What if a friend of yours has a hard disk that contains about 500 movies -- of course you get the approval ratings of the movies to see which ones you should watch first!
You can't possibly search the approval rating for each one on IMBD manually so how do you do that -- of course by writing a Python script that uses IMDB to get the ratings and prints out a sorted list of movies!
This is what I did -- hacked together a simple program and now I can enjoy the movies while watching one! You can also do some exploratory data analysis to see how good the entire collection is!
Getting Movie Ratings
Here is the program -- it uses a list of movie names in a file as input and simply saves the movies and their ratings in two variables in addition to printing them. We can then use these variables to sort and display some characteristics of the collection.
from BeautifulSoup import BeautifulSoup
from mechanize import Browser
import re
import numpy as np
def getunicode(soup):
body=''
if isinstance(soup, unicode):
soup = soup.replace(''',"'")
soup = soup.replace('"','"')
soup = soup.replace(' ',' ')
body = body + soup
else:
if not soup.contents:
return ''
con_list = soup.contents
for con in con_list:
body = body + getunicode(con)
return body
def getIMDBRating(movie):
movie_search = '+'.join(movie.split())
base_url = 'http://www.imdb.com/find?q='
url = base_url+movie_search+'&s=all'
br = Browser()
br.open(url)
link = br.find_link(url_regex = re.compile(r'/title/tt.*'))
res = br.follow_link(link)
soup = BeautifulSoup(res.read())
movie_title = getunicode(soup.find('title'))
rate = getunicode(soup.find('span',itemprop='ratingValue'))
rating = getunicode(rate)
return movie_title,rating
if __name__ == '__main__':
ifile = "movies.txt" #contains the movie names, one per line
N = []
R = []
with open(ifile,'r') as f:
M = f.readlines()
for f in M:
try:
n,r = getIMDBRating(f)
N.append(n)
R.append(r)
print n,':',r
except:
print "Unable to obtain rating for:",f
print "Here is the final list"
idx = np.argsort(R)[::-1]
NN = list(np.array(N)[idx])
for n in NN:
print n
This Is Us (TV Series 2016– ) - IMDb : 8.9
Inception (2010) - IMDb : 8.8
Avengers Age of Ultron (2013) - IMDb : 8.8
Fight Club (1999) - IMDb : 8.8
Interstellar (2014) - IMDb : 8.6
The Silence of the Lambs (1991) - IMDb : 8.6
Saving Private Ryan (1998) - IMDb : 8.6
Back to the Future (1985) - IMDb : 8.5
Whiplash (2014) - IMDb : 8.5
Gladiator (2000) - IMDb : 8.5
Star Trek (TV Series 1966–1969) - IMDb : 8.4
American Beauty (1999) - IMDb : 8.4
The Big Bang Theory (TV Series 2007– ) - IMDb : 8.3
Up (2009) - IMDb : 8.3
Angels and Demons (TV Series 2014– ) - IMDb : 8.2
The Wolf of Wall Street (2013) - IMDb : 8.2
Room (2015) - IMDb : 8.2
Stand by Me (1986) - IMDb : 8.1
The Grand Budapest Hotel (2014) - IMDb : 8.1
Guardians of the Galaxy (2014) - IMDb : 8.1
Shutter Island (2010) - IMDb : 8.1
The Imitation Game (2014) - IMDb : 8.1
Short Term (TV Series 2011– ) - IMDb : 8.1
Gone Girl (2014) - IMDb : 8.1
Catch Me If You Can (2002) - IMDb : 8.1
Zootopia (2016) - IMDb : 8.1
12 Years a Slave (2013) - IMDb : 8.1
Guardians of the Galaxy Vol. 2 (2017) - IMDb : 8.1
Spotlight (2015) - IMDb : 8.1
Guardians of the Galaxy (2014) - IMDb : 8.1
How to Train Your Dragon (2010) - IMDb : 8.1
Her (2013) - IMDb : 8.0
Blood Diamond (2006) - IMDb : 8.0
Deadpool (2016) - IMDb : 8.0
Arrival (2016) - IMDb : 8.0
The Martian (2015) - IMDb : 8.0
Pirates of the Caribbean: The Curse of the Black Pearl (2003) - IMDb : 8.0
The Perks of Being a Wallflower (2012) - IMDb : 8.0
Dallas Buyers Club (2013) - IMDb : 8.0
The Notebook (2004) - IMDb : 7.9
Edge of Tomorrow (2014) - IMDb : 7.9
Ed Wood (1994) - IMDb : 7.9
Serenity (2005) - IMDb : 7.9
The Breakfast Club (1985) - IMDb : 7.9
Life of Pi (2012) - IMDb : 7.9
Boyhood (2014) - IMDb : 7.9
The Hobbit: The Desolation of Smaug (2013) - IMDb : 7.9
Iron Man (2008) - IMDb : 7.9
A Bronx Tale (1993) - IMDb : 7.8
What's Eating Gilbert Grape (1993) - IMDb : 7.8
La migliore offerta (2013) - IMDb : 7.8
Birdman or (The Unexpected Virtue of Ignorance) (2014) - IMDb : 7.8
The Big Short (2015) - IMDb : 7.8
The Hateful Eight (2015) - IMDb : 7.8
The Curious Case of Benjamin Button (2008) - IMDb : 7.8
Gravity (2013) - IMDb : 7.8
Changeling (2008) - IMDb : 7.8
A Bronx Tale (1993) - IMDb : 7.8
Gravity (2013) - IMDb : 7.8
Atonement (2007) - IMDb : 7.8
Avatar (2009) - IMDb : 7.8
Captain Phillips (2013) - IMDb : 7.8
Captain America: The Winter Soldier (2014) - IMDb : 7.8
The Fault in Our Stars (2014) - IMDb : 7.8
Lost in Translation (2003) - IMDb : 7.8
Ex Machina (2014) - IMDb : 7.7
Kick-Ass (2010) - IMDb : 7.7
Eastern Promises (2007) - IMDb : 7.7
