Dead Zone 7.5 3976 House of Sand Andrucha Waddington 7.5 362 Mulan Tony Bancroft 7.5 3463 Juno Jason Reitman 7.5 4645 Fruitvale Station Ryan Coogler 7.5 5039 The Following 7.5 1865 The Constant Gardener Fernando Meirelles 7.5 2758 Sarah's Key Gilles Paquet-Brenner 7.5 2249 Reign Over Me Mike Binder 7.5 9 Harry Potter and the Half-Blood Prince David Yates 7.5 3988 Menace II Society Albert Hughes 7.5 4729 Mad Hot Ballroom Marilyn Agrelo 7.5 4557 Juno Jason Reitman 7.5 4936 The Texas Chain Saw Massacre Tobe Hooper 7.5 3396 Howards End James Ivory 7.5 2275 Bullets Over Broadway Woody Allen 7.5 114 Harry Potter and the Order of the Phoenix David Yates 7.5 4548 An Inconvenient Truth Davis Guggenheim 7.5 1758 Miracle Gavin O'Connor 7.5 4941 Roger & Me Michael Moore 7.5 3516 We Need to Talk About Kevin Lynne Ramsay 7.5 1933 Tora! Tora! Tora! Richard Fleischer 7.5 1143 Pinocchio Norman Ferguson 7.5 1931 Elizabeth Shekhar Kapur 7.5 2412 The O.C. 7.5 3999 Gods and Monsters Bill Condon 7.5 1930 August Rush Kirsten Sheridan 7.5 326 Gangs of New York Martin Scorsese 7.5 3995 Frenzy Alfred Hitchcock 7.5 3733 Still Alice Richard Glatzer 7.5 2138 Freedom Writers Richard LaGravenese 7.5 2995 2046 Kar-Wai Wong 7.5 4904 Call + Response Justin Dillon 7.5 3852 Salvador Oliver Stone 7.5 2354 The Painted Veil John Curran 7.5 1523 Reds Warren Beatty 7.5 3293 Trading Places John Landis 7.5 3808 Rudderless William H. Macy 7.5 2303 Perception 7.5 2322 Synecdoche, New York Charlie Kaufman 7.5 4381 In the Bedroom Todd Field 7.5 2204 Babel Alejandro G. Iñárritu 7.5 2490 Sideways Alexander Payne 7.5 4788 Metropolitan Whit Stillman 7.5 3800 Saving Grace 7.5 1635 The Curse of the Were-Rabbit Steve Box 7.5 2184 Selma Ava DuVernay 7.5 4890 Burn Tom Putnam 7.5 1507 Biutiful Alejandro G. Iñárritu 7.5 593 Sleepy Hollow 7.5 4661 Welcome to the Dollhouse Todd Solondz 7.5 656 Total Recall Paul Verhoeven 7.5 4247 From Russia with Love Terence Young 7.5 3271 Richard III Richard Loncraine 7.5 4818 51 Birch Street Doug Block 7.5 2206 Doubt John Patrick Shanley 7.5 4242 [Rec] Jaume Balagueró 7.5 2059 Eddie the Eagle Dexter Fletcher 7.5 4352 A Nightmare on Elm Street Wes Craven 7.5 3597 Best in Show Christopher Guest 7.5 3275 Red Dog Kriv Stenders 7.5 4997 George Washington David Gordon Green 7.5 177 Miami Vice 7.5 1007 Twisted 7.5 1611 Legends of the Fall Edward Zwick 7.5 3278 The Texas Chain Saw Massacre Tobe Hooper 7.5 4368 Travelers and Magicians Khyentse Norbu 7.5 2601 Home Alone Chris Columbus 7.5 257 The Aviator Martin Scorsese 7.5 4836 Sisters in Law Florence Ayisi 7.5 57 Star Trek Beyond Justin Lin 7.5 1011 The Life of David Gale Alan Parker 7.5 1203 Bram Stoker's Dracula Francis Ford Coppola 7.5 1428 Saving Mr. Banks John Lee Hancock 7.5 1420 A Nightmare on Elm Street Wes Craven 7.5 694 Perfume: The Story of a Murderer Tom Tykwer 7.5 3583 Fahrenheit 9/11 Michael Moore 7.5 4767 America Is Still the Place Patrick Gilles 7.5 3020 Madadayo Akira Kurosawa 7.5 210 X-Men 2 Bryan Singer 7.5 3900 Saving Grace 7.5 4233 The Valley of Decision Tay Garnett 7.5 3015 10 Days in a Madhouse Timothy Hines 7.5 2329 Equilibrium Kurt Wimmer 7.5 3004 Trade Marco Kreuzpaintner 7.5 202 Harry Potter and the Sorcerer's Stone Chris Columbus 7.5 70 Hugo Martin Scorsese 7.5 1552 Source Code Duncan Jones 7.5 2616 Coal Miner's Daughter Michael Apted 7.5 4276 Ghost Dog: The Way of the Samurai Jim Jarmusch 7.5 199 Harry Potter and the Deathly Hallows: Part II Matt Birch 7.5 3790 Standard Operating Procedure Errol Morris 7.5 1645 Southpaw Antoine Fuqua 7.5 4412 Buffalo '66 Vincent Gallo 7.5 3047 Brooklyn John Crowley 7.5 2086 The Bridges of Madison County Clint Eastwood 7.5 214 Total Recall Paul Verhoeven 7.5 2509 A Simple Plan Sam Raimi 7.5 3107 Oliver! Carol Reed 7.5 1659 The Family 7.5 1558 A History of Violence David Cronenberg 7.5 3031 My Cousin Vinny Jonathan Lynn 7.5 4973 Pi Darren Aronofsky 7.5 1205 42 Brian Helgeland 7.5 3349 The Wind That Shakes the Barley Ken Loach 7.5 212 Sherlock Holmes: A Game of Shadows Guy Ritchie 7.5 3848 Bound Lana Wachowski 7.4 3615 City Island Raymond De Felitta 7.4 1113 Across the Universe Julie Taymor 7.4 3478 Capote Bennett Miller 7.4 3825 Take Shelter Jeff Nichols 7.4 2326 The Proposition John Hillcoat 7.4 3683 Irreversible Gaspar Noé 7.4 3830 Pat Garrett & Billy the Kid Sam Peckinpah 7.4 5029 The Cure Kiyoshi Kurosawa 7.4 3819 I Served the King of England Jirí Menzel 7.4 983 The Judge David Dobkin 7.4 1281 Mean Streets Martin Scorsese 7.4 5022 Stories of Our Lives Jim Chuchu 7.4 3845 Moby Dick John Huston 7.4 3775 Heavenly Creatures Peter Jackson 7.4 1192 A Time to Kill Joel Schumacher 7.4 970 13 Hours Michael Bay 7.4 3912 The Misfits John Huston 7.4 3509 Dark Angel 7.4 3541 Stargate: The Ark of Truth Robert C. Cooper 7.4 1081 The Bucket List Rob Reiner 7.4 2287 Deconstructing Harry Woody Allen 7.4 3789 Gandhi, My Father Feroz Abbas Khan 7.4 1265 Arthur 7.4 1048 K-PAX Iain Softley 7.4 3718 Clerks II Kevin Smith 7.4 953 Crazy, Stupid, Love. Glenn Ficarra 7.4 3567 Layer Cake Matthew Vaughn 7.4 2292 Death at a Funeral Frank Oz 7.4 4994 The Image Revolution Patrick Meaney 7.4 3641 Julia Fred Zinnemann 7.4 2265 Capitalism: A Love Story Michael Moore 7.4 1201 Back to the Future Part III Robert Zemeckis 7.4 2355 The Baader Meinhof Complex Uli Edel 7.4 1037 Pirate Radio Richard Curtis 7.4 2308 Topsy-Turvy Mike Leigh 7.4 2309 Little Boy Alejandro Monteverde 7.4 3674 Ghost World Terry Zwigoff 7.4 3720 The Way Way Back Nat Faxon 7.4 3589 Caddyshack Harold Ramis 7.4 2761 Manderlay Lars von Trier 7.4 4882 The Love Letter Dan Curtis 7.4 3150 Mud Jeff Nichols 7.4 4273 Me and You and Everyone We Know Miranda July 7.4 4269 Gentleman's Agreement Elia Kazan 7.4 3168 Dirty Pretty Things Stephen Frears 7.4 4842 Across the Universe Julie Taymor 7.4 4502 Pink Ribbons, Inc. Léa Pool 7.4 4735 Osama Siddiq Barmak 7.4 2534 Wall Street Oliver Stone 7.4 4732 Wordplay Patrick Creadon 7.4 194 The Adventures of Tintin Steven Spielberg 7.4 2926 Witness Peter Weir 7.4 4249 In the Heat of the Night 7.4 2520 Running Scared Wayne Kramer 7.4 185 Ant-Man Peyton Reed 7.4 4543 Blue Valentine Derek Cianfrance 7.4 4544 Transamerica Duncan Tucker 7.4 1759 Dawn of the Dead Zack Snyder 7.4 2504 McFarland, USA Niki Caro 7.4 1496 The Walk Robert Zemeckis 7.4 1471 Wonder Boys Curtis Hanson 7.4 173 Master and Commander: The Far Side of the World Peter Weir 7.4 2620 National Lampoon's Vacation Harold Ramis 7.4 4562 20 Feet from Stardom Morgan Neville 7.4 2905 Lars and the Real Girl Craig Gillespie 7.4 4176 Silver Medallist Hao Ning 7.4 772 Invictus Clint Eastwood 7.4 3157 Love Jones Theodore Witcher 7.4 2660 Grosse Pointe Blank George Armitage 7.4 2895 Quest for Fire Jean-Jacques Annaud 7.4 2945 Frida Julie Taymor 7.4 4773 Alleluia! The Devil's Carnival Darren Lynn Bousman 7.4 3037 A Walk to Remember Adam Shankman 7.4 575 The Simpsons Movie David Silverman 7.4 4463 Journey from the Fall Ham Tran 7.4 1642 Corpse Bride Tim Burton 7.4 4406 The Squid and the Whale Noah Baumbach 7.4 4401 Dawn of the Dead Zack Snyder 7.4 4389 She Wore a Yellow Ribbon John Ford 7.4 3063 Inside Llewyn Davis Ethan Coen 7.4 3069 Poltergeist Tobe Hooper 7.4 4379 Under the Same Moon Patricia Riggen 7.4 2603 Tootsie Sydney Pollack 7.4 1615 Looper Rian Johnson 7.4 1612 Up in the Air Jason Reitman 7.4 3088 La Famille Bélier Eric Lartigau 7.4 285 Harry Potter and the Chamber of Secrets Chris Columbus 7.4 528 The Rock Michael Bay 7.4 526 X-Men Bryan Singer 7.4 4323 To Be Frank, Sinatra at 100 Simon Napier-Bell 7.4 645 Last Man Standing 7.4 2948 Rounders John Dahl 7.4 653 Lincoln Steven Spielberg 7.4 4300 It's All Gone Pete Tong Michael Dowse 7.4 4490 Monsoon Wedding Mira Nair 7.4 3120 Dogma Kevin Smith 7.4 4170 Ida Pawel Pawlikowski 7.4 3302 The Ultimate Gift Michael O. Sajbel 7.4 1797 My Sister's Keeper Nick Cassavetes 7.4 880 The Phantom of the Opera Joel Schumacher 7.4 1815 The NeverEnding Story Wolfgang Petersen 7.4 135 Mission: Impossible - Rogue Nation Christopher McQuarrie 7.4 4057 A Room with a View James Ivory 7.4 4053 Waking Ned Devine Kirk Jones 7.4 3374 Much Ado About Nothing Kenneth Branagh 7.4 4588 Guiana 1838 Rohit Jagessar 7.4 4035 Bella Alejandro Monteverde 7.4 4933 The Horse Boy Michel Orion Scott 7.4 2710 The Love Letter Dan Curtis 7.4 2134 Death at a Funeral Frank Oz 7.4 2828 The Border 7.4 3409 Begin Again John Carney 7.4 1843 A Bridge Too Far Richard Attenborough 7.4 4911 The Case of the Grinning Cat Chris Marker 7.4 2825 Quills Philip Kaufman 7.4 2822 Far from Heaven Todd Haynes 7.4 3434 Driving Miss Daisy Bruce Beresford 7.4 4647 Bambi James Algar 7.4 1338 Red Cliff John Woo 7.4 907 Law Abiding Citizen F. Gary Gray 7.4 4952 Une Femme Mariée Jean-Luc Godard 7.4 4665 Harrison Montgomery Daniel Davila 7.4 375 Contact Robert Zemeckis 7.4 912 Zero Dark Thirty Kathryn Bigelow 7.4 919 Man on the Moon Milos Forman 7.4 4957 Eraserhead David Lynch 7.4 2440 Blow Out Brian De Palma 7.4 1682 The Next Three Days Paul Haggis 7.4 4087 Deadline Gallipoli 7.4 4120 Summer Storm Marco Kreuzpaintner 7.4 1800 Notes on a Scandal Richard Eyre 7.4 1415 The English Patient Anthony Minghella 7.4 1438 Poltergeist Tobe Hooper 7.4 155 Mission: Impossible - Ghost Protocol Brad Bird 7.4 4162 The Black Stallion Carroll Ballard 7.4 4135 Point Blank John Boorman 7.4 4580 Ajami Scandar Copti 7.4 4896 Swingers Doug Liman 7.4 4581 Wristcutters: A Love Story Goran Dukic 7.4 1799 A Passage to India David Lean 7.4 2096 Shadowlands Richard Attenborough 7.4 4100 Frances Ha Noah Baumbach 7.4 2455 Mao's Last Dancer Bruce Beresford 7.4 4702 The Hadza: Last of the First Bill Benenson 7.4 4701 Starsuckers Chris Atkins 7.4 4154 Hustle & Flow Craig Brewer 7.4 2997 Duma Carroll Ballard 7.3 1690 North Country Niki Caro 7.3 3652 L'auberge espagnole Cédric Klapisch 7.3 1888 Chocolat Lasse Hallström 7.3 2622 The Queen Stephen Frears 7.3 2879 The Widow of Saint-Pierre Patrice Leconte 7.3 1976 Big Trouble in Little China John Carpenter 7.3 2625 Little Women Gillian Armstrong 7.3 1969 Angela's Ashes Alan Parker 7.3 2913 The Land Before Time Don Bluth 7.3 1763 Identity James Mangold 7.3 1709 Barney's Version Richard J. Lewis 7.3 2813 Amen. Costa-Gavras 7.3 3651 Videodrome David Cronenberg 7.3 2677 The Place Beyond the Pines Derek Cianfrance 7.3 3616 The Guard John Michael McDonagh 7.3 1147 Finding Forrester Gus Van Sant 7.3 1941 August: Osage County John Wells 7.3 2832 Good Morning, Vietnam Barry Levinson 7.3 2843 St. Vincent Theodore Melfi 7.3 2222 The Bank Job Roger Donaldson 7.3 2876 Paris, je t'aime Olivier Assayas 7.3 2253 From Dusk Till Dawn Robert Rodriguez 7.3 2896 Antwone Fisher Denzel Washington 7.3 1952 Punch-Drunk Love Paul Thomas Anderson 7.3 1185 American Hustle David O. Russell 7.3 1322 The Hudsucker Proxy Joel Coen 7.3 1670 Winnie the Pooh Stephen J. Anderson 7.3 1411 Cape Fear Martin Scorsese 7.3 3571 Aberdeen Hans Petter Moland 7.3 3566 Shame Steve McQueen 7.3 1446 The Bad News Bears Michael Ritchie 7.3 3561 Go Doug Liman 7.3 3332 Crazy Heart Scott Cooper 7.3 3337 Election Alexander Payne 7.3 2171 The Descendants Alexander Payne 7.3 3348 Namastey London Vipul Amrutlal Shah 7.3 3546 Aimee & Jaguar Max Färberböck 7.3 2089 The Hundred-Foot Journey Lasse Hallström 7.3 3540 Pale Rider Clint Eastwood 7.3 2452 RocknRolla Guy Ritchie 7.3 2451 Mongol: The Rise of Genghis Khan Sergey Bodrov 7.3 2125 Molière Laurent Tirard 7.3 1452 Closer Mike Nichols 7.3 2127 Michael Clayton Tony Gilroy 7.3 2415 Blue Jasmine Woody Allen 7.3 3398 Anomalisa Duke Johnson 7.3 3399 Another Year Mike Leigh 7.3 1366 The Express Gary Fleder 7.3 2411 Gosford Park Robert Altman 7.3 3491 Dope Rick Famuyiwa 7.3 1357 Precious Lee Daniels 7.3 3437 Far from Men David Oelhoffen 7.3 3440 An Education Lone Scherfig 7.3 3476 The Great Gatsby Baz Luhrmann 7.3 2394 Borat: Cultural Learnings of America for Make Benefit Glorious Nation of Kazakhstan Larry Charles 7.3 1314 Sunshine Danny Boyle 7.3 3327 Polisse Maïwenn 7.3 3318 Flame and Citron Ole Christian Madsen 7.3 1206 The Talented Mr. Ripley Anthony Minghella 7.3 2393 Big Penny Marshall 7.3 2609 Scream: The TV Series 7.3 1208 Eight Below Frank Marshall 7.3 3042 The Secret Life of Bees Gina Prince-Bythewood 7.3 1989 The Road John Hillcoat 7.3 3053 Frailty Bill Paxton 7.3 3054 Woman in Gold Simon Curtis 7.3 3602 A Mighty Wind Christopher Guest 7.3 2600 Beverly Hills Cop Martin Brest 7.3 3096 Precious Lee Daniels 7.3 2588 Enter the Void Gaspar Noé 7.3 2013 Waterloo Sergey Bondarchuk 7.3 3108 The Best Exotic Marigold Hotel John Madden 7.3 2018 Star Trek IV: The Voyage Home Leonard Nimoy 7.3 1576 Flight Robert Zemeckis 7.3 3283 Loose Cannons Ferzan Ozpetek 7.3 3129 Pete's Dragon David Lowery 7.3 1573 Mr. Holland's Opus Stephen Herek 7.3 1231 The Lincoln Lawyer Brad Furman 7.3 2034 Girl, Interrupted James Mangold 7.3 2540 Dumb & Dumber Peter Farrelly 7.3 3186 Rescue Dawn Werner Herzog 7.3 3196 Peaceful Warrior Victor Salva 7.3 1514 The Fountain Darren Aronofsky 7.3 3578 The Return of the Living Dead Dan O'Bannon 7.3 3218 Shaolin Soccer Stephen Chow 7.3 3224 Imaginary Heroes Dan Harris 7.3 3255 The Good, the Bad, the Weird Jee-woon Kim 7.3 1488 The Young Victoria Jean-Marc Vallée 7.3 1581 Frequency Gregory Hoblit 7.3 3698 10 Cloverfield Lane Dan Trachtenberg 7.3 536 The Terminal Steven Spielberg 7.3 409 Enemy of the State Tony Scott 7.3 4860 Cube Vincenzo Natali 7.3 1009 The Life Aquatic with Steve Zissou Wes Anderson 7.3 4648 The Hammer Charles Herman-Wurmfeld 7.3 4871 Shotgun Stories Jeff Nichols 7.3 3840 Out of the Blue Robert Sarkies 7.3 393 Seabiscuit Gary Ross 7.3 3987 Friday F. Gary Gray 7.3 3991 The Ballad of Cable Hogue Sam Peckinpah 7.3 4641 The Horror Network Vol. 1 Brian Dorton 7.3 4224 The Brave Little Toaster Jerry Rees 7.3 3820 Soul Kitchen Fatih Akin 7.3 4292 Dinner Rush Bob Giraldi 7.3 4015 The Secret 7.3 3862 Exiled Johnnie To 7.3 161 Spider-Man Sam Raimi 7.3 156 Rise of the Guardians Peter Ramsey 7.3 4614 The Party's Over Guy Hamilton 7.3 868 Ronin John Frankenheimer 7.3 417 Memoirs of a Geisha Rob Marshall 7.3 4288 Get Real 7.3 139 Kung Fu Panda 2 Jennifer Yuh Nelson 7.3 4587 Once in a Lifetime: The Extraordinary Story of the New York Cosmos Paul Crowder 7.3 757 Rules of Engagement 7.3 439 The Hunger Games Gary Ross 7.3 4582 I Origins Mike Cahill 7.3 4932 The Woman Chaser Robinson Devor 7.3 4327 Wings 7.3 201 Megamind Tom McGrath 7.3 850 Crimson Tide Tony Scott 7.3 930 Jerry Maguire Cameron Crowe 7.3 4395 The Bubble Eytan Fox 7.3 4740 Mean Creek Jacob Aaron Estes 7.3 3924 Talk Radio Oliver Stone 7.3 4363 Songcatcher Maggie Greenwald 7.3 937 Erin Brockovich Steven Soderbergh 7.3 4361 Beasts of the Southern Wild Benh Zeitlin 7.3 298 The Emperor's New Groove Mark Dindal 7.3 4739 Twin Falls Idaho Michael Polish 7.3 741 This Is It Kenny Ortega 7.3 3902 They Live John Carpenter 7.3 241 The Croods Kirk De Micco 7.3 4347 Submarine Richard Ayoade 7.3 971 The Book of Life Jorge R. Gutiérrez 7.3 3874 Sexy Beast Jonathan Glazer 7.3 324 The Spanish Prisoner David Mamet 7.3 3897 The Front Page Billy Wilder 7.3 3896 The Return of the Living Dead Dan O'Bannon 7.3 3973 Down for Life Alan Jacobs 7.3 352 Men in Black Barry Sonnenfeld 7.3 979 The Negotiator F. Gary Gray 7.3 4825 Dogtooth Yorgos Lanthimos 7.3 359 The Secret Life of Walter Mitty Ben Stiller 7.3 3884 The Crying Game Neil Jordan 7.3 3975 Four Lions Christopher Morris 7.3 211 Fast Five Justin Lin 7.3 4852 Chasing Amy Kevin Smith 7.3 1071 The Infiltrator Brad Furman 7.3 3793 Lovely, Still Nicholas Fackler 7.3 4760 Scott Walker: 30 Century Man Stephen Kijak 7.3 35 Monsters University Dan Scanlon 7.3 3710 Monster Patty Jenkins 7.3 1114 Revolutionary Road Sam Mendes 7.3 1086 Galaxy Quest Dean Parisot 7.3 548 The Man from U.N.C.L.E. Guy Ritchie 7.3 4977 Super Size Me Morgan Spurlock 7.3 3722 The Man from Snowy River George Miller 7.3 480 Fantasia 2000 James Algar 7.3 4111 Fish Tank Andrea Arnold 7.3 4250 Sleeper Woody Allen 7.3 65 X-Men: Apocalypse Bryan Singer 7.3 4537 Dr. No Terence Young 7.3 4991 The Call of Cthulhu Andrew Leman 7.3 814 American Sniper Clint Eastwood 7.3 50 The Great Gatsby Baz Luhrmann 7.3 492 Thirteen Days Roger Donaldson 7.3 4101 Tsotsi Gavin Hood 7.3 4460 The Streets of San Francisco 7.3 5011 In the Company of Men Neil LaBute 7.3 31 Spider-Man 2 Sam Raimi 7.3 3732 Eve's Bayou Kasi Lemmons 7.3 840 Superman Richard Donner 7.3 4960 The Mighty Peter Chelsom 7.3 108 Warcraft Duncan Jones 7.3 534 Now You See Me Louis Leterrier 7.3 671 Eyes Wide Shut Stanley Kubrick 7.3 4482 The Girlfriend Experience 7.3 4055 Coming Home Yimou Zhang 7.3 13 Pirates of the Caribbean: Dead Man's Chest Gore Verbinski 7.3 4145 Pocketful of Miracles Frank Capra 7.3 3694 Somewhere in Time Jeannot Szwarc 7.3 455 Face/Off John Woo 7.3 4668 The Mudge Boy Michael Burke 7.2 3479 Desperado Robert Rodriguez 7.2 583 Cars John Lasseter 7.2 2635 What's Love Got to Do with It Brian Gibson 7.2 3460 Harry Brown Daniel Barber 7.2 4175 Timecrimes Nacho Vigalondo 7.2 3352 Quo Vadis Mervyn LeRoy 7.2 1423 Secretariat Randall Wallace 7.2 2735 District B13 Pierre Morel 7.2 3485 The Descent Neil Marshall 7.2 2726 Never Let Me Go Mark Romanek 7.2 1897 Bridge to Terabithia Gabor Csupo 7.2 291 True Lies James Cameron 7.2 1902 Anchorman: The Legend of Ron Burgundy Adam McKay 7.2 3474 Definitely, Maybe Adam Brooks 7.2 3351 The Karate Kid John G. Avildsen 7.2 4398 Mississippi Mermaid François Truffaut 7.2 310 Starship Troopers Paul Verhoeven 7.2 1724 Little Nicholas Laurent Tirard 7.2 2659 Love & Basketball Gina Prince-Bythewood 7.2 3331 The Lost Boys Joel Schumacher 7.2 4720 The Harvest/La Cosecha U. Roberto Romano 7.2 4717 Irreplaceable Thomas Lilti 7.2 4484 Sex, Lies, and Videotape Steven Soderbergh 7.2 323 The Peanuts Movie Steve Martino 7.2 512 Red Dragon Brett Ratner 7.2 4696 Half Nelson Ryan Fleck 7.2 3342 Silmido Woo-Suk Kang 7.2 4694 King Kong Peter Jackson 7.2 4691 L.I.E. Michael Cuesta 7.2 4505 The Knife of Don Juan Tom Sanchez 7.2 4462 Trees Lounge Steve Buscemi 7.2 4492 The Trouble with Harry Alfred Hitchcock 7.2 4044 Beginners Mike Mills 7.2 4666 Live-In Maid Jorge Gaggero 7.2 4110 Love's Abiding Joy Michael Landon Jr. 7.2 2826 Seven Psychopaths Martin McDonagh 7.2 4620 Hidden Away Mikel Rueda 7.2 1972 The Powerpuff Girls 7.2 1835 Shakespeare in Love John Madden 7.2 462 Cold Mountain Anthony Minghella 7.2 3404 Made in Dagenham Nigel Cole 7.2 3403 It's Kind of a Funny Story Anna Boden 7.2 4565 The Full Monty Peter Cattaneo 7.2 3297 The Savages Tamara Jenkins 7.2 2845 10 Things I Hate About You Gil Junger 7.2 2857 The Mist Frank Darabont 7.2 4568 Bubba Ho-Tep Don Coscarelli 7.2 3027 Trash Stephen Daldry 7.2 1803 Star Trek VI: The Undiscovered Country Nicholas Meyer 7.2 443 Lilo & Stitch Dean DeBlois 7.2 4570 Slam Marc Levin 7.2 1398 Ip Man 3 Wilson Yip 7.2 562 Unbreakable M. Night Shyamalan 7.2 3023 Gremlins Joe Dante 7.2 848 The Equalizer Antoine Fuqua 7.2 4571 Brigham City Richard Dutcher 7.2 4561 Frozen River Courtney Hunt 7.2 870 Paddington Paul King 7.2 4553 The Sessions Ben Lewin 7.2 1647 The Age of Adaline Lee Toland Krieger 7.2 1643 Glory Road James Gartner 7.2 3443 Narc Joe Carnahan 7.2 4663 Raising Victor Vargas Peter Sollett 7.2 4042 Adam Max Mayer 7.2 2768 Born on the Fourth of July Oliver Stone 7.2 764 Shooter Antoine Fuqua 7.2 582 Shrek 2 Andrew Adamson 7.2 4411 Exotica Atom Egoyan 7.2 4650 Latter Days C. Jay Cox 7.2 3984 The Full Monty Peter Cattaneo 7.2 3034 Major League David S. Ward 7.2 2999 Brother Takeshi Kitano 7.2 1126 The Ghost Writer Roman Polanski 7.2 4549 Sands of Iwo Jima Allan Dwan 7.2 4072 Dave Chappelle's Block Party Michel Gondry 7.2 4001 Day of the Dead George A. Romero 7.2 1851 Silverado Lawrence Kasdan 7.2 4420 The Believer Henry Bean 7.2 3412 Restless Edward Hall 7.2 4550 Shine a Light Martin Scorsese 7.2 4662 Ruby in Paradise Victor Nunez 7.2 2717 Whatever Works Woody Allen 7.2 4393 Caramel Nadine Labaki 7.2 2422 Catch-22 Mike Nichols 7.2 4943 An American in Hollywood Sai Varadan 7.2 3627 Shattered Glass Billy Ray 7.2 1184 The Karate Kid John G. Avildsen 7.2 1513 The Age of Innocence Martin Scorsese 7.2 4241 Mi America Robert Fontaine 7.2 117 I Am Legend Francis Lawrence 7.2 3772 Of Gods and Men Xavier Beauvois 7.2 2129 Arlington Road Mark Pellington 7.2 3618 The Virgin Suicides Sofia Coppola 7.2 126 The Matrix Reloaded Lana Wachowski 7.2 1195 A League of Their Own Penny Marshall 7.2 1066 Insomnia Christopher Nolan 7.2 1510 Black Water Transit Tony Kaye 7.2 4916 An American Girl Holiday Nadia Tass 7.2 1220 Unbroken Angelina Jolie Pitt 7.2 2435 Steve Jobs Danny Boyle 7.2 147 Troy Wolfgang Petersen 7.2 3130 The Dead Zone David Cronenberg 7.2 663 Unbroken Angelina Jolie Pitt 7.2 2463 The Salton Sea D.J. Caruso 7.2 4899 Short Cut to Nirvana: Kumbh Mela Maurizio Benazzo 7.2 1209 The Intern Nancy Meyers 7.2 2464 Metallica Through the Never Nimród Antal 7.2 279 10,000 B.C. Christopher Barnard 7.2 154 Kung Fu Panda 3 Alessandro Carloni 7.2 3802 Sleep Tight Jaume Balagueró 7.2 2469 Day of the Dead George A. Romero 7.2 3598 Escape from New York John Carpenter 7.2 3212 Owning Mahowny Richard Kwietniowski 7.2 1176 Micmacs Jean-Pierre Jeunet 7.2 717 GoldenEye Martin Campbell 7.2 4270 Winter's Bone Debra Granik 7.2 3202 A Better Life Chris Weitz 7.2 15 Man of Steel Zack Snyder 7.2 2282 Let Me In Matt Reeves 7.2 3682 Le Havre Aki Kaurismäki 7.2 3205 Nicholas Nickleby Douglas McGrath 7.2 25 King Kong Peter Jackson 7.2 3711 20,000 Leagues Under the Sea Richard Fleischer 7.2 2294 Everybody's Fine Kirk Jones 7.2 3724 The Apostle Robert Duvall 7.2 32 Iron Man 3 Shane Black 7.2 2312 Chasing Mavericks Michael Apted 7.2 2207 Team America: World Police Trey Parker 7.2 4264 Smoke Signals Chris Eyre 7.2 3669 Chariots of Fire Hugh Hudson 7.2 45 Furious 7 James Wan 7.2 1154 21 Jump Street Phil Lord 7.2 2342 The Doombolt Chase 7.2 2351 Hands of Stone Jonathan Jakubowicz 7.2 1099 Yours, Mine and Ours Melville Shavelson 7.2 56 Brave Mark Andrews 7.2 2360 Scream Wes Craven 7.2 1095 A Bug's Life John Lasseter 7.2 3746 Diner Barry Levinson 7.2 1090 Coach Carter Thomas Carter 7.2 3648 A Shine of Rainbows Vic Sarin 7.2 3644 11:14 Greg Marcks 7.2 1548 Men of Honor George Tillman Jr. 7.2 1575 Out of Africa Sydney Pollack 7.2 3791 Out of the Blue Dennis Hopper 7.2 3558 The Four Seasons Alan Alda 7.2 1594 Lee Daniels' The Butler Lee Daniels 7.2 1258 The Doors Oliver Stone 7.2 3563 The Andromeda Strain Robert Wise 7.2 2026 Old School Todd Phillips 7.2 3128 The Outsiders Francis Ford Coppola 7.2 1263 Pay It Forward Mimi Leder 7.2 2560 Vicky Cristina Barcelona Woody Allen 7.2 2564 White Oleander Peter Kosminsky 7.2 636 Agora Alejandro Amenábar 7.2 2569 Remember Me Allen Coulter 7.2 3544 Two Lovers and a Bear Kim Nguyen 7.2 2019 Rocky Balboa Sylvester Stallone 7.2 4815 Censored Voices Mor Loushy 7.2 2579 Highlander Russell Mulcahy 7.2 2580 Things We Lost in the Fire Susanne Bier 7.2 2002 Without Limits Robert Towne 7.2 3520 Mother and Child Rodrigo García 7.2 4799 Tarnation Jonathan Caouette 7.2 4355 Brotherly Love Jamal Hill 7.2 4357 Nowhere Boy Sam Taylor-Johnson 7.2 1613 About Schmidt