In [1]:

    

%matplotlib inline

import configparser
import os

import requests
from tqdm import tqdm
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from scipy import sparse, stats, spatial
import scipy.sparse.linalg
from sklearn import preprocessing, decomposition
import librosa
import IPython.display as ipd
import json
import tmdbsimple as tmdb
from itertools import chain
from pygsp import graphs, filters, plotting

plt.rcParams['figure.figsize'] = (17, 5)
plotting.BACKEND = 'matplotlib'


    

In [2]:

    

dataset = pd.read_csv('Saved_Datasets/NewFeaturesDataset.csv')


    

In [3]:

    

dataset.head(3)


    

    
Out[3]:







  

    

      

      
id
      
budget
      
genres
      
imdb_id
      
overview
      
production_companies
      
release_date
      
revenue
      
title
      
director_name
      
actor_names
      
actors_ids
      
actors_tenures
      
total_tenure
      
average_tenure
      
Metacritic
      
ROI
      
success
    
  
  

    

      
0
      
12
      
94000000
      
Animation|Family
      
266543
      
Nemo, an adventurous young clownfish, is unexp...
      
Pixar Animation Studios
      
2003-05-30
      
940335536
      
Finding Nemo
      
Andrew Stanton
      
['Albert Brooks', 'Ellen DeGeneres', 'Alexande...
      
[14, 5293, 12, 13, 18]
      
[18, 24, 2, 28, 14]
      
86
      
17.2
      
90
      
2.639
      
4
    
    

      
1
      
16
      
12800000
      
Drama|Crime|Music
      
168629
      
Selma, a Czech immigrant on the verge of blind...
      
Fine Line Features
      
2000-05-17
      
40031879
      
Dancer in the Dark
      
Lars von Trier
      
['Björk', 'Catherine Deneuve', 'David Morse', ...
      
[6748, 47, 52, 50, 53]
      
[49, 19, 21, 44, 15]
      
148
      
29.6
      
61
      
2.127
      
3
    
    

      
2
      
22
      
140000000
      
Adventure|Fantasy|Action
      
325980
      
Jack Sparrow, a freewheeling 17th-century pira...
      
Walt Disney Pictures
      
2003-09-07
      
655011224
      
Pirates of the Caribbean: The Curse of the Bla...
      
Gore Verbinski
      
['Johnny Depp', 'Geoffrey Rush', 'Orlando Bloo...
      
[1709, 116, 114, 118, 85]
      
[7, 9, 7, 22, 20]
      
65
      
13.0
      
63
      
2.639
      
4
    
  

In [4]:

    

#number of movies per directors
all_comp = list(dataset['production_companies'])
diff_all_comp = list(set(all_comp))
print(len(diff_all_comp))
#print(diff_all_director)

freqComp = []
for i in diff_all_comp:
    freqComp.append(all_comp.count(i))
print(freqComp)    

#distribution nb movies per director
movies_per_comp = []
diff_freq_comp = list(set(freqComp))
print(diff_freq_comp)
for i in diff_freq_comp:
    movies_per_comp.append(freqComp.count(i))
print(movies_per_comp)


    

    




701
[1, 1, 1, 1, 1, 6, 2, 3, 1, 1, 2, 7, 2, 102, 1, 1, 162, 1, 4, 8, 28, 1, 3, 2, 1, 1, 2, 1, 1, 9, 1, 3, 1, 2, 4, 1, 3, 1, 2, 1, 1, 4, 1, 129, 1, 1, 1, 3, 1, 1, 1, 5, 1, 1, 1, 1, 2, 4, 1, 1, 1, 1, 60, 1, 1, 1, 25, 12, 1, 1, 1, 2, 1, 1, 1, 1, 1, 5, 2, 2, 1, 3, 1, 1, 9, 1, 1, 1, 1, 1, 1, 1, 1, 9, 1, 3, 2, 1, 1, 2, 3, 3, 1, 4, 4, 1, 2, 1, 1, 6, 8, 1, 1, 1, 1, 6, 16, 10, 11, 1, 6, 1, 3, 1, 1, 1, 1, 2, 1, 1, 2, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 1, 1, 2, 2, 1, 2, 1, 1, 2, 2, 1, 1, 1, 3, 2, 1, 1, 1, 1, 3, 1, 1, 1, 1, 1, 4, 1, 1, 1, 1, 1, 8, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 2, 1, 4, 2, 1, 1, 3, 6, 3, 1, 1, 2, 1, 1, 1, 100, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 2, 2, 1, 1, 87, 1, 1, 1, 2, 1, 1, 1, 2, 1, 2, 1, 2, 1, 1, 8, 1, 1, 5, 13, 3, 8, 10, 14, 1, 1, 1, 2, 1, 5, 2, 2, 1, 9, 3, 1, 1, 1, 4, 1, 1, 44, 3, 1, 1, 1, 1, 1, 1, 1, 9, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 1, 4, 1, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 1, 1, 2, 1, 1, 1, 1, 6, 1, 5, 1, 2, 1, 1, 1, 3, 2, 2, 2, 1, 1, 1, 9, 1, 1, 1, 3, 1, 2, 1, 2, 3, 3, 6, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 2, 1, 2, 1, 1, 2, 1, 2, 1, 1, 1, 5, 1, 1, 1, 1, 5, 1, 2, 2, 1, 2, 1, 2, 20, 1, 1, 2, 3, 2, 1, 1, 1, 1, 1, 25, 1, 1, 1, 1, 1, 1, 3, 1, 1, 1, 45, 1, 2, 1, 146, 15, 1, 1, 1, 1, 2, 1, 1, 3, 2, 1, 26, 1, 8, 1, 1, 2, 1, 1, 2, 2, 1, 1, 1, 1, 3, 1, 1, 4, 1, 2, 1, 1, 6, 2, 2, 1, 1, 1, 1, 9, 1, 1, 1, 1, 1, 1, 2, 1, 1, 8, 1, 1, 1, 1, 1, 1, 1, 1, 1, 10, 1, 10, 3, 1, 2, 1, 1, 1, 1, 4, 12, 12, 1, 1, 2, 1, 3, 5, 1, 1, 1, 1, 20, 1, 1, 2, 1, 1, 1, 2, 2, 1, 1, 1, 1, 2, 1, 18, 1, 1, 1, 1, 4, 1, 1, 1, 29, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 5, 1, 4, 1, 3, 1, 1, 2, 13, 1, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, 2, 3, 3, 1, 1, 3, 1, 2, 2, 2, 7, 1, 1, 1, 1, 10, 1, 1, 7, 1, 4, 6, 8, 1, 1, 7, 1, 1, 1, 1, 1, 5, 1, 1, 3, 9, 1, 2, 3, 2, 1, 7, 1, 1, 1, 1, 5, 2, 4, 3, 1, 1, 1, 1, 55, 2, 1, 2, 1, 1, 1, 1, 10, 1, 13, 1, 3, 2, 1, 8, 18, 2, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1, 2, 1, 1, 22, 1, 41, 4, 2, 4, 1, 1, 1, 1, 7, 1, 2, 4, 1, 1, 4, 24, 1, 1, 1, 20, 1, 4, 1, 1, 2, 1, 1, 1, 3, 1, 6, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 1, 3, 2, 1, 1, 1, 1, 1, 1, 15, 1, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 3, 1, 3, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 3, 1, 1]
[1, 2, 3, 4, 129, 6, 7, 8, 9, 5, 10, 12, 11, 13, 14, 16, 15, 146, 18, 20, 22, 24, 25, 26, 28, 29, 162, 41, 44, 45, 55, 60, 87, 100, 102]
[453, 99, 43, 22, 1, 10, 6, 9, 8, 11, 6, 3, 1, 3, 1, 1, 2, 1, 2, 3, 1, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1]

In [5]:

    

plt.bar(diff_freq_comp, movies_per_comp, align='center');
plt.setp(plt.gca().get_xticklabels(), rotation=45, horizontalalignment='right');
plt.xlabel('Number of movies per company');
plt.ylabel('Number of Companies');
plt.savefig('images/nb_movie_per_company.png', dpi=300, bbox_inches='tight')


    

In [6]:

    

companies_list = dataset['production_companies'].unique()
#print(companies_list)
nb_companies = len(companies_list)

companies_dic = {}
for i in range(0,len(dataset)):
    companies_dic[i]=dataset['production_companies'][i]
print(companies_dic)


    

    