Despicable Me (2010) - IMDb : 7.7
The Count of Monte Cristo (2002) - IMDb : 7.7
Stardust (2007) - IMDb : 7.7
Le cinquième élément (1997) - IMDb : 7.7
Kingsman: The Secret Service (2014) - IMDb : 7.7
The Theory of Everything (2014) - IMDb : 7.7
Adaptation. (2002) - IMDb : 7.7
21 Grams (2003) - IMDb : 7.7
Love Actually (2003) - IMDb : 7.7
Nebraska (2013) - IMDb : 7.7
25th Hour (2002) - IMDb : 7.7
Man on Fire (2004) - IMDb : 7.7
(500) Days of Summer (2009) - IMDb : 7.7
Titanic (1997) - IMDb : 7.7
Moneyball (2011) - IMDb : 7.6
The Book Thief (2013) - IMDb : 7.6
Fury (2014) - IMDb : 7.6
Doctor Strange (2016) - IMDb : 7.6
I Am Sam (2001) - IMDb : 7.6
Rise of the Planet of the Apes (2011) - IMDb : 7.6
Disconnect (2012) - IMDb : 7.6
Milk (2008) - IMDb : 7.6
Munich (2005) - IMDb : 7.6
Inside Man (2006) - IMDb : 7.6
Little Children (2006) - IMDb : 7.6
Enemy at the Gates (2001) - IMDb : 7.6
Bridge of Spies (2015) - IMDb : 7.6
August Rush (2007) - IMDb : 7.5
Predestination (2014) - IMDb : 7.5
We Need to Talk About Kevin (2011) - IMDb : 7.5
Garden State (2004) - IMDb : 7.5
Frozen (2013) - IMDb : 7.5
Batman (TV Series 1966–1968) - IMDb : 7.5
Good Night, and Good Luck. (2005) - IMDb : 7.5
Still Alice (2014) - IMDb : 7.5
Keith (2008) - IMDb : 7.5
Brooklyn (2015) - IMDb : 7.5
Harry Potter and the Sorcerer's Stone (2001) - IMDb : 7.5
Legends of the Fall (1994) - IMDb : 7.5
The Aviator (2004) - IMDb : 7.5
Juno (2007) - IMDb : 7.5
Zero Dark Thirty (2012) - IMDb : 7.4
The Accountant (2016) - IMDb : 7.4
Invictus (2009) - IMDb : 7.4
Finding Dory (2016) - IMDb : 7.4
The Ultimate Gift (2006) - IMDb : 7.4
Begin Again (2013) - IMDb : 7.4
The Hobbit: The Battle of the Five Armies (2014) - IMDb : 7.4
Carrie (1976) - IMDb : 7.4
Lars and the Real Girl (2007) - IMDb : 7.4
Blue Valentine (2010) - IMDb : 7.4
Up in the Air (2009) - IMDb : 7.4
Remains (Video 2006) - IMDb : 7.4
The Way Way Back (2013) - IMDb : 7.4
Fantastic Beasts and Where to Find Them (2016) - IMDb : 7.4
The Next Three Days (2010) - IMDb : 7.4
John Wick (2014) - IMDb : 7.3
Revolutionary Road (2008) - IMDb : 7.3
The Walk (2015) - IMDb : 7.3
I Origins (2014) - IMDb : 7.3
The Book of Life (2014) - IMDb : 7.3
The Secret Life of Walter Mitty (2013) - IMDb : 7.3
Spider-Man (2002) - IMDb : 7.3
Stuck in Love (2012) - IMDb : 7.3
The Man from U.N.C.L.E. (2015) - IMDb : 7.3
Snowden (2016) - IMDb : 7.3
Face/Off (1997) - IMDb : 7.3
American Sniper (2014) - IMDb : 7.3
Monsters University (2013) - IMDb : 7.3
Mr. Brooks (2007) - IMDb : 7.3
Now You See Me (2013) - IMDb : 7.3
American Hustle (2013) - IMDb : 7.3
Enemy of the State (1998) - IMDb : 7.3
Pitch Perfect (2012) - IMDb : 7.2
Kingdom of Heaven (2005) - IMDb : 7.2
Steve Jobs (2015) - IMDb : 7.2
Love, Rosie (2014) - IMDb : 7.2
Now Is Good (2012) - IMDb : 7.2
Pitch Perfect (2012) - IMDb : 7.2
Point Break (1991) - IMDb : 7.2
Let Me In (2010) - IMDb : 7.2
Shakespeare in Love (1998) - IMDb : 7.2
Speed (1994) - IMDb : 7.2
Unbroken (2014) - IMDb : 7.2
10 Things I Hate About You (1999) - IMDb : 7.2
Furious Seven (2015) - IMDb : 7.2
Carol (2015) - IMDb : 7.2
In the Valley of Elah (2007) - IMDb : 7.2
War Horse (2011) - IMDb : 7.2
The Age of Adaline (2015) - IMDb : 7.2
The Hunger Games (2012) - IMDb : 7.2
Into the Mind (2013) - IMDb : 7.1
It's Kind of a Funny Story (2010) - IMDb : 7.1
The Time Traveler's Wife (2009) - IMDb : 7.1
Minuscule - La vallée des fourmis perdues (2013) - IMDb : 7.1
Transformers (2007) - IMDb : 7.1
Real Steel (2011) - IMDb : 7.1
RED (2010) - IMDb : 7.1
The Spectacular Now (2013) - IMDb : 7.1
Vicky Cristina Barcelona (2008) - IMDb : 7.1
Phone Booth (2002) - IMDb : 7.1
About a Boy (2002) - IMDb : 7.1
22 Jump Street (2014) - IMDb : 7.1
Concussion (2015) - IMDb : 7.1
P.S. I Love You (2007) - IMDb : 7.1
The Longest Ride (2015) - IMDb : 7.1
The Adjustment Bureau (2011) - IMDb : 7.1
Easy A (2010) - IMDb : 7.1
The Kingdom (2007) - IMDb : 7.1
The Intern (2015) - IMDb : 7.1
In Your Eyes (2014) - IMDb : 7.1
Million Dollar Arm (2014) - IMDb : 7.0
One Day (2011) - IMDb : 7.0
Notting Hill (1999) - IMDb : 7.0
Non-Stop (2014) - IMDb : 7.0
World War Z (2013) - IMDb : 7.0
Jurassic World (2015) - IMDb : 7.0
Big Eyes (2014) - IMDb : 7.0
My Week with Marilyn (2011) - IMDb : 7.0
Underworld (2003) - IMDb : 7.0
Ted (2012) - IMDb : 7.0
Warcraft (2016) - IMDb : 7.0
Pacific Rim (2013) - IMDb : 7.0
We're the Millers (2013) - IMDb : 7.0
Out of Sight (1998) - IMDb : 7.0
Thor (2011) - IMDb : 7.0
Cinderella (2015) - IMDb : 7.0
The Danish Girl (2015) - IMDb : 7.0
Maleficent (2014) - IMDb : 7.0
Crank (2006) - IMDb : 7.0
Passengers (2016) - IMDb : 7.0
Deja Vu (2006) - IMDb : 7.0
Independence Day (1996) - IMDb : 6.9