Alexander Payne 7.2 269 Live Free or Die Hard Len Wiseman 7.2 4765 Now Is Good Ol Parker 7.2 4370 Deadline - U.S.A. Richard Brooks 7.2 275 Kingdom of Heaven Ridley Scott 7.2 1619 Forgetting Sarah Marshall Nicholas Stoller 7.2 4764 The Outrageous Sophie Tucker William Gazecki 7.2 604 War Horse Steven Spielberg 7.2 3877 Paa R. Balki 7.2 1999 Carnage Roman Polanski 7.2 1585 Chicago Rob Marshall 7.2 3844 Fast Times at Ridgemont High Amy Heckerling 7.2 3581 Grease Randal Kleiser 7.2 3580 Mallrats Kevin Smith 7.2 2069 The End of the Affair Neil Jordan 7.2 181 Rango Gore Verbinski 7.2 1589 Speed Jan de Bont 7.2 2071 In the Valley of Elah Paul Haggis 7.2 2044 The Princess and the Cobbler Richard Williams 7.2 2049 King Kong Peter Jackson 7.2 3851 Tango Carlos Saura 7.2 4855 Better Luck Tomorrow Justin Lin 7.2 1248 Amistad Steven Spielberg 7.2 4894 20,000 Leagues Under the Sea Richard Fleischer 7.2 3572 The Messenger Oren Moverman 7.2 2507 Pitch Perfect Jason Moore 7.2 3837 The Names of Love Michel Leclerc 7.2 4847 Anderson's Cross Jerome Elston Scott 7.2 578 Two Brothers Jean-Jacques Annaud 7.1 3030 Jackass Number Two Jeff Tremaine 7.1 591 Die Hard 2 Renny Harlin 7.1 2993 The Dangerous Lives of Altar Boys Peter Care 7.1 574 Jarhead Sam Mendes 7.1 598 We Were Soldiers Randall Wallace 7.1 4262 Boom Town Jack Conway 7.1 4302 24 7: Twenty Four Seven Shane Meadows 7.1 693 Everest Baltasar Kormákur 7.1 2990 Ravenous Antonia Bird 7.1 570 The Kingdom Peter Berg 7.1 4459 The Ballad of Gregorio Cortez Robert M. Young 7.1 2986 Two Lovers James Gray 7.1 1636 P.S. I Love You Richard LaGravenese 7.1 641 Body of Lies Ridley Scott 7.1 3148 The Long Riders Walter Hill 7.1 3158 The Gift Joel Edgerton 7.1 1555 The Young and Prodigious T.S. Spivet Jean-Pierre Jeunet 7.1 1553 Alive Frank Marshall 7.1 4324 Bananas Woody Allen 7.1 3055 Kinsey Bill Condon 7.1 4343 River's Edge Tim Hunter 7.1 3146 Tremors Ron Underwood 7.1 1668 Side Effects Steven Soderbergh 7.1 1667 9 Shane Acker 7.1 4442 Closer to the Moon Nae Caranfil 7.1 4402 Waitress Adrienne Shelly 7.1 684 We Are Marshall McG 7.1 3036 Phone Booth Joel Schumacher 7.1 1125 Nixon Oliver Stone 7.1 540 Charlie Wilson's War Mike Nichols 7.1 1 Pirates of the Caribbean: At World's End Gore Verbinski 7.1 2458 The Railway Man Jonathan Teplitzky 7.1 2082 There's Something About Mary Bobby Farrelly 7.1 2080 The Water Diviner Russell Crowe 7.1 2079 Spaceballs Mel Brooks 7.1 4888 Bronson Nicolas Winding Refn 7.1 4887 Along the Roadside Zoran Lisinac 7.1 2056 Pitch Black David Twohy 7.1 2055 The Ides of March George Clooney 7.1 2536 Becoming Jane Julian Jarrold 7.1 2445 Being Julia István Szabó 7.1 4833 Wendy and Lucy Kelly Reichardt 7.1 4830 Pieces of April Peter Hedges 7.1 225 Jason Bourne Paul Greengrass 7.1 2586 Welcome to the Sticks Dany Boon 7.1 2007 Little White Lies Guillaume Canet 7.1 4796 Quinceañera Richard Glatzer 7.1 4792 Blue Ruin Jeremy Saulnier 7.1 253 The Patriot Roland Emmerich 7.1 4905 Side Effects Steven Soderbergh 7.1 2421 Soul Surfer Sean McNamara 7.1 265 Real Steel Shawn Levy 7.1 2369 The Devil's Double Lee Tamahori 7.1 4 Star Wars: Episode VII - The Force Awakens Doug Walker 7.1 2238 Nerve Henry Joost 7.1 2277 The Quiet American Phillip Noyce 7.1 2285 Mrs Henderson Presents Stephen Frears 7.1 2311 A Scanner Darkly Richard Linklater 7.1 5015 Slacker Richard Linklater 7.1 2330 The Children of Huang Shi Roger Spottiswoode 7.1 2172 Holes Andrew Davis 7.1 2167 School of Rock Richard Linklater 7.1 127 Thor: The Dark World Alan Taylor 7.1 2160 Jackass 3D Jeff Tremaine 7.1 4967 Open Secret John Reinhardt 7.1 2147 Tinker Tailor Soldier Spy Tomas Alfredson 7.1 2402 Bad Santa Terry Zwigoff 7.1 2144 Away We Go Sam Mendes 7.1 4940 Top Spin Sara Newens 7.1 112 Transformers Michael Bay 7.1 4935 Heroes of Dirt Eric Bugbee 7.1 4783 Conversations with Other Women Hans Canosa 7.1 274 I, Robot Alex Proyas 7.1 4480 Niagara Henry Hathaway 7.1 2925 WarGames John Badham 7.1 419 Arthur Christmas Sarah Smith 7.1 420 Meet Joe Black Martin Brest 7.1 428 Dredd Pete Travis 7.1 438 Mission: Impossible Brian De Palma 7.1 1810 About a Boy Chris Weitz 7.1 2882 Brothers Jim Sheridan 7.1 2883 Find Me Guilty Sidney Lumet 7.1 2886 Infamous Douglas McGrath 7.1 1752 Florence Foster Jenkins Stephen Frears 7.1 4632 Charly Ralph Nelson 7.1 1746 The Jacket John Maybury 7.1 2932 Chronicle Josh Trank 7.1 1740 Confessions of a Dangerous Mind George Clooney 7.1 4517 Wolf Creek 7.1 4508 The Charge of the Light Brigade Michael Curtiz 7.1 1728 The Color of Freedom Bille August 7.1 4486 Super Troopers Jay Chandrasekhar 7.1 1716 The Merchant of Venice Michael Radford 7.1 1834 The 40-Year-Old Virgin Judd Apatow 7.1 4637 Food Chains Sanjay Rawal 7.1 1979 Michael Collins Neil Jordan 7.1 4689 Rize David LaChapelle 7.1 277 The Princess and the Frog Ron Clements 7.1 1974 Lords of Dogtown Catherine Hardwicke 7.1 2630 Wag the Dog Barry Levinson 7.1 4746 Deceptive Practice: The Mysteries and Mentors of Ricky Jay Molly Bernstein 7.1 2646 Wild Jean-Marc Vallée 7.1 4731 To Save a Life Brian Baugh 7.1 315 Treasure Planet Ron Clements 7.1 3192 The Limey Steven Soderbergh 7.1 2753 Shinjuku Incident Tung-Shing Yee 7.1 403 Enchanted Kevin Lima 7.1 370 Valkyrie Bryan Singer 7.1 373 A.I. Artificial Intelligence Steven Spielberg 7.1 2774 The Spy Who Loved Me Lewis Gilbert 7.1 4652 1982 Tommy Oliver 7.1 1866 The Passion of the Christ Mel Gibson 7.1 4642 Hard Candy David Slade 7.1 402 Hotel Transylvania Genndy Tartakovsky 7.1 1852 Brothers Jim Sheridan 7.1 3187 Danny Collins Dan Fogelman 7.1 3005 Fateless Lajos Koltai 7.1 4188 My Own Private Idaho Gus Van Sant 7.1 3290 Harold & Kumar Go to White Castle Danny Leiner 7.1 1088 The Muppets James Bobin 7.1 1089 Blade Stephen Norrington 7.1 3655 Winter in Wartime Martin Koolhoven 7.1 4030 Human Traffic Justin Kerrigan 7.1 3659 The Protector Prachya Pinkaew 7.1 3922 Secretary Steven Shainberg 7.1 4195 Robot & Frank Jake Schreier 7.1 949 We Bought a Zoo Cameron Crowe 7.1 3497 Get Low Aaron Schneider 7.1 947 Payback Brian Helgeland 7.1 1505 The Horseman on the Roof Jean-Paul Rappeneau 7.1 773 State of Play Kevin Macdonald 7.1 3843 Four Weddings and a Funeral Mike Newell 7.1 1468 Concussion Peter Landesman 7.1 902 Anastasia Don Bluth 7.1 4097 Thirteen Conversations About One Thing Jill Sprecher 7.1 3850 State Fair Walter Lang 7.1 4197 The Spectacular Now James Ponsoldt 7.1 4161 Ulee's Gold Victor Nunez 7.1 3559 Dressed to Kill Brian De Palma 7.1 3892 Monster's Ball Marc Forster 7.1 4025 Margin Call J.C. Chandor 7.1 3347 Limbo John Sayles 7.1 3882 Love and Death on Long Island Richard Kwietniowski 7.1 1364 The Master Paul Thomas Anderson 7.1 733 RED Robert Schwentke 7.1 3526 Hesher Spencer Susser 7.1 4204 8: The Mormon Proposition Reed Cowan 7.1 3274 Melancholia Lars von Trier 7.1 3901 The Kids Are All Right Lisa Cholodenko 7.1 1246 The Rainmaker Francis Ford Coppola 7.1 3613 The Words Brian Klugman 7.1 4198 Marilyn Hotchkiss' Ballroom Dancing and Charm School Randall Miller 7.1 3937 Holy Motors Leos Carax 7.1 1330 The Time Traveler's Wife Robert Schwentke 7.1 1518 The Longest Ride George Tillman Jr. 7.1 3388 Enough Said Nicole Holofcener 7.1 3704 The Gift Joel Edgerton 7.1 928 The Adjustment Bureau George Nolfi 7.1 1522 Mandela: Long Walk to Freedom Justin Chadwick 7.1 1215 I Love You, Man John Hamburg 7.1 1122 Dredd Pete Travis 7.1 3787 Bottle Rocket Wes Anderson 7.1 3320 Red Riding: In the Year of Our Lord 1974 Julian Jarrold 7.1 3708 The Return of the Pink Panther Blake Edwards 7.1 906 Flags of Our Fathers Clint Eastwood 7.1 3400 8 Women François Ozon 7.1 936 Super 8 J.J. Abrams 7.1 711 Marley & Me David Frankel 7.1 3675 Iris Richard Eyre 7.1 1045 Three Kings David O. Russell 7.1 939 22 Jump Street Phil Lord 7.1 1323 The Warlords Peter Ho-Sun Chan 7.1 3389 Easy A Will Gluck 7.1 3834 Barfi Shekar 7.1 3326 Beneath Hill 60 Jeremy Sims 7.1 3978 The Pirate Vincente Minnelli 7.1 3727 Race Stephen Hopkins 7.1 3194 The House of Mirth Terence Davies 7.1 3784 Green Room Jeremy Saulnier 7.1 3376 The Player 7.1 2963 Crank Mark Neveldine 7 4609 Karachi se Lahore Wajahat Rauf 7 4891 Urbania Jon Shear 7 1379 John Q Nick Cassavetes 7 3343 Bright Star Jane Campion 7 1381 We're the Millers Rawson Marshall Thurber 7 1254 Paul Greg Mottola 7 4446 Jack Reacher Christopher McQuarrie 7 3974 Annie Get Your Gun George Sidney 7 1333 Frankenweenie Tim Burton 7 4876 Ink Jamin Winans 7 1707 An Unfinished Life Lasse Hallström 7 2988 The Host Joon-ho Bong 7 4862 I Married a Strange Person! Bill Plympton 7 363 Tropic Thunder Ben Stiller 7 2955 The Boys from Brazil Franklin J. Schaffner 7 2991 Charlie Bartlett Jon Poll 7 1697 Wicker Park Paul McGuigan 7 358 Ice Age: Dawn of the Dinosaurs Carlos Saldanha 7 2987 Last Orders Fred Schepisi 7 2969 Girl with a Pearl Earring Peter Webber 7 4166 The Dress Alex van Warmerdam 7 2977 Cadillac Records Darnell Martin 7 3459 The Neon Demon Nicolas Winding Refn 7 2733 Felicia's Journey Atom Egoyan 7 357 Cloudy with a Chance of Meatballs Phil Lord 7 1023 Defiance 7 4167 A Guy Named Joe Victor Fleming 7 1444 Hit the Floor 7 1719 Miss Potter Chris Noonan 7 3935 Poolhall Junkies Mars Callahan 7 4552 Departure Andrew Steggall 7 826 Sex and the City 7 2918 American Pie Paul Weitz 7 473 Spirit: Stallion of the Cimarron Kelly Asbury 7 1973 The Conspirator Robert Redford 7 2915 The Perfect Game William Dear 7 441 Batman Returns Tim Burton 7 2689 One Day Lone Scherfig 7 1966 Legend Brian Helgeland 7 289 Public Enemies Michael Mann 7 3944 Trust David Schwimmer 7 2656 28 Weeks Later Juan Carlos Fresnadillo 7 3385 Bon Cop Bad Cop Erik Canuel 7 931 Ted Seth MacFarlane 7 3473 My Dog Skip Jay Russell 7 4567 The Broken Hearts Club: A Romantic Comedy Greg Berlanti 7 312 Legend of the Guardians: The Owls of Ga'Hoole Zack Snyder 7 838 Meet the Parents Jay Roach 7 4724 Faith Connections Pan Nalin 7 1790 Kundun Martin Scorsese 7 4576 Dream with the Fishes Finn Taylor 7 4715 Crop Circles: Quest for Truth William Gazecki 7 3382 Syriana Stephen Gaghan 7 477 Déjà Vu Henry Jaglom 7 3496 A Serious Man Ethan Coen 7 3547 The Chumscrubber Arie Posin 7 485 What Dreams May Come Vincent Ward 7 2951 Stir of Echoes David Koepp 7 1273 Rent Chris Columbus 7 227 Prometheus Ridley Scott 7 4141 Cinderella Kenneth Branagh 7 4488 The Amazing Catfish Claudia Sainte-Luce 7 4677 Safety Not Guaranteed Colin Trevorrow 7 2573 The Thirteenth Floor Josef Rusnak 7 969 Syriana Stephen Gaghan 7 2584 Trance Danny Boyle 7 2081 Ghost Jerry Zucker 7 235 Oblivion Joseph Kosinski 7 4520 Dracula: Pages from a Virgin's Diary Guy Maddin 7 4811 Trekkies Roger Nygard 7 3522 Les visiteurs Jean-Marie Poiré 7 2934 Time Bandits Terry Gilliam 7 1919 Million Dollar Arm Craig Gillespie 7 433 Hellboy II: The Golden Army Guillermo del Toro 7 3911 The Cooler Wayne Kramer 7 958 Non-Stop Jaume Collet-Serra 7 2704 Black Snake Moan Craig Brewer 7 4086 Real Women Have Curves Patricia Cardoso 7 336 Cinderella Kenneth Branagh 7 4539 Hellraiser Clive Barker 7 1325 Snowpiercer Joon-ho Bong 7 2093 Underworld Len Wiseman 7 1674 One True Thing Carl Franklin 7 2327 Courage Angelo Pizzo 7 2815 The Lucky Ones Neil Burger 7 4296 House of D David Duchovny 7 1155 Notting Hill Roger Michell 7 2189 Orphan Jaume Collet-Serra 7 1882 Cloverfield Matt Reeves 7 1156 Chicken Run Peter Lord 7 3229 Welcome to the Rileys Jake Scott 7 2349 Ramanujan Gnana Rajasekaran 7 46 World War Z Marc Forster 7 52 Pacific Rim Guillermo del Toro 7 1160 Cleopatra Joseph L. Mankiewicz 7 4221 Show Boat George Sidney 7 646 The X Files Rob Bowman 7 2169 Wicker Park Paul McGuigan 7 4656 London to Brighton Paul Andrew Williams 7 382 Spy Game Tony Scott 7 3104 Happy Gilmore Dennis Dugan 7 2375 The Bounty Roger Donaldson 7 4337 A Funny Thing Happened on the Way to the Forum Richard Lester 7 2084 The Rookie John Lee Hancock 7 3632 The Great Train Robbery Michael Crichton 7 4346 Buried Rodrigo Cortés 7 3100 The Color of Money Martin Scorsese 7 384 Rio Carlos Saldanha 7 724 The Italian Job F. Gary Gray 7 3253 Partition Vic Sarin 7 4239 Bully Larry Clark 7 2247 Ladyhawke Richard Donner 7 2799 Bobby Emilio Estevez 7 2241 Yu-Gi-Oh! Duel Monsters 7 4260 Courageous Alex Kendrick 7 1129 Curse of the Golden Flower Yimou Zhang 7 5033 Primer Shane Carruth 7 1543 Scrooged Richard Donner 7 2226 The World's End Edgar Wright 7 21 The Amazing Spider-Man Marc Webb 7 3163 Big Eyes Tim Burton 7 29 Jurassic World Colin Trevorrow 7 3994 Harper Jack Smight 7 3159 End of the Spear Jim Hanon 7 2299 Sweet Charity Bob Fosse 7 4272 Alexander's Ragtime Band Henry King 7 4277 Harsh Times David Ayer 7 3155 My Week with Marilyn Simon Curtis 7 720 The Prince of Egypt Brenda Chapman 7 1149 Unleashed Louis Leterrier 7 2316 A Most Violent Year J.C. Chandor 7 5013 Manito Eric Eason 7 2318 Flash of Genius Marc Abraham 7 2319 I'm Not There. Todd Haynes 7 2159 Wayne's World Penelope Spheeris 7 1602 The SpongeBob SquarePants Movie Stephen Hillenburg 7 80 Iron Man 2 Jon Favreau 7 1653 The Cabin in the Woods Drew Goddard 7 4405 Kids Larry Clark 7 130 Thor Kenneth Branagh 7 82 Maleficent Robert Stromberg 7 3281 Thunderball Terence Young 7 3611 Pollock Ed Harris 7 3781 Kill the Messenger Michael Cuesta 7 3782 Rabbit Hole John Cameron Mitchell 7 752 ParaNorman Chris Butler 7 2448 The Last Station Michael Hoffman 7 1839 Ever After: A Cinderella Story Andy Tennant 7 1838 Pineapple Express David Gordon Green 7 1371 Burn After Reading Ethan Coen 7 3778 Zero Effect Jake Kasdan 7 1204 Julie & Julia Nora Ephron 7 905 Black Mass Scott Cooper 7 3291 The Contender Rod Lurie 7 3292 Boiler Room Ben Younger 7 1796 Knocked Up Judd Apatow 7 1054 Out of Sight Steven Soderbergh 7 4192 Jesus' Son Alison Maclean 7 3300 Igby Goes Down Burr Steers 7 4895 Mad Max George Miller 7 3308 Velvet Goldmine Todd Haynes 7 4018 Time to Choose Charles Ferguson 7 4926 Another Earth Mike Cahill 7 4631 Trance Danny Boyle 7 4929 Perfect Cowboy Ken Roht 7 611 Seven Years in Tibet Jean-Jacques Annaud 7 4962 The Lost Skeleton of Cadavra Larry Blamire 7 1177 8 Mile Curtis Hanson 7 4959 Hollywood Shuffle Robert Townsend 7 3631 The Wackness Jonathan Levine 7 4369 Hang 'Em High Ted Post 7 2403 Austin Powers: International Man of Mystery Jay Roach 7 4950 A Dog's Breakfast David Hewlett 7 4949 A Dog's Breakfast David Hewlett 7 2409 Mean Girls Mark Waters 7 4007 Trollhunter André Øvredal 7 320 In the Heart of the Sea Ron Howard 7 3763 UHF Jay Levey 7 3619 Little Voice Mark Herman 7 4938 Antarctic Edge: 70° South Dena Seidel 7 3764 Grandma's Boy Nicholaus Goossen 7 739 Jack Reacher Christopher McQuarrie 7 3189 I Am Love Luca Guadagnino 7 2792 Tea with Mussolini Franco Zeffirelli 6.9 390 Conan the Barbarian John Milius 6.9 334 The Road to El Dorado Bibo Bergeron 6.9 4676 Aqua Teen Hunger Force Colon Movie Film for Theaters Matt Maiellaro 6.9 322 Green Zone Paul Greengrass 6.9 380 Now You See Me 2 Jon M. Chu 6.9 2738 Buffalo Soldiers Gregor Jordan 6.9 4660 Crying with Laughter Justin Molotnikov 6.9 2690 Whip It Drew Barrymore 6.9 3449 Alias Betty Claude Miller 6.9 2769 Cool Runnings Jon Turteltaub 6.9 3981 Unknown Jaume Collet-Serra 6.9 1345 Water for Elephants Francis Lawrence 6.9 2709 The Importance of Being Earnest Oliver Parker 6.9 2764 Pretty Woman Garry Marshall 6.9 3446 The Work and the Glory Russell Holt 6.9 3980 The History Boys Nicholas Hytner 6.9 2763 Fatal Attraction Adrian Lyne 6.9 3979 The Good Heart Dagur Kári 6.9 1321 The Hunting Party Richard Shepard 6.9 2105 The Island Michael Bay 6.9 1179 A Knight's Tale Brian Helgeland 6.9 1082 Patriot Games Phillip Noyce 6.9 3758 Saved! Brian Dannelly 6.9 3770 Sea Rex 3D: Journey to a Prehistoric World Ronan Chapalain 6.9 131 Bolt Byron Howard 6.9 141 Mission: Impossible III J.J. Abrams 6.9 2104 Jay and Silent Bob Strike Back Kevin Smith 6.9 929 Robin Hood: Prince of Thieves Kevin Reynolds 6.9 2450 Labor Day Jason Reitman 6.9 146 Mr. Peabody & Sherman Rob Minkoff 6.9 148 Madagascar 3: Europe's Most Wanted Eric Darnell 6.9 4903 The Business of Fancydancing Sherman Alexie 6.9 1041 Chappie Neill Blomkamp 6.9 3596 Duel in the Sun King Vidor 6.9 2392 The Mask Chuck Russell 6.9 73 Suicide Squad David Ayer 6.9 2166 Disturbia D.J. Caruso 6.9 3749 Sunshine Cleaning Christine Jeffs 6.9 64 The Chronicles of Narnia: The Lion, the Witch and the Wardrobe Andrew Adamson 6.9 2334 Steamboy Katsuhiro Ôtomo 6.9 2193 Conan the Barbarian John Milius 6.9 3663 Sunshine State John Sayles 6.9 5005 Mutual Appreciation Andrew Bujalski 6.9 2324 Bon voyage Jean-Paul Rappeneau 6.9 2321 The Brothers Bloom Rian Johnson 6.9 5018 Flywheel Alex Kendrick 6.9 2218 The Debt John Madden 6.9 5026 Clean Olivier Assayas 6.9 3700 Lights Out David F. Sandberg 6.9 5035 El Mariachi Robert Rodriguez 6.9 10 Batman v Superman: Dawn of Justice Zack Snyder 6.9 2077 Bodyguards and Assassins Teddy Chan 6.9 3591 The Wood Rick Famuyiwa 6.9 171 Captain America: The First Avenger Joe Johnston 6.9 2604 Top Gun Tony Scott 6.9 1939 Kingpin Bobby Farrelly 6.9 1319 Disturbia D.J. Caruso 6.9 1945 He Got Game Spike Lee 6.9 300 National Treasure Jon Turteltaub 6.9 297 The Hunchback of Notre Dame Gary Trousdale 6.9 2636 Cop Land James Mangold 6.9 3489 The Devil's Rejects Rob Zombie 6.9 280 The Island Michael Bay 6.9 3938 Joe David Gordon Green 6.9 1975 The 33 Patricia Riggen 6.9 3930 Mirrormask Dave McKean 6.9 3499 Beyond the Lights Gina Prince-Bythewood 6.9 4771 The King of Najayo Fernando Baez Mella 6.9 4791 Napoleon Dynamite Jared Hess 6.9 4802 The Beyond Lucio Fulci 6.9 4878 Jesus People Jason Naumann 6.9 4806 My Beautiful Laundrette Stephen Frears 6.9 3534 Wah-Wah Richard E. Grant 6.9 4823 My Dog Tulip Paul Fierlinger 6.9 1269 Extremely Loud & Incredibly Close Stephen Daldry 6.9 4829 When the Cat's Away Cédric Klapisch 6.9 2029 Return to Me Bonnie Hunt 6.9 3569 The East Zal Batmanglij 6.9 4853 Lovely & Amazing Nicole Holofcener 6.9 1245 Jersey Boys Clint Eastwood 6.9 2525 Veronica Guerin Joel Schumacher 6.9 3435 Soul Food George Tillman Jr. 6.9 4870 On the Outs Lori Silverbush 6.9 1232 Unknown Jaume Collet-Serra 6.9 4872 Exam Stuart Hazeldine 6.9 1867 Mrs. Doubtfire Chris Columbus 6.9 2248 Simon Birch Mark Steven Johnson 6.9 1584 Get Shorty Barry Sonnenfeld 6.9 3350 Yeh Jawaani Hai Deewani Ayan Mukerji 6.9 1665 Gridiron Gang Phil Joanou 6.9 4575 All the Real Girls David Gordon Green 6.9 4414 Repo Man Alex Cox 6.9 798 The Last Castle Rod Lurie 6.9 3116 The Last Dragon Michael Schultz 6.9 3391 Shadow of the Vampire E. Elias Merhige 6.9 1500 Radio Flyer Richard Donner 6.9 594 Vanilla Sky Cameron Crowe 6.9 660 Step Brothers Adam McKay 6.9 1621 Four Brothers John Singleton 6.9 1579 Hearts in Atlantis Scott Hicks 6.9 3226 World's Greatest Dad Bobcat Goldthwait 6.9 4227 8 Days Jaco Booyens 6.9 1814 Anonymous Roland Emmerich 6.9 1383 Breakdown Jonathan Mostow 6.9 430 Creepshow George A. Romero 6.9 1673 Get on Up Tate Taylor 6.9 522 Independence Day Roland Emmerich 6.9 1817 The Duchess Saul Dibb 6.9 4573 History of the World: Part I Mel Brooks 6.9 1425 Radio Michael Tollin 6.9 4287 The Diary of a Teenage Girl Marielle Heller 6.9 4421 Snow Angels David Gordon Green 6.9 3041 History of the World: Part I Mel Brooks 6.9 463 The Book of Eli Albert Hughes 6.9 1778 Rob Roy Michael Caton-Jones 6.9 4521 Faith Like Potatoes Regardt van den Bergh 6.9 1780 We Own the Night James Gray 6.9 576 The Majestic Frank Darabont 6.9 3092 Stripes Ivan Reitman 6.9 3039 Cruel Intentions Roger Kumble 6.9 1657 Little Shop of Horrors Frank Oz 6.9 3250 Of Horses and Men Benedikt Erlingsson 6.9 3370 Creepshow George A. Romero 6.9 4109 Freeway Matthew Bright 6.9 3247 Fifty Dead Men Walking Kari Skogland 6.9 1614 Warm Bodies Jonathan Levine 6.9 3106 Bill & Ted's Excellent Adventure Stephen Herek 6.9 2897 The Emperor's Club Michael Hoffman 6.9 3262 You Only Live Twice Lewis Gilbert 6.9 4099 Basquiat Julian Schnabel 6.9 1498 A Good Year Ridley Scott 6.9 3346 All Is Lost J.C. Chandor 6.9 524 Madagascar Eric Darnell 6.9 490 The Edge Lee Tamahori 6.9 3206 The Iceman Ariel Vromen 6.9 411 Ocean's Thirteen Steven Soderbergh 6.9 3276 Jab Tak Hai Jaan Yash Chopra 6.9 408 The Holiday Nancy Meyers 6.9 4073 Slow West John Maclean 6.9 2924 Ace Ventura: Pet Detective Tom Shadyac 6.9 4165 Donovan's Reef John Ford 6.9 3417 Wild Target Jonathan Lynn 6.9 881 Elizabeth: The Golden Age Shekhar Kapur 6.9 2814 Reign of Assassins Chao-Bin Su 6.9 4456 House at the End of the Drive David Worth 6.9 689 Oliver Twist Roman Polanski 6.9 1755 Role Models David Wain 6.9 1540 Elf Jon Favreau 6.9 4085 Woman Thou Art Loosed Michael Schultz 6.9 3428 Imagine Me & You Ol Parker 6.9 4251 It Follows David Robert Mitchell 6.9 699 Clear and Present Danger Phillip Noyce 6.9 3333 The Rose Mark Rydell 6.9 2795 Crooklyn Spike Lee 6.9 4598 The Last Big Thing Dan Zukovic 6.9 1406 Horrible Bosses Seth Gordon 6.9 2954 The Upside of Anger Mike Binder 6.9 529 Ice Age: The Meltdown Carlos Saldanha 6.9 4603 Special Hal Haberman 6.9 1744 Mumford Lawrence Kasdan 6.9 4559 Martha Marcy May Marlene Sean Durkin 6.9 3076 An Ideal Husband Oliver Parker 6.9 1568 Cradle Will Rock Tim Robbins 6.9 3014 Triangle Christopher Smith 6.9 4089 East Is East Damien O'Donnell 6.9 3066 The Molly Maguires Martin Ritt 6.9 1567 Cats Don't Dance Mark Dindal 6.9 4183 That Thing You Do! Tom Hanks 6.9 1557 Dreamer: Inspired by a True Story John Gatins 6.9 1377 Dolphin Tale Charles Martin Smith 6.9 4386 Yes Sally Potter 6.9 3405 When Did You Last See Your Father? Anand Tucker 6.9 1766 Serendipity Peter Chelsom 6.9 3051 Quartet Dustin Hoffman 6.8 2427 Young Sherlock Holmes Barry Levinson 6.8 3284 Set It Off F. Gary Gray 6.8 3609 Bernie Richard Linklater 6.8 750 Hellboy Guillermo del Toro 6.8 4413 Insidious James Wan 6.8 4910 Solitude Livingston Oden 6.8 3430 Swimming Pool François Ozon 6.8 1658 Hanna Joe Wright 6.8 1058 The Thomas Crown Affair John McTiernan 6.8 1450 The Nativity Story Catherine Hardwicke 6.8 2052 Bad Boys Michael Bay 6.8 2053 The Naked Gun 2½: The Smell of Fear David Zucker 6.8 2514 55 Days at Peking Nicholas Ray 6.8 765 The Boxtrolls Graham Annable 6.8 3008 Cypher Vincenzo Natali 6.8 1022 Fair Game Doug Liman 6.8 2499 TRON: Legacy Joseph Kosinski 6.8 178 The BFG Steven Spielberg 6.8 176 The Incredible Hulk Louis Leterrier 6.8 3827 Driving Lessons Jeremy Brock 6.8 3824 Tristram Shandy: A Cock and Bull Story Michael Winterbottom 6.8 4440 Fetching Cody David Ray 6.8 2075 Rogue 6.8 4439 Wal-Mart: The High Cost of Low Price Robert Greenwald 6.8 2078 1408 Mikael Håfström 6.8 3814 Capricorn One Peter Hyams 6.8 4438 Housebound Gerard Johnstone 6.8 1672 Bulworth Warren Beatty 6.8 1043 Panic Room David Fincher 6.8 3605 Sliding Doors Peter Howitt 6.8 4902 3 Tom Tykwer 6.8 3032 If I Stay R.J. Cutler 6.8 4403 Bloodsport Newt Arnold 6.8 4360 El crimen del padre Amaro Carlos Carrera 6.8 3780 Light Sleeper Paul Schrader 6.8 1506 Ride with the Devil Ang Lee 6.8 40 TRON: Legacy Joseph Kosinski 6.8 3135 A Prairie Home Companion Robert Altman 6.8 1151 The Firm Sydney Pollack 6.8 3222 The Chambermaid on the Titanic Bigas Luna 6.8 1511 The Maze Runner Wes Ball 6.8 1101 The Hitchhiker's Guide to the Galaxy Garth Jennings 6.8 1562 