{0: 'Pixar Animation Studios', 1: 'Fine Line Features', 2: 'Walt Disney Pictures', 3: 'Miramax Films', 4: 'Universal Pictures', 5: 'Revolution Films', 6: 'Gracie Films', 7: 'Anonymous Content', 8: 'Walt Disney Pictures', 9: 'New Line Cinema', 10: 'Imagine Entertainment', 11: 'Tree Line Films', 12: 'Lakeshore Entertainment', 13: 'BBC Films', 14: 'Paramount Pictures', 15: 'Summit Entertainment', 16: 'Castle Rock Entertainment', 17: 'Universal Pictures', 18: 'Plunge Pictures LLC', 19: 'DreamWorks SKG', 20: 'Columbia Pictures Corporation', 21: 'DreamWorks', 22: 'Village Roadshow Pictures', 23: 'WingNut Films', 24: 'WingNut Films', 25: 'WingNut Films', 26: 'Universal Pictures', 27: 'Pandora Cinema', 28: 'River Road Entertainment', 29: 'American Zoetrope', 30: 'DC Comics', 31: 'Village Roadshow Pictures', 32: 'Village Roadshow Pictures', 33: 'Intermedia Films', 34: 'DNA Films', 35: 'Lions Gate Films', 36: 'Universal Pictures', 37: 'DreamWorks SKG', 38: 'Warner Bros.', 39: 'The Weinstein Company', 40: 'Dimension Films', 41: 'Miramax Films', 42: 'Paramount Pictures', 43: 'Lions Gate Films', 44: 'Lions Gate Films', 45: 'Lions Gate Films', 46: 'Lucasfilm', 47: 'Section Eight', 48: 'Recorded Picture Company (RPC)', 49: 'Buena Vista', 50: 'Universal Pictures', 51: 'WingNut Films', 52: 'R.P. Productions', 53: 'DC Comics', 54: 'Lakeshore Entertainment', 55: 'Walt Disney Pictures', 56: 'Yari Film Group', 57: 'Columbia Pictures', 58: 'Village Roadshow Pictures', 59: 'France 2 Cinéma', 60: 'Bac Films', 61: 'Universal Pictures', 62: 'Revolution Films', 63: 'Village Roadshow Pictures', 64: 'Section Eight', 65: 'icon', 66: 'Village Roadshow Pictures', 67: 'New Line Cinema', 68: 'Universal Studios', 69: 'Stillking Films', 70: 'Twentieth Century Fox Film Corporation', 71: 'Imagine Entertainment', 72: 'Miramax Films', 73: 'Miramax Films', 74: 'Impact Pictures', 75: 'Sony Pictures Classics', 76: 'Fox Searchlight Pictures', 77: 'Walt Disney', 78: 'Touchstone Pictures', 79: 'Bac Films', 80: 'Twentieth Century Fox Film Corporation', 81: 'Lions Gate Films', 82: 'Twentieth Century Fox Film Corporation', 83: 'Fine Line Features', 84: 'Imagine Entertainment', 85: 'Fox Searchlight Pictures', 86: 'Jersey Films', 87: 'This Is That Productions', 88: 'Paramount Pictures', 89: 'Twentieth Century Fox Film Corporation', 90: 'Virtual Studios', 91: 'Newmarket Films', 92: 'Universal Pictures', 93: 'BBC Films', 94: 'Aardman Animations', 95: 'Columbia Pictures', 96: 'IFC Films', 97: 'Columbia Pictures', 98: 'Columbia Pictures', 99: 'Columbia Pictures', 100: 'Village Roadshow Pictures', 101: 'DreamWorks SKG', 102: 'Mikona Productions GmbH & Co. KG', 103: 'Walt Disney Pictures', 104: 'Columbia Pictures', 105: 'Silent Hill DCP Inc.', 106: 'Paramount Pictures', 107: 'Columbia Pictures', 108: 'DreamWorks SKG', 109: 'Village Roadshow Pictures', 110: 'Village Roadshow Pictures', 111: 'Columbia Pictures', 112: 'DreamWorks SKG', 113: 'Icon Productions', 114: 'Cruise/Wagner Productions', 115: 'Miramax Films', 116: 'Kemp Company', 117: 'Artisan Entertainment', 118: 'DreamWorks SKG', 119: 'Plan B Entertainment', 120: 'Lions Gate Films', 121: '1492 Pictures', 122: '1492 Pictures', 123: 'Patalex IV Productions Limited', 124: 'Warner Bros.', 125: 'Jerry Bruckheimer Films', 126: 'DreamWorks SKG', 127: 'Fountainbridge Films', 128: 'Universal Pictures', 129: 'Studio Babelsberg', 130: 'Warner Bros.', 131: 'Twentieth Century Fox Film Corporation', 132: 'Fox Searchlight Pictures', 133: 'Columbia Pictures', 134: 'Weed Road Pictures', 135: 'Revolution Studios', 136: 'Twentieth Century Fox Film Corporation', 137: 'DreamWorks SKG', 138: 'DreamWorks SKG', 139: 'DreamWorks SKG', 140: 'New Line Cinema', 141: 'Bazmark Films', 142: 'Lakeshore Entertainment', 143: 'Paramount Pictures', 144: 'Jerry Bruckheimer Films', 145: 'Miramax Films', 146: 'Twentieth Century Fox Film Corporation', 147: 'Universal Pictures', 148: 'Walt Disney Pictures', 149: 'Miramax Films', 150: 'New Amsterdam Entertainment', 151: 'Blue Sky Studios', 152: 'DreamWorks SKG', 153: 'Paramount Pictures', 154: 'Paramount Pictures', 155: 'South Pacific Pictures', 156: 'BIM Distribuzione', 157: 'Touchstone Pictures', 158: 'Paramount Pictures', 159: 'Paramount Vantage', 160: 'BIM Distribuzione', 161: 'Columbia Pictures', 162: 'Universal Pictures', 163: 'Ingenious Film Partners', 164: 'Columbia Pictures Corporation', 165: 'DreamWorks SKG', 166: 'Fox Searchlight Pictures', 167: 'Mandate Pictures', 168: 'Walden Media', 169: 'Fox Searchlight Pictures', 170: 'Walt Disney Pictures', 171: 'Virtual Studios', 172: 'DNA Films', 173: 'The Weinstein Company', 174: 'Peninsula Films', 175: 'Lions Gate Films', 176: 'Miramax Films', 177: 'Lions Gate Films', 178: 'Bedford Falls Productions', 179: 'Fortissimo Films', 180: 'Regency Enterprises', 181: 'HBO/Cinemax Documentary', 182: 'Columbia Pictures Corporation', 183: 'ContentFilm', 184: 'Vertigo Entertainment', 185: 'Davis-Films', 186: 'Columbia Pictures Corporation', 187: '40 Acres & A Mule Filmworks', 188: 'Alliance Atlantis Communications', 189: 'New Line Cinema', 190: 'Nu Image Entertainment', 191: 'DC Comics', 192: 'Revolution Studios', 193: 'Michael London Productions', 194: 'Village Roadshow Pictures', 195: 'Studio Babelsberg', 196: 'Fox Searchlight Pictures', 197: 'Twentieth Century Fox Film Corporation', 198: 'Universal Pictures', 199: 'Paramount Pictures', 200: 'Paramount Pictures', 201: 'DNA Films', 202: 'Ingenious Film Partners', 203: 'Miramax Films', 204: 'Impact Pictures', 205: 'Impact Pictures', 206: 'Icon Productions', 207: 'Columbia Pictures', 208: 'Paramount Pictures', 209: 'Columbia Pictures Corporation', 210: 'Beacon Communications', 211: 'Ingenious Film Partners', 212: 'DreamWorks SKG', 213: 'Twentieth Century Fox Film Corporation', 214: 'DreamWorks SKG', 215: 'Twentieth Century Fox Film Corporation', 216: 'Blackfriars Bridge Films', 217: 'Double Feature Films', 218: 'Amblin Entertainment', 219: 'Universal Pictures', 220: 'Village Roadshow Pictures', 221: 'International Production Company', 222: 'Lions Gate Films', 223: 'Columbia Pictures Corporation', 224: 'Miramax Films', 225: 'Universal Pictures', 226: 'Marvel Studios', 227: 'Casey Silver Productions', 228: 'Universal Pictures', 229: 'Universal Pictures', 230: 'Paramount Pictures', 231: 'Marvel Studios', 232: 'BIM Distribuzione', 233: 'Lawrence Bender Productions', 234: 'Twentieth Century Fox Film Corporation', 235: 'HBO Films', 236: 'Fox 2000 Pictures', 237: 'Universal Pictures', 238: 'Columbia Pictures Corporation', 239: 'Saturn Films', 240: 'Paramount Pictures', 241: 'Columbia Pictures', 242: 'Paramount Pictures', 243: 'Paramount Pictures', 244: 'Walt Disney Pictures', 245: 'American Zoetrope', 246: 'Lucasfilm', 247: 'Lucasfilm', 248: 'USA Films', 249: 'Paramount Pictures', 250: 'DreamWorks SKG', 251: 'Figment Films', 252: 'Bel Air Entertainment', 253: 'Universal Pictures', 254: 'Columbia Pictures', 255: 'Rainforest Films', 256: 'Cruise/Wagner Productions', 257: 'Miramax Films', 258: 'Lions Gate Films', 259: 'Paramount Pictures', 260: 'New Line Cinema', 261: 'Winkler Films', 262: 'Dark Horse Entertainment', 263: 'France 3 Cinéma', 264: 'Ghost House Pictures', 265: 'Columbia Pictures Corporation', 266: 'Studio Babelsberg', 267: 'Plan B Entertainment', 268: 'Block 2 Pictures', 269: 'Paramount Pictures', 270: 'Paramount Pictures', 271: 'Pathé Renn Productions', 272: 'Columbia Pictures', 273: 'Columbia Pictures Corporation', 274: 'New Line Cinema', 275: 'Casey Silver Productions', 276: 'Centropolis Entertainment', 277: 'Miramax Films', 278: 'Village Roadshow Pictures', 279: 'Paramount Pictures', 280: 'Village Roadshow Pictures', 281: 'Lakeshore Entertainment', 282: 'Twentieth Century Fox Film Corporation', 283: 'Tig Productions', 284: 'Next Wednesday Productions', 285: 'Metro-Goldwyn-Mayer (MGM)', 286: 'Walt Disney Pictures', 287: 'Walt Disney Pictures', 288: 'Spyglass Entertainment', 289: 'Franchise Pictures', 290: 'Ingenious Film Partners', 291: 'Dimension Films', 292: 'Silver Pictures', 293: 'DreamWorks SKG', 294: 'Twentieth Century Fox Film Corporation', 295: 'Columbia Pictures', 296: 'Original Film', 297: 'Cheyenne Enterprises', 298: 'Twentieth Century Fox Film Corporation', 299: 'Warner Bros.', 300: 'DreamWorks SKG', 301: 'Twentieth Century Fox Film Corporation', 302: 'Dimension Films', 303: 'Eureka Pictures', 304: 'Original Film', 305: 'New Line Cinema', 306: 'Touchstone Pictures', 307: 'Sidney Kimmel Entertainment', 308: "Donners' Company", 309: 'Regency Enterprises', 310: 'BBC Films', 311: 'United Artists', 312: 'New Line Cinema', 313: 'Paramount Pictures', 314: 'Columbia Pictures', 315: 'Miramax Films', 316: 'Dimension Films', 317: 'The Weinstein Company', 318: 'New Line Cinema', 319: 'Paramount Pictures', 320: 'Media 8 Entertainment', 321: 'Columbia Pictures', 322: 'The Weinstein Company', 323: 'Fine Line Features', 324: 'Walt Disney', 325: 'Ingenious Film Partners', 326: 'Universal Pictures', 327: 'Universal Pictures', 328: 'Universal Pictures', 329: 'Gracie Films', 330: 'Appian Way', 331: 'Columbia Pictures', 332: 'Epsilon Motion Pictures', 333: 'Metro-Goldwyn-Mayer (MGM)', 334: 'Lakeshore Entertainment', 