Dolphin Tale (2011) - IMDb : 6.9
Captain America: The First Avenger (2011) - IMDb : 6.9
Beyond the Lights (2014) - IMDb : 6.9
Disturbia (2007) - IMDb : 6.9
Horrible Bosses (2011) - IMDb : 6.9
Bolt (2008) - IMDb : 6.9
Four Brothers (2005) - IMDb : 6.9
Enemy (2013) - IMDb : 6.9
Cruel Intentions (1999) - IMDb : 6.9
Conan the Barbarian (1982) - IMDb : 6.9
Unknown (2011) - IMDb : 6.9The Magnificent Seven (2016) - IMDb : 6.9
The First Time (2012) - IMDb : 6.9
The Debt (2010) - IMDb : 6.9
Water for Elephants (2011) - IMDb : 6.9
Whip It (2009) - IMDb : 6.9
Take Me Home (2011) - IMDb : 6.9
The Lake House (2006) - IMDb : 6.8
Collateral Beauty (2016) - IMDb : 6.8
If I Stay (2014) - IMDb : 6.8
Appaloosa (2008) - IMDb : 6.8
The Hitchhiker's Guide to the Galaxy (2005) - IMDb : 6.8
The Good Dinosaur (2015) - IMDb : 6.8
Max (2015) - IMDb : 6.8
The F Word (2013) - IMDb : 6.8
Comet (2014) - IMDb : 6.8
Eden Lake (2008) - IMDb : 6.8
Spectre (2015) - IMDb : 6.8
Unstoppable (2010) - IMDb : 6.8
Eliza Graves (2014) - IMDb : 6.8
The Hobbit (TV Movie 1977) - IMDb : 6.8
Death Sentence (2007) - IMDb : 6.8
The Tree of Life (2011) - IMDb : 6.8
Dedication (2007) - IMDb : 6.8
Penelope (2006) - IMDb : 6.8
The Boxtrolls (2014) - IMDb : 6.8
The Maze Runner (2014) - IMDb : 6.8
Night Train to Lisbon (2013) - IMDb : 6.8
Sleepless in Seattle (1993) - IMDb : 6.8
The Good Dinosaur (2015) - IMDb : 6.8
The Best Man Holiday (2013) - IMDb : 6.7
Nick and Norah's Infinite Playlist (2008) - IMDb : 6.7
The Guest (2014) - IMDb : 6.7
Ender's Game (2013) - IMDb : 6.7
Starter for 10 (2006) - IMDb : 6.7
Wish I Was Here (2014) - IMDb : 6.7
Bridget Jones's Diary (2001) - IMDb : 6.7
2 Guns (2013) - IMDb : 6.7
Liberal Arts (2012) - IMDb : 6.7
Brooklyn's Finest (2009) - IMDb : 6.7
Turbo Kid (2015) - IMDb : 6.7
The Beaver (2011) - IMDb : 6.7
Love & Other Drugs (2010) - IMDb : 6.7
Four Rooms (1995) - IMDb : 6.7
Charlie and the Chocolate Factory (2005) - IMDb : 6.7
City of Angels (1998) - IMDb : 6.7
Miss Peregrine's Home for Peculiar Children (2016) - IMDb : 6.7
Just Like Heaven (2005) - IMDb : 6.7
Pride and Glory (2008) - IMDb : 6.7
Taken (TV Series 2017– ) - IMDb : 6.6
Don Jon (2013) - IMDb : 6.6
The Art of Getting By (2011) - IMDb : 6.6
The Da Vinci Code (2006) - IMDb : 6.6
The Hunger Games: Mockingjay - Part 2 (2015) - IMDb : 6.6
Fast & Furious (2009) - IMDb : 6.6
Blindness (2008) - IMDb : 6.6
The Pirate Fairy (Video 2014) - IMDb : 6.6
30 Days of Night (2007) - IMDb : 6.6
Australia (2008) - IMDb : 6.6
Barefoot (2014) - IMDb : 6.6
Prince of Persia: The Sands of Time (2010) - IMDb : 6.6
Barefoot (2014) - IMDb : 6.6
A Lot Like Love (2005) - IMDb : 6.6
Armageddon (1998) - IMDb : 6.6
The Big Easy (1986) - IMDb : 6.6
Elysium (2013) - IMDb : 6.6
Homefront (2013) - IMDb : 6.5
In Good Company (2004) - IMDb : 6.5
Need for Speed (2014) - IMDb : 6.5
The Skeleton Key (2005) - IMDb : 6.5
Act of Valor (2012) - IMDb : 6.5
How I Live Now (2013) - IMDb : 6.5
Geek Charming (TV Movie 2011) - IMDb : 6.5
Snitch (2013) - IMDb : 6.5
The DUFF (2015) - IMDb : 6.5
Alice in Wonderland (2010) - IMDb : 6.5
The Village (2004) - IMDb : 6.5
Air Force One (1997) - IMDb : 6.5
Turbo (2013) - IMDb : 6.5
Sex Drive (2008) - IMDb : 6.5
The Lone Ranger (2013) - IMDb : 6.5
Blended (2014) - IMDb : 6.5
Tomorrowland (2015) - IMDb : 6.5
The Girl on the Train (2016) - IMDb : 6.5
Sleeping with Other People (2015) - IMDb : 6.5
Veronika Decides to Die (2009) - IMDb : 6.5
Beyond Borders (2003) - IMDb : 6.5
Savages (2012) - IMDb : 6.5
Self/less (2015) - IMDb : 6.5
The Lucky One (2012) - IMDb : 6.5
The Day After Tomorrow (2004) - IMDb : 6.4
Mamma Mia! (2008) - IMDb : 6.4
The Faculty (1998) - IMDb : 6.4
17 Again (2009) - IMDb : 6.4
Two Night Stand (2014) - IMDb : 6.4
The Rover (2014) - IMDb : 6.4
Death Race (2008) - IMDb : 6.4
Funny People (2009) - IMDb : 6.4
Hancock (2008) - IMDb : 6.4
The Taking of Pelham 123 (2009) - IMDb : 6.4
The Interpreter (2005) - IMDb : 6.4
Thanks for Sharing (2012) - IMDb : 6.4
Best Man Down (2012) - IMDb : 6.4
X Men: The Last Stand - Production Diaries (Video 2006) - IMDb : 6.4
How to Lose a Guy in 10 Days (2003) - IMDb : 6.4
Muppets Most Wanted (2014) - IMDb : 6.4
White House Down (2013) - IMDb : 6.4
Lucy (2014) - IMDb : 6.4
Endless Love (2014) - IMDb : 6.3
The Family (2013) - IMDb : 6.3
The Internship (2013) - IMDb : 6.3
Intolerable Cruelty (2003) - IMDb : 6.3
The Pretty One (2013) - IMDb : 6.3
Going the Distance (2010) - IMDb : 6.3
Paper Towns (2015) - IMDb : 6.3
Paycheck (2003) - IMDb : 6.3
Dracula Untold (2014) - IMDb : 6.3
Before I Go to Sleep (2014) - IMDb : 6.3
A Little Bit of Heaven (2011) - IMDb : 6.3
Maze Runner: The Scorch Trials (2015) - IMDb : 6.3