Bringing Out the Dead Martin Scorsese 6.8 1145 Underworld: Evolution Len Wiseman 6.8 34 X-Men: The Last Stand Brett Ratner 6.8 3156 The Matador Richard Shepard 6.8 1144 Heaven's Gate Michael Cimino 6.8 2293 Death Sentence James Wan 6.8 4268 Thirteen Catherine Hardwicke 6.8 2291 Everyone Says I Love You Woody Allen 6.8 3166 Body Double Brian De Palma 6.8 2225 Street Kings David Ayer 6.8 3707 The Robe Henry Koster 6.8 1545 Bridesmaids Paul Feig 6.8 1120 The Pledge Sean Penn 6.8 19 Men in Black 3 Barry Sonnenfeld 6.8 2232 Quigley Down Under Simon Wincer 6.8 3203 Spider David Cronenberg 6.8 2237 To Die For Gus Van Sant 6.8 2239 Appaloosa Ed Harris 6.8 703 The American President Rob Reiner 6.8 1533 Goal! The Dream Begins Danny Cannon 6.8 2 Spectre Sam Mendes 6.8 4291 Inside Deep Throat Fenton Bailey 6.8 2190 Max Boaz Yakin 6.8 2420 The Fog John Carpenter 6.8 55 The Good Dinosaur Peter Sohn 6.8 3773 Bottle Shock Randall Miller 6.8 2126 Out of the Furnace Scott Cooper 6.8 1070 Liar Liar Tom Shadyac 6.8 4208 Super James Gunn 6.8 3068 Copying Beethoven Agnieszka Holland 6.8 2140 The Transporter Louis Leterrier 6.8 4384 My Summer of Love Pawel Pawlikowski 6.8 4212 Get on the Bus Spike Lee 6.8 1486 The Shipping News Lasse Hallström 6.8 1617 Babe Chris Noonan 6.8 2151 eXistenZ David Cronenberg 6.8 734 Any Given Sunday Oliver Stone 6.8 4867 The Motel Michael Kang 6.8 3258 Adventureland Greg Mottola 6.8 4964 Cheap Thrills E.L. Katz 6.8 3750 No Escape John Erick Dowdle 6.8 632 The Score Frank Oz 6.8 4969 The Night Visitor Laslo Benedek 6.8 640 The Finest Hours Craig Gillespie 6.8 1596 The Addams Family Barry Sonnenfeld 6.8 4220 Dancer, Texas Pop. 81 Tim McCanlies 6.8 4981 Tiger Orange Wade Gasque 6.8 61 A Christmas Carol Robert Zemeckis 6.8 1590 The Vow Michael Sucsy 6.8 2358 Sea of Love Harold Becker 6.8 1096 From Hell Albert Hughes 6.8 4315 Eden Lake James Watkins 6.8 1449 From Hell Albert Hughes 6.8 2998 Ondine Neil Jordan 6.8 4252 Everything You Always Wanted to Know About Sex * But Were Afraid to Ask Woody Allen 6.8 2610 The Yellow Handkerchief Udayan Prasad 6.8 4558 The Skeleton Twins Craig Johnson 6.8 4555 October Baby Andrew Erwin 6.8 1765 For Your Eyes Only John Glen 6.8 1408 The Devil Wears Prada David Frankel 6.8 1326 A Monster in Paris Bibo Bergeron 6.8 1412 21 Robert Luketic 6.8 272 Ali Michael Mann 6.8 2929 Beavis and Butt-Head Do America Mike Judge 6.8 4533 Tom Jones Tony Richardson 6.8 3972 Major Dundee Sam Peckinpah 6.8 4776 Born to Fly: Elizabeth Streb vs. Gravity Catherine Gund 6.8 3488 Flirting with Disaster David O. Russell 6.8 4591 A Lego Brickumentary Kief Davidson 6.8 4595 The Perfect Host Nick Tomnay 6.8 354 Unstoppable Tony Scott 6.8 4785 Mutual Friends Matthew Watts 6.8 4532 The Fog John Carpenter 6.8 1823 Martian Child Menno Meyjes 6.8 2848 The Shallows Jaume Collet-Serra 6.8 4608 Heli Amat Escalante 6.8 2001 Cirque du Soleil: Worlds Away Andrew Adamson 6.8 2003 Me and Orson Welles Richard Linklater 6.8 1970 Draft Day Ivan Reitman 6.8 328 Surf's Up Ash Brannon 6.8 3977 Defendor Peter Stebbings 6.8 4736 Sholem Aleichem: Laughing in the Darkness Joseph Dorman 6.8 1391 Snow Falling on Cedars Scott Hicks 6.8 2892 Operation Chromite John H. Lee 6.8 2683 A Most Wanted Man Anton Corbijn 6.8 3375 On Her Majesty's Secret Service Peter R. Hunt 6.8 1801 Rendition Gavin Hood 6.8 3472 Live and Let Die Guy Hamilton 6.8 4059 Sinister Scott Derrickson 6.8 1946 Don Juan DeMarco Jeremy Leven 6.8 2877 Resurrecting the Champ Rod Lurie 6.8 302 Where the Wild Things Are Spike Jonze 6.8 460 Con Air Simon West 6.8 941 Yes Man Peyton Reed 6.8 4564 Walking and Talking Nicole Holofcener 6.8 4068 Family Plot Alfred Hitchcock 6.8 1310 Pandorum Christian Alvart 6.8 442 Over the Hedge Tim Johnson 6.8 3482 Logan's Run Michael Anderson 6.8 2643 Where the Heart Is Matt Williams 6.8 3483 The Man with the Golden Gun Guy Hamilton 6.8 1241 The Lake House Alejandro Agresti 6.8 4560 Obvious Child Gillian Robespierre 6.8 1963 The Girl Next Door Luke Greenfield 6.8 2842 Young Guns Christopher Cain 6.8 3511 Redbelt David Mamet 6.8 2736 Things to Do in Denver When You're Dead Gary Fleder 6.8 1708 The Imaginarium of Doctor Parnassus Terry Gilliam 6.8 519 The Secret Life of Pets Yarrow Cheney 6.8 3406 Prefontaine Steve James 6.8 2757 Romeo + Juliet Baz Luhrmann 6.8 1726 Machine Gun Preacher Marc Forster 6.8 869 The Ghost and the Darkness Stephen Hopkins 6.8 780 Trouble with the Curve Robert Lorenz 6.8 4006 La otra conquista Salvador Carrasco 6.8 385 Bicentennial Man Chris Columbus 6.8 3557 La Bamba Luis Valdez 6.8 2821 Clueless Amy Heckerling 6.8 3570 A Home at the End of the World Michael Mayer 6.8 4151 High Tension Alexandre Aja 6.8 2811 Mr. Turner Mike Leigh 6.8 405 Safe House Daniel Espinosa 6.8 3415 Fido Andrew Currie 6.8 530 50 First Dates Peter Segal 6.8 3996 The Witch Robert Eggers 6.8 2938 One Hour Photo Mark Romanek 6.8 2840 Miracles from Heaven Patricia Riggen 6.8 1861 The Curse of the Jade Scorpion Woody Allen 6.8 4515 Waiting... Rob McKittrick 6.8 2531 My Girl Howard Zieff 6.8 2994 Stoker Chan-wook Park 6.8 368 Atlantis: The Lost Empire Gary Trousdale 6.8 3899 Trapeze Carol Reed 6.8 2578 Detroit Rock City Adam Rifkin 6.8 3857 Spun Jonas Åkerlund 6.8 898 Superman II Richard Lester 6.8 1900 The Grey Joe Carnahan 6.8 4672 Saints and Soldiers Ryan Little 6.8 5028 Tin Can Man Ivan Kavanagh 6.7 3662 Bend It Like Beckham Gurinder Chadha 6.7 3436 Rumble in the Bronx Stanley Tong 6.7 2809 Easy Virtue Stephan Elliott 6.7 3181 Bad Words Jason Bateman 6.7 2257 Fired Up 6.7 2779 White Fang Randal Kleiser 6.7 4985 The Dirties Matt Johnson 6.7 3111 Commando Mark L. Lester 6.7 2806 Catch a Fire Phillip Noyce 6.7 4577 Blue Car Karen Moncrieff 6.7 4651 Elza Mariette Monpierre 6.7 4654 Celeste & Jesse Forever Lee Toland Krieger 6.7 4032 The Dead Girl Karen Moncrieff 6.7 2692 Confidence James Foley 6.7 2347 Shattered Mike Barker 6.7 2300 Inherent Vice Paul Thomas Anderson 6.7 4023 High Anxiety Mel Brooks 6.7 3142 Kit Kittredge: An American Girl Patricia Rozema 6.7 2672 Tuck Everlasting Jay Russell 6.7 3214 My Blueberry Nights Kar-Wai Wong 6.7 2728 Transsiberian Brad Anderson 6.7 5009 Pink Narcissus James Bidgood 6.7 3210 Killer Joe William Friedkin 6.7 4244 Sharkskin Dan Perri 6.7 3453 Albert Nobbs Rodrigo García 6.7 4610 Loving Annabelle Katherine Brooks 6.7 3678 Mambo Italiano Émile Gaudreault 6.7 3465 Diamonds Are Forever Guy Hamilton 6.7 2706 A Mighty Heart Michael Winterbottom 6.7 4584 The Lovely Bones Peter Jackson 6.7 3172 Seeking a Friend for the End of the World Lorene Scafaria 6.7 3963 The Loved Ones Sean Byrne 6.7 2332 The Oogieloves in the Big Balloon Adventure Matthew Diamond 6.7 3725 Mommie Dearest Frank Perry 6.7 2868 Serial Mom John Waters 6.7 4298 Six-String Samurai Lance Mungia 6.7 3119 Nick and Norah's Infinite Playlist Peter Sollett 6.7 2280 Ghost Town David Koepp 6.7 3380 Half Baked Tamra Davis 6.7 4864 Like Crazy Drake Doremus 6.7 2891 The Call Brad Anderson 6.7 3353 Repo! The Genetic Opera Darren Lynn Bousman 6.7 3890 The Greatest Show on Earth Cecil B. DeMille 6.7 2562 Bad Moms Jon Lucas 6.7 4187 Kevin Hart: Let Me Explain Leslie Small 6.7 3809 Henry & Me Barrett Esposito 6.7 2471 Renaissance Christian Volckman 6.7 4123 Just Looking Jason Alexander 6.7 4435 Trucker James Mottern 6.7 4819 Revolution 6.7 4434 Pontypool Bruce McDonald 6.7 3299 The Way of the Gun Christopher McQuarrie 6.7 4425 Mooz-Lum Qasim Basir 6.7 2583 The White Countess James Ivory 6.7 2459 Unforgettable 6.7 4194 Brick Lane Sarah Gavron 6.7 2456 Midnight Special Jeff Nichols 6.7 3815 Should've Been Romeo Marc Bennett 6.7 4827 Tumbleweeds Gavin O'Connor 6.7 4893 The Beast from 20,000 Fathoms Eugène Lourié 6.7 3869 Silent Movie Mel Brooks 6.7 3841 Police Academy Hugh Wilson 6.7 3336 Shipwrecked Nils Gaup 6.7 2794 New York, New York Martin Scorsese 6.7 2513 Brooklyn's Finest Antoine Fuqua 6.7 4858 American Desi Piyush Dinker Pandya 6.7 4450 The Holy Girl Lucrecia Martel 6.7 3010 Home Tim Johnson 6.7 2960 Tales from the Crypt: Demon Knight Ernest R. Dickerson 6.7 2496 Smokin' Aces Joe Carnahan 6.7 2495 The Best Man Holiday Malcolm D. Lee 6.7 2967 Rachel Getting Married Jonathan Demme 6.7 3875 Easy Money Daniel Espinosa 6.7 3826 Lady in White Frank LaLoggia 6.7 4832 Old Joy Kelly Reichardt 6.7 3532 Hard to Be a God Aleksey German 6.7 2936 Project X Nima Nourizadeh 6.7 3231 Blood Done Sign My Name Jeb Stuart 6.7 4417 The Ballad of Jack and Rose Rebecca Miller 6.7 4944 Sound of My Voice Zal Batmanglij 6.7 4947 Your Sister's Sister Lynn Shelton 6.7 2410 Under the Tuscan Sun Audrey Wells 6.7 4752 Home Tim Johnson 6.7 2911 Machete Ethan Maniquis 6.7 4376 May Lucky McKee 6.7 2908 Oscar and Lucinda Gillian Armstrong 6.7 4955 Facing the Giants Alex Kendrick 6.7 3259 The Lost City Andy Garcia 6.7 2657 When the Game Stands Tall Thomas Carter 6.7 2379 The Fall of the Roman Empire Anthony Mann 6.7 3633 Morvern Callar Lynne Ramsay 6.7 2665 Ramona and Beezus Elizabeth Allen Rosenbaum 6.7 3637 The Greatest Shana Feste 6.7 3244 Eulogy Michael Clancy 6.7 3625 Only the Strong Sheldon Lettich 6.7 4556 Next Stop Wonderland Brad Anderson 6.7 3621 Wish I Was Here Zach Braff 6.7 2431 Center Stage Nicholas Hytner 6.7 3529 The Heart of Me Thaddeus O'Sullivan 6.7 2591 Zulu Jérôme Salle 6.7 4529 Silent Running Douglas Trumbull 6.7 2447 Dragonslayer Matthew Robbins 6.7 3285 The Best Man Malcolm D. Lee 6.7 3907 Scoop Woody Allen 6.7 2430 Small Time Crooks Woody Allen 6.7 3269 Heavy Metal Gerald Potterton 6.7 4918 Theresa Is a Mother C. Fraser Press 6.7 3918 The Rules of Attraction Roger Avary 6.7 4407 Kissing Jessica Stein Charles Herman-Wurmfeld 6.7 3921 Four Rooms Allison Anders 6.7 4202 Dodgeball: A True Underdog Story Rawson Marshall Thurber 6.7 4071 Torn Curtain Alfred Hitchcock 6.7 2397 The Exorcism of Emily Rose Scott Derrickson 6.7 2521 Bobby Jones: Stroke of Genius Rowdy Herrington 6.7 1237 The Living Daylights John Glen 6.7 967 Unfaithful Adrian Lyne 6.7 268 Ender's Game Gavin Hood 6.7 2005 Bad Lieutenant: Port of Call New Orleans Werner Herzog 6.7 1987 The Hoax Lasse Hallström 6.7 294 The Other Guys Adam McKay 6.7 978 American Reunion Jon Hurwitz 6.7 1967 Hot Rod Akiva Schaffer 6.7 299 The Expendables 2 Simon West 6.7 304 Epic Chris Wedge 6.7 973 Absolute Power Clint Eastwood 6.7 337 The Lovely Bones Peter Jackson 6.7 1186 The Proposal Anne Fletcher 6.7 1080 The Client Joel Schumacher 6.7 388 K-19: The Widowmaker Kathryn Bigelow 6.7 395 The Fast and the Furious Rob Cohen 6.7 1907 Nothing to Lose Steve Oedekerk 6.7 413 Divergent Neil Burger 6.7 415 The Rundown Peter Berg 6.7 1887 Bridget Jones's Diary Sharon Maguire 6.7 943 Stepmom Chris Columbus 6.7 436 Bruce Almighty Tom Shadyac 6.7 1872 The Best of Me Michael Hoffman 6.7 446 RED 2 Dean Parisot 6.7 2024 The Whole Nine Yards Jonathan Lynn 6.7 239 The Wolverine James Mangold 6.7 237 Star Wars: Episode II - Attack of the Clones George Lucas 6.7 2042 Beyond the Sea Kevin Spacey 6.7 100 The Fast and the Furious Rob Cohen 6.7 118 Charlie and the Chocolate Factory Tim Burton 6.7 121 Madagascar: Escape 2 Africa Eric Darnell 6.7 123 X-Men Origins: Wolverine Gavin Hood 6.7 124 The Matrix Revolutions Lana Wachowski 6.7 129 Angels & Demons Ron Howard 6.7 2149 The Beaver Jodie Foster 6.7 2146 Moonlight Mile Brad Silberling 6.7 2130 Underdogs Juan José Campanella 6.7 144 Flushed Away David Bowers 6.7 1010 Free State of Jones Gary Ross 6.7 2111 I Heart Huckabees David O. Russell 6.7 182 Penguins of Madagascar Eric Darnell 6.7 188 Home Tim Johnson 6.7 191 Puss in Boots Chris Miller 6.7 2072 Coco Before Chanel Anne Fontaine 6.7 2067 Marvin's Room Jerry Zaks 6.7 207 The Hunger Games: Mockingjay - Part 1 Francis Lawrence 6.7 216 The Bourne Legacy Tony Gilroy 6.7 2054 Final Destination James Wong 6.7 230 The Chronicles of Riddick David Twohy 6.7 451 Something's Gotta Give Nancy Meyers 6.7 469 Conspiracy Theory Richard Donner 6.7 478 Hotel Transylvania 2 Genndy Tartakovsky 6.7 628 Escape Plan Mikael Håfström 6.7 833 Anger Management 6.7 1605 Analyze This Harold Ramis 6.7 1595 Dodgeball: A True Underdog Story Rawson Marshall Thurber 6.7 661 The Mask of Zorro Martin Campbell 6.7 817 Just Like Heaven Mark Waters 6.7 811 The Great Raid John Dahl 6.7 1546 This Is the End Evan Goldberg 6.7 1390 Ghosts of Mississippi Rob Reiner 6.7 677 Primary Colors Mike Nichols 6.7 680 The Long Kiss Goodnight Renny Harlin 6.7 722 2 Guns Baltasar Kormákur 6.7 1402 Lethal Weapon 3 Richard Donner 6.7 732 The Family Man Brett Ratner 6.7 1490 The Tree of Life Terrence Malick 6.7 1485 Walk Hard: The Dewey Cox Story Jake Kasdan 6.7 1437 Resident Evil Paul W.S. Anderson 6.7 770 Gangster Squad Ruben Fleischer 6.7 793 Event Horizon Paul W.S. Anderson 6.7 1441 In Time Andrew Niccol 6.7 792 Sinbad: Legend of the Seven Seas Patrick Gilmore 6.7 787 The Legend of Bagger Vance Robert Redford 6.7 1354 The Ninth Gate Roman Polanski 6.7 854 City of Angels Brad Silberling 6.7 1825 Money Monster Jodie Foster 6.7 1663 Take the Lead Liz Friedlander 6.7 933 Patch Adams Tom Shadyac 6.7 1819 Return to Oz Walter Murch 6.7 1278 The Other Boleyn Girl Justin Chadwick 6.7 1279 Sweet November Pat O'Connor 6.7 513 Hidalgo Joe Johnston 6.7 1784 Mystery, Alaska Jay Roach 6.7 527 Wanted Timur Bekmambetov 6.7 531 Hairspray Adam Shankman 6.7 1770 Hocus Pocus Kenny Ortega 6.7 1769 Safe Haven Lasse Hallström 6.7 892 Blade II Guillermo del Toro 6.7 1757 Taking Woodstock Ang Lee 6.7 1732 Ripley's Game Liliana Cavani 6.7 553 Anna and the King Andy Tennant 6.7 876 The Pirates! Band of Misfits Peter Lord 6.7 1699 The New World Terrence Malick 6.7 1694 Pride and Glory Gavin O'Connor 6.7 1688 Love & Other Drugs Edward Zwick 6.7 581 Signs M. Night Shyamalan 6.7 589 Hook Steven Spielberg 6.7 1332 The Fast and the Furious Rob Cohen 6.7 2181 Bad Moms Jon Lucas 6.7 786 The Soloist Joe Wright 6.7 39 The Amazing Spider-Man 2 Marc Webb 6.7 18 Pirates of the Caribbean: On Stranger Tides Rob Marshall 6.7 22 Robin Hood Ridley Scott 6.7 1042 The Bone Collector Phillip Noyce 6.7 12 Quantum of Solace Marc Forster 6.7 2211 Paint Your Wagon Joshua Logan 6.7 2202 Selena Gregory Nava 6.7 551 Bandits Barry Levinson 6.6 550 Monster House Gil Kenan 6.6 546 Tears of the Sun Antoine Fuqua 6.6 3863 Blackthorn Mateo Gil 6.6 3696 Insidious: Chapter 2 James Wan 6.6 4452 Incident at Loch Ness Zak Penn 6.6 3697 Saw II Darren Lynn Bousman 6.6 2933 Yentl Barbra Streisand 6.6 2528 Dragon Hunters Guillaume Ivernel 6.6 555 Hostage Florent-Emilio Siri 6.6 2931 Harold & Kumar Escape from Guantanamo Bay Jon Hurwitz 6.6 2921 Think Like a Man Tim Story 6.6 2030 Zack and Miri Make a Porno Kevin Smith 6.6 5042 My Date with Drew Jon Gunn 6.6 1764 Last Vegas Jon Turteltaub 6.6 2552 The Messengers 6.6 2526 Escobar: Paradise Lost Andrea Di Stefano 6.6 2909 The Funeral Abel Ferrara 6.6 2289 Burnt John Wells 6.6 3514 Auto Focus Paul Schrader 6.6 1069 Courage Under Fire Edward Zwick 6.6 2894 I Love You Phillip Morris Glenn Ficarra 6.6 4494 But I'm a Cheerleader Jamie Babbit 6.6 2561 Arn: The Knight Templar Peter Flinth 6.6 2889 Attack the Block Joe Cornish 6.6 3679 Wonderland James Cox 6.6 1792 Kick-Ass 2 Jeff Wadlow 6.6 1768 Zoolander Ben Stiller 6.6 556 Titan A.E. Don Bluth 6.6 229 Elysium Neill Blomkamp 6.6 1806 Kiss the Girls Gary Fleder 6.6 196 Australia Baz Luhrmann 6.6 1652 30 Days of Night David Slade 6.6 1112 Dune David Lynch 6.6 1656 The Running Man Paul Michael Glaser 6.6 1115 16 Blocks Richard Donner 6.6 16 The Chronicles of Narnia: Prince Caspian Andrew Adamson 6.6 4031 Day One Nathan Frankowski 6.6 4857 Chuck & Buck Miguel Arteta 6.6 3019 Pet Sematary Mary Lambert 6.6 861 Shanghai Noon Tom Dey 6.6 587 Ransom Ron Howard 6.6 3765 Slums of Beverly Hills Tamara Jenkins 6.6 2278 The Weather Man Gore Verbinski 6.6 864 The Forbidden Kingdom Rob Minkoff 6.6 571 Talladega Nights: The Ballad of Ricky Bobby Adam McKay 6.6 4843 The Looking Glass John D. Hancock 6.6 208 The Da Vinci Code Ron Howard 6.6 4840 Fighting Tommy Riley Eddie O'Flaherty 6.6 2060 Joy Ride John Dahl 6.6 3703 A Nightmare on Elm Street 3: Dream Warriors Chuck Russell 6.6 215 The 13th Warrior John McTiernan 6.6 2209 Copycat Jon Amiel 6.6 2968 The Postman Always Rings Twice Bob Rafelson 6.6 3699 Jackass: The Movie Jeff Tremaine 6.6 2965 Living Out Loud Richard LaGravenese 6.6 4828 The Prophecy Gregory Widen 6.6 1717 The Good Thief Neil Jordan 6.6 1795 Octopussy John Glen 6.6 5021 The Puffy Chair Jay Duplass 6.6 990 The Beach Danny Boyle 6.6 4712 Broken Vessels Scott Ziehl 6.6 942 Central Intelligence Rawson Marshall Thurber 6.6 2754 Pandaemonium Julien Temple 6.6 3933 The Art of Getting By Gavin Wiesen 6.6 1214 Vantage Point Pete Travis 6.6 3928 Thumbsucker Mike Mills 6.6 976 Silent Hill Christophe Gans 6.6 1905 Nanny McPhee Kirk Jones 6.6 410 It's Complicated Nancy Meyers 6.6 2647 The Last House on the Left Dennis Iliadis 6.6 957 Outbreak Wolfgang Petersen 6.6 3636 The Flower of Evil Claude Chabrol 6.6 51 Prince of Persia: The Sands of Time Mike Newell 6.6 1915 The Sisterhood of the Traveling Pants Ken Kwapis 6.6 1173 The Interview Evan Goldberg 6.6 1166 Licence to Kill John Glen 6.6 1953 EuroTrip Jeff Schaffer 6.6 1916 Kiss of the Dragon Chris Nahon 6.6 2716 Promised Land Gus Van Sant 6.6 44 Terminator Salvation McG 6.6 2705 Dark Blue Ron Shelton 6.6 1943 A Lot Like Love Nigel Cole 6.6 963 Curious George Matthew O'Callaghan 6.6 335 Ice Age: Continental Drift Steve Martino 6.6 2694 De-Lovely Irwin Winkler 6.6 356 What Lies Beneath Robert Zemeckis 6.6 355 Rush Hour 2 Brett Ratner 6.6 1182 Man on a Ledge Asger Leth 6.6 4683 Interview with the Assassin Neil Burger 6.6 3939 Shooting Fish Stefan Schwartz 6.6 2205 This Is Where I Leave You Shawn Levy 6.6 1646 Drag Me to Hell Sam Raimi 6.6 2598 Wasabi Gérard Krawczyk 6.6 4512 Cotton Comes to Harlem Ossie Davis 6.6 2577 Hollywood Ending Woody Allen 6.6 3672 Don Jon Joseph Gordon-Levitt 6.6 2582 The Immigrant James Gray 6.6 3961 Purple Violets Edward Burns 6.6 4770 Enter Nowhere Jack Heller 6.6 3666 [Rec] 2 Jaume Balagueró 6.6 1831 The Magic Flute Kenneth Branagh 6.6 3760 Robin and Marian Richard Lester 6.6 2592 The Homesman Tommy Lee Jones 6.6 4536 The Howling Joe Dante 6.6 4761 Everything Put Together Marc Forster 6.6 2595 Ararat Atom Egoyan 6.6 1841 Flatliners Joel Schumacher 6.6 4744 Lonesome Jim Steve Buscemi 6.6 1997 Blindness Fernando Meirelles 6.6 1153 The Mechanic Simon West 6.6 3568 The Work and the Glory II: American Zion Sterling Van Wagenen 6.6 1159 The Heat Paul Feig 6.6 476 The Manchurian Candidate Jonathan Demme 6.6 2805 A Walk on the Moon Tony Goldwyn 6.6 1243 The Odd Life of Timothy Green Peter Hedges 6.6 461 Eagle Eye D.J. Caruso 6.6 4995 This Is Martin Bonner Chad Hartigan 6.6 2621 Bad Grandpa Jeff Tremaine 6.6 1240 Secret Window David Koepp 6.6 2782 Jonah: A VeggieTales Movie Mike Nawrocki 6.6 2775 Ghost Hunters 6.6 4036 Class of 1984 Mark L. Lester 6.6 2975 Arbitrage Nicholas Jarecki 6.6 346 The Spiderwick Chronicles Mark Waters 6.6 4201 Valley of the Heart's Delight Tim Boxell 6.6 4191 Sur le seuil Éric Tessier 6.6 3184 Black or White Mike Binder 6.6 3182 Run, Fatboy, Run David Schwimmer 6.6 1432 Underworld: Rise of the Lycans Patrick Tatopoulos 6.6 1013 Run All Night Jaume Collet-Serra 6.6 151 Armageddon Michael Bay 6.6 4092 Please Give Nicole Holofcener 6.6 673 Focus Glenn Ficarra 6.6 761 Joy David O. Russell 6.6 2255 Home for the Holidays Jodie Foster 6.6 63 The Legend of Tarzan David Yates 6.6 3279 The Runaways Floria Sigismondi 6.6 816 Sabrina, the Teenage Witch 6.6 5 John Carter Andrew Stanton 6.6 166 Lethal Weapon 4 Richard Donner 6.6 2266 The Greatest Story Ever Told George Stevens 6.6 662 Due Date Todd Phillips 6.6 2370 Gone, Baby, Gone 6.6 3141 The Second Best Exotic Marigold Hotel John Madden 6.6 1426 Friends with Benefits Will Gluck 6.6 3191 Romeo Is Bleeding Peter Medak 6.6 1465 Hoffa Danny DeVito 6.6 742 Contagion Steven Soderbergh 6.6 797 Flyboys Tony Bill 6.6 3227 Severance Christopher Smith 6.6 1040 Anna Karenina Joe Wright 6.6 3221 Rosewater Jon Stewart 6.6 3737 My Big Fat Greek Wedding Joel Zwick 6.6 2405 Diary of a Wimpy Kid: Rodrick Rules David Bowers 6.6 3220 The Swindle Claude Chabrol 6.6 726 Antz Eric Darnell 6.6 4984 The Brothers McMullen Edward Burns 6.6 137 The Legend of Tarzan David Yates 6.6 2141 Never Back Down Jeff Wadlow 6.6 3734 The Egyptian Michael Curtiz 6.6 2153 Home Alone 2: Lost in New York Chris Columbus 6.6 1640 Black Rain Ridley Scott 6.6 1399 Austin Powers: The Spy Who Shagged Me Jay Roach 6.6 4214 Idiocracy Mike Judge 6.6 4103 DysFunktional Family George Gallo 6.6 702 U-571 Jonathan Mostow 6.6 698 Wyatt Earp Lawrence Kasdan 6.6 3402 Clay Pigeons David Dobkin 6.6 2396 Star Trek III: The Search for Spock Leonard Nimoy 6.6 4074 Krush Groove Michael Schultz 6.6 1458 Blast from the Past Hugh Wilson 6.6 4332 Coffee Town Brad Copeland 6.6 4051 The Original Kings of Comedy Spike Lee 6.6 4971 The Last House on the Left Dennis Iliadis 6.6 103 The Hunger Games: Mockingjay - Part 2 Francis Lawrence 6.6 781 Edge of Darkness Martin Campbell 6.6 1453 J. Edgar Clint Eastwood 6.6 190 Bad Boys II Michael Bay 6.6 91 The Polar Express Robert Zemeckis 6.6 1358 White Squall Ridley Scott 6.6 3087 For Greater Glory: The True Story of Cristiada Dean Wright 6.6 109 Terminator Genisys Alan Taylor 6.6 1610 The Prince of Tides Barbra Streisand 6.6 2270 The Man Who Knew Too Little Jon Amiel 6.6 2094 Derailed Mikael Håfström 6.6 3421 Dear Wendy Thomas Vinterberg 6.6 3311 The Legend of Suriyothai Chatrichalerm Yukol 6.6 4312 Sherrybaby Laurie Collyer 6.6 4946 The Blood of My Brother Andrew Berends 6.6 3316 Opal Dream Peter Cattaneo 6.6 4163 Sardaar Ji Rohit Jugraj 6.6 4883 Horse Camp Joel Paul Reisig 6.6 4366 The Greatest Movie Ever Sold Morgan Spurlock 6.6 1462 Midnight in the Garden of Good and Evil Clint Eastwood 6.6 4311 London Hunter Richards 6.6 839 Pocahontas Mike Gabriel 6.6 842 Hitch Andy Tennant 6.6 3755 A Farewell to Arms Frank Borzage 6.6 1343 Star Trek: Generations David Carson 6.6 2103 Summer of Sam Spike Lee 6.6 4667 Deterrence Rod Lurie 6.5 1253 Music and Lyrics Marc Lawrence 6.5 1848 Pain & Gain Michael Bay 6.5 4218 Bathing Beauty George Sidney 6.5 1849 In Good Company Paul Weitz 6.5 2816 Margaret Kenneth Lonergan 6.5 3322 Veronika Decides to Die Emily Young 6.5 1929 Blood Ties Guillaume Canet 6.5 735 The Horse Whisperer Robert Redford 6.5 2810 Caravans James Fargo 6.5 483 Swordfish Dominic Sena 6.5 3323 Crocodile Dundee Peter Faiman 6.5 3573 Tracker Ian Sharp 6.5 738 Ladder 49 Jay Russell 6.5 2789 A Perfect Getaway David Twohy 6.5 1242 The Skeleton Key Iain Softley 6.5 1864 Self/less Tarsem Singh 6.5 1909 Contraband Baltasar Kormákur 6.5 1051 The Cotton Club Francis Ford Coppola 6.5 3288 The Purge: Anarchy James DeMonaco 6.5 2731 Funny Games Michael Haneke 6.5 3286 Child's Play Tom Holland 6.5 2720 Jakob the Liar Peter Kassovitz 6.5 4147 Boynton Beach Club Susan Seidelman 6.5 1475 Premium Rush David Koepp 6.5 3927 You Kill Me John Dahl 6.5 3610 Dolphins and Whales 3D: Tribes of the Ocean Jean-Jacques Mantello 6.5 1896 The Lucky One Scott Hicks 6.5 3328 Awake Joby Harold 6.5 5007 