335: 'Village Roadshow Pictures', 336: 'Vulcan Productions Inc.', 337: 'DreamWorks SKG', 338: 'Universal Pictures', 339: 'Kennedy/Marshall Company, The', 340: 'Columbia Pictures', 341: 'New Line Cinema', 342: 'New Line Cinema', 343: 'Beverly Detroit', 344: 'Universal Pictures', 345: 'Interscope Communications', 346: 'One Race Films', 347: 'Village Roadshow Pictures', 348: 'Konrad Pictures', 349: 'Village Roadshow Pictures', 350: 'New Line Cinema', 351: 'Ecosse Films', 352: 'The Weinstein Company', 353: 'Intermedia Films', 354: 'Miramax Films', 355: 'Jerry Bruckheimer Films', 356: 'Cheyenne Enterprises', 357: '2929 Productions', 358: 'Tig Productions', 359: 'TriStar Pictures', 360: 'Thousand Words', 361: 'Universal Pictures', 362: 'Universal Pictures', 363: 'Imagine Entertainment', 364: 'New Line Cinema', 365: 'Village Roadshow Pictures', 366: 'DreamWorks SKG', 367: 'DreamWorks SKG', 368: 'Endgame Entertainment', 369: 'Tim Burton Animation Company', 370: 'Paramount Pictures', 371: 'Paramount Pictures', 372: 'Fuller Films', 373: 'TF1 Films Productions', 374: 'New Line Cinema', 375: 'New Line Cinema', 376: 'DreamWorks SKG', 377: 'DreamWorks SKG', 378: 'Konrad Pictures', 379: 'Walt Disney Pictures', 380: 'Gold/Miller Productions', 381: 'Gold/Miller Productions', 382: 'Dimension Films', 383: 'Dimension Films', 384: 'Dimension Films', 385: 'Columbia Pictures', 386: 'Universal Pictures', 387: 'Universal Pictures', 388: 'Universal Pictures', 389: 'New Line Cinema', 390: 'Miramax Films', 391: 'Village Roadshow Pictures', 392: 'The Weinstein Company', 393: 'Universal Pictures', 394: 'Plan B Entertainment', 395: 'Columbia Pictures', 396: 'Cruise/Wagner Productions', 397: 'Universal Pictures', 398: 'Walt Disney Pictures', 399: 'Fox Searchlight Pictures', 400: 'Hofflund/Polone', 401: 'Double Feature Films', 402: 'Filmax Entertainment', 403: 'New Line Cinema', 404: 'Castle Rock Entertainment', 405: 'Screen Gems', 406: 'Touchstone Pictures', 407: 'Paramount Pictures', 408: 'Village Roadshow Pictures', 409: 'Universal Pictures', 410: 'Contrafilm', 411: 'Universal Pictures', 412: 'Miramax Films', 413: 'Sony Pictures Classics', 414: 'Village Roadshow Pictures', 415: 'United Artists', 416: 'Miramax Films', 417: 'Paramount Pictures', 418: 'Universal Pictures', 419: 'Mike Zoss Productions', 420: 'DreamWorks SKG', 421: 'Studio Babelsberg', 422: 'Universal Pictures', 423: 'Spyglass Entertainment', 424: 'Columbia Pictures Corporation', 425: 'Imagine Entertainment', 426: 'Lions Gate Films', 427: 'The Weinstein Company', 428: 'Warner Bros.', 429: 'Anonymous Content', 430: 'Paramount Pictures', 431: 'Polish Brothers Construction', 432: 'New Line Cinema', 433: 'New Line Cinema', 434: 'Silver Pictures', 435: 'Golden Mean', 436: 'USA Films', 437: 'Current Entertainment', 438: 'Silver Pictures', 439: 'Vanguard Films', 440: 'Franchise Pictures', 441: 'Village Roadshow Pictures', 442: 'Pacific Data Images (PDI)', 443: 'Summit Entertainment', 444: 'Twentieth Century Fox Film Corporation', 445: 'Village Roadshow Pictures', 446: 'Epsilon Motion Pictures', 447: 'TriStar Pictures', 448: 'Darkwoods Productions', 449: 'Paramount Vantage', 450: 'Epsilon Motion Pictures', 451: 'Jersey Films', 452: 'Wendy Finerman Productions', 453: 'Spyglass Entertainment', 454: 'DreamWorks SKG', 455: 'Village Roadshow Pictures', 456: 'The Zanuck Company', 457: 'Jerry Bruckheimer Films', 458: 'Alcon Entertainment', 459: 'New Line Cinema', 460: 'Dune Entertainment', 461: 'Village Roadshow Pictures', 462: 'Village Roadshow Pictures', 463: 'Universal Pictures', 464: 'Spyglass Entertainment', 465: 'Columbia Pictures Corporation', 466: 'Sidney Kimmel Entertainment', 467: 'Jerry Bruckheimer Films', 468: 'New Line Cinema', 469: 'Lietuvos Kinostudija', 470: 'Columbia Pictures Corporation', 471: 'Paramount Pictures', 472: 'Scott Rudin Productions', 473: 'Universal Pictures', 474: '26 Films', 475: 'Paramount Pictures', 476: 'Columbia Pictures Corporation', 477: 'Bazmark Films', 478: 'Summit Entertainment', 479: 'Miramax Films', 480: 'Universal Pictures', 481: 'Columbia Pictures', 482: 'Paramount Pictures', 483: 'Touchstone Pictures', 484: 'Paramount Pictures', 485: 'Lions Gate Films', 486: 'Twentieth Century Fox Film Corporation', 487: 'Regency Enterprises', 488: 'Miramax Films', 489: 'Dimension Films', 490: 'Red Om Films', 491: 'International Production Company', 492: 'Fox Searchlight Pictures', 493: 'Miramax Films', 494: 'Two Ton Films', 495: 'Le Bureau', 496: 'Paramount Pictures', 497: 'DreamWorks SKG', 498: 'Lionsgate', 499: 'DreamWorks SKG', 500: 'Twentieth Century Fox Film Corporation', 501: 'Columbia Pictures', 502: 'Spyglass Entertainment', 503: 'Village Roadshow Pictures', 504: 'Columbia Pictures', 505: 'Sony Pictures Animation', 506: 'Paramount Pictures', 507: 'Lawrence Bender Productions', 508: 'TriStar Pictures', 509: 'Twentieth Century Fox Film Corporation', 510: 'Universal Pictures', 511: 'Pacific Data Images (PDI)', 512: 'Jerry Bruckheimer Films', 513: 'Imagine Entertainment', 514: 'L.I.F.T. Production', 515: 'Nu Image Films', 516: 'Impact Pictures', 517: 'Centropolis Entertainment', 518: 'Thinkfilm', 519: 'Class 5 Films', 520: 'The Weinstein Company', 521: 'Paramount Classics', 522: 'Entertainment Films', 523: 'Capitol Films', 524: 'DreamWorks SKG', 525: 'WingNut Films', 526: 'Twentieth Century Fox Film Corporation', 527: 'City Light Films', 528: 'Columbia Pictures', 529: 'The Javelina Film Company', 530: 'Infinity Features Entertainment', 531: 'Studio Babelsberg', 532: 'Columbia Pictures', 533: 'Regency Enterprises', 534: 'Paramount Pictures', 535: 'Lakeshore Entertainment', 536: 'Echo Lake Productions', 537: 'Paramount Pictures', 538: 'Miramax Films', 539: 'Paramount Pictures', 540: 'Paramount Pictures', 541: 'Dune Entertainment', 542: 'Miramax Films', 543: 'Paramount Pictures', 544: 'Universal Pictures', 545: 'DC Comics', 546: 'Paramount Pictures', 547: 'Blueprint Pictures', 548: 'Summit Entertainment', 549: 'Rhombus Media', 550: 'MPH Entertainment', 551: 'Blue Sky Studios', 552: 'DreamWorks SKG', 553: 'Columbia Pictures', 554: 'Paramount Pictures', 555: 'Universal Pictures', 556: 'Intrepid Pictures', 557: 'New Line Cinema', 558: 'Columbia Pictures Corporation', 559: 'Phoenix Pictures', 560: 'Summit Entertainment', 561: 'Celluloid Dreams', 562: 'New Line Cinema', 563: 'Columbia Pictures Corporation', 564: 'Columbia Pictures Corporation', 565: 'Spyglass Entertainment', 566: 'DNA Films', 567: 'Universal Pictures', 568: 'Lakeshore Entertainment', 569: 'Spyglass Entertainment', 570: 'Paramount Pictures', 571: 'De Line Pictures', 572: 'Twentieth Century Fox Film Corporation', 573: 'Harbour Pictures', 574: 'Twentieth Century Fox Film Corporation', 575: 'Apatow Productions', 576: 'Relativity Media', 577: 'Di Bonaventura Pictures', 578: 'Marc Platt Productions', 579: 'Twentieth Century Fox Film Corporation', 580: 'Paramount Pictures', 581: 'New Line Cinema', 582: 'Atlas Entertainment', 583: 'Paramount Pictures', 584: 'Village Roadshow Pictures', 585: 'Imagine Entertainment', 586: "Les Films d'Ici", 587: 'Universal Pictures', 588: 'Fox Searchlight Pictures', 589: 'Twentieth Century Fox Film Corporation', 590: 'United Artists', 591: 'EuropaCorp', 592: 'Columbia Pictures', 593: 'Columbia Pictures Corporation', 594: 'Summit Entertainment', 595: 'Fox Searchlight Pictures', 596: 'Ghost House Pictures', 597: 'Twentieth Century Fox Film Corporation', 598: 'Mile High Productions', 599: 'Rogue Pictures', 600: 'Paramount Pictures', 601: 'Sony Pictures', 602: 'Miramax Films', 603: 'DreamWorks SKG', 604: 'Vertigo Entertainment', 605: 'Paramount Pictures', 606: 'Walt Disney Pictures', 607: 'Walt Disney Pictures', 608: 'DreamWorks SKG', 609: 'Twentieth Century Fox Film Corporation', 610: 'Paramount Vantage', 611: 'Walt Disney Pictures', 612: 'Conundrum Entertainment', 613: 'Senator Film Produktion', 614: 'Lakeshore Entertainment', 615: 'Twentieth Century Fox Film Corporation', 616: 'Impact Pictures', 617: 'Revolution Studios', 618: 'Paramount Pictures', 619: 'Original Film', 620: 'Imagine Entertainment', 621: 'Bergman Lustig productions', 622: 'Epsilon Motion Pictures', 623: 'DreamWorks SKG', 624: 'New Line Cinema', 625: 'Bungalow Productions', 626: 'Paramount Pictures', 627: 'Twentieth Century Fox Film Corporation', 628: 'Columbia Pictures', 629: 'Universal Pictures', 630: 'Imagine Entertainment', 631: 'Universal Pictures', 632: 'Canal Plus', 633: 'Original Film', 634: 'Paramount Pictures', 635: 'DreamWorks SKG', 636: 'Paramount Pictures', 637: 'Fox Searchlight Pictures', 638: 'New Line Cinema', 639: 'Ecosse Films', 640: 'Kathbur Pictures', 641: 'New Line Cinema', 642: 'StudioCanal', 643: 'Columbia Pictures Corporation', 644: 'Weed Road Pictures', 645: 'Fox Searchlight Pictures', 646: 'DreamWorks SKG', 647: 'Paramount Pictures', 648: 'Columbia Pictures', 649: 'Touchstone Pictures', 650: 'Columbia Pictures', 651: 'Twentieth Century Fox Film Corporation', 652: 'Columbia Pictures Corporation', 653: 'Jerry Bruckheimer Films', 654: 'Twentieth Century Fox Film Corporation', 655: 'Universal Pictures', 656: 'Dimension Films', 657: 'DreamWorks Animation', 658: 'Columbia Pictures', 