Austenland (2013) - IMDb : 6.3
Neighbors (2014) - IMDb : 6.3
Under the Skin (2013) - IMDb : 6.3
Jack the Giant Slayer (2013) - IMDb : 6.3
It's a Boy Girl Thing (2006) - IMDb : 6.3
Take Me Home Tonight (2011) - IMDb : 6.3
Transcendence (2014) - IMDb : 6.3
This Means War (2012) - IMDb : 6.3
Date Night (2010) - IMDb : 6.3
The Conspiracy (2012) - IMDb : 6.3
Winter's Tale (2014) - IMDb : 6.2
Our Kind of Traitor (2016) - IMDb : 6.2
The Fifth Estate (2013) - IMDb : 6.2
No Strings Attached (2011) - IMDb : 6.2
The Right Kind of Wrong (2013) - IMDb : 6.2
Save the Last Dance (2001) - IMDb : 6.2
Inferno (2016) - IMDb : 6.2
That Awkward Moment (2014) - IMDb : 6.2
Hummingbird (2013) - IMDb : 6.2
Heartbreakers (2001) - IMDb : 6.2
Lovelace (2013) - IMDb : 6.2
Night at the Museum: Secret of the Tomb (2014) - IMDb : 6.2
Rush Hour 3 (2007) - IMDb : 6.2
Song to Song (2017) - IMDb : 6.2
Paper Planes (2014) - IMDb : 6.2
Friends with Kids (2011) - IMDb : 6.2
Killing Them Softly (2012) - IMDb : 6.2
13 Going on 30 (2004) - IMDb : 6.1
What Happens in Vegas (2008) - IMDb : 6.1
Take Care (2014) - IMDb : 6.1
Ask Me Anything (2014) - IMDb : 6.1
Pearl Harbor (2001) - IMDb : 6.1
What's Your Number? (2011) - IMDb : 6.1
American Ultra (2015) - IMDb : 6.1
6 Bullets (2012) - IMDb : 6.1
San Andreas (2015) - IMDb : 6.1
Wild Child (2008) - IMDb : 6.1
Freaky Friday (2003) - IMDb : 6.1
Brake (2012) - IMDb : 6.1
Push (2009) - IMDb : 6.1
Next Friday (2000) - IMDb : 6.1
A Cinderella Story: Once Upon a Song (Video 2011) - IMDb : 6.1
Two Weeks Notice (2002) - IMDb : 6.1
Step Up All In (2014) - IMDb : 6.0
Walk of Shame (2014) - IMDb : 6.0
Into the Woods (2014) - IMDb : 6.0
The Gambler (2014) - IMDb : 6.0
Victor Frankenstein (2015) - IMDb : 6.0
Immortals (2011) - IMDb : 6.0
Playing It Cool (2014) - IMDb : 6.0
The Other Woman (2014) - IMDb : 6.0
10 (1979) - IMDb : 6.0
Dirty Deeds (2005) - IMDb : 5.9
She's So Lovely (1997) - IMDb : 5.9
Percy Jackson & the Olympians: The Lightning Thief (2010) - IMDb : 5.9
A Cinderella Story (2004) - IMDb : 5.9
Teenage Mutant Ninja Turtles (2014) - IMDb : 5.9
Assassin's Creed (2016) - IMDb : 5.9
Grand Piano (2013) - IMDb : 5.9
We Are What We Are (2013) - IMDb : 5.9
The Time Machine (2002) - IMDb : 5.9
After.Life (2009) - IMDb : 5.9
Noah (2014) - IMDb : 5.8
Rubber (2010) - IMDb : 5.8
What a Girl Wants (2003) - IMDb : 5.8
Pan (2015) - IMDb : 5.8
Keeping Up with the Joneses (2016) - IMDb : 5.8
The English Teacher (2013) - IMDb : 5.8
The Factory (2012) - IMDb : 5.8
Into the Storm (2014) - IMDb : 5.8
Into the Blue (2005) - IMDb : 5.8
Girl Most Likely (2012) - IMDb : 5.8
Think Like a Man Too (2014) - IMDb : 5.8
Time of Death (TV Movie 2013) - IMDb : 5.8
Valentine's Day (2010) - IMDb : 5.7
What Just Happened (2008) - IMDb : 5.7
Admission (2013) - IMDb : 5.7
Ben-Hur (2016) - IMDb : 5.7
Planet of the Apes (2001) - IMDb : 5.7
What to Expect When You're Expecting (2012) - IMDb : 5.7
I Give It a Year (2013) - IMDb : 5.7
Dumb and Dumber To (2014) - IMDb : 5.7
Sabotage (2014) - IMDb : 5.7
Baywatch (2017) - IMDb : 5.7
Brick Mansions (2014) - IMDb : 5.7
New Year's Eve (2011) - IMDb : 5.7
Planet of the Apes (2001) - IMDb : 5.7
House at the End of the Street (2012) - IMDb : 5.6
40 Days and 40 Nights (2002) - IMDb : 5.6
Runner Runner (2013) - IMDb : 5.6
A Case of You (2013) - IMDb : 5.6
Unfriended (2014) - IMDb : 5.6
Pixels (2015) - IMDb : 5.6
Because I Said So (2007) - IMDb : 5.6
Four Christmases (2008) - IMDb : 5.6
Good People (2014) - IMDb : 5.5
The Day the Earth Stood Still (2008) - IMDb : 5.5
Drive Angry (2011) - IMDb : 5.4
Fun Size (2012) - IMDb : 5.4
Red Riding Hood (2011) - IMDb : 5.4
Moms' Night Out (2014) - IMDb : 5.4
How Do You Know (2010) - IMDb : 5.4
Just Married (2003) - IMDb : 5.4
Post Grad (2009) - IMDb : 5.3
Jupiter Ascending (2015) - IMDb : 5.3
Sleeping Beauty (2011) - IMDb : 5.3
Break Up (1998) - IMDb : 5.2
Over Her Dead Body (2008) - IMDb : 5.2
Hot Pursuit (2015) - IMDb : 5.1
Freakdog (2008) - IMDb : 5.0
Miss March (2009) - IMDb : 5.0
Knock Knock (2015) - IMDb : 4.9
Social Nightmare (TV Movie 2013) - IMDb : 4.7
Teen Lust (2014) - IMDb : 4.7
The Boy Next Door (2015) - IMDb : 4.6
Fifty Shades of Grey (2015) - IMDb : 4.1
The King of Fighters (2010) - IMDb : 3.1
You can't possibly search the approval rating for each one on IMBD manually so how do you do that -- of course by writing a Python script that uses IMDB to get the ratings and prints out a sorted list of movies!
This is what I did -- hacked together a simple program and now I can enjoy the movies while watching one! You can also do some exploratory data analysis to see how good the entire collection is!