Down Terrace Ben Wheatley 6.5 1477 The Four Feathers Shekhar Kapur 6.5 3339 The DUFF Ari Sandel 6.5 3345 Footloose Herbert Ross 6.5 3301 PCU Hart Bochner 6.5 397 Happy Feet George Miller 6.5 4128 Alice in Wonderland Tim Burton 6.5 1920 The Giver Phillip Noyce 6.5 4649 Snitch Ric Roman Waugh 6.5 437 The Expendables Sylvester Stallone 6.5 440 The Hangover Part II Todd Phillips 6.5 3257 Gunless William Phillips 6.5 751 A Civil Action Steven Zaillian 6.5 2310 A Dangerous Method David Cronenberg 6.5 450 Get Smart Peter Segal 6.5 4616 The Poker House Lori Petty 6.5 619 Killer Elite Gary McKendry 6.5 1844 Red Eye Wes Craven 6.5 3480 The Claim Michael Winterbottom 6.5 1307 Soul Men Malcolm D. Lee 6.5 873 Instinct Jon Turteltaub 6.5 1301 Big Miracle Ken Kwapis 6.5 3127 Can't Hardly Wait Harry Elfont 6.5 1715 Dead Man Down Niels Arden Oplev 6.5 3410 Down in the Valley David Jacobson 6.5 659 You've Got Mail Nora Ephron 6.5 4084 Phantasm II Don Coscarelli 6.5 2228 Daybreakers Michael Spierig 6.5 4295 Subway Luc Besson 6.5 3144 Mo' Better Blues Spike Lee 6.5 2949 Top Five Chris Rock 6.5 4457 Batman: The Movie Leslie H. Martinson 6.5 549 Spanglish James L. Brooks 6.5 4290 Meek's Cutoff Kelly Reichardt 6.5 4008 Ira & Abby Robert Cary 6.5 3123 Road House Rowdy Herrington 6.5 3233 Elsa & Fred Michael Radford 6.5 3122 Twilight Zone: The Movie Joe Dante 6.5 1639 Letters to Juliet Gary Winick 6.5 1344 The Grandmaster Kar-Wai Wong 6.5 1340 The Ugly Truth Robert Luketic 6.5 3081 In the Land of Women Jon Kasdan 6.5 3432 The Blood of Heroes David Webb Peoples 6.5 599 Olympus Has Fallen Antoine Fuqua 6.5 4027 Choke Clark Gregg 6.5 579 The Village M. Night Shyamalan 6.5 1591 Extraordinary Measures Tom Vaughan 6.5 4419 Killing Zoe Roger Avary 6.5 3109 Recess: School's Out Chuck Sheetz 6.5 4423 Session 9 Brad Anderson 6.5 649 Need for Speed Scott Waugh 6.5 4428 Stolen Summer Pete Jones 6.5 1363 City of Ember Gil Kenan 6.5 4464 The Basket Rich Cowan 6.5 1734 Pitch Perfect 2 Elizabeth Banks 6.5 542 Dreamgirls Bill Condon 6.5 14 The Lone Ranger Gore Verbinski 6.5 1529 Step Up Revolution Scott Speer 6.5 691 Sin City: A Dame to Kill For Frank Miller 6.5 3198 Bamboozled Spike Lee 6.5 3530 Freeheld Peter Sollett 6.5 921 From Paris with Love Pierre Morel 6.5 2862 Crazy/Beautiful John Stockwell 6.5 923 Me, Myself & Irene Bobby Farrelly 6.5 3211 The Joneses Derrick Borte 6.5 33 Alice in Wonderland Tim Burton 6.5 1270 Morning Glory Roger Michell 6.5 3551 Remember Me, My Love Gabriele Muccino 6.5 3950 Stake Land Jim Mickle 6.5 1836 A Walk Among the Tombstones Scott Frank 6.5 1257 8MM Joel Schumacher 6.5 3366 Brown Sugar Rick Famuyiwa 6.5 2887 The Claim Michael Winterbottom 6.5 4497 The Blue Bird Walter Lang 6.5 1532 The Punisher Jonathan Hensleigh 6.5 1761 Harlock: Space Pirate Shinji Aramaki 6.5 2928 Step Up Anne Fletcher 6.5 2927 Act of Valor Mike McCoy 6.5 3162 Drop Dead Gorgeous Michael Patrick Jann 6.5 3390 The Inkwell Matty Rich 6.5 4283 Shortbus John Cameron Mitchell 6.5 3508 The Other Side of Heaven Mitch Davis 6.5 3384 The Good Girl Miguel Arteta 6.5 511 Cloudy with a Chance of Meatballs 2 Cody Cameron 6.5 523 The Lost World: Jurassic Park Steven Spielberg 6.5 809 Beyond Borders Martin Campbell 6.5 1534 Safe Boaz Yakin 6.5 3188 Jeff, Who Lives at Home Jay Duplass 6.5 3518 The Mighty Macs Tim Chambers 6.5 1791 How to Lose Friends & Alienate People Robert B. Weide 6.5 2216 Wild Things John McNaughton 6.5 1079 The Pelican Brief Alan J. Pakula 6.5 4886 Little Big Top Ward Roberts 6.5 2128 My Fellow Americans Peter Segal 6.5 189 War of the Worlds Steven Spielberg 6.5 4737 Groove Greg Harrison 6.5 252 Tomorrow Never Dies Roger Spottiswoode 6.5 255 Mr. & Mrs. Smith Doug Liman 6.5 2532 Fur: An Imaginary Portrait of Diane Arbus Steven Shainberg 6.5 2338 CJ7 Stephen Chow 6.5 977 The Replacements Howard Deutch 6.5 1091 Changing Lanes Roger Michell 6.5 2377 Sex Drive Sean Anders 6.5 4913 Good Dick Marianna Palka 6.5 2109 Homefront Gary Fleder 6.5 4723 Fireproof Alex Kendrick 6.5 2046 Faster George Tillman Jr. 6.5 3861 Mean Machine Barry Skolnick 6.5 3656 Freaky Deaky Charles Matthau 6.5 1161 Here Comes the Boom Frank Coraci 6.5 240 Star Wars: Episode I - The Phantom Menace George Lucas 6.5 1108 Savages Oliver Stone 6.5 1109 Cellular David R. Ellis 6.5 2543 Road Trip Todd Phillips 6.5 1163 The Mirror Has Two Faces Barbra Streisand 6.5 2317 Passchendaele Paul Gross 6.5 4741 Hurricane Streets Morgan J. Freeman 6.5 2632 Snitch Ric Roman Waugh 6.5 180 Turbo David Soren 6.5 1131 Big Trouble Barry Sonnenfeld 6.5 2095 The Informant! Steven Soderbergh 6.5 993 For Love of the Game Sam Raimi 6.5 997 Hereafter Clint Eastwood 6.5 2025 Footloose Herbert Ross 6.5 4898 She Done Him Wrong Lowell Sherman 6.5 4923 She's Gotta Have It Spike Lee 6.5 1981 Stop-Loss Kimberly Peirce 6.5 3717 Oculus Mike Flanagan 6.5 4925 The World Is Mine Nicolae Constantin Tanase 6.5 2515 Evil Dead Fede Alvarez 6.5 1164 The Mothman Prophecies Mark Pellington 6.5 1005 The International Tom Tykwer 6.5 2372 The Crazies Breck Eisner 6.5 4698 Hav Plenty Christopher Scott Cherot 6.5 2437 Youth in Revolt Miguel Arteta 6.5 1104 Blended Frank Coraci 6.5 4901 Middle of Nowhere Ava DuVernay 6.5 4709 The Kentucky Fried Movie John Landis 6.5 2596 Madison William Bindley 6.5 3883 Night Watch Timur Bekmambetov 6.5 3858 Life During Wartime Todd Solondz 6.5 4697 Naturally Native Jennifer Wynne Farmer 6.5 2599 Slither James Gunn 6.5 198 Dinosaur Eric Leighton 6.5 282 Gone in Sixty Seconds Dominic Sena 6.5 3822 The Awakening Nick Murphy 6.5 2014 Kung Fu Killer Teddy Chan 6.5 1152 Charlie St. Cloud Burr Steers 6.5 4757 The Living Wake Sol Tryon 6.5 987 Out of Time Carl Franklin 6.5 68 Monsters vs. Aliens Rob Letterman 6.5 2489 Let's Be Cops Luke Greenfield 6.5 4856 The Incredibly True Adventure of Two Girls in Love Maria Maggenti 6.5 2000 Where the Truth Lies Atom Egoyan 6.5 2479 Hoodwinked! Cory Edwards 6.5 1003 Basic John McTiernan 6.5 88 Tomorrowland Brad Bird 6.5 3552 Perrier's Bounty Ian Fitzgibbon 6.4 1132 Love in the Time of Cholera Mike Newell 6.4 829 DragonHeart Rob Cohen 6.4 2098 Delivery Man Ken Scott 6.4 815 Goosebumps Rob Letterman 6.4 3515 Factory Girl George Hickenlooper 6.4 4319 Freeze Frame John Simpson 6.4 992 Ninja Assassin James McTeigue 6.4 1554 The Number 23 Joel Schumacher 6.4 2457 Anything Else Woody Allen 6.4 2899 Womb Benedek Fliegauf 6.4 3726 Our Idiot Brother Jesse Peretz 6.4 3548 Shade Damian Nieman 6.4 1560 The Quick and the Dead Sam Raimi 6.4 3411 Brooklyn Rules Michael Corrente 6.4 664 Space Cowboys Clint Eastwood 6.4 1385 Hot Tub Time Machine Steve Pink 6.4 918 The Change-Up David Dobkin 6.4 1105 Last Holiday Wayne Wang 6.4 170 Final Fantasy: The Spirits Within Hironobu Sakaguchi 6.4 2867 Dirty Work Bob Saget 6.4 4293 Clockwatchers Jill Sprecher 6.4 1141 Rambo: First Blood Part II George P. Cosmatos 6.4 1046 Child 44 Daniel Espinosa 6.4 1586 Big Daddy Dennis Dugan 6.4 1004 Blood Work Clint Eastwood 6.4 2100 Our Kind of Traitor Susanna White 6.4 172 The World Is Not Enough Michael Apted 6.4 650 What Women Want Nancy Meyers 6.4 2107 Hail, Caesar! Ethan Coen 6.4 1283 Colombiana Olivier Megaton 6.4 2102 Diary of a Wimpy Kid: Dog Days David Bowers 6.4 254 Ocean's Twelve Steven Soderbergh 6.4 4778 Oz the Great and Powerful Sam Raimi 6.4 250 Night at the Museum Shawn Levy 6.4 665 Cliffhanger Renny Harlin 6.4 1753 Once Upon a Time in Mexico Robert Rodriguez 6.4 2554 Baby Boy John Singleton 6.4 2910 Solitary Man Brian Koppelman 6.4 1121 The Producers Susan Stroman 6.4 563 Minions Kyle Balda 6.4 3777 Everything Must Go Dan Rush 6.4 3860 Mozart's Sister René Féret 6.4 1703 The Last Stand Jee-woon Kim 6.4 3441 Shopgirl Anand Tucker 6.4 2976 Project Almanac Dean Israelite 6.4 1633 Naked Gun 33 1/3: The Final Insult Peter Segal 6.4 4010 Winter Passing Adam Rapp 6.4 209 Rio 2 Carlos Saldanha 6.4 3045 F.I.S.T. Norman Jewison 6.4 4038 Dreaming of Joseph Lees Eric Styles 6.4 2229 She's Out of My League Jim Field Smith 6.4 1698 Fright Night Craig Gillespie 6.4 616 Underworld: Awakening Måns Mårlind 6.4 866 Alien 3 David Fincher 6.4 569 Funny People Judd Apatow 6.4 4861 Love and Other Catastrophes Emma-Kate Croghan 6.4 2502 The Hills Have Eyes Alexandre Aja 6.4 3000 Welcome to Collinwood Anthony Russo 6.4 2331 The Yards James Gray 6.4 3002 The Life Before Her Eyes Vadim Perelman 6.4 4850 Some Guy Who Kills People Jack Perez 6.4 4851 Compliance Craig Zobel 6.4 856 Bowfinger Frank Oz 6.4 206 Harry Potter and the Deathly Hallows: Part I Matt Birch 6.4 862 Executive Decision Stuart Baird 6.4 1337 Grudge Match Peter Segal 6.4 600 Star Trek: Insurrection Jonathan Frakes 6.4 219 The Day After Tomorrow Roland Emmerich 6.4 4351 ABCD (Any Body Can Dance) Remo 6.4 1347 Dragon Nest: Warriors' Dawn Yuefeng Song 6.4 1737 Keeping the Faith Edward Norton 6.4 896 Elizabethtown Cameron Crowe 6.4 1361 Switchback Jeb Stuart 6.4 1587 American Pie 2 J.B. Rogers 6.4 5032 Bang Ash Baron-Cohen 6.4 1360 Riddick David Twohy 6.4 3420 10th & Wolf Robert Moresco 6.4 2284 Be Kind Rewind Michel Gondry 6.4 3102 The Mighty Ducks Stephen Herek 6.4 1049 Kate & Leopold James Mangold 6.4 2544 Varsity Blues Brian Robbins 6.4 888 Burlesque Steve Antin 6.4 1047 Rat Race Jerry Zucker 6.4 1290 Marie Antoinette Sofia Coppola 6.4 3502 Outside Providence Michael Corrente 6.4 221 The Perfect Storm Wolfgang Petersen 6.4 4986 Gabriela Bruno Barreto 6.4 3083 There Goes My Baby Floyd Mutrux 6.4 2083 The Santa Clause John Pasquin 6.4 886 Muppets Most Wanted James Bobin 6.4 192 Salt Phillip Noyce 6.4 635 Ted 2 Seth MacFarlane 6.4 4045 Feast John Gulager 6.4 3074 Jindabyne Ray Lawrence 6.4 3767 Made Jon Favreau 6.4 4344 Northfork Michael Polish 6.4 630 The Sum of All Fears Phil Alden Robinson 6.4 2957 Paper Towns Jake Schreier 6.4 2524 Roar Noel Marshall 6.4 1386 Dolphin Tale 2 Charles Martin Smith 6.4 860 Death Becomes Her Robert Zemeckis 6.4 2381 Won't Back Down Daniel Barnz 6.4 4569 Goosebumps Rob Letterman 6.4 2235 Stick It Jessica Bendinger 6.4 5010 Funny Ha Ha Andrew Bujalski 6.4 4722 Julija in alfa Romeo Blaz Zavrsnik 6.4 1028 Death to Smoochy Danny DeVito 6.4 444 Charlotte's Web Gary Winick 6.4 2781 The Iron Lady Phyllida Lloyd 6.4 1187 Double Jeopardy Bruce Beresford 6.4 1238 Predators Nimród Antal 6.4 2378 Leap Year Anand Tucker 6.4 38 Oz the Great and Powerful Sam Raimi 6.4 447 The Longest Yard Peter Segal 6.4 1926 She's the Man Andy Fickman 6.4 4734 The Singles Ward Kurt Hale 6.4 778 Star Trek: Nemesis Stuart Baird 6.4 377 The Interpreter Sydney Pollack 6.4 1870 W. Oliver Stone 6.4 1983 Brokedown Palace Jonathan Kaplan 6.4 106 Alice Through the Looking Glass James Bobin 6.4 4671 Dead Snow Tommy Wirkola 6.4 1189 Lucy Luc Besson 6.4 2626 The Woman in Black James Watkins 6.4 3735 Nighthawks Bruce Malmuth 6.4 1409 Star Trek: The Motion Picture Robert Wise 6.4 2254 Pooh's Heffalump Movie Frank Nissen 6.4 1949 The Losers Sylvain White 6.4 2391 Neighbors Nicholas Stoller 6.4 4646 The Brass Teapot Ramaa Mosley 6.4 2634 The Faculty Robert Rodriguez 6.4 1221 17 Again Burr Steers 6.4 2658 Because of Winn-Dixie Wayne Wang 6.4 3594 Van Wilder: Party Liaison Walt Becker 6.4 730 The Scorch Trials Wes Ball 6.4 1226 Get Him to the Greek Nicholas Stoller 6.4 4707 The Blair Witch Project Daniel Myrick 6.4 1502 Smilla's Sense of Snow Bille August 6.4 399 Air Force One Wolfgang Petersen 6.4 1225 Behind Enemy Lines John Moore 6.4 116 Hancock Peter Berg 6.4 1422 The Man in the Iron Mask Randall Wallace 6.4 4594 The House of the Devil Ti West 6.4 429 Click Frank Coraci 6.4 2390 The Invention of Lying Ricky Gervais 6.4 4643 The Quiet Jamie Babbit 6.4 3377 New Nightmare Wes Craven 6.4 938 How to Lose a Guy in 10 Days Donald Petrie 6.4 676 Red Dawn John Milius 6.4 3660 Stiff Upper Lips Gary Sinyor 6.4 4755 Monsters Gareth Edwards 6.4 2156 Beverly Hills Cop II Tony Scott 6.4 1541 Phenomenon Jon Turteltaub 6.4 87 Shrek Forever After Mike Mitchell 6.4 4762 Good Kill Andrew Niccol 6.4 2353 The Frozen Ground Scott Walker 6.4 3629 The Business of Strangers Patrick Stettner 6.4 670 The Dictator Larry Charles 6.4 3387 The City of Your Final Destination James Ivory 6.4 1198 He's Just Not That Into You Ken Kwapis 6.4 489 Evolution Lucile Hadzihalilovic 6.4 4900 The Grace Card David G. Evans 6.4 669 Mona Lisa Smile Mike Newell 6.4 1828 Mindhunters Renny Harlin 6.4 1827 Flawless Joel Schumacher 6.4 2741 Centurion Neil Marshall 6.4 2117 The Libertine Laurence Dunmore 6.4 1059 Riding in Cars with Boys Penny Marshall 6.4 2337 Rapa Nui Kevin Reynolds 6.4 458 Just Go with It Dennis Dugan 6.4 2695 New York Stories Woody Allen 6.4 1459 Flash Gordon Mike Hodges 6.4 2314 Bandslam Todd Graff 6.4 4149 Freakonomics Heidi Ewing 6.4 3307 Hamlet 2 Andrew Fleming 6.4 94 Terminator 3: Rise of the Machines Jonathan Mostow 6.4 5037 Newlyweds Edward Burns 6.4 142 White House Down Roland Emmerich 6.4 2737 The Assassin Hsiao-Hsien Hou 6.4 292 The Taking of Pelham 1 2 3 Tony Scott 6.4 1856 The Raven James McTeigue 6.4 2674 Keanu Peter Atencio 6.4 1016 The Messenger: The Story of Joan of Arc Luc Besson 6.4 679 Death Race Paul W.S. Anderson 6.4 3067 Romance & Cigarettes John Turturro 6.3 763 Alien: Resurrection Jean-Pierre Jeunet 6.3 2380 Take Me Home Tonight Michael Dowse 6.3 846 Date Night Shawn Levy 6.3 4354 Abandoned John Laing 6.3 4185 Escape from the Planet of the Apes Don Taylor 6.3 3747 Lone Wolf McQuade Steve Carver 6.3 1479 Wimbledon Richard Loncraine 6.3 1064 My Best Friend's Wedding P.J. Hogan 6.3 153 Beowulf Robert Zemeckis 6.3 1634 A View to a Kill John Glen 6.3 779 Intolerable Cruelty Joel Coen 6.3 859 Tango & Cash Andrey Konchalovskiy 6.3 85 47 Ronin Carl Rinsch 6.3 607 Wall Street: Money Never Sleeps Oliver Stone 6.3 2244 Endless Love Shana Feste 6.3 608 Dracula Untold Gary Shore 6.3 609 The Siege Edward Zwick 6.3 4383 Happy, Texas Mark Illsley 6.3 4382 I Spit on Your Grave Steven R. Monroe 6.3 2073 Forsaken Jon Cassar 6.3 4364 Higher Ground Vera Farmiga 6.3 4378 Living Dark: The Story of Ted the Caver David Hunt 6.3 2481 Hitman Xavier Gens 6.3 4982 Supporting Characters Daniel Schechter 6.3 110 The Chronicles of Narnia: The Voyage of the Dawn Treader Michael Apted 6.3 1467 Ella Enchanted Tommy O'Haver 6.3 618 Hart's War Gregory Hoblit 6.3 5041 Shanghai Calling Daniel Hsia 6.3 3049 Out Cold Brendan Malloy 6.3 3450 Code 46 Michael Winterbottom 6.3 3762 Force 10 from Navarone Guy Hamilton 6.3 3783 Party Monster Fenton Bailey 6.3 1572 Going the Distance Nanette Burstein 6.3 2136 Hardball Brian Robbins 6.3 3208 Krrish Rakesh Roshan 6.3 1580 Arachnophobia Frank Marshall 6.3 2413 Peggy Sue Got Married Francis Ford Coppola 6.3 710 Meet the Fockers Jay Roach 6.3 707 Blades of Glory Josh Gordon 6.3 1106 The River Wild Curtis Hanson 6.3 1098 Tin Cup Ron Shelton 6.3 1527 Thunder and the House of Magic Jeremy Degruson 6.3 1577 Moonraker Lewis Gilbert 6.3 1574 Criminal Ariel Vromen 6.3 3201 While We're Young Noah Baumbach 6.3 2131 To Rome with Love Woody Allen 6.3 718 The General's Daughter Simon West 6.3 696 Astro Boy David Bowers 6.3 823 The Internship Shawn Levy 6.3 1380 Blue Streak Les Mayfield 6.3 2122 Before I Go to Sleep Rowan Joffe 6.3 2336 All Good Things Andrew Jarecki 6.3 1563 Repo Men Miguel Sapochnik 6.3 3386 The Boondock Saints II: All Saints Day Troy Duffy 6.3 674 This Means War McG 6.3 1103 Resident Evil: Extinction Russell Mulcahy 6.3 3173 Cedar Rapids Miguel Arteta 6.3 5034 Cavite Neill Dela Llana 6.3 1559 Transporter 2 Louis Leterrier 6.3 4243 Lies in Plain Sight Patricia Cardoso 6.3 3414 The Land Girls David Leland 6.3 2383 Kansas City Robert Altman 6.3 1418 In & Out Frank Oz 6.3 844 American Wedding Jesse Dylan 6.3 4930 Tadpole Gary Winick 6.3 5040 A Plague So Pleasant Benjamin Roberds 6.3 754 Paycheck John Woo 6.3 753 The Jackal Michael Caton-Jones 6.3 2472 Forsaken Jon Cassar 6.3 1618 Hope Springs David Frankel 6.3 1424 TMNT Kevin Munroe 6.3 3082 The Blue Butterfly Léa Pool 6.3 1036 The Adventures of Ford Fairlane Renny Harlin 6.3 3249 Adam Resurrected Paul Schrader 6.3 1421 The Cell Tarsem Singh 6.3 4873 The Sticky Fingers of Time Hilary Brougher 6.3 830 After the Sunset Brett Ratner 6.3 4330 Highway James Cox 6.3 4211 Antibirth Danny Perez 6.3 3164 Very Bad Things Peter Berg 6.3 2188 The Tigger Movie Jun Falkenstein 6.3 1413 Trainwreck Judd Apatow 6.3 2400 The Family Stone Thomas Bezucha 6.3 3228 Edmond Stuart Gordon 6.3 1597 Ace Ventura: When Nature Calls Steve Oedekerk 6.3 1503 Femme Fatale Brian De Palma 6.3 4919 H. Rania Attieh 6.3 3113 Devil John Erick Dowdle 6.3 4106 Letters to God David Nixon 6.3 2678 The November Man Roger Donaldson 6.3 488 Mars Attacks! Tim Burton 6.3 2491 Beerfest Jay Chandrasekhar 6.3 1162 High Crimes Carl Franklin 6.3 3942 The Big Tease Kevin Allen 6.3 2812 Wild Grass Alain Resnais 6.3 3945 An Everlasting Piece Barry Levinson 6.3 2831 Under the Skin Jonathan Glazer 6.3 934 Anchorman 2: The Legend Continues Adam McKay 6.3 53 Transformers: Dark of the Moon Michael Bay 6.3 4987 Tiny Furniture Lena Dunham 6.3 1826 Formula 51 Ronny Yu 6.3 3555 Bran Nue Dae Rachel Perkins 6.3 1074 Taken 2 Olivier Megaton 6.3 3955 A Lonely Place to Die Julian Gilbey 6.3 3956 Nothing Vincenzo Natali 6.3 2201 The American Anton Corbijn 6.3 3965 How to Fall in Love Mark Griffiths 6.3 2864 The Astronaut Farmer Michael Polish 6.3 914 Mamma Mia! Phyllida Lloyd 6.3 2880 Chloe Atom Egoyan 6.3 3523 Somewhere Sofia Coppola 6.3 3521 March or Die Dick Richards 6.3 256 Insurgent Robert Schwentke 6.3 4793 Paranormal Activity Oren Peli 6.3 1135 Johnny English Reborn Oliver Parker 6.3 248 Teenage Mutant Ninja Turtles: Out of the Shadows Dave Green 6.3 3513 A Dog of Flanders Kevin Brodie 6.3 3512 Cyrus Jay Duplass 6.3 1771 No Reservations Scott Hicks 6.3 2286 Triple 9 John Hillcoat 6.3 3691 Grabbers Jon Wright 6.3 2922 Barbershop Tim Story 6.3 5014 Rampage Uwe Boll 6.3 2298 Connie and Carla Michael Lembeck 6.3 2031 Nurse Betty Neil LaBute 6.3 3941 Psycho Beach Party Robert Lee King 6.3 2675 Country Strong Shana Feste 6.3 4679 Kill List Ben Wheatley 6.3 4692 The Sisterhood of Night Caryn Waechter 6.3 49 Jack the Giant Slayer Bryan Singer 6.3 965 Don't Say a Word Gary Fleder 6.3 1927 Mr. Bean's Holiday Steve Bendelack 6.3 1174 The Warrior's Way Sngmoo Lee 6.3 1948 Dear John Lasse Hallström 6.3 394 Twister Jan de Bont 6.3 1951 War Philip G. Atwell 6.3 4713 Water & Power Richard Montoya 6.3 325 The Mummy Returns Stephen Sommers 6.3 3919 Topaz Alfred Hitchcock 6.3 2725 You Will Meet a Tall Dark Stranger Woody Allen 6.3 2730 Crazy in Alabama Antonio Banderas 6.3 5003 The Exploding Girl Bradley Rust Gray 6.3 3647 Deadfall Stefan Ruzowitzky 6.3 4600 16 to Life Becky Smith 6.3 41 Cars 2 John Lasseter 6.3 2213 Risen Kevin Reynolds 6.3 3590 The Brothers Gary Hardwick 6.3 1234 Horrible Bosses 2 Sean Anders 6.3 4579 Palo Alto Gia Coppola 6.3 1977 A Perfect Plan Pascal Chaumeil 6.3 2215 A Very Harold & Kumar 3D Christmas Todd Strauss-Schulson 6.3 454 Robots Chris Wedge 6.3 982 Gremlins 2: The New Batch Joe Dante 6.3 466 Space Jam Joe Pytka 6.3 1860 Snow White: A Tale of Terror Michael Cohn 6.3 1751 Along Came a Spider Lee Tamahori 6.3 491 Surrogates Jonathan Mostow 6.3 4429 My Name Is Bruce Bruce Campbell 6.3 567 The Angry Birds Movie Clay Kaytis 6.3 999 Assassins Richard Donner 6.3 2996 Married Life Ira Sachs 6.3 1684 Assault on Precinct 13 Jean-François Richet 6.3 4812 The Broadway Melody Harry Beaumont 6.3 4455 The Blue Room Mathieu Amalric 6.3 2276 One Night with the King Michael O. Sajbel 6.3 2537 Sydney White Joe Nussbaum 6.3 883 Gods and Generals Ron Maxwell 6.3 1302 The Deep End of the Ocean Ulu Grosbard 6.3 234 Knight and Day James Mangold 6.3 2962 Young Adult Jason Reitman 6.3 343 Transcendence Wally Pfister 6.3 867 Evita Alan Parker 6.3 4441 Once Upon a Time in Queens Dave Rodriguez 6.3 2981 Celebrity Woody Allen 6.3 2980 For Your Consideration Christopher Guest 6.3 4205 The Other End of the Line James Dodson 6.2 3745 April Fool's Day Fred Walton 6.2 3794 Tycoon Richard Wallace 6.2 3232 Cinco de Mayo, La Batalla Rafa Lara 6.2 1019 Mad City Costa-Gavras 6.2 3601 Mr. Nice Guy Sammo Kam-Bo Hung 6.2 1417 Sky High Mike Mitchell 6.2 2759 Freedom Peter Cousens 6.2 3603 Mystic Pizza Donald Petrie 6.2 4612 Jimmy and Judy Randall Rubin 6.2 1891 No Strings Attached Ivan Reitman 6.2 1886 Ride Along Tim Story 6.2 416 Last Action Hero John McTiernan 6.2 3803 The Cottage Paul Andrew Williams 6.2 3360 Splash Ron Howard 6.2 2395 Legally Blonde Robert Luketic 6.2 1649 Step Up 3D Jon M. Chu 6.2 2633 Krampus Michael Dougherty 6.2 4574 Orgazmo Trey Parker 6.2 3447 Extract Mike Judge 6.2 2982 Running with Scissors Ryan Murphy 6.2 2036 Muppets from Space Tim Hill 6.2 2617 Diary of a Wimpy Kid Thor Freudenthal 6.2 2074 Chéri Stephen Frears 6.2 2618 Mama Andrés Muschietti 6.2 4572 Fiza Khalid Mohamed 6.2 3209 Cecil B. DeMented John Waters 6.2 138 Bee Movie Steve Hickner 6.2 4424 I Want Someone to Eat Cheese With Jeff Garlin 6.2 134 Dark Shadows Tim Burton 6.2 1454 Mirrors Alexandre Aja 6.2 6 Spider-Man 3 Sam Raimi 6.2 3215 Illuminata John Turturro 6.2 1876 The Fifth Estate Bill Condon 6.2 3838 Treading Water Analeine Cal y Mayor 6.2 3223 Coriolanus Ralph Fiennes 6.2 800 Winter's Tale Akiva Goldsman 6.2 3225 High Heels and Low Lifes Mel Smith 6.2 2387 Land of the Dead George A. Romero 6.2 3929 Red State Kevin Smith 6.2 2500 A Night at the Roxbury John Fortenberry 6.2 2740 Ong-bak 2 Tony Jaa 6.2 2346 Three Kingdoms: Resurrection of the Dragon Daniel Lee 6.2 1027 Beautiful Creatures Richard LaGravenese 6.2 4142 Chicago Overcoat Brian Caunter 6.2 381 The Saint Phillip Noyce 6.2 3751 The Beastmaster Don Coscarelli 6.2 3752 Solomon and Sheba King Vidor 6.2 2669 Flicka Michael Mayer 6.2 1183 The Big Year David Frankel 6.2 1460 Jersey Girl Kevin Smith 6.2 200 Night at the Museum: Secret of the Tomb Shawn Levy 6.2 1680 The Five-Year Engagement Nicholas Stoller 6.2 4673 Vessel Clark Baker 6.2 2663 The Craft Andrew Fleming 6.2 3305 Gracie Davis Guggenheim 6.2 2688 Idlewild Bryan Barber 6.2 3461 Spider-Man 3 Sam Raimi 6.2 1457 Untraceable Gregory Hoblit 6.2 603 Wolf Mike Nichols 6.2 1677 Deliver Us from Evil Scott Derrickson 6.2 1456 Predator 2 Stephen Hopkins 6.2 3315 Princess Kaiulani Marc Forby 6.2 2682 Killing Them Softly Andrew Dominik 6.2 3022 A Tale of Three Cities Mabel Cheung 6.2 4140 Iguana Monte Hellman 6.2 331 The Campaign Jay Roach 6.2 2306 Willard Glen Morgan 6.2 4129 The Deported Lance Kawas 6.2 3640 Lucky Break Peter Cattaneo 6.2 695 Austin Powers in Goldmember Jay Roach 6.2 1430 This Is 40 Judd Apatow 6.2 412 Open Season Roger Allers 6.2 4125 The Eclipse Conor McPherson 6.2 3639 Come Early Morning Joey Lauren Adams 6.2 760 Jack Ryan: Shadow Recruit Kenneth Branagh 6.2 950 Knowing Alex Proyas 6.2 1483 Lions for Lambs Robert Redford 6.2 1000 Hannibal Rising Peter Webber 6.2 407 Tower Heist Brett Ratner 6.2 774 Duplicity Tony Gilroy 6.2 2722 Idle Hands Rodman Flender 6.2 1320 Hackers Iain Softley 6.2 1478 Parker Taylor Hackford 6.2 2274 Crank: High Voltage Mark Neveldine 6.2 1439 The Ladykillers Ethan Coen 6.2 2714 The Rocker Peter Cattaneo 6.2 2374 Firestorm Alan Yuen 6.2 769 Reign of