659: 'Regency Enterprises', 660: 'Miramax Films', 661: 'New Line Cinema', 662: 'Columbia Pictures', 663: 'New Line Cinema', 664: 'Universal Pictures', 665: 'Miramax Films', 666: 'Walt Disney Pictures', 667: 'Milagro Films', 668: 'Motion Picture Corporation of America', 669: 'Paramount Pictures', 670: 'Columbia Pictures', 671: 'Malpaso Productions', 672: 'Metro-Goldwyn-Mayer (MGM)', 673: 'Twentieth Century Fox Film Corporation', 674: 'Universal Pictures', 675: 'Twentieth Century Fox Film Corporation', 676: 'Paramount Pictures', 677: 'Paramount Pictures', 678: 'Atlas Entertainment', 679: 'Twentieth Century Fox Film Corporation', 680: 'Village Roadshow Pictures', 681: 'De Line Pictures', 682: 'DreamWorks SKG', 683: 'Dimension Films', 684: 'Ingenious Film Partners', 685: 'Section Eight', 686: 'Killer Films', 687: 'Fox Searchlight Pictures', 688: 'Universal Pictures', 689: 'Jerry Bruckheimer Films', 690: 'Dimension Films', 691: 'United Artists', 692: 'Summit Entertainment', 693: 'Universal Pictures', 694: 'Legendary Pictures', 695: 'Lions Gate Films', 696: 'Warner Bros.', 697: 'Ingenious Film Partners', 698: 'Village Roadshow Pictures', 699: 'Saturn Films', 700: 'Columbia Pictures', 701: 'Columbia Pictures Corporation', 702: 'Fox 2000 Pictures', 703: 'Twentieth Century Fox Film Corporation', 704: 'Universal Pictures', 705: 'Limited Edition Productions Inc.', 706: 'Village Roadshow Pictures', 707: 'DreamWorks SKG', 708: 'New Line Cinema', 709: 'Twentieth Century Fox Film Corporation', 710: 'Summit Entertainment', 711: 'Touchstone Pictures', 712: 'Columbia Pictures', 713: 'Universal Pictures', 714: 'Miramax Films', 715: 'Miramax Films', 716: 'DiNovi Pictures', 717: 'Spyglass Entertainment', 718: 'Columbia Pictures', 719: 'Universal Pictures', 720: 'Fox Searchlight Pictures', 721: 'Lionsgate', 722: 'Universal Pictures', 723: 'Miramax Films', 724: 'Walt Disney Pictures', 725: 'Universal Pictures', 726: 'Destination Films', 727: 'MTV Films', 728: 'Rick Lashbrook Films', 729: 'Universal Pictures', 730: 'Odyssey Entertainment', 731: 'Kennedy Miller Productions', 732: 'Dimension Films', 733: 'Universal Pictures', 734: 'Walt Disney Pictures', 735: 'David Foster Productions', 736: 'Australian Film Finance Corporation', 737: 'Twentieth Century Fox Film Corporation', 738: 'Paramount Pictures', 739: 'Universal Pictures', 740: 'Paramount Pictures', 741: 'Sony Pictures', 742: 'Summit Entertainment', 743: 'Miramax Films', 744: 'Walt Disney Pictures', 745: 'Playtone', 746: 'Paramount Pictures', 747: 'Universal Pictures', 748: 'Universal Pictures', 749: 'Paramount Pictures', 750: 'Screen Gems', 751: 'New Line Cinema', 752: 'Blue Sky Studios', 753: 'Village Roadshow Pictures', 754: 'Twentieth Century Fox Film Corporation', 755: 'Metro-Goldwyn-Mayer (MGM)', 756: 'Screen Gems, Inc.', 757: 'Alliance Films', 758: 'Scott Rudin Productions', 759: 'Fox Searchlight Pictures', 760: 'TriStar Pictures', 761: 'Columbia Pictures', 762: 'Imagine Entertainment', 763: 'Isle of Man Film', 764: 'Universal Pictures', 765: 'Walt Disney Pictures', 766: 'Paramount Pictures', 767: 'Broken Lizard Industries', 768: 'Industry Entertainment', 769: 'Canal Plus', 770: 'Craven-Maddalena Films', 771: 'Screen Gems', 772: 'Walt Disney Pictures', 773: 'Mark Johnson Productions', 774: 'Regency Enterprises', 775: 'Canal Plus', 776: 'Universal Pictures', 777: 'Lionsgate', 778: 'Laura Ziskin Productions', 779: 'Universal Pictures', 780: 'Davis Entertainment', 781: 'Dimension Films', 782: 'Paramount Pictures', 783: 'Platinum Dunes', 784: 'Village Roadshow Pictures', 785: 'Walt Disney Pictures', 786: 'Spyglass Entertainment', 787: 'Regency Enterprises', 788: 'Epsilon Motion Pictures', 789: 'Paramount Pictures', 790: 'Rogue Pictures', 791: 'Columbia Pictures', 792: 'Marvel Studios', 793: 'Focus Features', 794: 'Dune Entertainment', 795: 'Revolution Studios', 796: 'Columbia Pictures', 797: 'New Line Cinema', 798: 'Columbia Pictures', 799: 'New Line Cinema', 800: 'Lions Gate Films', 801: 'Fox Atomic', 802: 'Touchstone Pictures', 803: 'Columbia Pictures', 804: 'DreamWorks Animation', 805: 'DreamWorks Animation', 806: 'Walt Disney Pictures', 807: 'Marvel Studios', 808: 'Paramount Pictures', 809: 'The Weinstein Company', 810: 'Walt Disney Pictures', 811: 'Larger Than Life Productions', 812: 'Twentieth Century Fox Film Corporation', 813: 'The Zanuck Company', 814: 'Walt Disney Pictures', 815: 'Studio Babelsberg', 816: 'DiNovi Pictures', 817: 'Lions Gate Films', 818: 'Lions Gate Films', 819: 'Screen Gems', 820: 'BBC Films', 821: 'Twentieth Century Fox Film Corporation', 822: 'Appian Way', 823: 'Participant Media', 824: 'DreamWorks', 825: 'Type A Films', 826: 'Walt Disney Pictures', 827: 'Blue Askew', 828: '2929 Productions', 829: 'United Artists', 830: 'Laurence Mark Productions', 831: 'New Line Cinema', 832: 'Mosaic Media Group', 833: 'Franchise Pictures', 834: 'New Line Cinema', 835: 'MTV Films', 836: 'Epsilon Motion Pictures', 837: 'Paramount Pictures', 838: 'Walt Disney Pictures', 839: 'Universal Pictures', 840: 'Walden Media', 841: 'DreamWorks SKG', 842: 'Dune Entertainment', 843: 'Ixtlan Productions', 844: 'DreamWorks Animation', 845: 'Village Roadshow Pictures', 846: 'Ascendant Pictures', 847: 'Epsilon Motion Pictures', 848: 'DreamWorks SKG', 849: 'New Line Cinema', 850: 'Columbia Pictures', 851: 'Revelations Entertainment', 852: 'Twentieth Century Fox Film Corporation', 853: 'Walt Disney Pictures', 854: 'Punch 21 Productions', 855: 'Neo Art & Logic', 856: 'New Line Cinema', 857: 'Paramount Pictures', 858: 'Regency Enterprises', 859: 'David Foster Productions', 860: 'Columbia Pictures', 861: 'Metro-Goldwyn-Mayer (MGM)', 862: 'Silver Pictures', 863: 'Paramount Pictures', 864: 'Jerry Bruckheimer Films', 865: 'Lakeshore Entertainment', 866: 'Walt Disney Pictures', 867: 'Columbia Pictures', 868: 'Bel Air Entertainment', 869: 'Columbia Pictures', 870: 'Rogue Pictures', 871: 'Miramax Films', 872: 'Hyde Park Films', 873: 'Blind Spot Pictures Oy', 874: 'Miramax Films', 875: 'Touchstone Pictures', 876: 'Twentieth Century Fox Film Corporation', 877: 'Destination Films', 878: 'Columbia Pictures', 879: 'Clear Blue Sky Productions', 880: 'Lonely Film Productions GmbH & Co. KG.', 881: 'Village Roadshow Pictures', 882: 'New Line Cinema', 883: 'Regency Enterprises', 884: 'Imagine Entertainment', 885: 'Walt Disney Pictures', 886: 'Night and Day Pictures', 887: 'Morgan Creek Productions', 888: 'Columbia Pictures', 889: 'Paramount Pictures', 890: 'Eon Productions', 891: 'Intermedia Films', 892: 'Twentieth Century Fox Film Corporation', 893: 'Miramax Films', 894: 'Walt Disney Pictures', 895: 'Regency Enterprises', 896: 'Saturn Films', 897: 'Fox Searchlight Pictures', 898: 'NPV Entertainment', 899: 'Village Roadshow Pictures', 900: 'A Loopy Production LLC', 901: 'Blue Rider Pictures', 902: 'Splendid Pictures', 903: 'Pathe Productions', 904: 'Gaumont', 905: 'New Line Cinema', 906: 'Columbia Pictures', 907: 'October Films', 908: 'The Weinstein Company', 909: 'Village Roadshow Pictures', 910: 'Columbia Pictures', 911: 'Twentieth Century Fox Film Corporation', 912: 'Paramount Pictures', 913: 'Fox Searchlight Pictures', 914: 'Morgan Creek Productions', 915: 'New Line Cinema', 916: 'Twentieth Century Fox Film Corporation', 917: 'Lions Gate Films', 918: 'Boll Kino Beteiligungs GmbH & Co. KG', 919: 'Village Roadshow Pictures', 920: 'Village Roadshow Pictures', 921: 'Revolution Studios', 922: 'Columbia Pictures', 923: 'DreamWorks SKG', 924: 'Twentieth Century Fox Film Corporation', 925: 'Casey Silver Productions', 926: 'Walt Disney Pictures', 927: 'Walt Disney Pictures', 928: 'New Line Cinema', 929: 'Epsilon Motion Pictures', 930: 'Legendary Pictures', 931: 'Village Roadshow Pictures', 932: 'Lakeshore Entertainment', 933: 'Fox Searchlight Pictures', 934: 'Screen Gems', 935: 'Gaylord Films', 936: 'Rogue Pictures', 937: 'Universal Pictures', 938: 'Twentieth Century Fox Film Corporation', 939: 'New Line Cinema', 940: 'Universal Pictures', 941: 'Castle Rock Entertainment', 942: 'Columbia Pictures', 943: 'Universal Pictures', 944: 'Section Eight', 945: 'Paramount Pictures', 946: 'Regency Enterprises', 947: 'Metro-Goldwyn-Mayer (MGM)', 948: 'Crystal Sky Worldwide', 949: 'Paramount Pictures', 950: 'Columbia Pictures', 951: 'New Line Cinema', 952: 'Original Film', 953: 'Amen Ra Films', 954: 'New Line Cinema', 955: 'Fox 2000 Pictures', 956: 'Studio Babelsberg', 957: 'Dimension Films', 958: 'Walt Disney Pictures', 959: 'Columbia Pictures Corporation', 960: 'Paramount Pictures', 961: 'Walt Disney Pictures', 962: 'DreamWorks SKG', 963: 'Castle Rock Entertainment', 964: 'New Line Cinema', 965: 'Universal Pictures', 966: 'Kanzaman', 967: 'Touchstone Pictures', 968: 'Walt Disney Pictures', 969: 'Lions Gate Films', 970: 'Twentieth Century Fox Film Corporation', 971: 'Twentieth Century Fox Film Corporation', 972: 'HDNet Films', 973: 'Mikona Productions GmbH & Co. KG', 974: 'Aardman Animations', 975: 'Universal Pictures', 976: 'Alliance Films', 977: 'DreamWorks SKG', 978: 'Columbia Pictures', 979: 'Columbia Pictures', 980: 'Team Todd', 981: 'Village Roadshow Pictures', 982: 'Lakeshore Entertainment', 983: 'Columbia