Getting Movie Ratings
Here is the program -- it uses a list of movie names in a file as input and simply saves the movies and their ratings in two variables in addition to printing them. We can then use these variables to sort and display some characteristics of the collection.
from BeautifulSoup import BeautifulSoup
from mechanize import Browser
import re
import numpy as np
def getunicode(soup):
body=''
if isinstance(soup, unicode):
soup = soup.replace(''',"'")
soup = soup.replace('"','"')
soup = soup.replace(' ',' ')
body = body + soup
else:
if not soup.contents:
return ''
con_list = soup.contents
for con in con_list:
body = body + getunicode(con)
return body
def getIMDBRating(movie):
movie_search = '+'.join(movie.split())
base_url = 'http://www.imdb.com/find?q='
url = base_url+movie_search+'&s=all'
br = Browser()
br.open(url)
link = br.find_link(url_regex = re.compile(r'/title/tt.*'))
res = br.follow_link(link)
soup = BeautifulSoup(res.read())
movie_title = getunicode(soup.find('title'))
rate = getunicode(soup.find('span',itemprop='ratingValue'))
rating = getunicode(rate)
return movie_title,rating
if __name__ == '__main__':
ifile = "movies.txt" #contains the movie names, one per line
N = []
R = []
with open(ifile,'r') as f:
M = f.readlines()
for f in M:
try:
n,r = getIMDBRating(f)
N.append(n)
R.append(r)
print n,':',r
except:
print "Unable to obtain rating for:",f
print "Here is the final list"
idx = np.argsort(R)[::-1]
NN = list(np.array(N)[idx])
for n in NN:
print n
Getting the list
I used the following code to get the names of the movies from the directory. This script cleans the names of the movies so that we can search them using IMDB.
d = 'Name of input directory'
from glob import glob
import os
F = glob(os.path.join(d,'*'))
M = []
for f in F:
m = os.path.split(f)[-1]
if os.path.isfile(f):
m = m[:-3]
import re
m = re.sub(r'[\W_]+', ' ', m)
ms = m.split()
ns = ms[0]
for i in ms[1:]:
if i.isdigit():
break
ns+=" "+i
M.append(ns)
with open("movies.txt",'w') as out:
for m in M:
out.write(m+"\n")
from glob import glob
import os
F = glob(os.path.join(d,'*'))
M = []
for f in F:
m = os.path.split(f)[-1]
if os.path.isfile(f):
m = m[:-3]
import re
m = re.sub(r'[\W_]+', ' ', m)
ms = m.split()
ns = ms[0]
for i in ms[1:]:
if i.isdigit():
break
ns+=" "+i
M.append(ns)
with open("movies.txt",'w') as out:
for m in M:
out.write(m+"\n")
Final Output
The average score of the movies in the collection is 6.82. The histogram of ratings is shown below and the final sorted list of movies is also given below.
Inception (2010) - IMDb : 8.8
Avengers Age of Ultron (2013) - IMDb : 8.8
Fight Club (1999) - IMDb : 8.8
Interstellar (2014) - IMDb : 8.6
The Silence of the Lambs (1991) - IMDb : 8.6
Saving Private Ryan (1998) - IMDb : 8.6
Back to the Future (1985) - IMDb : 8.5
Whiplash (2014) - IMDb : 8.5
Gladiator (2000) - IMDb : 8.5
Star Trek (TV Series 1966–1969) - IMDb : 8.4
American Beauty (1999) - IMDb : 8.4
The Big Bang Theory (TV Series 2007– ) - IMDb : 8.3
Up (2009) - IMDb : 8.3
Angels and Demons (TV Series 2014– ) - IMDb : 8.2
The Wolf of Wall Street (2013) - IMDb : 8.2
Room (2015) - IMDb : 8.2
Stand by Me (1986) - IMDb : 8.1
The Grand Budapest Hotel (2014) - IMDb : 8.1
Guardians of the Galaxy (2014) - IMDb : 8.1
Shutter Island (2010) - IMDb : 8.1
The Imitation Game (2014) - IMDb : 8.1
Short Term (TV Series 2011– ) - IMDb : 8.1
Gone Girl (2014) - IMDb : 8.1
Catch Me If You Can (2002) - IMDb : 8.1
Zootopia (2016) - IMDb : 8.1
12 Years a Slave (2013) - IMDb : 8.1
Guardians of the Galaxy Vol. 2 (2017) - IMDb : 8.1
Spotlight (2015) - IMDb : 8.1
Guardians of the Galaxy (2014) - IMDb : 8.1
How to Train Your Dragon (2010) - IMDb : 8.1
Her (2013) - IMDb : 8.0
Blood Diamond (2006) - IMDb : 8.0
Deadpool (2016) - IMDb : 8.0
Arrival (2016) - IMDb : 8.0
The Martian (2015) - IMDb : 8.0
Pirates of the Caribbean: The Curse of the Black Pearl (2003) - IMDb : 8.0
The Perks of Being a Wallflower (2012) - IMDb : 8.0
Dallas Buyers Club (2013) - IMDb : 8.0
The Notebook (2004) - IMDb : 7.9
Edge of Tomorrow (2014) - IMDb : 7.9
Ed Wood (1994) - IMDb : 7.9
Serenity (2005) - IMDb : 7.9
The Breakfast Club (1985) - IMDb : 7.9
Life of Pi (2012) - IMDb : 7.9
Boyhood (2014) - IMDb : 7.9
The Hobbit: The Desolation of Smaug (2013) - IMDb : 7.9
Iron Man (2008) - IMDb : 7.9
A Bronx Tale (1993) - IMDb : 7.8
What's Eating Gilbert Grape (1993) - IMDb : 7.8
La migliore offerta (2013) - IMDb : 7.8
Birdman or (The Unexpected Virtue of Ignorance) (2014) - IMDb : 7.8
The Big Short (2015) - IMDb : 7.8
The Hateful Eight (2015) - IMDb : 7.8
The Curious Case of Benjamin Button (2008) - IMDb : 7.8
Gravity (2013) - IMDb : 7.8
Changeling (2008) - IMDb : 7.8