Fire Rob Bowman 6.2 961 Shanghai Knights David Dobkin 6.2 1473 Broken City Allen Hughes 6.2 2478 Step Up 2: The Streets Jon M. Chu 6.2 2468 One Man's Hero Lance Hool 6.2 1985 Mrs. Winterbourne Richard Benjamin 6.2 1775 Alexander and the Terrible, Horrible, No Good, Very Bad Day Miguel Arteta 6.2 2198 Bill & Ted's Bogus Journey Peter Hewitt 6.2 1285 City by the Sea Michael Caton-Jones 6.2 3798 Redacted Brian De Palma 6.2 900 All the King's Men Steven Zaillian 6.2 3498 Warlock Steve Miner 6.2 1350 Heartbreakers David Mirkin 6.2 1284 The Magic Sword: Quest for Camelot Frederik Du Chau 6.2 231 RoboCop José Padilha 6.2 4309 The Missing Person Noah Buschel 6.2 3072 Machine Gun McCain Giuliano Montaldo 6.2 4503 Certifiably Jonathan James David Pasternak 6.2 3527 Dom Hemingway Richard Shepard 6.2 261 300: Rise of an Empire Noam Murro 6.2 3528 Gerry Gus Van Sant 6.2 2267 Secret in Their Eyes Billy Ray 6.2 4784 Poultrygeist: Night of the Chicken Dead Lloyd Kaufman 6.2 1808 The Sisterhood of the Traveling Pants 2 Sanaa Hamri 6.2 4511 Airborne Rob Bowman 6.2 3145 Kung Pow: Enter the Fist Steve Oedekerk 6.2 4779 The Toxic Avenger Michael Herz 6.2 1384 Never Say Never Again Irvin Kershner 6.2 1779 3 Days to Kill McG 6.2 3774 Jekyll and Hyde... Together Again Jerry Belson 6.2 2012 Ironclad Jonathan English 6.2 2912 Casino Jack George Hickenlooper 6.2 3503 Bride & Prejudice Gurinder Chadha 6.2 835 Walking Tall Kevin Bray 6.2 3695 Dum Maaro Dum Rohan Sippy 6.2 3091 Saw III Darren Lynn Bousman 6.2 2032 The Men Who Stare at Goats Grant Heslov 6.2 4877 The Christmas Bunny Tom Seidman 6.2 1356 Rock Star Stephen Herek 6.2 4470 The Hebrew Hammer Jonathan Kesselman 6.2 3506 Split Second Tony Maylam 6.2 644 Entrapment Jon Amiel 6.2 2085 The Game Plan Andy Fickman 6.2 1599 The First Wives Club Hugh Wilson 6.2 2199 Man of the Year Barry Levinson 6.2 3797 The Visit M. Night Shyamalan 6.2 1598 The Princess Diaries Garry Marshall 6.2 2942 How High Jesse Dylan 6.2 3795 Desert Blue Morgan J. Freeman 6.2 3686 Animals Collin Schiffli 6.2 1288 City Hall Harold Becker 6.2 3110 Mad Max Beyond Thunderdome George Miller 6.2 5023 Breaking Upwards Daryl Wein 6.2 2335 The Game of Their Lives David Anspaugh 6.2 54 Indiana Jones and the Kingdom of the Crystal Skull Steven Spielberg 6.2 4844 Death Race 2000 Paul Bartel 6.2 4546 Beyond the Valley of the Dolls Russ Meyer 6.2 3885 Porky's Bob Clark 6.2 3729 O Tim Blake Nelson 6.2 4750 Finishing the Game: The Search for a New Bruce Lee Justin Lin 6.2 1549 Takers John Luessenhop 6.2 3560 The Adventures of Huck Finn Stephen Sommers 6.2 1547 Stigmata Rupert Wainwright 6.2 852 Flightplan Robert Schwentke 6.2 59 Rush Hour 3 Brett Ratner 6.2 985 Resident Evil: Apocalypse Alexander Witt 6.2 1830 The Statement Norman Jewison 6.2 2836 RoboCop José Padilha 6.2 1821 Case 39 Christian Alvart 6.2 1845 Final Destination 2 David R. Ellis 6.2 1256 Scream 4 Wes Craven 6.2 2114 Darling Lili Blake Edwards 6.2 3947 Adore Anne Fontaine 6.2 2076 Vanity Fair Mira Nair 6.2 4907 Shooting the Warwicks Adam Rifkin 6.2 623 Osmosis Jones Bobby Farrelly 6.2 2474 Red Lights Rodrigo Cortés 6.2 3062 The Perez Family Mira Nair 6.2 4547 Love Me Tender Robert D. Webb 6.2 1264 Fever Pitch Bobby Farrelly 6.2 3064 O Tim Blake Nelson 6.2 1076 Miss Congeniality Donald Petrie 6.2 3878 Cargo Ivan Engler 6.2 1311 Impostor Gary Fleder 6.2 681 Proof of Life Taylor Hackford 6.2 2587 Good Vicente Amorim 6.2 1300 Alfie Charles Shyer 6.2 4062 Beneath the Planet of the Apes Ted Post 6.1 1228 Small Soldiers Joe Dante 6.1 1110 Johnny English Peter Howitt 6.1 804 Edtv Ron Howard 6.1 968 I Am Number Four D.J. Caruso 6.1 966 Hansel & Gretel: Witch Hunters Tommy Wirkola 6.1 805 Inkheart Iain Softley 6.1 3371 That Awkward Moment Tom Gormican 6.1 1355 Extreme Measures Michael Apted 6.1 3325 The I Inside Roland Suso Richter 6.1 4013 The Betrayed Amanda Gusack 6.1 3754 Not Easily Broken Bill Duke 6.1 3730 As Above, So Below John Erick Dowdle 6.1 3492 In Too Deep Michael Rymer 6.1 1227 Shall We Dance Peter Chelsom 6.1 4107 Hobo with a Shotgun Jason Eisener 6.1 795 Dragonfly Tom Shadyac 6.1 3606 Tales from the Hood Rusty Cundieff 6.1 3891 Exodus: Gods and Kings Ridley Scott 6.1 1168 15 Minutes John Herzfeld 6.1 1267 A Million Ways to Die in the West Seth MacFarlane 6.1 3654 Murder by Numbers Barbet Schroeder 6.1 944 Daddy's Home Sean Anders 6.1 3953 Futuro Beach Karim Aïnouz 6.1 1219 The Mexican Gore Verbinski 6.1 3470 Magic Mike Steven Soderbergh 6.1 3638 Snow Flower and the Secret Fan Wayne Wang 6.1 1376 How to Be Single Christian Ditter 6.1 1282 Renaissance Man Penny Marshall 6.1 3998 She's the One Edward Burns 6.1 3951 Sonny with a Chance 6.1 1339 Sweet Home Alabama Andy Tennant 6.1 1388 A Man Apart F. Gary Gray 6.1 3873 The Sweeney Nick Love 6.1 4026 August Eldar Rapaport 6.1 3804 Dead Like Me: Life After Death Stephen Herek 6.1 1057 Dick Tracy Warren Beatty 6.1 3684 R100 Hitoshi Matsumoto 6.1 3467 Flashdance Adrian Lyne 6.1 998 Murder by Numbers Barbet Schroeder 6.1 4390 Grace Unplugged Brad J. Silverman 6.1 4152 Griff the Invisible Leon Ford 6.1 4506 Grand Theft Parsons David Caffrey 6.1 2860 Two Can Play That Game Mark Brown 6.1 2853 The Big Hit Kirk Wong 6.1 4522 Beyond the Black Rainbow Panos Cosmatos 6.1 2851 This Christmas Preston A. Whitmore II 6.1 2847 Loaded Weapon 1 Gene Quintano 6.1 2844 About Last Night Steve Pink 6.1 2838 Save the Last Dance Thomas Carter 6.1 1833 Freaky Friday Mark Waters 6.1 1859 Blood and Wine Bob Rafelson 6.1 456 Bedtime Stories Adam Shankman 6.1 445 Deep Impact Mimi Leder 6.1 1873 The Bodyguard Mick Jackson 6.1 4583 The Battle of Shaker Heights Efram Potelle 6.1 432 Jumper Doug Liman 6.1 4596 Safe Men John Hamburg 6.1 1890 Parental Guidance Andy Fickman 6.1 4601 Alone with Her Eric Nicholas 6.1 1893 Romeo Must Die Andrzej Bartkowiak 6.1 2750 Automata Gabe Ibáñez 6.1 2743 The Midnight Meat Train Ryûhei Kitamura 6.1 4617 Childless Charlie Levi 6.1 1910 Money Talks Brett Ratner 6.1 387 The Devil's Own Alan J. Pakula 6.1 2869 Dick Andrew Fleming 6.1 2874 Birthday Girl Jez Butterworth 6.1 2691 Knockaround Guys Brian Koppelman 6.1 4501 Down and Out with the Dolls Kurt Voss 6.1 4331 Small Apartments Jonas Åkerlund 6.1 1626 13 Going on 30 Gary Winick 6.1 1630 Message in a Bottle Luis Mandoki 6.1 626 Sky Captain and the World of Tomorrow Kerry Conran 6.1 4367 Ed and His Dead Mother Jonathan Wacks 6.1 4380 Conquest of the Planet of the Apes J. Lee Thompson 6.1 1661 Larry Crowne Tom Hanks 6.1 605 The Monuments Men George Clooney 6.1 3012 Space Battleship Yamato Takashi Yamazaki 6.1 1685 The Replacement Killers Antoine Fuqua 6.1 4431 Road Hard Adam Carolla 6.1 564 Sucker Punch Zack Snyder 6.1 1705 Chasing Liberty Andy Cadiff 6.1 561 Flight of the Phoenix John Moore 6.1 1712 Antitrust Peter Howitt 6.1 554 Immortals Tarsem Singh 6.1 4466 Mercury Rising Harold Becker 6.1 4475 Friday the 13th Part 2 Steve Miner 6.1 1773 30 Minutes or Less Ruben Fleischer 6.1 2902 Cat People Paul Schrader 6.1 2901 The Killer Inside Me Michael Winterbottom 6.1 1788 Our Brand Is Crisis David Gordon Green 6.1 1793 Captain Alatriste: The Spanish Musketeer Agustín Díaz Yanes 6.1 367 Ben-Hur Timur Bekmambetov 6.1 317 The Expendables 3 Patrick Hughes 6.1 3094 The Purge: Election Year James DeMonaco 6.1 157 Fun with Dick and Jane Dean Parisot 6.1 149 Die Another Day Lee Tamahori 6.1 2120 Hit and Run David Palmer 6.1 2404 My Big Fat Greek Wedding 2 Kirk Jones 6.1 2145 Swing Vote Joshua Michael Stern 6.1 111 Pearl Harbor Michael Bay 6.1 2367 The Switch Josh Gordon 6.1 4942 Cat People Paul Schrader 6.1 107 Shrek the Third Chris Miller 6.1 104 The Sorcerer's Apprentice Jon Turteltaub 6.1 81 Snow White and the Huntsman Rupert Sanders 6.1 76 Waterworld Kevin Reynolds 6.1 2195 Lakeview Terrace Neil LaBute 6.1 4993 The Signal William Eubank 6.1 2315 Birth Jonathan Glazer 6.1 2221 Eye for an Eye John Schlesinger 6.1 2288 Three to Tango Damon Santostefano 6.1 5025 Pink Flamingos John Waters 6.1 24 The Golden Compass Chris Weitz 6.1 2279 Undisputed Walter Hill 6.1 2272 Lockout James Mather 6.1 5030 On the Downlow Tadeo Garcia 6.1 11 Superman Returns Bryan Singer 6.1 2240 Vampires John Carpenter 6.1 152 Men in Black II Barry Sonnenfeld 6.1 159 Exodus: Gods and Kings Ridley Scott 6.1 4721 Love Letters Amy Holden Jones 6.1 2439 The Tailor of Panama John Boorman 6.1 2648 The Wedding Date Clare Kilner 6.1 4725 Benji Joe Camp 6.1 295 Eraser Chuck Russell 6.1 1971 Lifeforce Tobe Hooper 6.1 4745 Drinking Buddies Joe Swanberg 6.1 2615 Private Benjamin Howard Zieff 6.1 2613 Ben-Hur Timur Bekmambetov 6.1 4754 The Slaughter Rule Alex Smith 6.1 2006 A Turtle's Tale: Sammy's Adventures Ben Stassen 6.1 2017 On the Road Walter Salles 6.1 2021 Scream 2 Wes Craven 6.1 251 San Andreas Brad Peyton 6.1 244 The Huntsman: Winter's War Cedric Nicolas-Troyan 6.1 4804 What Happens in Vegas Tom Vaughan 6.1 4805 The Dark Hours Paul Fox 6.1 4814 Maniac Franck Khalfoun 6.1 232 Speed Racer Lana Wachowski 6.1 2050 The Waterboy Frank Coraci 6.1 220 Mission: Impossible II John Woo 6.1 2057 Someone Like You... Tony Goldwyn 6.1 2062 Anywhere But Here Wayne Wang 6.1 2063 Chasing Liberty Andy Cadiff 6.1 4866 Sugar Town Allison Anders 6.1 1609 Rugrats in Paris: The Movie Stig Bergqvist 6.1 4527 Lake Mungo Joel Anderson 6.1 682 Zathura: A Space Adventure Jon Favreau 6.1 755 Up Close & Personal Jon Avnet 6.1 1583 Vacation John Francis Daley 6.1 1569 The Good German Steven Soderbergh 6.1 3147 Wrong Turn Rob Schmidt 6.1 667 The Kid Jon Turteltaub 6.1 3176 The Collection Marcus Dunstan 6.1 4275 We Are Your Friends Max Joseph 6.1 700 Dragon Blade Daniel Lee 6.1 725 Two Weeks Notice Marc Lawrence 6.1 3242 The Oxford Murders Álex de la Iglesia 6.1 4206 Anatomy Stefan Ruzowitzky 6.1 748 Starsky & Hutch Todd Phillips 6.1 3260 Next Friday Steve Carr 6.1 4320 Grave Encounters Colin Minihan 6.1 756 The Tale of Despereaux Sam Fell 6.1 3270 Gentlemen Broncos Jared Hess 6.1 766 Practical Magic Griffin Dunne 6.1 776 The Sentinel Clark Johnson 6.1 1464 Nanny McPhee Returns Susanna White 6.1 777 Planet 51 Jorge Blanco 6.1 1463 Heist Scott Mann 6.1 785 Mercury Rising Harold Becker 6.1 3312 Two Evil Eyes Dario Argento 6.1 3313 Barbecue Eric Lavaine 6.1 3317 Heist Scott Mann 6.1 3115 Insidious: Chapter 3 Leigh Whannell 6.1 3788 Albino Alligator Kevin Spacey 6.1 1607 27 Dresses Anne Fletcher 6.1 3105 Jeepers Creepers Victor Salva 6.1 3418 Pathology Marc Schölermann 6 2681 Firestarter Mark L. Lester 6 2748 Bathory: Countess of Blood Juraj Jakubisko 6 2744 Winnie Mandela Darrell Roodt 6 1202 Get Hard Etan Cohen 6 3920 Let's Go to Prison Bob Odenkirk 6 4635 Ask Me Anything Allison Burnett 6 3025 Dirty Grandpa Dan Mazer 6 348 The Alamo John Lee Hancock 6 1940 The Gambler Rupert Wyatt 6 945 Into the Woods Rob Marshall 6 1942 Ice Princess Tim Fywell 6 2655 The Object of My Affection Nicholas Hytner 6 4237 Jack Brooks: Monster Slayer Jon Knautz 6 314 Hercules Brett Ratner 6 305 The Tourist Florian Henckel von Donnersmarck 6 4738 The R.M. Kurt Hale 6 801 The Mortal Instruments: City of Bones Harald Zwart 6 4742 Never Again Eric Schaeffer 6 4118 The Gambler Rupert Wyatt 6 1535 Pushing Tin Mike Newell 6 418 The Fast and the Furious: Tokyo Drift Justin Lin 6 1148 28 Days Betty Thomas 6 2791 Dead Man on Campus Alan Cohn 6 3149 The Corruptor James Foley 6 3321 The Girl on the Train André Téchiné 6 666 Broken Arrow John Woo 6 1837 Kindergarten Cop Ivan Reitman 6 2827 The Caveman's Valentine Kasi Lemmons 6 4542 Godzilla 2000 Takao Okawara 6 1855 Original Sin Michael Cristofer 6 1249 Medicine Man John McTiernan 6 4091 Kama Sutra: A Tale of Love Mira Nair 6 668 World Trade Center Oliver Stone 6 810 Xi you ji zhi: Sun Wukong san da Baigu Jing Pou-Soi Cheang 6 3170 The Tourist Florian Henckel von Donnersmarck 6 3044 Raising Cain Brian De Palma 6 853 Disclosure Barry Levinson 6 4599 The Specials Craig Mazin 6 1881 Jimmy Neutron: Boy Genius John A. Davis 6 1883 Teenage Mutant Ninja Turtles II: The Secret of the Ooze Michael Pressman 6 1537 Doomsday Neil Marshall 6 1222 The Other Woman Nick Cassavetes 6 1392 The Rite Mikael Håfström 6 2608 Twins Ivan Reitman 6 1146 Victor Frankenstein Paul McGuigan 6 3954 Another Happy Day Sam Levinson 6 2576 Duets Bruce Paltrow 6 4909 Baghead Jay Duplass 6 2139 For Colored Girls Tyler Perry 6 1018 Dream House Jim Sheridan 6 1024 Domino Tony Scott 6 2385 The Amityville Horror Andrew Douglas 6 3273 Kites Anurag Basu 6 4172 Beer League Frank Sebastiano 6 2339 Les couloirs du temps: Les visiteurs II Jean-Marie Poiré 6 4990 Counting Jem Cohen 6 3075 Kabhi Alvida Naa Kehna Karan Johar 6 36 Transformers: Revenge of the Fallen Michael Bay 6 2290 We're No Angels Neil Jordan 6 637 Mystery Men Kinka Usher 6 784 Righteous Kill Jon Avnet 6 1622 Baby Mama Michael McCullers 6 2271 What's Your Number? Mark Mylod 6 4335 The Torture Chamber of Dr. Sadism Harald Reinl 6 1050 Bedazzled Harold Ramis 6 1055 The Cable Guy Ben Stiller 6 1482 Krull Peter Yates 6 3263 Plastic Julian Gilbey 6 1487 American Outlaws Les Mayfield 6 3354 Valley of the Wolves: Iraq Serdar Akar 6 847 Casper Brad Silberling 6 991 Raising Helen Garry Marshall 6 3444 Men with Brooms Paul Gross 6 1128 Miracle at St. Anna Spike Lee 6 243 Windtalkers John Woo 6 1127 Deep Rising Stephen Sommers 6 4808 Show Me Cassandra Nicolaou 6 1494 Punisher: War Zone Lexi Alexander 6 218 How the Grinch Stole Christmas Ron Howard 6 169 Sahara Breck Eisner 6 2506 ATL Chris Robinson 6 1118 Multiplicity Harold Ramis 6 3442 The Hotel New Hampshire Tony Richardson 6 1427 Neighbors 2: Sorority Rising Nicholas Stoller 6 3855 Saving Private Perez Beto Gómez 6 2070 Harley Davidson and the Marlboro Man Simon Wincer 6 2484 City of Ghosts Matt Dillon 6 2099 Victor Frankenstein Paul McGuigan 6 1268 The Shadow Russell Mulcahy 6 4653 For a Good Time, Call... Jamie Travis 6 3040 Saw VI Kevin Greutert 6 4495 Home Run David Boyd 6 2871 Light It Up Craig Bolotin 6 503 Arthur and the Invisibles Luc Besson 6 3001 Critical Care Sidney Lumet 6 3533 Ca$h Stephen Milburn Anderson 6 820 Leatherheads George Clooney 6 3401 Showdown in Little Tokyo Mark L. Lester 6 1804 Divine Secrets of the Ya-Ya Sisterhood Callie Khouri 6 3138 Roll Bounce Malcolm D. Lee 6 4500 Blue Like Jazz Steve Taylor 6 872 The Hunted William Friedkin 6 4432 Forty Shades of Blue Ira Sachs 6 2971 The Alamo John Lee Hancock 6 501 The Last Witch Hunter Breck Eisner 6 1305 Victor Frankenstein Paul McGuigan 6 4314 Circle Aaron Hann 6 559 Carriers David Pastor 6 1372 Nim's Island Jennifer Flackett 6 558 Soldier Paul W.S. Anderson 6 3494 House of 1000 Corpses Rob Zombie 6 1723 1911 Li Zhang 6 535 Grown Ups Dennis Dugan 6 3990 Creepshow 2 Michael Gornick 6 2939 Quarantine John Erick Dowdle 6 541 Shark Tale Bibo Bergeron 6 3971 Desert Dancer Richard Raymond 6 566 Sphere Barry Levinson 6 863 Mr. Popper's Penguins Mark Waters 6 3112 The Boy William Brent Bell 6 1820 The Newton Boys Richard Linklater 6 3967 Ben-Hur Timur Bekmambetov 6 1324 Nomad: The Warrior Sergey Bodrov 6 590 Hercules Brett Ratner 6 3021 The Cry of the Owl Jamie Thraves 6 592 S.W.A.T. Clark Johnson 6 1053 Taken 3 Olivier Megaton 6 3539 Alpha and Omega 4: The Legend of the Saw Toothed Cave Richard Rich 6 499 The Postman Kevin Costner 6 586 The SpongeBob Movie: Sponge Out of Water Paul Tibbitt 6 3097 Saw IV Darren Lynn Bousman 5.9 1304 Cirque du Freak: The Vampire's Assistant Paul Weitz 5.9 2516 My Life in Ruins Donald Petrie 5.9 783 Analyze That Harold Ramis 5.9 642 Dinner for Schmucks Jay Roach 5.9 1001 The Story of Us Rob Reiner 5.9 4310 Return of the Living Dead III Brian Yuzna 5.9 832 Captain Corelli's Mandolin John Madden 5.9 2548 The Texas Chainsaw Massacre: The Beginning Jonathan Liebesman 5.9 4308 The Last Five Years Richard LaGravenese 5.9 1297 Memoirs of an Invisible Man John Carpenter 5.9 2243 My Best Friend's Girl Howard Deutch 5.9 3865 After.Life Agnieszka Wojtowicz-Vosloo 5.9 2187 Premonition Mennan Yapo 5.9 3868 R.L. Stine's Monsterville: The Cabinet of Souls Peter DeLuise 5.9 4780 Straight Out of Brooklyn Matty Rich 5.9 2597 Slow Burn Wayne Beach 5.9 4121 Fort McCoy Kate Connor 5.9 986 Bridget Jones: The Edge of Reason Beeban Kidron 5.9 276 Stuart Little Rob Minkoff 5.9 2854 Harriet the Spy Bronwen Hughes 5.9 825 Red Tails Anthony Hemingway 5.9 1291 Kiss of Death Barbet Schroeder 5.9 3236 The Good Guy Julio DePietro 5.9 552 First Knight Jerry Zucker 5.9 1414 Guess Who Kevin Rodney Sullivan 5.9 2251 School for Scoundrels Todd Phillips 5.9 2946 Katy Perry: Part of Me Dan Cutforth 5.9 2556 Joe Dirt Dennie Gordon 5.9 245 Teenage Mutant Ninja Turtles Jonathan Liebesman 5.9 1002 The Host Andrew Niccol 5.9 1678 Sanctum Alister Grierson 5.9 4207 Sleep Dealer Alex Rivera 5.9 175 Happy Feet 2 George Miller 5.9 1111 The Ant Bully John A. Davis 5.9 4065 Jason Lives: Friday the 13th Part VI Tom McLoughlin 5.9 3744 Halloween 4: The Return of Michael Myers Dwight H. Little 5.9 4143 Barry Munday Chris D'Arienzo 5.9 28 Battleship Peter Berg 5.9 865 Free Birds Jimmy Hayward 5.9 122 Night at the Museum: Battle of the Smithsonian Shawn Levy 5.9 1689 88 Minutes Jon Avnet 5.9 3823 Hostel Eli Roth 5.9 4350 Carrie Kimberly Peirce 5.9 4130 Tanner Hall Francesca Gregorini 5.9 2200 The Black Hole Gary Nelson 5.9 1443 Something Borrowed Luke Greenfield 5.9 4169 Friday the 13th: The Final Chapter Joseph Zito 5.9 2359 A Cinderella Story Mark Rosman 5.9 1034 The One James Wong 5.9 3757 Digimon: The Movie Mamoru Hosoda 5.9 3335 Barbarella Roger Vadim 5.9 1020 Baby's Day Out Patrick Read Johnson 5.9 3839 Savage Grace Tom Kalin 5.9 1662 Carrie Kimberly Peirce 5.9 1669 The Prince and Me Martha Coolidge 5.9 2462 The Wraith Mike Marvin 5.9 1466 The X Files: I Want to Believe Chris Carter 5.9 1107 The Indian in the Cupboard Frank Oz 5.9 2227 Nancy Drew Andrew Fleming 5.9 2101 Saving Silverman Dennis Dugan 5.9 2446 9½ Weeks Adrian Lyne 5.9 1623 Hope Floats Forest Whitaker 5.9 2979 Fortress Stuart Gordon 5.9 762 London Has Fallen Babak Najafi 5.9 3424 The Death and Life of Bobby Z John Herzfeld 5.9 565 Snake Eyes Brian De Palma 5.9 1625 Without a Paddle Steven Brill 5.9 1435 Must Love Dogs Gary David Goldberg 5.9 2132 Firefox Clint Eastwood 5.9 1157 Along Came Polly John Hamburg 5.9 1315 A Thousand Words Brian Robbins 5.9 2602 3 Men and a Baby Leonard Nimoy 5.9 3093 Bring It On Peyton Reed 5.9 984 The Peacemaker Mimi Leder 5.9 2701 Raise Your Voice Sean McNamara 5.9 435 The 6th Day Roger Spottiswoode 5.9 675 Blade: Trinity David S. Goyer 5.9 3531 The Extra Man Shari Springer Berman 5.9 2875 21 & Over Jon Lucas 5.9 910 Lucky You Curtis Hanson 5.9 909 Beloved Jonathan Demme 5.9 2881 Faithful Paul Mazursky 5.9 1216 Shallow Hal Bobby Farrelly 5.9 2747 The Good Night Jake Paltrow 5.9 1210 Ride Along 2 Tim Story 5.9 3136 Sugar Hill Leon Ichaso 5.9 638 Hall Pass Bobby Farrelly 5.9 643 Abraham Lincoln: Vampire Hunter Timur Bekmambetov 5.9 4222 Redemption Road Mario Van Peebles 5.9 3612 200 Cigarettes Risa Bramon Garcia 5.9 705 3000 Miles to Graceland Demian Lichtenstein 5.9 4634 Jesse 5.9 901 Shaft John Singleton 5.9 3913 The Night Listener Patrick Stettner 5.9 4644 Circumstance Maryam Keshavarz 5.9 713 Wild Hogs Walt Becker 5.9 2771 The Possession Ole Bornedal 5.9 3940 Prison Renny Harlin 5.9 1235 Escape from Planet Earth Cal Brunker 5.9 1822 Suspect Zero E. Elias Merhige 5.9 3151 Reno 911!: Miami Robert Ben Garant 5.9 4518 From a Whisper to a Scream Jeff Burr 5.9 3154 Hey Arnold! The Movie Tuck Tucker 5.9 2846 The New Guy Ed Decter 5.9 1561 Laws of Attraction Peter Howitt 5.9 1261 Final Destination 5 Steven Quale 5.9 1556 1941 Steven Spielberg 5.9 3562 Friends with Money Nicole Holofcener 5.9 487 The Brothers Grimm Terry Gilliam 5.9 1566 The Incredible Burt Wonderstone Don Scardino 5.9 2783 Poetic Justice John Singleton 5.9 3946 Among Giants Sam Miller 5.9 4541 Cry_Wolf Jeff Wadlow 5.9 2820 Teenage Mutant Ninja Turtles Jonathan Liebesman 5.9 484 The Legend of Zorro Martin Campbell 5.9 481 The Time Machine Simon Wells 5.9 2804 Gossip Davis Guggenheim 5.9 617 Rock of Ages Adam Shankman 5.9 1239 Legal Eagles Ivan Reitman 5.9 3103 The Grudge Takashi Shimizu 5.9 4075 Next Day Air Benny Boom 5.9 1901 Hide and Seek John Polson 5.9 378 Percy Jackson: Sea of Monsters Thor Freudenthal 5.9 1286 At First Sight Irwin Winkler 5.9 1988 Stone Cold Craig R. Baxley 5.9 728 Days of Thunder Tony Scott 5.9 1984 The Possession Ole Bornedal 5.9 539 Vertical Limit Martin Campbell 5.9 4230 The Last Sin Eater Michael Landon Jr. 5.9 1750 The Rugrats Movie Igor Kovalyov 5.9 824 Resident Evil: Afterlife Paul W.S. Anderson 5.9 2920 The Golden Child Michael Ritchie 5.9 3646 Don McKay Jake Goldberger 5.9 2245 Georgia Rule Garry Marshall 5.9 4728 Kingdom of the Spiders John 'Bud' Cardos 5.9 1960 The Ruins Carter Smith 5.9 4231 Do You Believe? Jon Gunn 5.9 3134 The Fourth Kind Olatunde Osunsanmi 5.9 517 The Invasion Oliver Hirschbiegel 5.9 351 Percy Jackson & the Olympians: The Lightning Thief Chris Columbus 5.9 515 2 Fast 2 Furious John Singleton 5.9 344 Jurassic Park III Joe Johnston 5.9 1401 There Be Dragons Roland Joffé 5.9 247 Dante's Peak Roger Donaldson 5.8 4983 Absentia Mike Flanagan 5.8 585 xXx Rob Cohen 5.8 60 2012 Roland Emmerich 5.8 875 Semi-Pro Kent Alterman 5.8 500 Babe: Pig in the City George Miller 5.8 401 The Three Musketeers Paul W.S. Anderson 5.8 935 Mr. Deeds Steven Brill 5.8 3872 Falcon Rising Ernie Barbarash 5.8 259 The Green Hornet Michel Gondry 5.8 980 Into the Storm Steven Quale 5.8 4433 Amigo John Sayles 5.8 77 G.I. Joe: The Rise of Cobra Stephen Sommers 5.8 264 Allegiant Robert Schwentke 5.8 714 Chicken Little Mark Dindal 5.8 493 Daylight Rob Cohen 5.8 271 Around the World in 80 Days Frank Coraci 5.8 601 Battle Los Angeles Jonathan Liebesman 5.8 4223 The Calling Jason Stone 5.8 4749 Johnny Suede Tom DiCillo 5.8 3952 The Last Time I Committed Suicide Stephen Kay 5.8 193 Noah Darren Aronofsky 5.8 4751 Rubber Quentin Dupieux 5.8 497 Nine Rob Marshall 5.8 4763 Insomnia Manica Daston Kalili 5.8 4349 One to Another Pascal Arnold 5.8 510 Journey 2: The Mysterious Island Brad Peyton 5.8 520 The League of Extraordinary Gentlemen Stephen Norrington 5.8 4418 The To Do List Maggie Carey 5.8 740 Deep Blue Sea Renny Harlin 5.8 1015 Into the Blue John Stockwell 5.8 145 Pan Joe Wright 5.8 4615 Proud Mary Pat Kelly 5.8 972 Firewall Richard Loncraine 5.8 136 The Wolfman Joe Johnston 5.8 879 The Fan Tony Scott 5.8 4124 The Divide Xavier Gens 5.8 622 Hard Rain Mikael Salomon 5.8 4807 Fabled Ari Kirschenbaum 5.8 133 Wrath of the Titans Jonathan Liebesman 5.8 4611 Hits David Cross 5.8 1026 Gamer Mark Neveldine 5.8 168 G.I. Joe: Retaliation Jon M. Chu 5.8 4301 Saint John of Las Vegas Hue Rhodes 5.8 4927 The Calling Jason Stone 5.8 974 G.I. Jane Ridley Scott 5.8 913 The Break-Up Peyton Reed 5.8 4134 Never Back Down 2: The Beatdown Michael Jai White 5.8 4235 Chicken Tikka Masala Harmage Singh Kalirai 5.8 874 Stuck on You Bobby Farrelly 5.8 213 Clash of the Titans Louis Leterrier 5.8 3926 Love Stinks Jeff Franklin 5.8 303 Pan Joe Wright 5.8 4961 Penitentiary Jamaa Fanaka 5.8 4209 Christmas Mail John Murlowski 5.8 3879 Pan Joe Wright 5.8 