Pictures Corporation', 984: 'Original Film', 985: 'Universal Pictures', 986: 'Walt Disney Pictures', 987: 'Village Roadshow Pictures', 988: 'Saturn Films', 989: 'Paramount Pictures', 990: 'Imagine Entertainment', 991: 'EM Media', 992: 'Starz Media', 993: 'Universal Pictures', 994: 'Konrad Pictures', 995: 'Universal Pictures', 996: 'Twentieth Century Fox Film Corporation', 997: 'Paramount Pictures', 998: 'New Line Cinema', 999: 'Twentieth Century Fox Film Corporation', 1000: 'Universal Pictures', 1001: 'Castle Rock Entertainment', 1002: 'Lionsgate', 1003: 'Dimension Films', 1004: 'American Zoetrope', 1005: 'Columbia Pictures Corporation', 1006: 'New Line Cinema', 1007: 'Fox 2000 Pictures', 1008: 'Village Roadshow Pictures', 1009: 'Twentieth Century Fox Film Corporation', 1010: 'Paramount Pictures', 1011: 'Lion Rock Productions', 1012: 'Village Roadshow Pictures', 1013: 'Imagine Entertainment', 1014: 'Scott Free Productions', 1015: 'Columbia Pictures', 1016: 'Franchise Pictures', 1017: 'Boll Kino Beteiligungs GmbH & Co. KG', 1018: 'Cinerenta Medienbeteiligungs KG', 1019: 'Columbia Pictures', 1020: 'Walt Disney Pictures', 1021: 'Summit Entertainment', 1022: 'Saturn Films', 1023: 'Paramount Pictures', 1024: 'Lucasfilm', 1025: 'Columbia Pictures', 1026: 'New Line Cinema', 1027: 'Icon Productions', 1028: 'Davis-Panzer Productions', 1029: 'Original Film', 1030: 'Twentieth Century Fox Film Corporation', 1031: 'Focus Films', 1032: 'DreamWorks Pictures', 1033: 'Universal Pictures', 1034: 'Dimension Films', 1035: 'Whitewater Films', 1036: 'Davis Entertainment', 1037: 'Isle of Man Film', 1038: 'Fox Searchlight Pictures', 1039: 'Rai Cinema', 1040: 'The Weinstein Company', 1041: 'Lakeshore Entertainment', 1042: 'Warner Bros.', 1043: 'Bel Air Entertainment', 1044: 'Lions Gate Films', 1045: 'BBC Films', 1046: 'Miramax Films', 1047: 'Vivendi Entertainment', 1048: 'Mike Zoss Productions', 1049: 'Nickelodeon Movies', 1050: 'Conundrum Entertainment', 1051: 'Columbia Pictures', 1052: 'Shangri-La Entertainment', 1053: '26 Films', 1054: 'Metro-Goldwyn-Mayer (MGM)', 1055: 'New Line Cinema', 1056: 'Morgan Creek Productions', 1057: 'New Line Cinema', 1058: 'Paramount Pictures', 1059: 'Screen Gems, Inc.', 1060: 'TLA Releasing', 1061: 'Lions Gate Family Entertainment', 1062: 'Nu Image Films', 1063: 'Fox Searchlight Pictures', 1064: 'Miramax Films', 1065: 'Rifkin-Eberts', 1066: 'Artfire Films', 1067: 'DreamWorks SKG', 1068: 'Dune Entertainment', 1069: 'Walt Disney Animation Studios', 1070: 'Lionsgate', 1071: 'Castle Rock Entertainment', 1072: 'City Light Films', 1073: 'Red Envelope Entertainment', 1074: 'Back Lot Pictures', 1075: 'UK Film Council', 1076: 'New Line Cinema', 1077: 'Insight Film Studios', 1078: 'Paramount Pictures', 1079: 'Virtual Studios', 1080: 'Magnolia Pictures', 1081: 'Thinkfilm', 1082: 'New Line Cinema', 1083: 'Village Roadshow Pictures', 1084: 'Greenestreet Films', 1085: 'Igloolik Isuma Productions Inc.', 1086: 'Icon Productions', 1087: 'Isle of Man Film', 1088: 'Celluloid Dreams', 1089: 'Touchstone Pictures', 1090: 'Screen Gems', 1091: 'Hyde Park Films', 1092: 'New Line Cinema', 1093: 'Paramount Pictures', 1094: 'Premise Media Corporation', 1095: 'Jigsaw Productions', 1096: 'Universal Studios', 1097: 'Castle Rock Entertainment', 1098: 'Walt Disney Pictures', 1099: 'Europa Corp', 1100: 'Grosvenor Park Media Ltd.', 1101: 'Lionsgate', 1102: 'Universal Studios', 1103: 'Fox Searchlight Pictures', 1104: 'Columbia Pictures', 1105: 'Icon Productions', 1106: 'Rogue Pictures', 1107: 'Summit Entertainment', 1108: 'Paramount Pictures', 1109: 'DreamWorks SKG', 1110: 'The Weinstein Company', 1111: 'Gary Sanchez Productions', 1112: 'Universal Pictures', 1113: 'Morgan Creek Productions', 1114: 'Fox 2000 Pictures', 1115: 'Paramount Pictures', 1116: 'Destination Films', 1117: 'Electric Entertainment', 1118: 'Regency Enterprises', 1119: 'Summit Entertainment, LLC', 1120: 'StudioCanal', 1121: 'Warner Bros. Pictures', 1122: 'Lions Gate Films', 1123: 'Paramount Pictures', 1124: 'Lionsgate', 1125: 'Playtone', 1126: 'Columbia Pictures Corporation', 1127: 'Walt Disney Pictures', 1128: 'Walt Disney Pictures', 1129: 'Fine Line Features', 1130: 'Lions Gate Films', 1131: 'Rogue Pictures', 1132: 'Universal Pictures', 1133: 'Grosvenor Park Media Ltd.', 1134: 'StudioCanal', 1135: 'Summit Entertainment', 1136: 'Vertigo Entertainment', 1137: 'Paramount Vantage', 1138: 'Walt Disney Pictures', 1139: 'Rival Pictures', 1140: 'Warner Bros.', 1141: 'BBC Films', 1142: 'Revolution Studios', 1143: 'Lawrence Bender Productions', 1144: 'TriStar Pictures', 1145: 'Mpower Pictures', 1146: 'New Line Cinema', 1147: 'Warner Bros.', 1148: 'BBC Films', 1149: 'New Line Cinema', 1150: 'Fox Searchlight Pictures', 1151: 'SBK Pictures', 1152: 'Metro-Goldwyn-Mayer (MGM)', 1153: 'Zininsa Film Production', 1154: 'Universal Pictures', 1155: 'Twentieth Century Fox Film Corporation', 1156: 'New Line Cinema', 1157: 'The Weinstein Company', 1158: 'Fandango', 1159: 'Sony Pictures Classics', 1160: 'Columbia Pictures', 1161: 'Foresight Unlimited', 1162: 'Revolution Studios', 1163: 'Pixar Animation Studios', 1164: 'Columbia Pictures', 1165: 'Trent Othick Productions', 1166: 'Vanguard Films', 1167: 'Metro-Goldwyn-Mayer (MGM)', 1168: 'New Line Cinema', 1169: 'Fox 2000 Pictures', 1170: 'Troublemaker Studios', 1171: 'Exodus Film Group', 1172: 'Yari Film Group', 1173: 'Thinkfilm', 1174: 'Walt Disney', 1175: 'Sunswept Entertainment', 1176: 'Davis Entertainment', 1177: 'Thinkfilm', 1178: '360 Pictures', 1179: 'Scott Rudin Productions', 1180: 'Spyglass Entertainment', 1181: 'New Line Cinema', 1182: 'Universal Pictures', 1183: 'Walt Disney Pictures', 1184: 'DreamWorks Animation', 1185: 'Fox Searchlight Pictures', 1186: 'Lionsgate', 1187: 'Carmel Entertainment', 1188: 'World 2000 Entertainment', 1189: 'Paramount Pictures', 1190: 'Destination Films', 1191: 'Lionsgate', 1192: 'Columbia Pictures', 1193: 'Studio Canal', 1194: 'Walt Disney Pictures', 1195: 'Battleplan Productions', 1196: '40 Acres & A Mule Filmworks', 1197: 'Shangri-La Entertainment', 1198: 'Focus Features', 1199: 'Alcon Entertainment', 1200: 'Revolution Studios', 1201: 'Paramount Pictures', 1202: 'Walt Disney Pictures', 1203: 'GreeneStreet Films', 1204: 'Gener8Xion Entertainment', 1205: 'Scott Rudin Productions', 1206: 'Paramount Pictures', 1207: 'Miramax Films', 1208: 'Paramount Pictures', 1209: 'Lakeshore Entertainment', 1210: 'Miramax Films', 1211: 'DreamWorks SKG', 1212: 'Twentieth Century Fox Film Corporation', 1213: 'Universal Pictures', 1214: 'Walt Disney Pictures', 1215: 'DreamWorks Animation', 1216: 'DreamWorks SKG', 1217: 'Elevation Filmworks', 1218: 'Kennedy/Marshall Company, The', 1219: 'Prophecy Pictures Ltd.', 1220: 'Icon Productions', 1221: 'Fox Searchlight Pictures', 1222: 'Walt Disney Pictures', 1223: 'Universal Pictures', 1224: 'Gimme Five Films', 1225: 'Renaissance Films', 1226: 'TLA Releasing', 1227: 'Franchise Pictures', 1228: 'TLA Releasing', 1229: 'Artisan Entertainment', 1230: 'Grosvenor Park Media Ltd.', 1231: 'Paramount Pictures', 1232: 'Warner Bros. Pictures', 1233: 'Yari Film Group', 1234: 'Columbia Pictures', 1235: 'Columbia Pictures Corporation', 1236: 'Touchstone Pictures', 1237: 'Universal Pictures', 1238: 'Iyara Films', 1239: 'Village Roadshow Pictures', 1240: 'The Montecito Picture Company', 1241: 'Lions Gate Films', 1242: 'Universal Pictures', 1243: 'The Weinstein Company', 1244: 'Autonomous', 1245: 'Miramax Films', 1246: 'Avenue Pictures Productions', 1247: 'Chartoff Productions', 1248: 'Regency Enterprises', 1249: '3Mark Entertainment', 1250: 'Walt Disney Pictures', 1251: 'New Line Cinema', 1252: 'Téléfilm Canada', 1253: 'Fox Searchlight Pictures', 1254: 'Lions Gate Films', 1255: 'Twentieth Century Fox Film Corporation', 1256: 'TriStar Pictures', 1257: 'Universal Pictures', 1258: 'Universal Pictures', 1259: 'MeniThings LLC', 1260: 'SNL Studios', 1261: 'UK Film Council', 1262: 'Universal Pictures', 1263: 'New Line Cinema', 1264: 'Splendid Pictures', 1265: 'Elevation Filmworks', 1266: 'Paramount Pictures', 1267: 'The Mark Gordon Company', 1268: 'Lions Gate Films', 1269: 'DreamWorks', 1270: 'Sony Pictures', 1271: 'Samsa Film', 1272: 'Paramount Pictures', 1273: 'Liberty Films UK', 1274: 'Senator Entertainment Co', 1275: 'Newmarket Capital Group', 1276: 'Paramount Pictures', 1277: 'Rainmark Films', 1278: 'Columbia Pictures', 1279: 'WingNut Films', 1280: '2929 Productions', 1281: 'Robert Simonds Productions', 1282: 'Universal Pictures', 1283: 'Epsilon Motion Pictures', 1284: 'Twentieth Century Fox Film Corporation', 1285: 'Lakeshore Entertainment', 1286: 'Screen Gems', 1287: 'Walt Disney', 1288: 'South Pacific Pictures', 1289: 'Village Roadshow Pictures', 1290: 'Walt Disney Pictures', 1291: 'Universal Pictures', 1292: 'Serenade Films', 1293: 'The Weinstein Company', 1294: 'Summit Entertainment', 1295: 'Touchstone Pictures', 1296: 'GK Films', 1297: 'Twentieth Century Fox Film Corporation', 1298: 'Rogue Pictures', 1299: 'Cookout Productions', 1300: 'Mandate Pictures', 1301: 'Columbia Pictures', 1302: 'Lakeshore Entertainment', 1303: 'Celestine Films LLC', 1304: 'River Road Entertainment', 1305: 'Walt