A Bronx Tale (1993) - IMDb : 7.8
Gravity (2013) - IMDb : 7.8
Atonement (2007) - IMDb : 7.8
Avatar (2009) - IMDb : 7.8
Captain Phillips (2013) - IMDb : 7.8
Captain America: The Winter Soldier (2014) - IMDb : 7.8
The Fault in Our Stars (2014) - IMDb : 7.8
Lost in Translation (2003) - IMDb : 7.8
Ex Machina (2014) - IMDb : 7.7
Kick-Ass (2010) - IMDb : 7.7
Eastern Promises (2007) - IMDb : 7.7
Despicable Me (2010) - IMDb : 7.7
The Count of Monte Cristo (2002) - IMDb : 7.7
Stardust (2007) - IMDb : 7.7
Le cinquième élément (1997) - IMDb : 7.7
Kingsman: The Secret Service (2014) - IMDb : 7.7
The Theory of Everything (2014) - IMDb : 7.7
Adaptation. (2002) - IMDb : 7.7
21 Grams (2003) - IMDb : 7.7
Love Actually (2003) - IMDb : 7.7
Nebraska (2013) - IMDb : 7.7
25th Hour (2002) - IMDb : 7.7
Man on Fire (2004) - IMDb : 7.7
(500) Days of Summer (2009) - IMDb : 7.7
Titanic (1997) - IMDb : 7.7
Moneyball (2011) - IMDb : 7.6
The Book Thief (2013) - IMDb : 7.6
Fury (2014) - IMDb : 7.6
Doctor Strange (2016) - IMDb : 7.6
I Am Sam (2001) - IMDb : 7.6
Rise of the Planet of the Apes (2011) - IMDb : 7.6
Disconnect (2012) - IMDb : 7.6
Milk (2008) - IMDb : 7.6
Munich (2005) - IMDb : 7.6
Inside Man (2006) - IMDb : 7.6
Little Children (2006) - IMDb : 7.6
Enemy at the Gates (2001) - IMDb : 7.6
Bridge of Spies (2015) - IMDb : 7.6
August Rush (2007) - IMDb : 7.5
Predestination (2014) - IMDb : 7.5
We Need to Talk About Kevin (2011) - IMDb : 7.5
Garden State (2004) - IMDb : 7.5
Frozen (2013) - IMDb : 7.5
Batman (TV Series 1966–1968) - IMDb : 7.5
Good Night, and Good Luck. (2005) - IMDb : 7.5
Still Alice (2014) - IMDb : 7.5
Keith (2008) - IMDb : 7.5
Brooklyn (2015) - IMDb : 7.5
Harry Potter and the Sorcerer's Stone (2001) - IMDb : 7.5
Legends of the Fall (1994) - IMDb : 7.5
The Aviator (2004) - IMDb : 7.5
Juno (2007) - IMDb : 7.5
Zero Dark Thirty (2012) - IMDb : 7.4
The Accountant (2016) - IMDb : 7.4
Invictus (2009) - IMDb : 7.4
Finding Dory (2016) - IMDb : 7.4
The Ultimate Gift (2006) - IMDb : 7.4
Begin Again (2013) - IMDb : 7.4
The Hobbit: The Battle of the Five Armies (2014) - IMDb : 7.4
Carrie (1976) - IMDb : 7.4
Lars and the Real Girl (2007) - IMDb : 7.4
Blue Valentine (2010) - IMDb : 7.4
Up in the Air (2009) - IMDb : 7.4
Remains (Video 2006) - IMDb : 7.4
The Way Way Back (2013) - IMDb : 7.4
Fantastic Beasts and Where to Find Them (2016) - IMDb : 7.4
The Next Three Days (2010) - IMDb : 7.4
John Wick (2014) - IMDb : 7.3
Revolutionary Road (2008) - IMDb : 7.3
The Walk (2015) - IMDb : 7.3
I Origins (2014) - IMDb : 7.3
The Book of Life (2014) - IMDb : 7.3
The Secret Life of Walter Mitty (2013) - IMDb : 7.3
Spider-Man (2002) - IMDb : 7.3
Stuck in Love (2012) - IMDb : 7.3
The Man from U.N.C.L.E. (2015) - IMDb : 7.3
Snowden (2016) - IMDb : 7.3
Face/Off (1997) - IMDb : 7.3
American Sniper (2014) - IMDb : 7.3
Monsters University (2013) - IMDb : 7.3
Mr. Brooks (2007) - IMDb : 7.3
Now You See Me (2013) - IMDb : 7.3
American Hustle (2013) - IMDb : 7.3
Enemy of the State (1998) - IMDb : 7.3
Pitch Perfect (2012) - IMDb : 7.2
Kingdom of Heaven (2005) - IMDb : 7.2
Steve Jobs (2015) - IMDb : 7.2
Love, Rosie (2014) - IMDb : 7.2
Now Is Good (2012) - IMDb : 7.2
Pitch Perfect (2012) - IMDb : 7.2
Point Break (1991) - IMDb : 7.2
Let Me In (2010) - IMDb : 7.2
Shakespeare in Love (1998) - IMDb : 7.2
Speed (1994) - IMDb : 7.2
Unbroken (2014) - IMDb : 7.2
10 Things I Hate About You (1999) - IMDb : 7.2
Furious Seven (2015) - IMDb : 7.2
Carol (2015) - IMDb : 7.2
In the Valley of Elah (2007) - IMDb : 7.2
War Horse (2011) - IMDb : 7.2
The Age of Adaline (2015) - IMDb : 7.2
The Hunger Games (2012) - IMDb : 7.2
Into the Mind (2013) - IMDb : 7.1
It's Kind of a Funny Story (2010) - IMDb : 7.1
The Time Traveler's Wife (2009) - IMDb : 7.1
Minuscule - La vallée des fourmis perdues (2013) - IMDb : 7.1
Transformers (2007) - IMDb : 7.1
Real Steel (2011) - IMDb : 7.1
RED (2010) - IMDb : 7.1
The Spectacular Now (2013) - IMDb : 7.1
Vicky Cristina Barcelona (2008) - IMDb : 7.1
Phone Booth (2002) - IMDb : 7.1
About a Boy (2002) - IMDb : 7.1
22 Jump Street (2014) - IMDb : 7.1
Concussion (2015) - IMDb : 7.1
P.S. I Love You (2007) - IMDb : 7.1
The Longest Ride (2015) - IMDb : 7.1
The Adjustment Bureau (2011) - IMDb : 7.1
Easy A (2010) - IMDb : 7.1
The Kingdom (2007) - IMDb : 7.1
The Intern (2015) - IMDb : 7.1
In Your Eyes (2014) - IMDb : 7.1
Million Dollar Arm (2014) - IMDb : 7.0
One Day (2011) - IMDb : 7.0
Notting Hill (1999) - IMDb : 7.0
Non-Stop (2014) - IMDb : 7.0
World War Z (2013) - IMDb : 7.0
Jurassic World (2015) - IMDb : 7.0
Big Eyes (2014) - IMDb : 7.0
My Week with Marilyn (2011) - IMDb : 7.0
Underworld (2003) - IMDb : 7.0
Ted (2012) - IMDb : 7.0
Warcraft (2016) - IMDb : 7.0