3645 Men of War Perry Lang 5.8 1738 The Borrowers Peter Hewitt 5.8 2749 Khumba Anthony Silverston 5.8 2423 Observe and Report Jody Hill 5.8 2121 Mad Money Callie Khouri 5.8 1986 Straw Dogs Rod Lurie 5.8 1628 The Nut Job Peter Lepeniotis 5.8 1255 The Guilt Trip Anne Fletcher 5.8 1124 All the Pretty Horses Billy Bob Thornton 5.8 2148 Molly John Duigan 5.8 3701 Paranormal Activity 3 Henry Joost 5.8 2150 The Best Little Whorehouse in Texas Colin Higgins 5.8 1262 Mickey Blue Eyes Kelly Makin 5.8 3545 Criminal Activities Jackie Earle Haley 5.8 3153 The Goods: Live Hard, Sell Hard Neal Brennan 5.8 3160 Get Over It Tommy O'Haver 5.8 3282 Detention Joseph Kahn 5.8 2650 Clash of the Titans Louis Leterrier 5.8 3035 St. Trinian's Oliver Parker 5.8 1692 Splice Vincenzo Natali 5.8 2173 The Last Song Julie Anne Robinson 5.8 1895 Final Destination 3 James Wong 5.8 2424 Conan the Destroyer Richard Fleischer 5.8 1247 Gothika Mathieu Kassovitz 5.8 1244 Made of Honor Paul Weiland 5.8 1879 Freddy vs. Jason Ronny Yu 5.8 2966 Just Wright Sanaa Hamri 5.8 3095 She's All That Robert Iscove 5.8 2512 The Adventures of Elmo in Grouchland Gary Halvorson 5.8 3086 September Dawn Christopher Cain 5.8 3628 Novocaine David Atkins 5.8 1193 Cheaper by the Dozen Shawn Levy 5.8 2065 Haywire Steven Soderbergh 5.8 3114 Friday After Next Marcus Raboy 5.8 2022 Jane Got a Gun Gavin O'Connor 5.8 3587 Around the World in 80 Days Frank Coraci 5.8 2090 The Net Irwin Winkler 5.8 1165 Brüno Larry Charles 5.8 3243 The Reef Andrew Traucki 5.8 3653 Song One Kate Barker-Froyland 5.8 3071 Saw V David Hackl 5.8 2106 The Glass House Daniel Sackheim 5.8 3599 School Daze Spike Lee 5.8 3124 A Low Down Dirty Shame Keenen Ivory Wayans 5.8 2861 Earth to Echo Dave Green 5.8 2168 Mortal Kombat Paul W.S. Anderson 5.8 1404 Rush Hour 5.8 1077 Journey to the Center of the Earth Eric Brevig 5.8 1914 Undercover Brother Malcolm D. Lee 5.8 1317 The Gunman Pierre Morel 5.8 1419 Species Roger Donaldson 5.8 2224 You Again Andy Fickman 5.8 1921 What a Girl Wants Dennie Gordon 5.8 2872 54 Mark Christopher 5.8 3177 Teacher's Pet Timothy Björklund 5.8 2230 Monte Carlo Thomas Bezucha 5.8 1296 Life or Something Like It Stephen Herek 5.8 1306 Duplex Danny DeVito 5.8 2348 Zambezia Wayne Thornley 5.8 1767 Timecop Peter Hyams 5.8 1924 Cradle 2 the Grave Andrzej Bartkowiak 5.8 1789 Pride and Prejudice and Zombies Burr Steers 5.8 3517 The Christmas Candle John Stephenson 5.8 2183 Return to Never Land Robin Budd 5.8 3016 Heaven Is for Real Randall Wallace 5.8 1063 Mary Reilly Stephen Frears 5.8 2261 Paparazzi Paul Abascal 5.8 1313 Just Visiting Jean-Marie Poiré 5.8 3304 The Ice Pirates Stewart Raffill 5.7 3070 Brighton Rock Rowan Joffe 5.7 3934 Zipper Mora Stephens 5.7 871 The Watch Akiva Schaffer 5.7 2570 How to Deal Clare Kilner 5.7 4639 L!fe Happens Kat Coiro 5.7 4775 Rodeo Girl Joel Paul Reisig 5.7 4052 Paranormal Activity 2 Tod Williams 5.7 1207 Dumb and Dumber To Bobby Farrelly 5.7 4408 A Woman, a Gun and a Noodle Shop Yimou Zhang 5.7 2008 Love Ranch Taylor Hackford 5.7 2023 Think Like a Man Too Tim Story 5.7 4589 Lisa Picard Is Famous Griffin Dunne 5.7 4336 Straight A's James Cox 5.7 3330 Skin Trade Ekachai Uekrongtham 5.7 4333 The Ghastly Love of Johnny X Paul Bunnell 5.7 4426 Hatchet Adam Green 5.7 1492 Sabotage David Ayer 5.7 3306 Trust the Man Bart Freundlich 5.7 4009 The Watch Akiva Schaffer 5.7 1484 Flight of the Intruder John Milius 5.7 915 Valentine's Day Garry Marshall 5.7 4048 Antiviral Brandon Cronenberg 5.7 4159 Diary of the Dead George A. Romero 5.7 2752 Chiamatemi Francesco - Il Papa della gente Daniele Luchetti 5.7 342 Lara Croft: Tomb Raider Simon West 5.7 3457 The Hole Joe Dante 5.7 1327 The Last Shot Jeff Nathanson 5.7 4726 Open Water Chris Kentis 5.7 1341 Sgt. Bilko Jonathan Lynn 5.7 4621 My Last Day Without You Stefan C. Schaefer 5.7 306 End of Days Peter Hyams 5.7 2756 Magic Mike XXL Gregory Jacobs 5.7 959 Race to Witch Mountain Andy Fickman 5.7 1935 The Sitter David Gordon Green 5.7 1272 The Art of War Christian Duguay 5.7 2637 Not Another Teen Movie Joel Gallen 5.7 2989 The Pursuit of D.B. Cooper Roger Spottiswoode 5.7 1266 Drillbit Taylor Steven Brill 5.7 791 Priest Scott Stewart 5.7 894 Bullet to the Head Walter Hill 5.7 2685 The Pirates Who Don't Do Anything: A VeggieTales Movie Mike Nawrocki 5.7 2767 Broken Horses Vidhu Vinod Chopra 5.7 2612 Tidal Wave JK Youn 5.7 4164 Journey to Saturn Thorbjørn Christoffersen 5.7 3324 Ultramarines: A Warhammer 40,000 Movie Martyn Pick 5.7 1521 Playing for Keeps Gabriele Muccino 5.7 287 Planet of the Apes Tim Burton 5.7 3475 Jumping the Broom Salim Akil 5.7 782 The Relic Peter Hyams 5.7 376 Hollow Man Paul Verhoeven 5.7 1280 The Reaping Stephen Hopkins 5.7 4753 Kiss the Bride C. Jay Cox 5.7 2978 Screwed Scott Alexander 5.7 3007 A Woman, a Gun and a Noodle Shop Yimou Zhang 5.7 4058 The Purge James DeMonaco 5.7 1570 George and the Dragon Tom Reeve 5.7 2401 Barbershop 2: Back in Business Kevin Rodney Sullivan 5.7 1809 Joyful Noise Todd Graff 5.7 1854 New Year's Eve Garry Marshall 5.7 731 Eat Pray Love Ryan Murphy 5.7 2388 Out of Inferno Danny Pang 5.7 4534 Unfriended Levan Gabriadze 5.7 686 Hudson Hawk Michael Lehmann 5.7 2839 A Nightmare on Elm Street 4: The Dream Master Renny Harlin 5.7 2382 The Nutcracker Emile Ardolino 5.7 2161 Jaws 2 Jeannot Szwarc 5.7 1829 What Just Happened Barry Levinson 5.7 1006 Escape from L.A. John Carpenter 5.7 544 Be Cool F. Gary Gray 5.7 2878 Admission Paul Weitz 5.7 496 Looney Tunes: Back in Action Joe Dante 5.7 3217 War, Inc. Joshua Seftel 5.7 2855 Child's Play 2 John Lafia 5.7 1387 Reindeer Games John Frankenheimer 5.7 3378 Drive Me Crazy John Schultz 5.7 3842 The Blue Lagoon Randal Kleiser 5.7 2175 Drumline Charles Stone III 5.7 4228 Friday the 13th Part III Steve Miner 5.7 502 Red Planet Antony Hoffman 5.7 4954 The Work and the Story Nathan Smith Jones 5.7 2357 Bad Teacher Jake Kasdan 5.7 2344 Regression Alejandro Amenábar 5.7 3831 Only God Forgives Nicolas Winding Refn 5.7 1544 Nacho Libre Jared Hess 5.7 4280 Witchboard Kevin Tenney 5.7 1794 Brick Mansions Camille Delamarre 5.7 2398 Deuce Bigalow: Male Gigolo Mike Mitchell 5.7 2808 Jefferson in Paris James Ivory 5.7 4875 Rust Corbin Bernsen 5.7 3908 Planet of the Apes Tim Burton 5.7 4321 Stitches Conor McMahon 5.7 4203 Eye of the Dolphin Michael D. Sellers 5.7 2784 All About the Benjamins Kevin Bray 5.7 1065 America's Sweethearts Joe Roth 5.7 2793 Thinner Tom Holland 5.7 4478 Filly Brown Youssef Delara 5.7 2269 Armored Nimród Antal 5.7 3635 The 5th Quarter Rick Bieber 5.7 4112 Damsels in Distress Whit Stillman 5.7 1410 Identity Thief Seth Gordon 5.7 819 Rambo III Peter MacDonald 5.7 37 Transformers: Age of Extinction Michael Bay 5.7 4465 Eddie: The Sleepwalking Cannibal Boris Rodriguez 5.7 3245 White Noise 2: The Light Patrick Lussier 5.7 5012 Sabotage David Ayer 5.7 2110 The Little Vampire Uli Edel 5.7 3132 Sparkle Salim Akil 5.7 1730 Grace of Monaco Olivier Dahan 5.7 2432 Love the Coopers Jessie Nelson 5.7 471 Six Days Seven Nights Ivan Reitman 5.7 167 Hulk Ang Lee 5.7 2443 And So It Goes Rob Reiner 5.7 1078 The Princess Diaries 2: Royal Engagement Garry Marshall 5.7 3204 Gun Shy Eric Blakeney 5.7 1370 What to Expect When You're Expecting Kirk Jones 5.7 1509 Bandidas Joachim Rønning 5.7 4504 Q Laurent Bouhnik 5.6 2873 Bubble Boy Blair Hayes 5.6 506 Pompeii Paul W.S. Anderson 5.6 796 The Black Dahlia Brian De Palma 5.6 3358 Club Dread Jay Chandrasekhar 5.6 3785 The Oh in Ohio Billy Kent 5.6 4625 Truth or Die Robert Heath 5.6 2732 Listening Khalil Sullins 5.6 803 Dark Water Walter Salles 5.6 1696 Alex & Emma Rob Reiner 5.6 2742 Silent Trigger Russell Mulcahy 5.6 1434 The Benchwarmers Dennis Dugan 5.6 1720 The Promise Kaige Chen 5.6 2711 Hoot Wil Shriner 5.6 453 Four Christmases Seth Gordon 5.6 3413 The Singing Detective Keith Gordon 5.6 828 That's My Boy Sean Anders 5.6 1725 Wild Card Simon West 5.6 4592 Hardflip Johnny Remo 5.6 841 The Nutty Professor Tom Shadyac 5.6 4563 Two Girls and a Guy James Toback 5.6 1375 Cop Out Kevin Smith 5.6 467 The Pink Panther Shawn Levy 5.6 482 Mighty Joe Young Ron Underwood 5.6 1811 Lake Placid Steve Miner 5.6 1352 Angel Eyes Luis Mandoki 5.6 1349 Enough Michael Apted 5.6 423 Mirror Mirror Tarsem Singh 5.6 1711 Runner Runner Brad Furman 5.6 498 Timeline Richard Donner 5.6 4604 Sparkler Darren Stein 5.6 568 Fool's Gold Andy Tennant 5.6 3454 Black November Jeta Amata 5.6 2856 No Good Deed Sam Miller 5.6 3381 New in Town Jonas Elmer 5.6 1331 Because I Said So Michael Lehmann 5.6 4064 Pokémon 3: The Movie Kunihiko Yuyama 5.6 1913 Rugrats Go Wild John Eng 5.6 3013 5 Days of War Renny Harlin 5.6 3893 Maggie Henry Hobson 5.6 2364 House on Haunted Hill William Malone 5.6 1116 Babylon A.D. 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Rogers 4.9 775 My Favorite Martian Donald Petrie 4.9 1877 Scooby-Doo 2: Monsters Unleashed Raja Gosnell 4.9 2645 Halloween II Rob Zombie 4.9 374 The Haunted Mansion Rob Minkoff 4.9 2040 I Don't Know How She Does It Douglas McGrath 4.9 813 Holy Man Stephen Herek 4.9 2790 Our Family Wedding Rick Famuyiwa 4.9 3519 Losin' It Curtis Hanson 4.8 406 102 Dalmatians Kevin Lima 4.8 4021 Dawn Patrol Daniel Petrie Jr. 4.8 4636 And Then Came Love Richard Schenkman 4.8 1299 New York Minute Dennie Gordon 4.8 4681 The Unborn David S. Goyer 4.8 1990 Sheena John Guillermin 4.8 4234 Eden Shyam Madiraju 4.8 1938 Crocodile Dundee in Los Angeles Simon Wincer 4.8 2350 Dwegons and Leprechauns Tom Walsh 4.8 4016 2:13 Charles Adelman 4.8 2135 Teenage Mutant Ninja Turtles III Stuart Gillard 4.8 1781 Lost Souls Janusz Kaminski 4.8 226 Charlie's Angels: Full Throttle McG 4.8 1445 Black Knight Gil Junger 4.8 4245 Containment Neil Mcenery-West 4.8 2510 They Robert Harmon 4.8 4002 Train Gideon Raff 4.8 3915 My Soul to Take Wes Craven 4.8 2179 Madea's Witness Protection Tyler Perry 4.8 4958 Over the Hill to the Poorhouse Harry F. Millarde 4.8 3199 The Forest Jason Zada 4.8 4845 Locker 13 Bruce Dellis 4.8 3817 Yoga Hosers Kevin Smith 4.8 1491 Knock Off Hark Tsui 4.8 2555 The Roommate Christian E. Christiansen 4.8 2273 Envy Barry Levinson 4.8 4593 Chocolate: Deep Dark Secrets Vivek Agnihotri 4.8 1721 DOA: Dead or Alive Corey Yuen 4.8 4453 The Dog Lover Alex Ranarivelo 4.8 1073 The Flintstones Brian Levant 4.8 2087 The Animal Luke Greenfield 4.8 799 Supernova Walter Hill 4.8 2208 Texas Chainsaw 3D John Luessenhop 4.8 5016 Dutch Kills Joseph Mazzella 4.8 3932 The Barbarians Ruggero Deodato 4.8 1365 Virgin Territory David Leland 4.8 3543 High School Musical 2 Kenny Ortega 4.8 1962 My Soul to Take Wes Craven 4.8 3248 Jungle Shuffle Taedong Park 4.8 71 Wild Wild West Barry Sonnenfeld 4.8 3537 Twixt Francis Ford Coppola 4.8 2546 The Unborn David S. Goyer 4.8 806 The Spirit Frank Miller 4.8 1704 Godsend Nick Hamm 4.8 1706 Hoodwinked Too! Hood vs. Evil Mike Disa 4.8 1029 Zoolander 2 Ben Stiller 4.8 3298 Chasing Papi Linda Mendoza 4.8 4138 Something Wicked Darin Scott 4.8 4307 The Lost Medallion: The Adventures of Billy Stone Bill Muir 4.8 2661 All About Steve Phil Traill 4.8 3451 Outside Bet Sacha Bennett 4.8 690 Elektra Rob Bowman 4.8 3966 The Perfect Wave Bruce Macdonald 4.7 4377 Against the Wild Richard Boddington 4.7 4394 Out of the Dark Lluís Quílez 4.7 3917 A Haunted House 2 Michael Tiddes 4.7 2673 The Marine John Bonito 4.7 1277 The Musketeer Peter Hyams 4.7 1260 Hanging Up Diane Keaton 4.7 3962 The Veil Phil Joanou 4.7 4519 Sex with Strangers Harry Gantz 4.7 4817 American Ninja 2: The Confrontation Sam Firstenberg 4.7 1961 The Next Best Thing John Schlesinger 4.7 4797 Gory Gory Hallelujah Sue Corcoran 4.7 4012 The Masked Saint Warren P. Sonoda 4.7 4279 Full Frontal Steven Soderbergh 4.7 4229 Friday the 13th: A New Beginning Danny Steinmann 4.7 3133 Valentine Jamie Blanks 4.7 1899 A Madea Christmas Tyler Perry 4.7 3237 Motherhood Katherine Dieckmann 4.7 1250 Aliens vs. Predator: Requiem Colin Strause 4.7 4989 The Naked Ape Daniel Mellitz 4.7 1308 Raise the Titanic Jerry Jameson 4.7 560 Monkeybone Henry Selick 4.7 2155 Pulse Jim Sonzero 4.7 964 Herbie Fully Loaded Angela Robinson 4.7 822 Did You Hear About the Morgans? Marc Lawrence 4.7 884 Turbulence Robert Butler 4.7 3642 Surfer, Dude S.R. Bindler 4.7 3866 Fugly Kabir Sadanand 4.7 1068 Jonah Hex Jimmy Hayward 4.7 1880 The Face of an Angel Michael Winterbottom 4.7 4624 Black Rock Katie Aselton 4.7 4294 The Virginity Hit Huck Botko 4.6 1497 Warriors of Virtue Ronny Yu 4.6 3426 Swelter Keith Parmer 4.6 3617 College Deb Hagan 4.6 1289 Showgirls Paul Verhoeven 4.6 2788 My Boss's Daughter David Zucker 4.6 5019 Exeter Marcus Nispel 4.6 1889 Legally Blonde 2: Red, White & Blonde Charles Herman-Wurmfeld 4.6 2097 Deuce Bigalow: European Gigolo Mike Bigelow 4.6 4513 The Wicked Within Jay Alaimo 4.6 1218 Big Momma's House 2 John Whitesell 4.6 2142 The Rage: Carrie 2 Katt Shea 4.6 2164 Are We There Yet? Brian Levant 4.6 4184 Halloween III: Season of the Witch Tommy Lee Wallace 4.6 926 The Twilight Saga: New Moon Chris Weitz 4.6 472 Yogi Bear Eric Brevig 4.6 4326 Rockaway Jeff Crook 4.6 2028 I Still Know What You Did Last Summer Danny Cannon 4.6 2483 The Prince Brian A Miller 4.6 1954 Half Past Dead Don Michael Paul 4.6 2718 The In Crowd Mary Lambert 4.6 2687 Highlander: Endgame Douglas Aarniokoski 4.6 3914 The Jerky Boys James Melkonian 4.6 1928 Anacondas: The Hunt for the Blood Orchid Dwight H. Little 4.6 572 Dr. Dolittle 2 Steve Carr 4.6 1693 Howard the Duck Willard Huyck 4.6 3909 The Wash DJ Pooh 4.6 1044 The Tooth Fairy Chuck Bowman 4.6 3006 Breakfast of Champions Alan Rudolph 4.6 2654 Confessions of a Teenage Drama Queen Sara Sugarman 4.6 3706 Paranormal Activity 4 Henry Joost 4.6 3043 Corky Romano Rob Pritts 4.6 1092 Anaconda Luis Llosa 4.6 3898 The Boy Next Door Rob Cohen 4.6 4758 Detention of the Dead Alex Craig Mann 4.6 3796 Decoys Matthew Hastings 4.6 3776 90 Minutes in Heaven Michael Polish 4.6 3256 Nurse 3D Douglas Aarniokoski 4.6 4509 Below Zero Justin Thomas Ostensen 4.5 1395 Space Chimps Kirk De Micco 4.5 2593 Juwanna Mann Jesse Vaughan 4.5 2888 The Vatican Tapes Mark Neveldine 4.5 4976 Queen Crab Brett Piper 4.5 1508 The Lovers Roland Joffé 4.5 1472 Superhero Movie Craig Mazin 4.5 4341 The Curse of Downers Grove Derick Martini 4.5 1853 Agent Cody Banks 2: Destination London Kevin Allen 4.5 4879 Butterfly Matt Cimber 4.5 2785 Vampire in Brooklyn Wes Craven 4.5 2297 Code Name: The Cleaner Les Mayfield 4.5 3736 Friday the 13th Part VIII: Jason Takes Manhattan Rob Hedden 4.5 3806 Flying By Jim Amatulli 4.5 2958 My Baby's Daddy Cheryl Dunye 4.5 4037 The Opposite Sex Jennifer Finnigan 4.5 2746 All the Queen's Men Stefan Ruzowitzky 4.5 4303 Stonewall Roland Emmerich 4.5 3028 High School Musical 3: Senior Year Kenny Ortega 4.5 4846 Midnight Cabaret Pece Dingo 4.5 4849 Graduation Day Herb Freed 4.5 1312 Extreme Ops Christian Duguay 4.5 4718 The Maid's Room Michael Walker 4.5 2325 Can't Stop the Music Nancy Walker 4.5 3265 Poltergeist III Gary Sherman 4.5 3756 The Perfect Match Bille Woodruff 4.5 577 Driven Renny Harlin 4.5 2684 Freddy Got Fingered Tom Green 4.5 84 The Lovers Roland Joffé 4.5 1062 Happily N'Ever After Paul Bolger 4.5 3246 You Got Served: Beat the World Robert Adetuyi 4.5 597 Alvin and the Chipmunks: The Squeakquel Betty Thomas 4.5 3294 Black Christmas Glen Morgan 4.5 3812 Dying of the Light Paul Schrader 4.4 2441 Getaway Courtney Solomon 4.4 4881 The Frozen Andrew Hyatt 4.4 988 On Deadly Ground Steven Seagal 4.4 2176 Why Did I Get Married Too? Tyler Perry 4.4 2482 Black Nativity Kasi Lemmons 4.4 3813 Born of War Vicky Jewson 4.4 3702 Ouija Stiles White 4.4 3786 Atlas Shrugged: Who Is John Galt? James Manera 4.4 4090 Whipped Peter M. Cohen 4.4 747 The Shaggy Dog Brian Robbins 4.4 4339 The Legend of Hell's Gate: An American Conspiracy Tanner Beard 4.4 743 Kangaroo Jack David McNally 4.4 1276 The Island of Dr. Moreau John Frankenheimer 4.4 1683 Ultraviolet Kurt Wimmer 4.4 281 Town & Country Peter Chelsom 4.4 392 The Nutcracker in 3D Andrey Konchalovskiy 4.4 2797 Jason X James Isaac 4.4 3140 Skyline Colin Strause 4.4 448 Alvin and the Chipmunks: Chipwrecked Mike Mitchell 4.4 507 Top Cat Begins Andrés Couturier 4.4 2585 Soul Plane Jessy Terrero 4.4 1316 Delgo Marc F. Adler 4.4 1551 Big Mommas: Like Father, Like Son John Whitesell 4.4 1351 Paul Blart: Mall Cop 2 Andy Fickman 4.4 4469 Def-Con 4 Paul Donovan 4.3 2941 Johnson Family Vacation Christopher Erskin 4.3 1102 Fat Albert Joel Zwick 4.3 3895 Hansel & Gretel Get Baked Duane Journey 4.3 790 xXx: State of the Union Lee Tamahori 4.3 2890 In the Land of Blood and Honey Angelina Jolie Pitt 4.3 389 Fantastic Four Josh Trank 4.3 995 Striptease Andrew Bergman 4.3 3665 Khiladi 786 Ashish R. Mohan 4.3 1858 Highlander: The Final Dimension Andrew Morahan 4.3 4070 Jason Goes to Hell: The Final Friday Adam Marcus 4.3 831 Ghost Rider: Spirit of Vengeance Mark Neveldine 4.3 4848 Bizarre Étienne Faure 4.3 431 Cats & Dogs: The Revenge of Kitty Galore Brad Peyton 4.3 426 Nutty Professor II: The Klumps Peter Segal 4.3 4865 Teeth and Blood Al Franklin 4.3 4854 Death Calls Ken Del Conte 4.3 4148 Amnesiac Michael Polish 4.3 4430 The Salon Mark Brown 4.3 4859 Amidst the Devil's Wings Daniel Columbie 4.3 4232 Impact Point Hayley Cloake 4.3 3073 LOL Lisa Azuelos 4.3 249 Fantastic Four Josh Trank 4.3 2304 An American Carol David Zucker 4.3 3169 Movie 43 Elizabeth Banks 4.3 4782 Diamond Ruff Alec Asten 4.3 2283 3 Ninjas Kick Back Charles T. Kanganis 4.3 3033 Drive Hard Brian Trenchard-Smith 4.3 701 Littleman Keenen Ivory Wayans 4.3 333 Sex and the City 2 Michael Patrick King 4.3 4391 Foolish Dave Meyers 4.3 3433 Code of Honor Michael Winnick 4.2 3183 Heartbeeps Allan Arkush 4.2 3319 Undiscovered Meiert Avis 4.2 3801 Area 51 Oren Peli 4.2 3238 Free Style William Dear 4.2 3805 Farce of the Penguins Bob Saget 4.2 1495 Zoom Peter Hewitt 4.2 4545 The Devil Inside William Brent Bell 4.2 4514 Bleeding Hearts Dylan Bank 4.2 1608 Hannah Montana: The Movie Peter Chelsom 4.2 140 The Last Airbender M. Night Shyamalan 4.2 505 A Sound of Thunder Peter Hyams 4.2 996 Marmaduke Tom Dey 4.2 4956 The Gallows Travis Cluff 4.2 1294 Ishtar Elaine May 4.2 887 Thunderbirds Jonathan Frakes 4.2 4669 The Young Unknowns Catherine Jelski 4.2 629 The Legend of Hercules Renny Harlin 4.2 3964 No Vacancy Chris Stokes 4.2 627 Basic Instinct 2 Michael Caton-Jones 4.2 2365 I Can Do Bad All by Myself Tyler Perry 4.1 4606 In Her Line of Fire Brian Trenchard-Smith 4.1 3185 On the Line Eric Bross 4.1 1700 Wing Commander Chris Roberts 4.1 2476 Madea Goes to Jail Tyler Perry 4.1 4980 The Brain That Wouldn't Die Joseph Green 4.1 4122 Chain Letter Deon Taylor 4.1 1731 A Warrior's Tail Maksim Fadeev 4.1 3152 One Direction: This Is Us Morgan Spurlock 4.1 533 Inspector Gadget David Kellogg 4.1 4483 Da Sweet Blood of Jesus Spike Lee 4.1 5004 The Legend of God's Gun Mike Bruce 4.1 518 The Adventures of Rocky & Bullwinkle Des McAnuff 4.1 2113 Megiddo: The Omega Code 2 Brian Trenchard-Smith 4.1 2186 Boogeyman Stephen Kay 4.1 1309 Universal Soldier: The Return Mic Rodgers 4.1 1991 Underclassman Marcos Siega 4.1 2530 The Apparition Todd Lincoln 4.1 2671 Urban Legends: Final Cut John Ottman 4.1 4790 Roadside Eric England 4.1 2649 Halloween: Resurrection Rick Rosenthal 4.1 1191 Spy Kids 3-D: Game Over Robert Rodriguez 4.1 1996 King's Ransom Jeffrey W. Byrd 4.1 1190 Fifty Shades of Grey Sam Taylor-Johnson 4.1 2015 Red Sky Mario Van Peebles 4.1 3495 Alien Zone Sharron Miller 4.1 5024 All Superheroes Must Die Jason Trost 4 1718 Supercross Steve Boyum 4 1287 Torque Joseph Kahn 4 3407 The Wicked Lady Michael Winner 4 4153 Unnatural Hank Braxtan 4 4693 B-Girl Emily Dell 4 4892 The Stewardesses Al Silliman Jr. 4 3487 Devil's Due Matt Bettinelli-Olpin 4 3910 3 Strikes DJ Pooh 4 2662 Book of Shadows: Blair Witch 2 Joe Berlinger 4 3905 The Last Exorcism Part II Ed Gass-Donnelly 4 4889 Western Religion James O'Brien 4 1862 Accidental Love David O. Russell 4 2461 Restoration Zack Ward 4 1169 Super Mario Bros. Annabel Jankel 4 4772 Fight to the Finish Warren Sheppard 4 2258 The Country Bears Peter Hastings 4 1968 Shark Night 3D David R. Ellis 4 2112 RoboCop 3 Fred Dekker 3.9 2408 Prom Night Nelson McCormick 3.9 4908 Super Hybrid Eric Valette 3.9 2043 Meet the Deedles Steve Boyum 3.9 3241 Blonde Ambition Scott Marshall 3.9 2220 One Missed Call Eric Valette 3.9 4139 AWOL-72 Christian Sesma 3.9 4868 The Canyons Paul Schrader 3.9 3997 I Got the Hook Up Michael Martin 3.9 4704 Treachery Travis Romero 3.9 2807 Soul Survivors Stephen Carpenter 3.9 4626 The Pet D. Stevens 3.9 4325 Supercapitalist Simon Yin 3.9 4219 Go for It! Carmen Marron 3.9 3742 The Haunting of Molly Hartley Mickey Liddell 3.8 4507 Extreme Movie Adam Jay Epstein 3.8 704 The Love Guru Marco Schnabel 3.8 4510 Crowsnest Brenton Spencer 3.8 808 In the Name of the King: A Dungeon Siege Tale Uwe Boll 3.8 3252 The Devil's Tomb Jason Connery 3.8 2865 Woo Daisy von Scherler Mayer 3.8 4623 Doc Holliday's Revenge David DeCoteau 3.8 1480 Furry Vengeance Roger Kumble 3.8 321 The Adventures of Pluto Nash Ron Underwood 3.8 3634 Beastmaster 2: Through the Portal of Time Sylvio Tabet 3.8 2115 Dudley Do-Right Hugh Wilson 3.8 1447 Street Fighter Steven E. de Souza 3.8 273 The Cat in the Hat Bo Welch 3.8 1660 Mortal Kombat: Annihilation John R. Leonetti 3.7 4400 Cabin Fever Travis Zariwny 3.7 5002 Run, Hide, Die Collin Joseph Neal 3.7 1033 Street Fighter: The Legend of Chun-Li Andrzej Bartkowiak 3.7 4479 The Lion of Judah Deryck Broom 3.7 2162 Beverly Hills Chihuahua Raja Gosnell 3.7 2786 Exorcist II: The Heretic John Boorman 3.7 267 Speed 2: Cruise Control Jan de Bont 3.7 217 Batman & Robin Joel Schumacher 3.7 621 Ballistic: Ecks vs. Sever Wych Kaosayananda 3.6 1824 Spy Kids: All the Time in the World in 4D Robert Rodriguez 3.6 818 The Flintstones in Viva Rock Vegas Brian Levant 3.6 2574 The Cookout Lance Rivera 3.6 3216 Swept Away Guy Ritchie 3.6 2833 The Last Godfather Hyung-rae Shim 3.6 4448 Wind Walkers Russell Friedenberg 3.6 4968 Echo Dr. Patrick Ryan Sims 3.6 4578 Luminarias José Luis Valenzuela 3.6 1564 Dragon Wars: D-War Hyung-rae Shim 3.6 3564 Bats Louis Morneau 3.6 2817 Stan Helsing Bo Zenga 3.6 2518 Superman IV: The Quest for Peace Sidney J. Furie 3.6 2371 Thomas and the Magic Railroad Britt Allcroft 3.6 3753 Fifty Shades of Black Michael Tiddes 3.5 3462 The Omega Code Robert Marcarelli 3.5 989 The Adventures of Sharkboy and Lavagirl 3-D Robert Rodriguez 3.5 3234 An Alan Smithee Film: Burn Hollywood Burn Arthur Hiller 3.5 3303 The Bold and the Beautiful 3.5 4392 N-Secure David M. Matthews 3.5 2453 Megaforce Hal Needham 3.5 3986 Chain of Command Kevin Carraway 3.5 4766 Girls Gone Dead Michael Hoffman Jr. 3.5 2191 Meet the Browns 3.5 3364 You Got Served Chris Stokes 3.5 2203 Vampires Suck Jason Friedberg 3.5 2210 Scary Movie 5 Malcolm D. Lee 3.5 4629 Zombie Hunter K. King 3.5 1936 Dance Flick Damien Dante Wayans 3.5 3818 Navy Seals vs. Zombies Stanton Barrett 3.4 4373 Independence Daysaster W.D. Hogan 3.4 3667 Standing Ovation Stewart Raffill 3.4 4988 Hayride Terron R. Parsons 3.4 1671 Dumb and Dumberer: When Harry Met Lloyd