Disney Pictures', 1306: 'Sidney Kimmel Entertainment', 1307: 'Legendary Pictures', 1308: 'The Zanuck Company', 1309: 'Killer Films', 1310: 'Destination Films', 1311: 'First Floor Features', 1312: 'Fox Searchlight Pictures', 1313: 'Neal Street Productions', 1314: 'Sony Pictures Classics', 1315: 'Walt Disney Television Animation', 1316: 'Walt Disney Pictures', 1317: 'Shree Ashtavinayak Cinevision Ltd', 1318: 'Impact Pictures', 1319: 'Universal Pictures', 1320: 'Lionsgate', 1321: 'Columbia Pictures', 1322: 'New Line Cinema', 1323: 'Fox Searchlight Pictures', 1324: 'Touchstone Pictures', 1325: 'Dune Entertainment', 1326: 'Ingenious Film Partners', 1327: 'Sony Pictures', 1328: 'Jerry Bruckheimer Films', 1329: 'Magnolia Pictures', 1330: 'StudioCanal', 1331: 'ContentFilm', 1332: 'Universal Pictures', 1333: 'Vidhu Vinod Chopra Productions', 1334: 'Fox 2000 Pictures', 1335: 'Alcon Entertainment', 1336: 'Walt Disney Pictures', 1337: 'Warner Bros.', 1338: 'Twentieth Century Fox Film Corporation', 1339: 'Imagine Entertainment', 1340: 'Bel Air Entertainment', 1341: 'Likely Story', 1342: '2929 Productions', 1343: 'Numb Gums Production Inc.', 1344: 'Columbia Pictures', 1345: 'Twentieth Century Fox Film Corporation', 1346: '40 Acres & A Mule Filmworks', 1347: 'Lakeshore Entertainment', 1348: 'Kojo Pictures', 1349: 'Sony Pictures Classics', 1350: 'Dark Castle Entertainment', 1351: 'Metro-Goldwyn-Mayer (MGM)', 1352: 'Fortress Features', 1353: 'Paramount Pictures', 1354: 'The Weinstein Company', 1355: 'The Weinstein Company', 1356: 'Pathé Renn Productions', 1357: 'Paramount Pictures', 1358: 'Universal Pictures', 1359: 'area japan', 1360: 'StudioCanal', 1361: 'Columbia Pictures', 1362: 'Mandate Pictures', 1363: 'Film Department, The', 1364: 'Lionsgate', 1365: 'Chris Brinker Productions', 1366: 'Universal Pictures', 1367: 'Media Rights Capital', 1368: 'Studio Babelsberg', 1369: 'Alcon Entertainment', 1370: 'Bold Films', 1371: 'Universal Pictures', 1372: 'Rainforest Films', 1373: 'Paramount Pictures', 1374: 'Walt Disney Pictures', 1375: 'Spyglass Entertainment', 1376: 'Lionsgate', 1377: 'Screen Gems', 1378: 'Universal Pictures', 1379: 'Dune Entertainment', 1380: 'Atlas Entertainment', 1381: 'United Artists', 1382: 'Fox Searchlight Pictures', 1383: 'Media Rights Capital', 1384: 'Legendary Pictures', 1385: 'Robert Simonds Productions', 1386: 'Summit Entertainment', 1387: 'Regency Enterprises', 1388: 'New Line Cinema', 1389: 'Atmo Media Network', 1390: 'Lionsgate', 1391: 'FilmEngine', 1392: 'Front Street Productions', 1393: 'Legendary Pictures', 1394: 'Dune Entertainment', 1395: 'Twentieth Century Fox Film Corporation', 1396: 'Dune Entertainment', 1397: 'Warner Bros.', 1398: 'Pathé Pictures International', 1399: 'Blumhouse Productions', 1400: 'Gaumont', 1401: 'The Independent Film Channel Productions', 1402: 'Ponty Up Pictures', 1403: 'Summit Entertainment', 1404: 'New Line Cinema', 1405: 'New Line Cinema', 1406: 'Dimension Films', 1407: 'Universal Pictures', 1408: 'New Line Cinema', 1409: 'Paramount Pictures', 1410: 'Columbia Pictures', 1411: 'BBC Films', 1412: 'BBC Films', 1413: 'Columbia Pictures', 1414: 'Destination Films', 1415: 'Lux Digital Pictures', 1416: 'Universal Studios', 1417: 'Walt Disney Pictures', 1418: 'Warner Bros. Pictures', 1419: 'Aramid Entertainment Fund', 1420: 'Grottofilms', 1421: 'Code Entertainment', 1422: 'Cube Vision', 1423: 'Universal Pictures', 1424: 'Fox Searchlight Pictures', 1425: 'Granada Film Productions', 1426: 'Universal Pictures', 1427: 'Dune Entertainment', 1428: 'Smokewood Entertainment Group', 1429: 'Peninsula Films', 1430: 'HanWay Films', 1431: 'Studio 37', 1432: 'Apipoulaï', 1433: 'Nu Image Films', 1434: 'Himenóptero', 1435: 'Wild Bunch', 1436: 'Tollin/Robbins Productions', 1437: 'Summit Entertainment', 1438: 'Main Street Movie Company', 1439: 'Immortal Thoughts', 1440: 'Walt Disney Pictures', 1441: 'Legendary Pictures', 1442: 'Double Feature Films', 1443: 'Columbia Pictures', 1444: 'Columbia Pictures', 1445: 'Millennium Films', 1446: 'This Is That Productions', 1447: 'Columbia Pictures', 1448: 'CBS Films', 1449: 'Olympus Pictures', 1450: 'River Road Entertainment', 1451: 'Lucky Monkey Pictures', 1452: 'Oscilloscope Laboratories', 1453: 'Focus Films', 1454: 'StudioCanal', 1455: 'Paramount Vantage', 1456: 'Ministry of Propaganda Films', 1457: 'Hollywood Pictures', 1458: 'Big Fan Productions', 1459: 'Penn Station Entertainment', 1460: 'BBC Films', 1461: 'Warner Bros. Pictures', 1462: 'Gospel of John Ltd.', 1463: 'Punch Productions', 1464: 'Pan Européenne Production', 1465: 'Paramount Classics', 1466: '19 Entertainment', 1467: 'Gato Negro Films', 1468: 'Universal Pictures', 1469: 'Paramount Pictures', 1470: 'Ingenious Film Partners', 1471: 'Universal Pictures', 1472: 'New Line Cinema', 1473: 'Davis-Films', 1474: 'Dune Entertainment', 1475: 'Great Scott Productions Pty. Ltd.', 1476: 'Twentieth Century Fox Film Corporation', 1477: 'DreamWorks SKG', 1478: 'Ingenious Film Partners', 1479: 'Walt Disney Pictures', 1480: 'Fox Searchlight Pictures', 1481: 'Fawzi Vision', 1482: 'BIM Distribuzione', 1483: 'Alliance Films', 1484: 'Parabolic Pictures', 1485: 'Escape Artists', 1486: 'DC Comics', 1487: 'Twentieth Century Fox Film Corporation', 1488: 'Twentieth Century Fox Film Corporation', 1489: 'Lions Gate Films', 1490: 'Summit Entertainment', 1491: 'Lions Gate Films', 1492: 'Impact Pictures', 1493: 'Krasnaya Strela', 1494: 'Morgan Creek Productions', 1495: 'Plum Pictures', 1496: 'Eon Productions', 1497: 'New Line Cinema', 1498: 'New Line Cinema', 1499: 'Twentieth Century Fox Film Corporation', 1500: 'Twentieth Century Fox Film Corporation', 1501: 'Ingenious Film Partners', 1502: 'Eon Productions', 1503: 'Smartest Man Productions', 1504: 'National Geographic Entertainment', 1505: 'Dark Horse Entertainment', 1506: 'Film4', 1507: 'Paramount Pictures', 1508: 'Columbia Pictures', 1509: 'Egg Pictures', 1510: 'Columbia Pictures', 1511: 'Screen Gems', 1512: 'New Line Cinema', 1513: 'Columbia Pictures', 1514: 'Katalyst Films', 1515: 'Tree Line Films', 1516: 'Relativity Media', 1517: 'Universal Pictures', 1518: 'Virgin Produced', 1519: 'Universal Pictures', 1520: 'DreamWorks Animation', 1521: 'New Line Cinema', 1522: 'CBS Films', 1523: 'Columbia Pictures', 1524: 'Oops Doughnuts Productions', 1525: 'Columbia Pictures', 1526: 'Universal Pictures', 1527: 'Screen Gems', 1528: 'Twentieth Century Fox Film Corporation', 1529: 'Paramount Pictures', 1530: 'Bad Robot', 1531: 'Strike Entertainment', 1532: 'River Road Entertainment', 1533: 'Columbia Pictures', 1534: 'Josephson Entertainment', 1535: 'Octagon Films', 1536: 'Instinctive Film', 1537: 'Isle of Man Film', 1538: 'RabbitBandini Productions', 1539: 'Columbia Pictures', 1540: 'Twentieth Century Fox Film Corporation', 1541: 'Twentieth Century Fox Film Corporation', 1542: 'Walt Disney Pictures', 1543: 'Paramount Pictures', 1544: 'Capitol Films', 1545: 'Anonymous Content', 1546: 'IFC Productions', 1547: 'DreamWorks SKG', 1548: 'Paramount Pictures', 1549: 'Walt Disney Pictures', 1550: 'Universal Pictures', 1551: 'DC Comics', 1552: 'Double Feature Films', 1553: 'Mandalay Vision', 1554: 'Werc Werk Works', 1555: 'Island Film Group', 1556: 'Fox Searchlight Pictures', 1557: 'Regency Enterprises', 1558: 'Original Film', 1559: 'Summit Entertainment', 1560: 'Mandate Pictures', 1561: 'Village Roadshow Pictures', 1562: 'Castle Rock Entertainment', 1563: 'Hammer Film Productions', 1564: 'Paramount Pictures', 1565: 'Dimension Films', 1566: 'Echo Lake Productions', 1567: 'NALA Films', 1568: 'Columbia Pictures', 1569: 'De Line Pictures', 1570: '10th Hole Productions', 1571: 'Katalyst Films', 1572: 'Legendary Pictures', 1573: 'Fox Searchlight Pictures', 1574: 'Hit the Ground Running Films', 1575: 'Bedford Falls Productions', 1576: 'Rogue Pictures', 1577: 'Tigers Den Studios', 1578: 'Columbia Pictures', 1579: 'Gary Sanchez Productions', 1580: 'Columbia Pictures', 1581: 'Bedford Falls Productions', 1582: 'Egoli Tossell Film AG', 1583: 'Lionsgate', 1584: 'Plum Pictures', 1585: 'The Weinstein Company', 1586: 'Overseas FilmGroup', 1587: 'Focus Features', 1588: 'Omnilab Media', 1589: 'Relativity Media', 1590: 'Vertigo Entertainment', 1591: 'Hyde Park Films', 1592: 'Chad Troutwine Films', 1593: 'Anchor Bay Films', 1594: 'Reiner / Greisman Productions', 1595: 'Tyler Perry Studios', 1596: 'Mandalay Pictures', 1597: 'Film4', 1598: 'logan films', 1599: 'Universal Pictures', 1600: 'Twentieth Century Fox Film Corporation', 1601: 'Stone Productions', 1602: 'Fox Searchlight Pictures', 1603: 'Spring Creek Productions', 1604: 'Matador Pictures', 1605: 'Fox Searchlight Pictures', 1606: 'Paramount Pictures', 1607: 'Imagine Entertainment', 1608: 'Amblin Entertainment', 1609: 'Porchlight Films', 1610: 'Miramax Films', 1611: 'Sony Pictures Classics', 1612: 'Fox Searchlight Pictures', 1613: 'Paramount Pictures', 1614: 'Universal Pictures', 1615: 'DRO Entertainment', 1616: 'Kingsize Entertainment', 1617: 'Paramount Pictures', 1618: 'De Line Pictures', 1619: 'Columbia Pictures', 1620: 'Nu Image Films', 1621: 'Oceana Media Finance', 1622: 'This Is That Productions', 1623: 'Legendary Pictures', 1624: 'The Weinstein