Pacific Rim (2013) - IMDb : 7.0
We're the Millers (2013) - IMDb : 7.0
Out of Sight (1998) - IMDb : 7.0
Thor (2011) - IMDb : 7.0
Cinderella (2015) - IMDb : 7.0
The Danish Girl (2015) - IMDb : 7.0
Maleficent (2014) - IMDb : 7.0
Crank (2006) - IMDb : 7.0
Passengers (2016) - IMDb : 7.0
Deja Vu (2006) - IMDb : 7.0
Independence Day (1996) - IMDb : 6.9
Dolphin Tale (2011) - IMDb : 6.9
Captain America: The First Avenger (2011) - IMDb : 6.9
Beyond the Lights (2014) - IMDb : 6.9
Disturbia (2007) - IMDb : 6.9
Horrible Bosses (2011) - IMDb : 6.9
Bolt (2008) - IMDb : 6.9
Four Brothers (2005) - IMDb : 6.9
Enemy (2013) - IMDb : 6.9
Cruel Intentions (1999) - IMDb : 6.9
Conan the Barbarian (1982) - IMDb : 6.9
Unknown (2011) - IMDb : 6.9The Magnificent Seven (2016) - IMDb : 6.9
The First Time (2012) - IMDb : 6.9
The Debt (2010) - IMDb : 6.9
Water for Elephants (2011) - IMDb : 6.9
Whip It (2009) - IMDb : 6.9
Take Me Home (2011) - IMDb : 6.9
The Lake House (2006) - IMDb : 6.8
Collateral Beauty (2016) - IMDb : 6.8
If I Stay (2014) - IMDb : 6.8
Appaloosa (2008) - IMDb : 6.8
The Hitchhiker's Guide to the Galaxy (2005) - IMDb : 6.8
The Good Dinosaur (2015) - IMDb : 6.8
Max (2015) - IMDb : 6.8
The F Word (2013) - IMDb : 6.8
Comet (2014) - IMDb : 6.8
Eden Lake (2008) - IMDb : 6.8
Spectre (2015) - IMDb : 6.8
Unstoppable (2010) - IMDb : 6.8
Eliza Graves (2014) - IMDb : 6.8
The Hobbit (TV Movie 1977) - IMDb : 6.8
Death Sentence (2007) - IMDb : 6.8
The Tree of Life (2011) - IMDb : 6.8
Dedication (2007) - IMDb : 6.8
Penelope (2006) - IMDb : 6.8
The Boxtrolls (2014) - IMDb : 6.8
The Maze Runner (2014) - IMDb : 6.8
Night Train to Lisbon (2013) - IMDb : 6.8
Sleepless in Seattle (1993) - IMDb : 6.8
The Good Dinosaur (2015) - IMDb : 6.8
The Best Man Holiday (2013) - IMDb : 6.7
Nick and Norah's Infinite Playlist (2008) - IMDb : 6.7
The Guest (2014) - IMDb : 6.7
Ender's Game (2013) - IMDb : 6.7
Starter for 10 (2006) - IMDb : 6.7
Wish I Was Here (2014) - IMDb : 6.7
Bridget Jones's Diary (2001) - IMDb : 6.7
2 Guns (2013) - IMDb : 6.7
Liberal Arts (2012) - IMDb : 6.7
Brooklyn's Finest (2009) - IMDb : 6.7
Turbo Kid (2015) - IMDb : 6.7
The Beaver (2011) - IMDb : 6.7
Love & Other Drugs (2010) - IMDb : 6.7
Four Rooms (1995) - IMDb : 6.7
Charlie and the Chocolate Factory (2005) - IMDb : 6.7
City of Angels (1998) - IMDb : 6.7
Miss Peregrine's Home for Peculiar Children (2016) - IMDb : 6.7
Just Like Heaven (2005) - IMDb : 6.7
Pride and Glory (2008) - IMDb : 6.7
Taken (TV Series 2017– ) - IMDb : 6.6
Don Jon (2013) - IMDb : 6.6
The Art of Getting By (2011) - IMDb : 6.6
The Da Vinci Code (2006) - IMDb : 6.6
The Hunger Games: Mockingjay - Part 2 (2015) - IMDb : 6.6
Fast & Furious (2009) - IMDb : 6.6
Blindness (2008) - IMDb : 6.6
The Pirate Fairy (Video 2014) - IMDb : 6.6
30 Days of Night (2007) - IMDb : 6.6
Australia (2008) - IMDb : 6.6
Barefoot (2014) - IMDb : 6.6
Prince of Persia: The Sands of Time (2010) - IMDb : 6.6
Barefoot (2014) - IMDb : 6.6
A Lot Like Love (2005) - IMDb : 6.6
Armageddon (1998) - IMDb : 6.6
The Big Easy (1986) - IMDb : 6.6
Elysium (2013) - IMDb : 6.6
Homefront (2013) - IMDb : 6.5
In Good Company (2004) - IMDb : 6.5
Need for Speed (2014) - IMDb : 6.5
The Skeleton Key (2005) - IMDb : 6.5
Act of Valor (2012) - IMDb : 6.5
How I Live Now (2013) - IMDb : 6.5
Geek Charming (TV Movie 2011) - IMDb : 6.5
Snitch (2013) - IMDb : 6.5
The DUFF (2015) - IMDb : 6.5
Alice in Wonderland (2010) - IMDb : 6.5
The Village (2004) - IMDb : 6.5
Air Force One (1997) - IMDb : 6.5
Turbo (2013) - IMDb : 6.5
Sex Drive (2008) - IMDb : 6.5
The Lone Ranger (2013) - IMDb : 6.5
Blended (2014) - IMDb : 6.5
Tomorrowland (2015) - IMDb : 6.5
The Girl on the Train (2016) - IMDb : 6.5
Sleeping with Other People (2015) - IMDb : 6.5
Veronika Decides to Die (2009) - IMDb : 6.5
Beyond Borders (2003) - IMDb : 6.5
Savages (2012) - IMDb : 6.5
Self/less (2015) - IMDb : 6.5
The Lucky One (2012) - IMDb : 6.5
The Day After Tomorrow (2004) - IMDb : 6.4
Mamma Mia! (2008) - IMDb : 6.4
The Faculty (1998) - IMDb : 6.4
17 Again (2009) - IMDb : 6.4
Two Night Stand (2014) - IMDb : 6.4
The Rover (2014) - IMDb : 6.4
Death Race (2008) - IMDb : 6.4
Funny People (2009) - IMDb : 6.4
Hancock (2008) - IMDb : 6.4
The Taking of Pelham 123 (2009) - IMDb : 6.4
The Interpreter (2005) - IMDb : 6.4
Thanks for Sharing (2012) - IMDb : 6.4
Best Man Down (2012) - IMDb : 6.4
X Men: The Last Stand - Production Diaries (Video 2006) - IMDb : 6.4
How to Lose a Guy in 10 Days (2003) - IMDb : 6.4
Muppets Most Wanted (2014) - IMDb : 6.4
White House Down (2013) - IMDb : 6.4
Lucy (2014) - IMDb : 6.4
Endless Love (2014) - IMDb : 6.3
The Family (2013) - IMDb : 6.3
The Internship (2013) - IMDb : 6.3