Troy Miller 3.4 4342 Shark Lake Jerry Dugan 3.4 4340 The Walking Deceased Scott Dow 3.4 4622 Steppin: The Movie Michael Taliferro 3.4 4540 God's Not Dead 2 Harold Cronk 3.4 4820 Rotor DR1 Chad Kapper 3.4 514 Jack and Jill Dennis Dugan 3.4 3676 Galaxina William Sachs 3.4 1934 Spice World Bob Spiers 3.3 4127 My Big Fat Independent Movie Philip Zlotorynski 3.3 3230 Police Academy: Mission to Moscow Alan Metter 3.3 4447 #Horror Tara Subkoff 3.3 4019 In the Name of the King: The Last Job Uwe Boll 3.3 3799 Fascination Klaus Menzel 3.3 4005 Sharknado Anthony C. Ferrante 3.3 4769 Crossroads Tamra Davis 3.3 2550 The Master of Disguise Perry Andelin Blake 3.3 2519 How She Move Ian Iqbal Rashid 3.3 4285 The Book of Mormon Movie, Volume 1: The Journey Gary Rogers 3.3 2935 Crossroads Tamra Davis 3.3 3197 Bucky Larson: Born to Be a Star Tom Brady 3.3 313 Catwoman Pitof 3.3 1303 Feardotcom William Malone 3.3 4471 Neal 'N' Nikki Arjun Sablok 3.3 5017 Dry Spell Travis Legge 3.3 4963 Dude, Where's My Dog?! Stephen Langford 3.2 5000 Raymond Did It Travis Legge 3.2 4841 Royal Kill Babar Ahmed 3.2 4658 Windsor Drive Natalie Bible' 3.2 3833 Without Men Gabriela Tagliavini 3.2 4083 Teen Wolf Too Christopher Leitch 3.2 3011 Legend of Kung Fu Rabbit Lijun Sun 3.2 4445 Checkmate Timothy Woodward Jr. 3.1 3445 Witless Protection Charles Robert Carner 3.1 4022 Lords of London Antonio Simoncini 3.1 4217 Alien Uprising Dominic Burns 3.1 2568 Left Behind Vic Armstrong 3.1 2511 Larry the Cable Guy: Health Inspector Trent Cooper 3.1 4686 Bled Christopher Hutson 3.1 2399 Left Behind Vic Armstrong 3.1 4524 The Dead Undead Matthew R. Anderson 3 4081 Phat Girlz Nnegest Likké 3 5020 The Ridges Brandon Landers 3 2522 Shanghai Surprise Jim Goddard 3 620 Rollerball John McTiernan 3 2009 The True Story of Puss'N Boots Jérôme Deschamps 2.9 1998 BloodRayne Uwe Boll 2.9 3600 Daddy Day Camp Fred Savage 2.9 2143 The Bachelor 2.9 2301 Doogal Dave Borthwick 2.8 4299 Hum To Mohabbat Karega Kundan Shah 2.8 2581 Steel Kenneth Johnson 2.8 2066 Jaws: The Revenge Joseph Sargent 2.8 4613 Frat Party Robert Bennett 2.8 2328 Marci X Richard Benjamin 2.8 2696 Barney's Great Adventure Steve Gomer 2.8 3018 Dancin' It's On David Winters 2.8 4443 Mutant World David Winning 2.8 3923 The Real Cancun Rick de Oliveira 2.7 4472 The 41-Year-Old Virgin Who Knocked Up Sarah Marshall and Felt Superbad About It Craig Moss 2.7 1072 Inchon Terence Young 2.7 1702 Dragonball: Evolution James Wong 2.7 1654 Meet the Spartans Jason Friedberg 2.7 2182 Date Movie Aaron Seltzer 2.7 4133 30 Nights of Paranormal Activity with the Devil Inside the Girl with the Dragon Tattoo Craig Moss 2.6 4525 The Vatican Exorcisms Joe Marino 2.6 2852 Baby Geniuses Bob Clark 2.5 4874 Sunday School Musical Rachel Goldenberg 2.5 495 Battlefield Earth Roger Christian 2.4 899 Gigli Martin Brest 2.4 3525 Chairman of the Board Alex Zamm 2.3 2313 Alone in the Dark Uwe Boll 2.3 2192 Epic Movie Jason Friedberg 2.3 4768 Subconscious Georgia Hilton 2.2 4619 Snow White: A Deadly Summer David DeCoteau 2.2 319 Son of the Mask Lawrence Guterman 2.2 2983 From Justin to Kelly Robert Iscove 2.1 3340 Glitter Vondie Curtis-Hall 2.1 3664 Crossover Preston A. Whitmore II 2.1 1729 United Passions Frédéric Auburtin 2 3505 Who's Your Caddy? Don Michael Paul 2 2268 Disaster Movie Jason Friedberg 1.9 2295 Superbabies: Baby Geniuses 2 Bob Clark 1.9 4605 The Helix... Loaded A. Raven Cruz 1.9 1136 Foodfight! Lawrence Kasanoff 1.7 2834 Justin Bieber: Never Say Never Jon M. Chu 1.6
df_results = pd.read_csv('./imdb.csv')
df_results.head(7)
结果：
| Unnamed: 0 | movie_title | director_name | imdb_score | |
|---|---|---|---|---|
| 0 | 2765 | Towering Inferno | John Blanchard | 9.5 |
| 1 | 1937 | The Shawshank Redemption | Frank Darabont | 9.3 |
| 2 | 3466 | The Godfather | Francis Ford Coppola | 9.2 |
| 3 | 4409 | Kickboxer: Vengeance | John Stockwell | 9.1 |
| 4 | 2824 | Dekalog | NaN | 9.1 |
| 5 | 3207 | Dekalog | NaN | 9.1 |
| 6 | 66 | The Dark Knight | Christopher Nolan | 9.0 |
#取出'movie_title','director_name','imdb_score'三列，并且按照imdb_score降序排列
a=pd.read_csv('./imdb.csv')[['movie_title','director_name','imdb_score']].sort_values('imdb_score',ascending=False).head()
a.to_csv('xxx.csv')
a
结果：
| movie_title | director_name | imdb_score | |
|---|---|---|---|
| 0 | Towering Inferno | John Blanchard | 9.5 |
| 1 | The Shawshank Redemption | Frank Darabont | 9.3 |
| 2 | The Godfather | Francis Ford Coppola | 9.2 |
| 3 | Kickboxer: Vengeance | John Stockwell | 9.1 |
| 4 | Dekalog | NaN | 9.1 |
重命名DataFrame的index操作
import numpy as np import pandas as pd df1=pd.DataFrame(np.arange(9).reshape(3,3),index=['BJ','SH','GZ'],columns=['A','B','C']) print(df1)
结果：
A B C BJ 0 1 2 SH 3 4 5 GZ 6 7 8
print(df1.index)
结果：
Index(['BJ', 'SH', 'GZ'], dtype='object')
df1.index=pd.Series(['bj','sh','gz'])#重命名index第一种方法：重新给index赋值 print(df1)
结果：
A B C bj 0 1 2 sh 3 4 5 gz 6 7 8
df1.index#Index(['bj', 'sh', 'gz'], dtype='object')
df1.index=df1.index.map(str.upper)#重命名index第二种方法：利用map函数 print(df1)
结果：
A B C BJ 0 1 2 SH 3 4 5 GZ 6 7 8
df2=df1.rename(index=str.lower,columns=str.lower)#重命名index第三种方法 print(df2)
结果：
a b c bj 0 1 2 sh 3 4 5 gz 6 7 8
df3=df2.rename(index={'bj':'beijing'},columns={'a':'aaaa'})#重命名index第三种方法
print(df3)
结果：
aaaa b c beijing 0 1 2 sh 3 4 5 gz 6 7 8
#复习map函数 例如将list1转换为list2的方法
list1=[1,2,3,4] #list2=['1','2','3','4']
#方法1：
list2=[]
for i in list1:
list2.append(str(i))
list2
#方法2 list2=[str(x) for x in list1] list2
#方法3 list2=list(map(str,list1)) list2
def test_map(x):
return x+'_ABC'
df1.index=df1.index.map(test_map)
print(df1)
结果：
A B C BJ_ABC 0 1 2 SH_ABC 3 4 5 GZ_ABC 6 7 8
print(df1.rename(index=test_map))#暂时改变df1的index，看下式，如想永久改变，必须像上式一样赋值
结果：
A B C BJ_ABC_ABC 0 1 2 SH_ABC_ABC 3 4 5 GZ_ABC_ABC 6 7 8
print(df1)
结果：
A B C BJ_ABC 0 1 2 SH_ABC 3 4 5 GZ_ABC 6 7 8
DataFrame的merge操作
import numpy as np
import pandas as pd
df1=pd.DataFrame({'key':['x','y','z'],'data_set_1':[1,9,3]})
print(df1)
结果：
data_set_1 key 0 1 x 1 9 y 2 3 z
df2=pd.DataFrame({'key':['a','y','c','y'],'data_set_2':[4,5,6,7]})
print(df2)
结果：
data_set_2 key 0 4 a 1 5 y 2 6 c 3 7 y
print(pd.merge(df1,df2))#pd.merge(df1,df2,on='key',how='inner') pd.merge(df1,df2,on=None,how='inner') 结果均相同
结果：
data_set_1 key data_set_2
0 9 y 5
1 9 y 7
print(pd.merge(df1,df2,how='left'))#以df1为基准
结果：
data_set_1 key data_set_2 0 1 x NaN 1 9 y 5.0 2 9 y 7.0 3 3 z NaN
print(pd.merge(df1,df2,how='right'))#以df2为基准
结果：
data_set_1 key data_set_2
0 9.0 y 5
1 9.0 y 7
2 NaN a 4
3 NaN c 6
print(pd.merge(df1,df2,how='outer'))#两边结合，相应补全
结果：
data_set_1 key data_set_2 0 1.0 x NaN 1 9.0 y 5.0 2 9.0 y 7.0 3 3.0 z NaN 4 NaN a 4.0 5 NaN c 6.0
Concatenate（连接、串联）和Combine（结合，联合）
import numpy as np import pandas as pd arr1=np.arange(9).reshape(3,3) print(arr1)
结果：
[[0 1 2] [3 4 5] [6 7 8]]
arr2=np.arange(9).reshape(3,3) print(arr2)
结果：
[[0 1 2] [3 4 5] [6 7 8]]
print(np.concatenate([arr1,arr2]))#同print(np.concatenate([arr1,arr2],axis=0))
结果：
[[0 1 2] [3 4 5] [6 7 8] [0 1 2] [3 4 5] [6 7 8]]
print(np.concatenate([arr1,arr2],axis=1))
结果：
[[0 1 2 0 1 2] [3 4 5 3 4 5] [6 7 8 6 7 8]]
import numpy as np
import pandas as pd
s1=pd.Series([1,2,3],index=['X','Y','Z'])
print(s1)
print('--------------------')
s2=pd.Series([4,5],index=['A','B'])
print(s2)
print('--------------------')
print(pd.concat([s1,s2]))#默认axis=0
print('--------------------')
print(pd.concat([s1,s2],axis=1))
结果：
X 1 Y 2 Z 3 dtype: int64 -------------------- A 4 B 5 dtype: int64 -------------------- X 1 Y 2 Z 3 A 4 B 5 dtype: int64 -------------------- 0 1 A NaN 4.0 B NaN 5.0 X 1.0 NaN Y 2.0 NaN Z 3.0 NaN
import numpy as np
import pandas as pd
df1=pd.DataFrame(np.random.rand(4,3),columns=['X','Y','Z'])
print(df1)
print('---------------1-----------------')
df2=pd.DataFrame(np.random.rand(3,3),columns=['X','Y','a'])
print(df2)
print('---------------2-----------------')
print(pd.concat([df1,df2]))#没有的地方会用NaN填充 axis=0
print('---------------3-----------------')
print(pd.concat([df1,df2],axis=1))
结果：
X Y Z 0 0.503960 0.941972 0.004780 1 0.448683 0.849252 0.517663 2 0.462535 0.330266 0.621966 3 0.249458 0.073959 0.186148 ---------------1----------------- X Y a 0 0.579266 0.676136 0.831031 1 0.672997 0.331353 0.385616 2 0.769071 0.549606 0.844571 ---------------2----------------- X Y Z a 0 0.503960 0.941972 0.004780 NaN 1 0.448683 0.849252 0.517663 NaN 2 0.462535 0.330266 0.621966 NaN 3 0.249458 0.073959 0.186148 NaN 0 0.579266 0.676136 NaN 0.831031 1 0.672997 0.331353 NaN 0.385616 2 0.769071 0.549606 NaN 0.844571 ---------------3----------------- X Y Z X Y a 0 0.503960 0.941972 0.004780 0.579266 0.676136 0.831031 1 0.448683 0.849252 0.517663 0.672997 0.331353 0.385616 2 0.462535 0.330266 0.621966 0.769071 0.549606 0.844571 3 0.249458 0.073959 0.186148 NaN NaN NaN
import numpy as np
import pandas as pd
s1=pd.Series([2,np.nan,4,np.nan],index=['A','B','C','D'])
print(s1)
print('---------------1-----------------')
s2=pd.Series([12,13,15,16],index=['A','B','C','D'])
print(s2)
print('---------------2-----------------')
print(s1.combine_first(s2))#将s1缺失的通过s2相同的index中的value去填充
结果：
A 2.0 B NaN C 4.0 D NaN dtype: float64 ---------------1----------------- A 12 B 13 C 15 D 16 dtype: int64 ---------------2----------------- A 2.0 B 13.0 C 4.0 D 16.0 dtype: float64
import numpy as np
import pandas as pd
df1=pd.DataFrame({
'x':[1,np.nan,3,np.nan],
'y':[5,np.nan,7,np.nan],
'z':[9,np.nan,11,np.nan]
})
print(df1)
print('---------------1-----------------')
df2=pd.DataFrame({
'a':[1,2,3,4],
'z':[np.nan,10,np.nan,12]
})
print(df2)
print('---------------2-----------------')
print(df1.combine_first(df2))#将df1缺失的通过df2相同的index,columns中的value去填充
结果：
x y z 0 1.0 5.0 9.0 1 NaN NaN NaN 2 3.0 7.0 11.0 3 NaN NaN NaN ---------------1----------------- a z 0 1 NaN 1 2 10.0 2 3 NaN 3 4 12.0 ---------------2----------------- a x y z 0 1.0 1.0 5.0 9.0 1 2.0 NaN NaN 10.0 2 3.0 3.0 7.0 11.0 3 4.0 NaN NaN 12.0
通过apply进行数据预处理
import numpy as np import pandas as pd from pandas import Series, DataFrame
df = pd.read_csv('../homework/apply_demo.csv')
df.head()
结果：
| time | data | |
|---|---|---|
| 0 | 1473411962 | Symbol: APPL Seqno: 0 Price: 1623 |
| 1 | 1473411962 | Symbol: APPL Seqno: 0 Price: 1623 |
| 2 | 1473411963 | Symbol: APPL Seqno: 0 Price: 1623 |
| 3 | 1473411963 | Symbol: APPL Seqno: 0 Price: 1623 |
| 4 | 1473411963 | Symbol: APPL Seqno: 1 Price: 1649 |
df.size#7978 df.shape#(3989,2) s1 = Series(['a']*7978) df['A'] = s1 df.head()
结果：
| time | data | A | |
|---|---|---|---|
| 0 | 1473411962 | Symbol: APPL Seqno: 0 Price: 1623 | a |
| 1 | 1473411962 | Symbol: APPL Seqno: 0 Price: 1623 | a |
| 2 | 1473411963 | Symbol: APPL Seqno: 0 Price: 1623 | a |
| 3 | 1473411963 | Symbol: APPL Seqno: 0 Price: 1623 | a |
| 4 | 1473411963 | Symbol: APPL Seqno: 1 Price: 1649 | a |
df['A'] = df['A'].apply(str.upper) df.head()
结果：
| time | data | A | |
|---|---|---|---|
| 0 | 1473411962 | Symbol: APPL Seqno: 0 Price: 1623 | A |
| 1 | 1473411962 | Symbol: APPL Seqno: 0 Price: 1623 | A |
| 2 | 1473411963 | Symbol: APPL Seqno: 0 Price: 1623 | A |
| 3 | 1473411963 | Symbol: APPL Seqno: 0 Price: 1623 | A |
| 4 | 1473411963 | Symbol: APPL Seqno: 1 Price: 1649 | A |
l1 = df['data'][0].strip().split(' ')
l1[1], l1[3],l1[5]#('APPL', '0', '1623')
def foo(line):
items = line.strip().split(' ')
return Series([items[1], items[3], items[5]])
df_tmp = df['data'].apply(foo)
df_tmp = df_tmp.rename(columns={0:"Symbol", 1:"Seqno", 2:"Price"})
df_tmp.head()
结果：
| Symbol | Seqno | Price | |
|---|---|---|---|
| 0 | APPL | 0 | 1623 |
| 1 | APPL | 0 | 1623 |
| 2 | APPL | 0 | 1623 |
| 3 | APPL | 0 | 1623 |
| 4 | APPL | 1 | 1649 |
df.head()
结果：
| time | data | A | |
|---|---|---|---|
| 0 | 1473411962 | Symbol: APPL Seqno: 0 Price: 1623 | A |
| 1 | 1473411962 | Symbol: APPL Seqno: 0 Price: 1623 | A |
| 2 | 1473411963 | Symbol: APPL Seqno: 0 Price: 1623 | A |
| 3 | 1473411963 | Symbol: APPL Seqno: 0 Price: 1623 | A |
| 4 | 1473411963 | Symbol: APPL Seqno: 1 Price: 1649 | A |
df_new = df.combine_first(df_tmp) df_new.head()
结果：
| A | Price | Seqno | Symbol | data | time | |
|---|---|---|---|---|---|---|
| 0 | A | 1623.0 | 0.0 | APPL | Symbol: APPL Seqno: 0 Price: 1623 | 1473411962 |
| 1 | A | 1623.0 | 0.0 | APPL | Symbol: APPL Seqno: 0 Price: 1623 | 1473411962 |
| 2 | A | 1623.0 | 0.0 | APPL | Symbol: APPL Seqno: 0 Price: 1623 | 1473411963 |
| 3 | A | 1623.0 | 0.0 | APPL | Symbol: APPL Seqno: 0 Price: 1623 | 1473411963 |
| 4 | A | 1649.0 | 1.0 | APPL | Symbol: APPL Seqno: 1 Price: 1649 | 1473411963 |
del df_new['data'] del df_new['A'] df_new.head()
结果：
| Price | Seqno | Symbol | time | |
|---|---|---|---|---|
| 0 | 1623.0 | 0.0 | APPL | 1473411962 |
| 1 | 1623.0 | 0.0 | APPL | 1473411962 |
| 2 | 1623.0 | 0.0 | APPL | 1473411963 |
| 3 | 1623.0 | 0.0 | APPL | 1473411963 |
| 4 | 1649.0 | 1.0 | APPL | 1473411963 |
通过去重进行数据清洗
import numpy as np
import pandas as pd
from pandas import Series, DataFrame
df = pd.read_csv('../homework/demo_duplicate.csv')
del df['Unnamed: 0']#去除没用的列
df.size#总个数 15956
len(df)#行数 3989
len(df['Seqno'].unique())#'Seqno'中不同的数据的总个数 1000
df.head(10)
结果：
Price Seqno Symbol time
0 1623.0 0.0 APPL 1473411962
1 1623.0 0.0 APPL 1473411962
2 1623.0 0.0 APPL 1473411963
3 1623.0 0.0 APPL 1473411963
4 1649.0 1.0 APPL 1473411963
5 1649.0 1.0 APPL 1473411963
6 1649.0 1.0 APPL 1473411964
7 1649.0 1.0 APPL 1473411964
8 1642.0 2.0 APPL 1473411964
9 1642.0 2.0 APPL 1473411964
df['Seqno'].duplicated()#True代表与前边重复，False代表不重复 df['Seqno'].drop_duplicates()会去除数据，但返回的是Seiries，所以要通过下式
结果：
0 False 1 True 2 True 3 True 4 False 5 True 6 True 7 True 8 False 9 True 10 True 11 True 12 False 13 True 14 True 15 True 16 False 17 True 18 True 19 True 20 False 21 True 22 True 23 True 24 False 25 True 26 True 27 True 28 False 29 True ... 3959 True 3960 True 3961 False 3962 True 3963 True 3964 True 3965 False 3966 True 3967 True 3968 True 3969 False 3970 True 3971 True 3972 True 3973 False 3974 True 3975 True 3976 True 3977 False 3978 True 3979 True 3980 True 3981 False 3982 True 3983 True 3984 True 3985 False 3986 True 3987 True 3988 True Name: Seqno, Length: 3989, dtype: bool
df.drop_duplicates(['Seqno'],keep='last')#去掉'Seqno'中的重复数据 keep='last'表示保存的重复中的最后一个.可以不写，表示默认转态，会保存重复中的第一个
结果：
Price Seqno Symbol time 3 1623.0 0.0 APPL 1473411963 7 1649.0 1.0 APPL 1473411964 11 1642.0 2.0 APPL 1473411965 15 1636.0 3.0 APPL 1473411966 19 1669.0 4.0 APPL 1473411967 23 1639.0 5.0 APPL 1473411968 27 1611.0 6.0 APPL 1473411969 31 1660.0 7.0 APPL 1473411970 35 1657.0 8.0 APPL 1473411971 39 1509.0 9.0 APPL 1473411972 43 1514.0 10.0 APPL 1473411973 47 1676.0 11.0 APPL 1473411974 51 1596.0 12.0 APPL 1473411975 55 1527.0 13.0 APPL 1473411975 59 1643.0 14.0 APPL 1473411976 63 1632.0 15.0 APPL 1473411977 67 1595.0 16.0 APPL 1473411979 71 1565.0 17.0 APPL 1473411979 75 1521.0 18.0 APPL 1473411980 79 1501.0 19.0 APPL 1473411982 83 1579.0 20.0 APPL 1473411983 87 1511.0 21.0 APPL 1473411983 91 1513.0 22.0 APPL 1473411985 95 1687.0 23.0 APPL 1473411986 99 1539.0 24.0 APPL 1473411987 103 1682.0 25.0 APPL 1473411988 107 1534.0 26.0 APPL 1473411989 111 1628.0 27.0 APPL 1473411990 115 1582.0 28.0 APPL 1473411991 119 1540.0 29.0 APPL 1473411991 ... ... ... ... ... 3872 1649.0 970.0 APPL 1473412933 3876 1696.0 971.0 APPL 1473412934 3880 1596.0 972.0 APPL 1473412935 3884 1664.0 973.0 APPL 1473412936 3888 1539.0 974.0 APPL 1473412937 3892 1654.0 975.0 APPL 1473412938 3896 1573.0 976.0 APPL 1473412939 3900 1695.0 977.0 APPL 1473412939 3904 1584.0 978.0 APPL 1473412941 3908 1607.0 979.0 APPL 1473412942 3912 1676.0 980.0 APPL 1473412943 3916 1665.0 981.0 APPL 1473412943 3920 1540.0 982.0 APPL 1473412945 3924 1546.0 983.0 APPL 1473412945 3928 1646.0 984.0 APPL 1473412946 3932 1648.0 985.0 APPL 1473412948 3936 1647.0 986.0 APPL 1473412949 3940 1602.0 987.0 APPL 1473412950 3944 1562.0 988.0 APPL 1473412951 3948 1629.0 989.0 APPL 1473412951 3952 1683.0 990.0 APPL 1473412953 3956 1649.0 991.0 APPL 1473412954 3960 1698.0 992.0 APPL 1473412955 3964 1566.0 993.0 APPL 1473412955 3968 1597.0 994.0 APPL 1473412957 3972 1641.0 995.0 APPL 1473412958 3976 1581.0 996.0 APPL 1473412959 3980 1674.0 997.0 APPL 1473412960 3984 1680.0 998.0 APPL 1473412961 3988 1509.0 999.0 APPL 1473412962 1000 rows × 4 columns
时间序列的操作基础
import numpy as np
import pandas as pd
from pandas import Series, DataFrame
from datetime import datetime
t1 = datetime(2009,10,20)#年月日
t1#datetime.datetime(2009, 10, 20, 0, 0)
date_list = [
datetime(2016,9,1),
datetime(2016,9,10),
datetime(2017,9,1),
datetime(2017,9,20),
datetime(2017,10,1)
]
date_list
结果：
[datetime.datetime(2016, 9, 1, 0, 0), datetime.datetime(2016, 9, 10, 0, 0), datetime.datetime(2017, 9, 1, 0, 0), datetime.datetime(2017, 9, 20, 0, 0), datetime.datetime(2017, 10, 1, 0, 0)]
s1 = Series(np.random.rand(5), index=date_list) s1
结果：
2016-09-01 0.428998
2016-09-10 0.156294
2017-09-01 0.508415
2017-09-20 0.858535
2017-10-01 0.489239
dtype: float64
s1.values
结果：
array([ 0.42899819, 0.15629389, 0.50841498, 0.85853468, 0.4892385 ])
s1.index
结果:
DatetimeIndex(['2016-09-01', '2016-09-10', '2017-09-01', '2017-09-20', '2017-10-01'], dtype='datetime64[ns]', freq=None)
s1[1]#访问第一个value方法一 s1[datetime(2016,9,10)]#访问第一个value方法二：通过index中的datetime的数据类型进行访问 s1['2016-9-10']#访问第一个value方法三 s1['20160910']#访问第一个value方法四 #结果：0.15629389030101237
s1['2017-09']#s1['201709']这样写式错的
结果：
2017-09-01 0.508415
2017-09-20 0.858535
dtype: float64
s1['2016']
结果：
2016-09-01 0.428998
2016-09-10 0.156294
dtype: float64
date_list_new = pd.date_range('2016-01-01', periods=100, freq='5H')#periods代表时间间隔 freq='D'步长默认为天 freq='W'代表周（从周日到周六），freq='W-MON'代表周（从周一到周日）
s2 = Series(np.random.rand(100), index=date_list_new)
s2
结果：
2016-01-01 00:00:00 0.605104 2016-01-01 05:00:00 0.304700 2016-01-01 10:00:00 0.616630 2016-01-01 15:00:00 0.000129 2016-01-01 20:00:00 0.452539 2016-01-02 01:00:00 0.391670 2016-01-02 06:00:00 0.052098 2016-01-02 11:00:00 0.147992 2016-01-02 16:00:00 0.479844 2016-01-02 21:00:00 0.655001 2016-01-03 02:00:00 0.131023 2016-01-03 07:00:00 0.911695 2016-01-03 12:00:00 0.317450 2016-01-03 17:00:00 0.734720 2016-01-03 22:00:00 0.341769 2016-01-04 03:00:00 0.798591 2016-01-04 08:00:00 0.686650 2016-01-04 13:00:00 0.664793 2016-01-04 18:00:00 0.750139 2016-01-04 23:00:00 0.629897 2016-01-05 04:00:00 0.817218 2016-01-05 09:00:00 0.168748 2016-01-05 14:00:00 0.777490 2016-01-05 19:00:00 0.312271 2016-01-06 00:00:00 0.917229 2016-01-06 05:00:00 0.216342 2016-01-06 10:00:00 0.955800 2016-01-06 15:00:00 0.299533 2016-01-06 20:00:00 0.911665 2016-01-07 01:00:00 0.945937 ... 2016-01-15 14:00:00 0.957775 2016-01-15 19:00:00 0.379725 2016-01-16 00:00:00 0.524612 2016-01-16 05:00:00 0.845913 2016-01-16 10:00:00 0.962449 2016-01-16 15:00:00 0.050495 2016-01-16 20:00:00 0.891761 2016-01-17 01:00:00 0.859840 2016-01-17 06:00:00 0.214825 2016-01-17 11:00:00 0.048916 2016-01-17 16:00:00 0.874778 2016-01-17 21:00:00 0.911794 2016-01-18 02:00:00 0.024814 2016-01-18 07:00:00 0.400845 2016-01-18 12:00:00 0.597310 2016-01-18 17:00:00 0.128828 2016-01-18 22:00:00 0.695867 2016-01-19 03:00:00 0.421547 2016-01-19 08:00:00 0.444459 2016-01-19 13:00:00 0.118375 2016-01-19 18:00:00 0.986126 2016-01-19 23:00:00 0.557295 2016-01-20 04:00:00 0.889288 2016-01-20 09:00:00 0.562900 2016-01-20 14:00:00 0.932922 2016-01-20 19:00:00 0.748682 2016-01-21 00:00:00 0.206834 2016-01-21 05:00:00 0.876719 2016-01-21 10:00:00 0.119583 2016-01-21 15:00:00 0.665986 Freq: 5H, Length: 100, dtype: float64
时间序列数据的采样和画图
import numpy as np
import pandas as pd
from pandas import Series, DataFrame
t_range = pd.date_range('2016-01-01', '2016-12-31')
t_range
结果：
DatetimeIndex(['2016-01-01', '2016-01-02', '2016-01-03', '2016-01-04', '2016-01-05', '2016-01-06', '2016-01-07', '2016-01-08', '2016-01-09', '2016-01-10', ... '2016-12-22', '2016-12-23', '2016-12-24', '2016-12-25', '2016-12-26', '2016-12-27', '2016-12-28', '2016-12-29', '2016-12-30', '2016-12-31'], dtype='datetime64[ns]', length=366, freq='D')
np.random.seed(1)#设置随机种子,保持每次随机数不变
s1 = Series(np.random.randn(len(t_range)), index=t_range) s1
结果：
2016-01-01 1.302555 2016-01-02 0.537658 2016-01-03 0.142097 2016-01-04 -1.987405 2016-01-05 -1.576288 2016-01-06 -1.607021 2016-01-07 0.099776 2016-01-08 -1.367049 2016-01-09 -0.992679 2016-01-10 -0.277831 2016-01-11 0.495231 2016-01-12 0.143050 2016-01-13 -0.984684 2016-01-14 0.290686 2016-01-15 0.799329 2016-01-16 1.607139 2016-01-17 -1.579226 2016-01-18 0.050381 2016-01-19 -1.209610 2016-01-20 -0.157281 2016-01-21 -0.039904 2016-01-22 -1.909739 2016-01-23 -0.091678 2016-01-24 0.408798 2016-01-25 0.661774 2016-01-26 0.315209 2016-01-27 -0.980394 2016-01-28 1.037658 2016-01-29 -1.473778 2016-01-30 0.837426 ... 2016-12-02 0.442902 2016-12-03 0.455587 2016-12-04 1.214291 2016-12-05 0.818826 2016-12-06 -0.063704 2016-12-07 -0.463432 2016-12-08 -0.631724 2016-12-09 0.105846 2016-12-10 -0.553658 2016-12-11 1.664084 2016-12-12 1.049981 2016-12-13 1.246043 2016-12-14 0.374313 2016-12-15 0.097106 2016-12-16 -1.494537 2016-12-17 -0.524187 2016-12-18 -1.009032 2016-12-19 -1.258279 2016-12-20 0.915694 2016-12-21 -0.432417 2016-12-22 -1.478568 2016-12-23 -0.762313 2016-12-24 0.866755 2016-12-25 -1.190879 2016-12-26 -0.870555 2016-12-27 -0.354343 2016-12-28 -0.535357 2016-12-29 1.361560 2016-12-30 0.787046 2016-12-31 0.549373 Freq: D, Length: 366, dtype: float64
s1['2016-01'].mean()#一月份的平均值 -0.23296214415134492
s1_month = s1.resample('M').mean()#每个月平均值，按月采样
s1_month
结果：
2016-01-31 -0.232962
2016-02-29 0.392154
2016-03-31 -0.082434
2016-04-30 0.038995
2016-05-31 0.049414
2016-06-30 -0.153616
2016-07-31 -0.195766
2016-08-31 0.118366
2016-09-30 0.321271
2016-10-31 -0.194018
2016-11-30 0.389596
2016-12-31 0.028734
Freq: M, dtype: float64
s1_month.index
结果：
DatetimeIndex(['2016-01-31', '2016-02-29', '2016-03-31', '2016-04-30', '2016-05-31', '2016-06-30', '2016-07-31', '2016-08-31', '2016-09-30', '2016-10-31', '2016-11-30', '2016-12-31'], dtype='datetime64[ns]', freq='M')
s1.resample('H').bfill() #按小时采样 填充通过后一天的数据填充
结果：
2016-01-01 00:00:00 0.566248 2016-01-01 01:00:00 -0.062260 2016-01-01 02:00:00 -0.062260 2016-01-01 03:00:00 -0.062260 2016-01-01 04:00:00 -0.062260 2016-01-01 05:00:00 -0.062260 2016-01-01 06:00:00 -0.062260 2016-01-01 07:00:00 -0.062260 2016-01-01 08:00:00 -0.062260 2016-01-01 09:00:00 -0.062260 2016-01-01 10:00:00 -0.062260 2016-01-01 11:00:00 -0.062260 2016-01-01 12:00:00 -0.062260 2016-01-01 13:00:00 -0.062260 2016-01-01 14:00:00 -0.062260 2016-01-01 15:00:00 -0.062260 2016-01-01 16:00:00 -0.062260 2016-01-01 17:00:00 -0.062260 2016-01-01 18:00:00 -0.062260 2016-01-01 19:00:00 -0.062260 2016-01-01 20:00:00 -0.062260 2016-01-01 21:00:00 -0.062260 2016-01-01 22:00:00 -0.062260 2016-01-01 23:00:00 -0.062260 2016-01-02 00:00:00 -0.062260 2016-01-02 01:00:00 -0.812622 2016-01-02 02:00:00 -0.812622 2016-01-02 03:00:00 -0.812622 2016-01-02 04:00:00 -0.812622 2016-01-02 05:00:00 -0.812622 ... 2016-12-29 19:00:00 -1.447418 2016-12-29 20:00:00 -1.447418 2016-12-29 21:00:00 -1.447418 2016-12-29 22:00:00 -1.447418 2016-12-29 23:00:00 -1.447418 2016-12-30 00:00:00 -1.447418 2016-12-30 01:00:00 0.373758 2016-12-30 02:00:00 0.373758 2016-12-30 03:00:00 0.373758 2016-12-30 04:00:00 0.373758 2016-12-30 05:00:00 0.373758 2016-12-30 06:00:00 0.373758 2016-12-30 07:00:00 0.373758 2016-12-30 08:00:00 0.373758 2016-12-30 09:00:00 0.373758 2016-12-30 10:00:00 0.373758 2016-12-30 11:00:00 0.373758 2016-12-30 12:00:00 0.373758 2016-12-30 13:00:00 0.373758 2016-12-30 14:00:00 0.373758 2016-12-30 15:00:00 0.373758 2016-12-30 16:00:00 0.373758 2016-12-30 17:00:00 0.373758 2016-12-30 18:00:00 0.373758 2016-12-30 19:00:00 0.373758 2016-12-30 20:00:00 0.373758 2016-12-30 21:00:00 0.373758 2016-12-30 22:00:00 0.373758 2016-12-30 23:00:00 0.373758 2016-12-31 00:00:00 0.373758 Freq: H, Length: 8761, dtype: float64