Company', 1625: 'Maguire Entertainment', 1626: 'Paramount Pictures', 1627: 'An Olive Branch Productions', 1628: 'Mpower Pictures', 1629: 'The Mark Gordon Company', 1630: 'Canal+', 1631: 'North by Northwest Entertainment', 1632: 'Birdsong Pictures', 1633: 'Starz Animation', 1634: 'Blue Sky Studios', 1635: 'Miramax Films', 1636: 'Moody Street Pictures', 1637: 'Boram Entertainment Inc.', 1638: 'DreamWorks SKG', 1639: 'O2 Filmes', 1640: 'Hunting Lane Films', 1641: 'Serendipity Point Films', 1642: 'Gold/Miller Productions', 1643: 'Wild Bunch', 1644: 'Summit Entertainment', 1645: 'Tiny Ponies', 1646: 'Columbia Pictures', 1647: 'Twentieth Century Fox Film Corporation', 1648: 'Ingenious Media', 1649: 'Studio Babelsberg', 1650: 'New Line Cinema', 1651: 'Recorded Pictures Company', 1652: 'Miramax Films', 1653: 'Universal Pictures', 1654: 'The Harvey Boys', 1655: 'GK Films', 1656: 'New Line Cinema', 1657: 'Polish Film Institute', 1658: 'Rhombus Media', 1659: 'Warner Bros.', 1660: 'Walt Disney Pictures', 1661: 'France 2 Cinéma', 1662: 'Universal Pictures', 1663: 'Alliance Films', 1664: 'Current Entertainment', 1665: 'Alcon Entertainment', 1666: 'Legendary Pictures', 1667: 'Universal Pictures', 1668: 'Warner Bros.', 1669: 'DNA Films', 1670: 'WingNut Films', 1671: 'DreamWorks Animation', 1672: 'Toledo Productions', 1673: 'DreamWorks Animation', 1674: 'Universal Pictures', 1675: 'Legendary Pictures', 1676: 'Universal Pictures', 1677: 'Pariah Entertainment Group', 1678: 'Summit Entertainment', 1679: 'Walt Disney Pictures', 1680: 'Regency Enterprises', 1681: 'Ingenious Film Partners', 1682: 'Appian Way', 1683: 'Imagine Entertainment', 1684: 'Vertigo Entertainment', 1685: 'DreamWorks SKG', 1686: 'Ealing Studios', 1687: 'Surreel', 1688: 'Walt Disney Animation Studios', 1689: 'Lakeshore Entertainment', 1690: 'Bazelevs Production', 1691: 'Universal Pictures', 1692: 'Focus Features', 1693: 'Castle Rock Entertainment', 1694: 'Columbia Pictures', 1695: 'Midnight Sun Pictures', 1696: 'Summit Entertainment', 1697: 'Summit Entertainment', 1698: 'Warner Bros.', 1699: 'Relativity Media', 1700: 'Imagine Entertainment', 1701: 'Summit Entertainment', 1702: 'Benaroya Pictures', 1703: 'Lions Gate Films', 1704: 'Walt Disney Pictures', 1705: 'Miramax Films', 1706: 'Universal Pictures', 1707: 'New Line Cinema', 1708: 'Walt Disney Pictures', 1709: 'Film 4', 1710: 'Rogue Pictures', 1711: 'Glass Eye Pix', 1712: 'Sony Pictures Classics', 1713: 'Columbia Pictures', 1714: 'Impact Pictures', 1715: 'Marc Platt Productions', 1716: 'Lakeshore Entertainment', 1717: 'Digital Shadow Films', 1718: 'Digital Shadow Films', 1719: 'Company Films', 1720: 'Legendary Pictures', 1721: 'ARP Sélection', 1722: 'Lakeshore Entertainment', 1723: 'Paramount Pictures', 1724: 'Revolution Studios', 1725: 'Insurge Pictures', 1726: 'GraceWorks Pictures', 1727: 'Fox 2000 Pictures', 1728: 'Parts and Labor', 1729: 'Artists Public Domain', 1730: 'New Line Cinema', 1731: 'Summit Entertainment', 1732: 'Universal Pictures', 1733: 'Fox Searchlight Pictures', 1734: 'New Line Cinema', 1735: 'Ingenious Media', 1736: 'Dimension Films', 1737: 'Paramount Pictures', 1738: 'Mr. Tamborine Man', 1739: 'HighRoad Entertainment', 1740: 'Atlas Productions', 1741: 'HW Two', 1742: 'TriStar Pictures', 1743: 'Paramount Pictures', 1744: 'WingNut Films', 1745: 'Legendary Pictures', 1746: 'Walt Disney Pictures', 1747: 'DreamWorks SKG', 1748: 'Silver Pictures', 1749: 'Twentieth Century Fox Film Corporation', 1750: '3D Entertainment', 1751: 'Blue Sky Studios', 1752: 'Touchstone Pictures', 1753: 'Twentieth Century Fox Film Corporation', 1754: 'UK Film Council', 1755: 'Universal Pictures', 1756: 'Onyx Films', 1757: 'Glass Eye Pix', 1758: 'Lionsgate', 1759: 'Village Roadshow Pictures', 1760: 'Universal Pictures', 1761: 'Coatwolf Productions', 1762: 'IDG China Media', 1763: 'Universal Pictures', 1764: 'Gravier Productions', 1765: 'Solaris Film', 1766: 'UK Film Council', 1767: 'McCreary Entertainment', 1768: 'Universal Pictures', 1769: 'Dune Entertainment', 1770: 'Universal Pictures', 1771: 'Universal Pictures', 1772: 'Overbrook Films', 1773: 'Social Capital', 1774: 'Lions Gate Films', 1775: 'Endgame Entertainment', 1776: 'The Weinstein Company', 1777: 'Prana Animation Studios', 1778: 'Smokewood Entertainment', 1779: 'Paramount Pictures', 1780: 'Fox 2000 Pictures', 1781: 'Columbia Pictures', 1782: 'Wildwood Enterprises', 1783: 'Paramount Vantage', 1784: 'Filmula', 1785: 'Lionsgate', 1786: 'Contrafilm', 1787: 'Universal Pictures', 1788: 'Davis-Films', 1789: 'Ingenious Film Partners', 1790: 'Columbia Pictures', 1791: 'Rising Star', 1792: 'Walt Disney Pictures', 1793: 'Columbia Pictures', 1794: 'Walt Disney Pictures', 1795: 'Village Roadshow Pictures', 1796: 'Tim Burton Productions', 1797: 'Corrino Media Corporation', 1798: 'Relativity Media', 1799: 'TF1 Films Production', 1800: 'Alcon Entertainment', 1801: 'New Line Cinema', 1802: 'Regency Enterprises', 1803: 'Rising Star', 1804: 'BBC Films', 1805: 'Walt Disney Pictures', 1806: 'Columbia Pictures', 1807: 'Battleplan Productions', 1808: 'Village Roadshow Pictures', 1809: 'Paramount Pictures', 1810: 'Mid Atlantic Films', 1811: 'Columbia Pictures', 1812: 'Plan B Entertainment', 1813: 'Bold Films', 1814: 'Hydraulx', 1815: 'Gerber Pictures', 1816: 'Incentive Filmed Entertainment', 1817: 'Fox Searchlight Pictures', 1818: 'Hammer Film Productions', 1819: 'Columbia Pictures', 1820: 'Village Roadshow Pictures', 1821: 'Scott Free Productions', 1822: 'Rainforest Films', 1823: 'Twentieth Century Fox Film Corporation', 1824: 'UK Film Council', 1825: 'Rainmaker Entertainment', 1826: 'Larry Levinson Productions', 1827: 'Columbia Pictures', 1828: 'Marvel Studios', 1829: 'Ghoulardi Film Company', 1830: 'TriStar Pictures', 1831: 'Legendary Pictures', 1832: 'Cloud Eight Films', 1833: 'Walt Disney Pictures', 1834: 'CatchPlay', 1835: 'GK Films', 1836: 'Universal Pictures', 1837: 'Legendary Pictures', 1838: 'Bleiberg Entertainment', 1839: 'Dylan Sellers Productions', 1840: 'Nic Arts', 1841: 'Nic Arts', 1842: 'Serene Movie Makers', 1843: 'Cliffjack Motion Pictures', 1844: 'Dark Castle Entertainment', 1845: 'Lionsgate', 1846: 'Irish Film Board', 1847: 'Relativity Media', 1848: 'Nu Image Films', 1849: 'iDeal Partners Film Fund', 1850: 'The Weinstein Company', 1851: 'Twentieth Century Fox Film Corporation', 1852: 'Summit Entertainment', 1853: 'Universal Pictures', 1854: 'Dimension Films', 1855: 'Columbia Pictures', 1856: 'Davis-Films', 1857: 'UK Film Council', 1858: 'BBC Films', 1859: 'Columbia Pictures', 1860: 'Universal Pictures', 1861: 'Wild Bunch', 1862: 'Paramount Pictures', 1863: 'Universal Pictures', 1864: 'TriStar Pictures', 1865: 'Twentieth Century Fox Film Corporation', 1866: 'Paramount Pictures', 1867: 'Lawrence Bender Productions', 1868: 'Lucasfilm', 1869: 'New Line Cinema', 1870: 'Paramount Pictures', 1871: 'Spyglass Entertainment', 1872: 'Paramount Pictures', 1873: 'Nick Wechsler Productions', 1874: 'Dark Castle Entertainment', 1875: 'DreamWorks', 1876: 'Industry Entertainment', 1877: 'Voltage pictures', 1878: 'Universal Pictures', 1879: 'Chrysalis Films', 1880: 'Ingenious Media', 1881: 'Twentieth Century Fox Film Corporation', 1882: 'Participant Media', 1883: 'France 3 Cinéma', 1884: 'Rook Films', 1885: 'Endgame Entertainment', 1886: 'Scott Free Productions', 1887: 'Universal Pictures', 1888: 'Lightstream Pictures', 1889: 'First Generation Films', 1890: 'Summit Entertainment', 1891: 'Relativity Media', 1892: 'Paramount Pictures', 1893: 'BBC Films', 1894: 'HanWay Films', 1895: 'Nu Image Films', 1896: 'Twentieth Century Fox Film Corporation', 1897: 'Plan B Entertainment', 1898: '1492 Pictures', 1899: 'Marvel Studios', 1900: 'Village Roadshow Pictures', 1901: 'Room 101', 1902: 'Wessler Entertainment', 1903: 'Columbia Pictures', 1904: 'Paramount Pictures', 1905: 'Alcon Entertainment', 1906: 'Universal Pictures', 1907: 'Nu Image Films', 1908: 'Impact Pictures', 1909: 'Twentieth Century Fox Film Corporation', 1910: 'Village Roadshow Pictures', 1911: 'Emmett/Furla Films', 1912: 'Focus Features', 1913: 'France 2 Cinéma', 1914: 'Helios-Filmproduktion', 1915: 'Universal Pictures', 1916: 'Village Roadshow Pictures', 1917: 'Ghost House Pictures', 1918: 'Extension 765', 1919: 'Columbia Pictures', 1920: 'Summit Entertainment', 1921: 'BBC Films', 1922: 'DreamWorks Animation', 1923: 'BBC Worldwide', 1924: 'Gaumont', 1925: 'Universal Pictures', 1926: 'EM Media', 1927: 'Twentieth Century Fox Film Corporation', 1928: 'StudioCanal', 1929: 'FilmDistrict', 1930: 'Ingenious Film Partners', 1931: 'Summit Entertainment', 1932: 'Summit Entertainment', 1933: 'DreamWorks Animation', 1934: 'New Line Cinema', 1935: 'IM Global', 1936: 'New Line Cinema', 1937: 'BBC Films', 1938: 'DreamWorks Animation', 1939: 'Canal+', 1940: 'Gravier Productions', 1941: 'Lee Daniels Entertainment', 1942: 'A Bigger Boat', 1943: 'Alliance Films', 1944: 'Ixtlan', 1945: 'Indian Paintbrush', 1946: 'Paramount Pictures', 1947: 'Universal Studios', 1948: 'Anarchos Productions', 1949: 'Scott Rudin Productions', 1950: 'CBS Films', 1951: 'American Zoetrope', 1952: 'Senator Film Produktion', 1953: 'Gary Sanchez Productions', 1954: 