Intolerable Cruelty (2003) - IMDb : 6.3
The Pretty One (2013) - IMDb : 6.3
Going the Distance (2010) - IMDb : 6.3
Paper Towns (2015) - IMDb : 6.3
Paycheck (2003) - IMDb : 6.3
Dracula Untold (2014) - IMDb : 6.3
Before I Go to Sleep (2014) - IMDb : 6.3
A Little Bit of Heaven (2011) - IMDb : 6.3
Maze Runner: The Scorch Trials (2015) - IMDb : 6.3
Austenland (2013) - IMDb : 6.3
Neighbors (2014) - IMDb : 6.3
Under the Skin (2013) - IMDb : 6.3
Jack the Giant Slayer (2013) - IMDb : 6.3
It's a Boy Girl Thing (2006) - IMDb : 6.3
Take Me Home Tonight (2011) - IMDb : 6.3
Transcendence (2014) - IMDb : 6.3
This Means War (2012) - IMDb : 6.3
Date Night (2010) - IMDb : 6.3
The Conspiracy (2012) - IMDb : 6.3
Winter's Tale (2014) - IMDb : 6.2
Our Kind of Traitor (2016) - IMDb : 6.2
The Fifth Estate (2013) - IMDb : 6.2
No Strings Attached (2011) - IMDb : 6.2
The Right Kind of Wrong (2013) - IMDb : 6.2
Save the Last Dance (2001) - IMDb : 6.2
Inferno (2016) - IMDb : 6.2
That Awkward Moment (2014) - IMDb : 6.2
Hummingbird (2013) - IMDb : 6.2
Heartbreakers (2001) - IMDb : 6.2
Lovelace (2013) - IMDb : 6.2
Night at the Museum: Secret of the Tomb (2014) - IMDb : 6.2
Rush Hour 3 (2007) - IMDb : 6.2
Song to Song (2017) - IMDb : 6.2
Paper Planes (2014) - IMDb : 6.2
Friends with Kids (2011) - IMDb : 6.2
Killing Them Softly (2012) - IMDb : 6.2
13 Going on 30 (2004) - IMDb : 6.1
What Happens in Vegas (2008) - IMDb : 6.1
Take Care (2014) - IMDb : 6.1
Ask Me Anything (2014) - IMDb : 6.1
Pearl Harbor (2001) - IMDb : 6.1
What's Your Number? (2011) - IMDb : 6.1
American Ultra (2015) - IMDb : 6.1
6 Bullets (2012) - IMDb : 6.1
San Andreas (2015) - IMDb : 6.1
Wild Child (2008) - IMDb : 6.1
Freaky Friday (2003) - IMDb : 6.1
Brake (2012) - IMDb : 6.1
Push (2009) - IMDb : 6.1
Next Friday (2000) - IMDb : 6.1
A Cinderella Story: Once Upon a Song (Video 2011) - IMDb : 6.1
Two Weeks Notice (2002) - IMDb : 6.1
Step Up All In (2014) - IMDb : 6.0
Walk of Shame (2014) - IMDb : 6.0
Into the Woods (2014) - IMDb : 6.0
The Gambler (2014) - IMDb : 6.0
Victor Frankenstein (2015) - IMDb : 6.0
Immortals (2011) - IMDb : 6.0
Playing It Cool (2014) - IMDb : 6.0
The Other Woman (2014) - IMDb : 6.0
10 (1979) - IMDb : 6.0
Dirty Deeds (2005) - IMDb : 5.9
She's So Lovely (1997) - IMDb : 5.9
Percy Jackson & the Olympians: The Lightning Thief (2010) - IMDb : 5.9
A Cinderella Story (2004) - IMDb : 5.9
Teenage Mutant Ninja Turtles (2014) - IMDb : 5.9
Assassin's Creed (2016) - IMDb : 5.9
Grand Piano (2013) - IMDb : 5.9
We Are What We Are (2013) - IMDb : 5.9
The Time Machine (2002) - IMDb : 5.9
After.Life (2009) - IMDb : 5.9
Noah (2014) - IMDb : 5.8
Rubber (2010) - IMDb : 5.8
What a Girl Wants (2003) - IMDb : 5.8
Pan (2015) - IMDb : 5.8
Keeping Up with the Joneses (2016) - IMDb : 5.8
The English Teacher (2013) - IMDb : 5.8
The Factory (2012) - IMDb : 5.8
Into the Storm (2014) - IMDb : 5.8
Into the Blue (2005) - IMDb : 5.8
Girl Most Likely (2012) - IMDb : 5.8
Think Like a Man Too (2014) - IMDb : 5.8
Time of Death (TV Movie 2013) - IMDb : 5.8
Valentine's Day (2010) - IMDb : 5.7
What Just Happened (2008) - IMDb : 5.7
Admission (2013) - IMDb : 5.7
Ben-Hur (2016) - IMDb : 5.7
Planet of the Apes (2001) - IMDb : 5.7
What to Expect When You're Expecting (2012) - IMDb : 5.7
I Give It a Year (2013) - IMDb : 5.7
Dumb and Dumber To (2014) - IMDb : 5.7
Sabotage (2014) - IMDb : 5.7
Baywatch (2017) - IMDb : 5.7
Brick Mansions (2014) - IMDb : 5.7
New Year's Eve (2011) - IMDb : 5.7
Planet of the Apes (2001) - IMDb : 5.7
House at the End of the Street (2012) - IMDb : 5.6
40 Days and 40 Nights (2002) - IMDb : 5.6
Runner Runner (2013) - IMDb : 5.6
A Case of You (2013) - IMDb : 5.6
Unfriended (2014) - IMDb : 5.6
Pixels (2015) - IMDb : 5.6
Because I Said So (2007) - IMDb : 5.6
Four Christmases (2008) - IMDb : 5.6
Good People (2014) - IMDb : 5.5
The Day the Earth Stood Still (2008) - IMDb : 5.5
Drive Angry (2011) - IMDb : 5.4
Fun Size (2012) - IMDb : 5.4
Red Riding Hood (2011) - IMDb : 5.4
Moms' Night Out (2014) - IMDb : 5.4
How Do You Know (2010) - IMDb : 5.4
Just Married (2003) - IMDb : 5.4
Post Grad (2009) - IMDb : 5.3
Jupiter Ascending (2015) - IMDb : 5.3
Sleeping Beauty (2011) - IMDb : 5.3
Break Up (1998) - IMDb : 5.2
Over Her Dead Body (2008) - IMDb : 5.2
Hot Pursuit (2015) - IMDb : 5.1
Freakdog (2008) - IMDb : 5.0
Miss March (2009) - IMDb : 5.0
Knock Knock (2015) - IMDb : 4.9
Social Nightmare (TV Movie 2013) - IMDb : 4.7
Teen Lust (2014) - IMDb : 4.7
The Boy Next Door (2015) - IMDb : 4.6
Fifty Shades of Grey (2015) - IMDb : 4.1
The King of Fighters (2010) - IMDb : 3.1
Reference: https://gist.github.com/jayrambhia/1678382
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