s1.resample('H').ffill()#按小时采样 将每天的数据填充到每个小时中
结果：
2016-01-01 00:00:00 1.302555 2016-01-01 01:00:00 1.302555 2016-01-01 02:00:00 1.302555 2016-01-01 03:00:00 1.302555 2016-01-01 04:00:00 1.302555 2016-01-01 05:00:00 1.302555 2016-01-01 06:00:00 1.302555 2016-01-01 07:00:00 1.302555 2016-01-01 08:00:00 1.302555 2016-01-01 09:00:00 1.302555 2016-01-01 10:00:00 1.302555 2016-01-01 11:00:00 1.302555 2016-01-01 12:00:00 1.302555 2016-01-01 13:00:00 1.302555 2016-01-01 14:00:00 1.302555 2016-01-01 15:00:00 1.302555 2016-01-01 16:00:00 1.302555 2016-01-01 17:00:00 1.302555 2016-01-01 18:00:00 1.302555 2016-01-01 19:00:00 1.302555 2016-01-01 20:00:00 1.302555 2016-01-01 21:00:00 1.302555 2016-01-01 22:00:00 1.302555 2016-01-01 23:00:00 1.302555 2016-01-02 00:00:00 0.537658 2016-01-02 01:00:00 0.537658 2016-01-02 02:00:00 0.537658 2016-01-02 03:00:00 0.537658 2016-01-02 04:00:00 0.537658 2016-01-02 05:00:00 0.537658 ... 2016-12-29 19:00:00 1.361560 2016-12-29 20:00:00 1.361560 2016-12-29 21:00:00 1.361560 2016-12-29 22:00:00 1.361560 2016-12-29 23:00:00 1.361560 2016-12-30 00:00:00 0.787046 2016-12-30 01:00:00 0.787046 2016-12-30 02:00:00 0.787046 2016-12-30 03:00:00 0.787046 2016-12-30 04:00:00 0.787046 2016-12-30 05:00:00 0.787046 2016-12-30 06:00:00 0.787046 2016-12-30 07:00:00 0.787046 2016-12-30 08:00:00 0.787046 2016-12-30 09:00:00 0.787046 2016-12-30 10:00:00 0.787046 2016-12-30 11:00:00 0.787046 2016-12-30 12:00:00 0.787046 2016-12-30 13:00:00 0.787046 2016-12-30 14:00:00 0.787046 2016-12-30 15:00:00 0.787046 2016-12-30 16:00:00 0.787046 2016-12-30 17:00:00 0.787046 2016-12-30 18:00:00 0.787046 2016-12-30 19:00:00 0.787046 2016-12-30 20:00:00 0.787046 2016-12-30 21:00:00 0.787046 2016-12-30 22:00:00 0.787046 2016-12-30 23:00:00 0.787046 2016-12-31 00:00:00 0.549373 Freq: H, Length: 8761, dtype: float64
t_range = pd.date_range('2016-01-01', '2016-12-31', freq='H')
t_range
结果：
DatetimeIndex(['2016-01-01 00:00:00', '2016-01-01 01:00:00', '2016-01-01 02:00:00', '2016-01-01 03:00:00', '2016-01-01 04:00:00', '2016-01-01 05:00:00', '2016-01-01 06:00:00', '2016-01-01 07:00:00', '2016-01-01 08:00:00', '2016-01-01 09:00:00', ... '2016-12-30 15:00:00', '2016-12-30 16:00:00', '2016-12-30 17:00:00', '2016-12-30 18:00:00', '2016-12-30 19:00:00', '2016-12-30 20:00:00', '2016-12-30 21:00:00', '2016-12-30 22:00:00', '2016-12-30 23:00:00', '2016-12-31 00:00:00'], dtype='datetime64[ns]', length=8761, freq='H')
stock_df = DataFrame(index=t_range)#只要index，无数据 stock_df.head()
结果：
2016-01-01 2016-01-02 2016-01-03 2016-01-04 2016-01-05
stock_df['BABA'] = np.random.randint(80, 160, size=len(t_range)) stock_df['TENCENT'] = np.random.randint(30, 50, size=len(t_range)) stock_df.head()
结果：
BABA TENCENT
2016-01-01 00:00:00 121 38
2016-01-01 01:00:00 133 33
2016-01-01 02:00:00 121 34
2016-01-01 03:00:00 135 46
2016-01-01 04:00:00 136 40
stock_df.plot() #<matplotlib.axes._subplots.AxesSubplot at 0x1108e3198>
import matplotlib.pyplot as plt plt.show()
结果：
weekly_df = DataFrame()
weekly_df['BABA'] = stock_df['BABA'].resample('W').mean()
weekly_df['TENCENT'] = stock_df['TENCENT'].resample('W').mean()
weekly_df.head()
结果：
BABA TENCENT
2016-01-03 121.013889 39.041667
2016-01-10 117.791667 39.422619
2016-01-17 122.011905 40.220238
2016-01-24 122.714286 39.184524
2016-01-31 121.392857 39.601190
weekly_df.plot()
结果：
<matplotlib.axes._subplots.AxesSubplot at 0x1108e30f0>
plt.show()
结果：
数据分箱技术Binning
import numpy as np import pandas as pd from pandas import Series, DataFrame score_list = np.random.randint(25, 100, size=20) score_list
结果：
array([65, 72, 94, 74, 86, 33, 66, 33, 30, 42, 82, 98, 90, 60, 56, 76, 52,
68, 56, 46])
bins = [0,59,70,80,100]#定义取值范围 score_cat = pd.cut(score_list, bins) score_cat
结果：
[(59, 70], (70, 80], (80, 100], (70, 80], (80, 100], ..., (70, 80], (0, 59], (59, 70], (0, 59], (0, 59]] Length: 20 Categories (4, interval[int64]): [(0, 59] < (59, 70] < (70, 80] < (80, 100]]
pd.value_counts(score_cat)
结果：
(0, 59] 8 (80, 100] 5 (59, 70] 4 (70, 80] 3 dtype: int64
df = DataFrame() df['score'] = score_list df['student'] = [pd.util.testing.rands(3) for i in range(20)]#pd.util.testing.rands生成随机的字符串 pd.cut(df['score'],bins)
结果：
0 (59, 70] 1 (70, 80] 2 (80, 100] 3 (70, 80] 4 (80, 100] 5 (0, 59] 6 (59, 70] 7 (0, 59] 8 (0, 59] 9 (0, 59] 10 (80, 100] 11 (80, 100] 12 (80, 100] 13 (59, 70] 14 (0, 59] 15 (70, 80] 16 (0, 59] 17 (59, 70] 18 (0, 59] 19 (0, 59] Name: score, dtype: category Categories (4, interval[int64]): [(0, 59] < (59, 70] < (70, 80] < (80, 100]]
df['Categories'] = pd.cut(df['score'],bins) df
结果：
| score | student | Categories | |
|---|---|---|---|
| 0 | 65 | kHh | (59, 70] |
| 1 | 72 | dzA | (70, 80] |
| 2 | 94 | rXp | (80, 100] |
| 3 | 74 | j7D | (70, 80] |
| 4 | 86 | Dwa | (80, 100] |
| 5 | 33 | jaD | (0, 59] |
| 6 | 66 | XKH | (59, 70] |
| 7 | 33 | YPP | (0, 59] |
| 8 | 30 | 8dB | (0, 59] |
| 9 | 42 | BMX | (0, 59] |
| 10 | 82 | UAQ | (80, 100] |
| 11 | 98 | 65a | (80, 100] |
| 12 | 90 | yLo | (80, 100] |
| 13 | 60 | BJm | (59, 70] |
| 14 | 56 | MhN | (0, 59] |
| 15 | 76 | vS5 | (70, 80] |
| 16 | 52 | 4pA | (0, 59] |
| 17 | 68 | zTh | (59, 70] |
| 18 | 56 | pto | (0, 59] |
| 19 | 46 | 9Av | (0, 59] |
df['Categories'] = pd.cut(df['score'],bins, labels=['Low','OK','Good','Great'])#labels对应于bins = [0,59,70,80,100] df
结果：
| score | student | Categories | |
|---|---|---|---|
| 0 | 70 | Glr | OK |
| 1 | 58 | vcW | Low |
| 2 | 72 | 5wF | Good |
| 3 | 72 | 9aS | Good |
| 4 | 81 | KdA | Great |
| 5 | 53 | We3 | Low |
| 6 | 51 | 504 | Low |
| 7 | 55 | Ifu | Low |
| 8 | 97 | MYb | Great |
| 9 | 46 | q1j | Low |
| 10 | 81 | xPO | Great |
| 11 | 76 | gnX | Good |
| 12 | 61 | rAo | OK |
| 13 | 38 | 2Gl | Low |
| 14 | 39 | T2V | Low |
| 15 | 93 | 4lR | Great |
| 16 | 31 | 3IP | Low |
| 17 | 83 | unr | Great |
| 18 | 78 | HEl | Good |
| 19 | 65 | K8g | OK |
数据分组技术
import numpy as np
import pandas as pd
from pandas import Series, DataFrame
df = pd.read_csv('../homework/city_weather.csv')
df
结果：
| date | city | temperature | wind | |
|---|---|---|---|---|
| 0 | 03/01/2016 | BJ | 8 | 5 |
| 1 | 17/01/2016 | BJ | 12 | 2 |
| 2 | 31/01/2016 | BJ | 19 | 2 |
| 3 | 14/02/2016 | BJ | -3 | 3 |
| 4 | 28/02/2016 | BJ | 19 | 2 |
| 5 | 13/03/2016 | BJ | 5 | 3 |
| 6 | 27/03/2016 | SH | -4 | 4 |
| 7 | 10/04/2016 | SH | 19 | 3 |
| 8 | 24/04/2016 | SH | 20 | 3 |
| 9 | 08/05/2016 | SH | 17 | 3 |
| 10 | 22/05/2016 | SH | 4 | 2 |
| 11 | 05/06/2016 | SH | -10 | 4 |
| 12 | 19/06/2016 | SH | 0 | 5 |
| 13 | 03/07/2016 | SH | -9 | 5 |
| 14 | 17/07/2016 | GZ | 10 | 2 |
| 15 | 31/07/2016 | GZ | -1 | 5 |
| 16 | 14/08/2016 | GZ | 1 | 5 |
| 17 | 28/08/2016 | GZ | 25 | 4 |
| 18 | 11/09/2016 | SZ | 20 | 1 |
| 19 | 25/09/2016 | SZ | -10 | 4 |
g = df.groupby(df['city']) g# 结果：<pandas.core.groupby.DataFrameGroupBy object at 0x00000000087818D0> g.groups#查看有多少组
结果：
{'BJ': Int64Index([0, 1, 2, 3, 4, 5], dtype='int64'),
'GZ': Int64Index([14, 15, 16, 17], dtype='int64'),
'SH': Int64Index([6, 7, 8, 9, 10, 11, 12, 13], dtype='int64'),
'SZ': Int64Index([18, 19], dtype='int64')}
df_bj = g.get_group('BJ')
df_bj
结果：
| date | city | temperature | wind | |
|---|---|---|---|---|
| 0 | 03/01/2016 | BJ | 8 | 5 |
| 1 | 17/01/2016 | BJ | 12 | 2 |
| 2 | 31/01/2016 | BJ | 19 | 2 |
| 3 | 14/02/2016 | BJ | -3 | 3 |
| 4 | 28/02/2016 | BJ | 19 | 2 |
| 5 | 13/03/2016 | BJ | 5 | 3 |
print(df_bj.mean())#对北京取平均值 print(type(df_bj.mean()))
结果：
temperature 10.000000 wind 2.833333 dtype: float64 <class 'pandas.core.series.Series'>
g.mean()#各组平均值 最大值g.max() 最小值g.min()
结果：
| temperature | wind | |
|---|---|---|
| city | ||
| BJ | 10.000 | 2.833333 |
| GZ | 8.750 | 4.000000 |
| SH | 4.625 | 3.625000 |
| SZ | 5.000 | 2.500000 |
g#结果：<pandas.core.groupby.DataFrameGroupBy object at 0x10d45a128>
list(g)#将g转换成list
结果：
[('BJ', date city temperature wind 0 03/01/2016 BJ 8 5 1 17/01/2016 BJ 12 2 2 31/01/2016 BJ 19 2 3 14/02/2016 BJ -3 3 4 28/02/2016 BJ 19 2 5 13/03/2016 BJ 5 3), ('GZ', date city temperature wind 14 17/07/2016 GZ 10 2 15 31/07/2016 GZ -1 5 16 14/08/2016 GZ 1 5 17 28/08/2016 GZ 25 4), ('SH', date city temperature wind 6 27/03/2016 SH -4 4 7 10/04/2016 SH 19 3 8 24/04/2016 SH 20 3 9 08/05/2016 SH 17 3 10 22/05/2016 SH 4 2 11 05/06/2016 SH -10 4 12 19/06/2016 SH 0 5 13 03/07/2016 SH -9 5), ('SZ', date city temperature wind 18 11/09/2016 SZ 20 1 19 25/09/2016 SZ -10 4)]
dict(list(g))#再转换为字典
结果：
{'BJ': date city temperature wind
0 03/01/2016 BJ 8 5
1 17/01/2016 BJ 12 2
2 31/01/2016 BJ 19 2
3 14/02/2016 BJ -3 3
4 28/02/2016 BJ 19 2
5 13/03/2016 BJ 5 3,
'GZ': date city temperature wind
14 17/07/2016 GZ 10 2
15 31/07/2016 GZ -1 5
16 14/08/2016 GZ 1 5
17 28/08/2016 GZ 25 4,
'SH': date city temperature wind
6 27/03/2016 SH -4 4
7 10/04/2016 SH 19 3
8 24/04/2016 SH 20 3
9 08/05/2016 SH 17 3
10 22/05/2016 SH 4 2
11 05/06/2016 SH -10 4
12 19/06/2016 SH 0 5
13 03/07/2016 SH -9 5,
'SZ': date city temperature wind
18 11/09/2016 SZ 20 1
19 25/09/2016 SZ -10 4}
dict(list(g))['BJ']
结果：
| date | city | temperature | wind | |
|---|---|---|---|---|
| 0 | 03/01/2016 | BJ | 8 | 5 |
| 1 | 17/01/2016 | BJ | 12 | 2 |
| 2 | 31/01/2016 | BJ | 19 | 2 |
| 3 | 14/02/2016 | BJ | -3 | 3 |
| 4 | 28/02/2016 | BJ | 19 | 2 |
| 5 | 13/03/2016 | BJ | 5 | 3 |
list(g)
结果：
[('BJ', date city temperature wind 0 03/01/2016 BJ 8 5 1 17/01/2016 BJ 12 2 2 31/01/2016 BJ 19 2 3 14/02/2016 BJ -3 3 4 28/02/2016 BJ 19 2 5 13/03/2016 BJ 5 3), ('GZ', date city temperature wind 14 17/07/2016 GZ 10 2 15 31/07/2016 GZ -1 5 16 14/08/2016 GZ 1 5 17 28/08/2016 GZ 25 4), ('SH', date city temperature wind 6 27/03/2016 SH -4 4 7 10/04/2016 SH 19 3 8 24/04/2016 SH 20 3 9 08/05/2016 SH 17 3 10 22/05/2016 SH 4 2 11 05/06/2016 SH -10 4 12 19/06/2016 SH 0 5 13 03/07/2016 SH -9 5), ('SZ', date city temperature wind 18 11/09/2016 SZ 20 1 19 25/09/2016 SZ -10 4)]
for name, group_df in g:
print(name)
print(group_df)
结果：
BJ date city temperature wind 0 03/01/2016 BJ 8 5 1 17/01/2016 BJ 12 2 2 31/01/2016 BJ 19 2 3 14/02/2016 BJ -3 3 4 28/02/2016 BJ 19 2 5 13/03/2016 BJ 5 3 GZ date city temperature wind 14 17/07/2016 GZ 10 2 15 31/07/2016 GZ -1 5 16 14/08/2016 GZ 1 5 17 28/08/2016 GZ 25 4 SH date city temperature wind 6 27/03/2016 SH -4 4 7 10/04/2016 SH 19 3 8 24/04/2016 SH 20 3 9 08/05/2016 SH 17 3 10 22/05/2016 SH 4 2 11 05/06/2016 SH -10 4 12 19/06/2016 SH 0 5 13 03/07/2016 SH -9 5 SZ date city temperature wind 18 11/09/2016 SZ 20 1 19 25/09/2016 SZ -10 4
select * from table_1 group by column_1#Groupby数据分组与数据库中本操作类似
总结：
数据聚合技术
import numpy as np
import pandas as pd
from pandas import Series, DataFrame
df = pd.read_csv('../homework/city_weather.csv')
g =df.groupby('city')
g.describe()#查看各组的一些数学值
结果：
| temperature | wind | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| count | mean | std | min | 25% | 50% | 75% | max | count | mean | std | min | 25% | 50% | 75% | max | |
| city | ||||||||||||||||
| BJ | 6.0 | 10.000 | 8.532292 | -3.0 | 5.75 | 10.0 | 17.25 | 19.0 | 6.0 | 2.833333 | 1.169045 | 2.0 | 2.00 | 2.5 | 3.00 | 5.0 |
| GZ | 4.0 | 8.750 | 11.842719 | -1.0 | 0.50 | 5.5 | 13.75 | 25.0 | 4.0 | 4.000000 | 1.414214 | 2.0 | 3.50 | 4.5 | 5.00 | 5.0 |
| SH | 8.0 | 4.625 | 12.489281 | -10.0 | -5.25 | 2.0 | 17.50 | 20.0 | 8.0 | 3.625000 | 1.060660 | 2.0 | 3.00 | 3.5 | 4.25 | 5.0 |
| SZ | 2.0 | 5.000 | 21.213203 | -10.0 | -2.50 | 5.0 | 12.50 | 20.0 | 2.0 | 2.500000 | 2.121320 | 1.0 | 1.75 | 2.5 | 3.25 | 4.0 |
g.agg('min')#等价于g.min()
结果：
| date | temperature | wind | |
|---|---|---|---|
| city | |||
| BJ | 03/01/2016 | -3 | 2 |
| GZ | 14/08/2016 | -1 | 2 |
| SH | 03/07/2016 | -10 | 2 |
| SZ | 11/09/2016 | -10 | 1 |
def foo(attr):
return attr.max() - attr.min()
g.agg(foo)#自定义函数方法，做数据聚合
结果：
| temperature | wind | |
|---|---|---|
| city | ||
| BJ | 22 | 3 |
| GZ | 26 | 3 |
| SH | 30 | 3 |
| SZ | 30 |
3 |
1 df
结果：
| date | city | temperature | wind | |
|---|---|---|---|---|
| 0 | 03/01/2016 | BJ | 8 | 5 |
| 1 | 17/01/2016 | BJ | 12 | 2 |
| 2 | 31/01/2016 | BJ | 19 | 2 |
| 3 | 14/02/2016 | BJ | -3 | 3 |
| 4 | 28/02/2016 | BJ | 19 | 2 |
| 5 | 13/03/2016 | BJ | 5 | 3 |
| 6 | 27/03/2016 | SH | -4 | 4 |
| 7 | 10/04/2016 | SH | 19 | 3 |
| 8 | 24/04/2016 | SH | 20 | 3 |
| 9 | 08/05/2016 | SH | 17 | 3 |
| 10 | 22/05/2016 | SH | 4 | 2 |
| 11 | 05/06/2016 | SH | -10 | 4 |
| 12 | 19/06/2016 | SH | 0 | 5 |
| 13 | 03/07/2016 | SH | -9 | 5 |
| 14 | 17/07/2016 | GZ | 10 | 2 |
| 15 | 31/07/2016 | GZ | -1 | 5 |
| 16 | 14/08/2016 | GZ | 1 | 5 |
| 17 | 28/08/2016 | GZ | 25 | 4 |
| 18 | 11/09/2016 | SZ | 20 | 1 |
| 19 | 25/09/2016 | SZ | -10 | 4 |
g_new = df.groupby(['city', 'wind']) g_new
结果：
<pandas.core.groupby.DataFrameGroupBy object at 0x0000000007FC2EB8>
g_new.groups
结果：
{('BJ', 2): Int64Index([1, 2, 4], dtype='int64'),
('BJ', 3): Int64Index([3, 5], dtype='int64'),
('BJ', 5): Int64Index([0], dtype='int64'),
('GZ', 2): Int64Index([14], dtype='int64'),
('GZ', 4): Int64Index([17], dtype='int64'),
('GZ', 5): Int64Index([15, 16], dtype='int64'),
('SH', 2): Int64Index([10], dtype='int64'),
('SH', 3): Int64Index([7, 8, 9], dtype='int64'),
('SH', 4): Int64Index([6, 11], dtype='int64'),
('SH', 5): Int64Index([12, 13], dtype='int64'),
('SZ', 1): Int64Index([18], dtype='int64'),
('SZ', 4): Int64Index([19], dtype='int64')}
g_new.get_group(('BJ',3))
结果：
| date | city | temperature | wind | |
|---|---|---|---|---|
| 3 | 14/02/2016 | BJ | -3 | 3 |
| 5 | 13/03/2016 | BJ | 5 | 3 |
g.get_group('BJ')
结果：
| date | temperature | wind | |
|---|---|---|---|
| 0 | 03/01/2016 | 8 | 5 |
| 1 | 17/01/2016 | 12 | 2 |
| 2 | 31/01/2016 | 19 | 2 |
| 3 | 14/02/2016 | -3 | 3 |
| 4 | 28/02/2016 | 19 | 2 |
| 5 | 13/03/2016 | 5 | 3 |
for (name_1,name_2), group in g_new:
print(name_1,name_2)
print(group)
结果：
BJ 2 date city temperature wind 1 17/01/2016 BJ 12 2 2 31/01/2016 BJ 19 2 4 28/02/2016 BJ 19 2 BJ 3 date city temperature wind 3 14/02/2016 BJ -3 3 5 13/03/2016 BJ 5 3 BJ 5 date city temperature wind 0 03/01/2016 BJ 8 5 GZ 2 date city temperature wind 14 17/07/2016 GZ 10 2 GZ 4 date city temperature wind 17 28/08/2016 GZ 25 4 GZ 5 date city temperature wind 15 31/07/2016 GZ -1 5 16 14/08/2016 GZ 1 5 SH 2 date city temperature wind 10 22/05/2016 SH 4 2 SH 3 date city temperature wind 7 10/04/2016 SH 19 3 8 24/04/2016 SH 20 3 9 08/05/2016 SH 17 3 SH 4 date city temperature wind 6 27/03/2016 SH -4 4 11 05/06/2016 SH -10 4 SH 5 date city temperature wind 12 19/06/2016 SH 0 5 13 03/07/2016 SH -9 5 SZ 1 date city temperature wind 18 11/09/2016 SZ 20 1 SZ 4 date city temperature wind 19 25/09/2016 SZ -10 4
透视表
import numpy as np
import pandas as pd
from pandas import Series, DataFrame
df = pd.read_excel('../homework/sales-funnel.xlsx')
df
结果：
| Account | Name | Rep | Manager | Product | Quantity | Price | Status | |
|---|---|---|---|---|---|---|---|---|
| 0 | 714466 | Trantow-Barrows | Craig Booker | Debra Henley | CPU | 1 | 30000 | presented |
| 1 | 714466 | Trantow-Barrows | Craig Booker | Debra Henley | Software | 1 | 10000 | presented |
| 2 | 714466 | Trantow-Barrows | Craig Booker | Debra Henley | Maintenance | 2 | 5000 | pending |
| 3 | 737550 | Fritsch, Russel and Anderson | Craig Booker | Debra Henley | CPU | 1 | 35000 | declined |
| 4 | 146832 | Kiehn-Spinka | Daniel Hilton | Debra Henley | CPU | 2 | 65000 | won |
| 5 | 218895 | Kulas Inc | Daniel Hilton | Debra Henley | CPU | 2 | 40000 | pending |
| 6 | 218895 | Kulas Inc | Daniel Hilton | Debra Henley | Software | 1 | 10000 | presented |
| 7 | 412290 | Jerde-Hilpert | John Smith | Debra Henley | Maintenance | 2 | 5000 | pending |
| 8 | 740150 | Barton LLC | John Smith | Debra Henley | CPU | 1 | 35000 | declined |
| 9 | 141962 | Herman LLC | Cedric Moss | Fred Anderson | CPU | 2 | 65000 | won |
| 10 | 163416 | Purdy-Kunde | Cedric Moss | Fred Anderson | CPU | 1 | 30000 | presented |
| 11 | 239344 | Stokes LLC | Cedric Moss | Fred Anderson | Maintenance | 1 | 5000 | pending |
| 12 | 239344 | Stokes LLC | Cedric Moss | Fred Anderson | Software | 1 | 10000 | presented |
| 13 | 307599 | Kassulke, Ondricka and Metz | Wendy Yule | Fred Anderson | Maintenance | 3 | 7000 | won |
| 14 | 688981 | Keeling LLC | Wendy Yule | Fred Anderson | CPU | 5 | 100000 | won |
| 15 | 729833 | Koepp Ltd | Wendy Yule | Fred Anderson | CPU | 2 | 65000 | declined |
| 16 | 729833 | Koepp Ltd | Wendy Yule | Fred Anderson | Monitor | 2 | 5000 | presented |
pd.pivot_table(df, index=['Manager','Rep'],values=['Price','Quantity'],columns=['Product'], fill_value=0, aggfunc='sum')#values与columns可以指定，也可以不指定；aggfunc不写的话默认是mean；fill_value=0将NaN用0表示
结果：
| Price | Quantity | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Product | CPU | Maintenance | Monitor | Software | CPU | Maintenance | Monitor | Software | |
| Manager | Rep | ||||||||
| Debra Henley | Craig Booker | 65000 | 5000 | 0 | 10000 | 2 | 2 | 0 | 1 |
| Daniel Hilton | 105000 | 0 | 0 | 10000 | 4 | 0 | 0 | 1 | |
| John Smith | 35000 | 5000 | 0 | 0 | 1 | 2 | 0 | 0 | |
| Fred Anderson | Cedric Moss | 95000 | 5000 | 0 | 10000 | 3 | 1 | 0 | 1 |
| Wendy Yule | 165000 | 7000 | 5000 | 0 | 7 | 3 | 2 | 0 | |
分组和透视功能实践
import numpy as np
import pandas as pd
from pandas import Series, DataFrame
link = 'https://projects.fivethirtyeight.com/flights/'
df = pd.read_csv('../homework/usa_flights.csv')
df.shape#(201664, 14)
df.head()
结果：
| flight_date | unique_carrier | flight_num | origin | dest | arr_delay | cancelled | distance | carrier_delay | weather_delay | late_aircraft_delay | nas_delay | security_delay | actual_elapsed_time | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 02/01/2015 0:00 | AA | 1 | JFK | LAX | -19.0 | 0 | 2475 | NaN | NaN | NaN | NaN | NaN | 381.0 |
| 1 | 03/01/2015 0:00 | AA | 1 | JFK | LAX | -39.0 | 0 | 2475 | NaN | NaN | NaN | NaN | NaN | 358.0 |
| 2 | 04/01/2015 0:00 | AA | 1 | JFK | LAX | -12.0 | 0 | 2475 | NaN | NaN | NaN | NaN | NaN | 385.0 |
| 3 | 05/01/2015 0:00 | AA | 1 | JFK | LAX | -8.0 | 0 | 2475 | NaN | NaN | NaN | NaN | NaN | 389.0 |
| 4 | 06/01/2015 0:00 | AA | 1 | JFK | LAX | 25.0 | 0 | 2475 | 0.0 | 0.0 | 0.0 | 25.0 | 0.0 | 424.0 |
df.tail()
结果：
| flight_date | unique_carrier | flight_num | origin | dest | arr_delay | cancelled | distance | carrier_delay | weather_delay | late_aircraft_delay | nas_delay | security_delay | actual_elapsed_time | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 201659 | 10/01/2015 0:00 | NK | 188 | OAK | LAS | -16.0 | 0 | 407 | NaN | NaN | NaN | NaN | NaN | 77.0 |
| 201660 | 11/01/2015 0:00 | NK | 188 | OAK | LAS | -4.0 | 0 | 407 | NaN | NaN | NaN | NaN | NaN | 87.0 |
| 201661 | 12/01/2015 0:00 | NK | 188 | OAK | LAS | -7.0 | 0 | 407 | NaN | NaN | NaN | NaN | NaN | 82.0 |
| 201662 | 13/01/2015 0:00 | NK | 188 | OAK | LAS | 23.0 | 0 | 407 | 3.0 | 0.0 | 0.0 | 20.0 | 0.0 | 103.0 |
| 201663 | 14/01/2015 0:00 | NK | 188 | OAK | LAS | -7.0 | 0 | 407 | NaN | NaN | NaN | NaN | NaN | 82.0 |
1. 获取延误时间最长top10的航空公司
df.sort_values('arr_delay', ascending=False)[:10][['flight_date','unique_carrier','flight_num','origin','dest','arr_delay']]
结果：
| flight_date | unique_carrier | flight_num | origin | dest | arr_delay | |
|---|---|---|---|---|---|---|
| 11073 | 11/01/2015 0:00 | AA | 1595 | AUS | DFW | 1444.0 |
| 10214 | 13/01/2015 0:00 | AA | 1487 | OMA | DFW | 1392.0 |
| 12430 | 03/01/2015 0:00 | AA | 1677 | MEM | DFW | 1384.0 |
| 8443 | 04/01/2015 0:00 | AA | 1279 | OMA | DFW | 1237.0 |
| 10328 | 05/01/2015 0:00 | AA | 1495 | EGE | DFW | 1187.0 |
| 36570 | 04/01/2015 0:00 | DL | 1435 | MIA | MSP | 1174.0 |
| 36495 | 04/01/2015 0:00 | DL | 1367 | ROC | ATL | 1138.0 |
| 59072 | 14/01/2015 0:00 | DL | 1687 | SAN | MSP | 1084.0 |
| 32173 | 05/01/2015 0:00 | AA | 970 | LAS | LAX | 1042.0 |
| 56488 | 12/01/2015 0:00 | DL | 2117 | ATL | COS | 1016.0 |
2.计算延误和没有延误所占比例
df['cancelled'].value_counts()#计算'cancelled'该列取值统计情况
结果：
0 196873
1 4791
Name: cancelled, dtype: int64
df['delayed'] = df['arr_delay'].apply(lambda x: x > 0) df.head()
结果：
| flight_date | unique_carrier | flight_num | origin | dest | arr_delay | cancelled | distance | carrier_delay | weather_delay | late_aircraft_delay | nas_delay | security_delay | actual_elapsed_time | delayed | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 02/01/2015 0:00 | AA | 1 | JFK | LAX | -19.0 | 0 | 2475 | NaN | NaN | NaN | NaN | NaN | 381.0 | False |
| 1 | 03/01/2015 0:00 | AA | 1 | JFK | LAX | -39.0 | 0 | 2475 | NaN | NaN | NaN | NaN | NaN | 358.0 | False |
| 2 | 04/01/2015 0:00 | AA | 1 | JFK | LAX | -12.0 | 0 | 2475 | NaN | NaN | NaN | NaN | NaN | 385.0 | False |
| 3 | 05/01/2015 0:00 | AA | 1 | JFK | LAX | -8.0 | 0 | 2475 | NaN | NaN | NaN | NaN | NaN | 389.0 | False |
| 4 | 06/01/2015 0:00 | AA | 1 | JFK | LAX | 25.0 | 0 | 2475 | 0.0 | 0.0 | 0.0 | 25.0 | 0.0 | 424.0 | True |
delay_data = df['delayed'].value_counts() delay_data
结果：
False 103037 True 98627 Name：delayed， dtype： int64
delay_data[1]/(delay_data[0] + delay_data[1])#延误率 #0.48906597112027927
3.每一个航空公司延误的情况
delay_group = df.groupby(['unique_carrier','delayed']) delay_group#结果：<pandas.core.groupby.DataFrameGroupBy object at 0x10d7c16a0> df_delay = delay_group.size().unstack()#.size()显示出delay_group整个数据情况··· .unstack()把多级的series转换为dataframe df_delay
结果：
| delayed | False | True |
|---|---|---|
| unique_carrier | ||
| AA | 8912 | 9841 |
| AS | 3527 | 2104 |
| B6 | 4832 | 4401 |
| DL | 17719 | 9803 |
| EV | 10596 | 11371 |
| F9 | 1103 | 1848 |
| HA | 1351 | 1354 |
| MQ | 4692 | 8060 |
| NK | 1550 | 2133 |
| OO | 9977 | 10804 |
| UA | 7885 | 8624 |
| US | 7850 | 6353 |
| VX | 1254 | 781 |
| WN | 21789 | 21150 |
import matplotlib.pyplot as plt df_delay.plot(kind='barh', stacked=True, figsize=[16,6], colormap='winter')#figsize指的是横纵比 #<matplotlib.axes._subplots.AxesSubplot at 0x118e99208> plt.show()
结果：
4. 透视表功能
flights_by_carrier = df.pivot_table(index='flight_date', columns='unique_carrier', values='flight_num', aggfunc='count') flights_by_carrier.head()
结果：
| unique_carrier | AA | AS | B6 | DL | EV | F9 | HA | MQ | NK | OO | UA | US | VX | WN |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| flight_date | ||||||||||||||
| 02/01/2015 0:00 | 1545 | 477 | 759 | 2271 | 1824 | 254 | 224 | 1046 | 287 | 1763 | 1420 | 1177 | 176 | 3518 |
| 03/01/2015 0:00 | 1453 | 449 | 711 | 2031 | 1744 | 192 | 202 | 937 | 285 | 1681 | 1233 | 1028 | 160 | 3328 |
| 04/01/2015 0:00 | 1534 | 458 | 759 | 2258 | 1833 | 249 | 206 | 1027 | 284 | 1731 | 1283 | 1158 | 169 | 3403 |
| 05/01/2015 0:00 | 1532 | 433 | 754 | 2212 | 1811 | 264 | 209 | 1039 | 288 | 1737 | 1432 | 1157 | 174 | 3506 |
| 06/01/2015 0:00 | 1400 | 415 | 692 | 2054 | 1686 | 249 | 202 | 966 | 279 | 1527 | 1294 | 1003 | 152 | 3396 |