'Journeyman Pictures', 1955: 'AdScott Pictures', 1956: 'Likely Story', 1957: 'Samuel Goldwyn Films', 1958: 'Duplass Brothers Productions', 1959: 'BBC Films', 1960: 'Super Crispy Entertainment', 1961: 'Ada Films', 1962: 'Summit Entertainment', 1963: 'IFC Films', 1964: 'Summit Entertainment', 1965: 'Rai Cinema', 1966: 'Fox Searchlight Pictures', 1967: 'StudioCanal', 1968: 'Paramount Pictures', 1969: 'Blueprint Pictures', 1970: 'The Weinstein Company', 1971: 'Paramount Pictures', 1972: 'One Race Productions', 1973: 'Columbia Pictures', 1974: 'Likely Story', 1975: 'Scott Free Productions', 1976: 'Paramount Pictures', 1977: 'Vertigo Entertainment', 1978: 'Millenium Films', 1979: 'Greenestreet Films', 1980: 'Ingenious Film Partners', 1981: 'Mandate Pictures', 1982: 'TriStar Pictures', 1983: 'Twentieth Century Fox Film Corporation', 1984: 'New Line Cinema', 1985: 'Imagine Entertainment', 1986: 'Apatow Productions', 1987: 'Buffalo Gal Pictures', 1988: 'National Film Board of Canada (NFB)', 1989: 'Paramount Pictures', 1990: 'Mistress Inc.', 1991: 'Elle Driver', 1992: 'Universal Pictures', 1993: 'Scott Free Productions', 1994: 'Summit Entertainment', 1995: 'Gordon Bijelonic / Datari Turner Films', 1996: 'Universal Pictures', 1997: 'Reality Entertainment', 1998: 'Revolution Films', 1999: 'Pathé Distribution', 2000: 'Columbia Pictures', 2001: 'Sidney Kimmel Entertainment', 2002: 'Scottish Screen', 2003: 'Arcade Pictures', 2004: 'StudioCanal', 2005: 'Columbia Pictures', 2006: 'Centerstage Productions', 2007: 'Quickfire Films', 2008: 'Regency Enterprises', 2009: 'DreamWorks SKG', 2010: 'Paramount Pictures', 2011: 'Marvel Studios', 2012: 'New Line Cinema', 2013: 'Lakeshore Entertainment', 2014: 'Marvel Studios', 2015: 'BBC Films', 2016: 'Paramount Pictures', 2017: 'Lionsgate', 2018: 'Columbia Pictures', 2019: 'Walt Disney Pictures', 2020: 'Irish Film Board', 2021: 'Marvel Studios', 2022: 'La Petite Reine', 2023: 'FilmNation Entertainment', 2024: 'Alliance Films', 2025: 'Walt Disney Pictures', 2026: 'Paramount Pictures', 2027: 'Open Road Films', 2028: 'Relativity Media', 2029: 'Summit Entertainment', 2030: 'Universal Pictures', 2031: 'Ingenious Media', 2032: 'Warner Bros.', 2033: 'Columbia Pictures', 2034: 'Screen Gems', 2035: 'Columbia Pictures', 2036: 'Di Bonaventura Pictures', 2037: 'Columbia Pictures', 2038: 'TriStar Pictures', 2039: 'Stuber Productions', 2040: 'Legendary Pictures', 2041: 'Paramount Pictures', 2042: 'Walt Disney Pictures', 2043: 'Columbia Pictures', 2044: 'Alcon Entertainment', 2045: 'Primate Pictures', 2046: 'Filmworks/FX', 2047: 'Gaumont', 2048: 'Rampart Films', 2049: 'Canal Plus', 2050: 'Temple Hill Productions', 2051: 'Rhino Films', 2052: 'Brownstone Productions', 2053: 'Bórd Scannán na hÉireann', 2054: 'Gaumont', 2055: 'Open Road Films', 2056: 'The Weinstein Company', 2057: 'Vertigo Films', 2058: 'Blue Sky Studios', 2059: 'Twentieth Century Fox Film Corporation', 2060: 'New Line Cinema', 2061: 'Columbia Pictures', 2062: 'Nu Image Films', 2063: 'Ecosse Films', 2064: 'Marvel Studios', 2065: 'SND', 2066: 'Ingenious Media', 2067: 'Fox Searchlight Pictures', 2068: 'Bedlam Productions', 2069: 'Medusa Film', 2070: 'BBC Films', 2071: 'Regency Enterprises', 2072: 'RabbitBandini Productions', 2073: 'Signature Pictures', 2074: 'WingNut Films', 2075: 'Pathe', 2076: 'Constantin Film Produktion', 2077: 'New Line Cinema', 2078: 'Toho Company', 2079: 'Image Entertainment', 2080: 'Walt Disney Pictures', 2081: 'Saturn Films', 2082: 'Lionsgate', 2083: 'Archer Street Productions', 2084: 'Twentieth Century Fox Film Corporation', 2085: 'Paramount Vantage', 2086: '3 Arts Entertainment', 2087: 'Paramount Vantage', 2088: 'Mr. Mudd Production', 2089: 'Schiwago Film', 2090: 'Lionsgate', 2091: 'Studio Babelsberg', 2092: 'Universal Pictures', 2093: 'Castle Rock Entertainment', 2094: 'Laura Ziskin Productions', 2095: 'Participant Media', 2096: 'Screen Gems', 2097: 'Paramount Pictures', 2098: 'ABS-CBN Film Productions', 2099: 'Front Street Productions', 2100: 'Universal Studios', 2101: 'Universal Studios', 2102: 'Ingenious Film Partners', 2103: 'DreamWorks SKG', 2104: 'Twentieth Century Fox Film Corporation', 2105: 'Will Packer Productions', 2106: 'Laurence Mark Productions', 2107: 'Paramount Pictures', 2108: 'Village Roadshow Pictures', 2109: 'Village Roadshow Pictures', 2110: 'Village Roadshow Pictures', 2111: 'Davis-Films', 2112: 'KODA Entertainment', 2113: 'New Line Cinema', 2114: 'New Line Cinema', 2115: 'Endgame Entertainment', 2116: 'Industry Entertainment', 2117: 'Apostle Productions', 2118: 'Twentieth Century Fox Film Corporation', 2119: 'Lucasfilm', 2120: 'Walt Disney Pictures', 2121: 'Open Road Films', 2122: 'Focus Features', 2123: 'Alliance Films', 2124: 'erbp', 2125: 'Buena Vista', 2126: 'Worldview Entertainment', 2127: 'StudioCanal', 2128: 'Dark Castle Entertainment', 2129: 'Alcon Entertainment', 2130: 'Double Feature Films', 2131: 'DreamWorks SKG', 2132: 'Paramount Pictures', 2133: 'Universal', 2134: 'Scott Free Productions', 2135: 'Fox Searchlight Pictures', 2136: 'Walt Disney Pictures', 2137: 'Walt Disney Pictures', 2138: 'Walt Disney Pictures', 2139: 'Trilogy Entertainment Group', 2140: 'Universal Studios', 2141: 'Kingsgate Films', 2142: 'Warner Bros.', 2143: 'Jean Doumanian Productions', 2144: 'Paco Cinematografica', 2145: 'Sudden Storm Productions', 2146: 'Columbia Pictures', 2147: 'Columbia Pictures', 2148: 'Fox Searchlight Pictures', 2149: 'Columbia Pictures', 2150: 'Fickle Fish Films', 2151: 'Aegis Film Fund', 2152: 'Paramount Pictures', 2153: 'Summit Entertainment', 2154: 'Alcon Entertainment', 2155: '3311 Productions', 2156: '21 Laps Entertainment', 2157: 'Lakeshore Entertainment', 2158: 'Intrepid Pictures', 2159: 'Le Pacte', 2160: 'Epithète Films', 2161: 'Porchlight Films', 2162: 'Worldview Entertainment', 2163: 'Senator Film Produktion', 2164: 'TriStar Pictures', 2165: 'Universal Pictures', 2166: 'Walt Disney Pictures', 2167: 'Kickstart Productions', 2168: 'Columbia Pictures', 2169: 'Perdido Productions', 2170: 'Why Not Productions', 2171: 'DreamWorks SKG', 2172: 'Appian Way', 2173: 'Twentieth Century Fox Film Corporation', 2174: 'Wildgaze Films', 2175: 'Bold Films', 2176: 'Universal Pictures', 2177: 'Universal Pictures', 2178: 'Columbia Pictures', 2179: 'Boll KG', 2180: 'ARD Degeto Film', 2181: 'Double Feature Films', 2182: 'Laika Entertainment', 2183: 'Ghoulardi Film Company', 2184: 'Worldview Entertainment', 2185: 'Blue Sky Studios', 2186: 'Triggerfish Animation', 2187: 'Impact Pictures', 2188: 'Handsomecharlie Films', 2189: 'Sneak Preview Productions', 2190: 'Fox Searchlight Pictures', 2191: 'Reel FX Creative Studios', 2192: 'Samuel Goldwyn', 2193: 'Media House Capital', 2194: 'Warner Bros.', 2195: 'Walt Disney Pictures', 2196: 'Paramount Pictures', 2197: 'Summit Entertainment', 2198: 'Twentieth Century Fox Film Corporation', 2199: 'Denver and Delilah Productions', 2200: 'Will Packer Productions', 2201: 'Paramount Pictures', 2202: 'Columbia Pictures', 2203: 'Lakeshore Entertainment', 2204: 'Millennium Films', 2205: 'Warner Bros.', 2206: 'Renegade Productions', 2207: 'Paramount Pictures', 2208: 'ABS-CBN Film Productions', 2209: 'Village Roadshow Pictures', 2210: 'Wild Bunch', 2211: 'Wonderland Sound and Vision', 2212: 'Distant Horizons', 2213: 'Bold Films', 2214: 'Sony Pictures Classics', 2215: 'Twentieth Century Fox Film Corporation', 2216: 'Hammer Film Productions', 2217: 'Exclusive Media Group', 2218: 'Universal Pictures', 2219: 'Twentieth Century Fox Film Corporation', 2220: 'Worldview Entertainment', 2221: 'Universal Pictures', 2222: 'Silver Pictures', 2223: 'Grindstone Entertainment Group', 2224: 'South Australian Film Corporation', 2225: 'Summit Entertainment', 2226: 'Legendary Pictures', 2227: 'Universal Pictures', 2228: 'Davis Entertainment', 2229: 'Millennium Films', 2230: 'StudioCanal', 2231: 'BBC Films', 2232: 'Summit Entertainment', 2233: 'Village Roadshow Pictures', 2234: 'Black Bear Pictures', 2235: 'Isle of Man Film', 2236: 'Imagine Entertainment', 2237: 'Screen Australia', 2238: 'Columbia Pictures', 2239: 'Twentieth Century Fox Film Corporation', 2240: 'Columbia Pictures', 2241: 'Paramount Pictures', 2242: 'DC Comics', 2243: 'Max Films Productions', 2244: 'Gotham Group', 2245: 'Playtone', 2246: 'Darko Entertainment', 2247: 'Warner Bros.', 2248: 'Anchor Bay Films', 2249: 'IM Global', 2250: 'Twentieth Century Fox Film Corporation', 2251: 'Lionsgate', 2252: 'Téléfilm Canada', 2253: 'Worldview Entertainment', 2254: 'Universal Pictures', 2255: 'Fastnet Films', 2256: 'Prescience', 2257: 'Broadway Video', 2258: 'Mockingbird Pictures', 2259: 'Universal Pictures', 2260: 'Focus Features', 2261: 'New Line Cinema', 2262: 'Stoney Lake Entertainment', 2263: 'Walt Disney Pictures', 2264: 'Walt Disney Pictures', 2265: 'Screen Gems, Inc.', 2266: 'Fox 2000 Pictures', 2267: 'Scott Rudin Productions', 2268: 'Columbia Pictures', 2269: 'Walt Disney Pictures', 2270: 'Treehouse Pictures', 2271: 'StudioCanal', 2272: 'Studio Canal', 2273: 'Escape Artists', 2274: 'New Line Cinema', 2275: 'Universal Pictures', 2276: 'The Weinstein Company', 2277: 'New Line Cinema', 2278: 'Legendary Pictures', 2279: 'Blumhouse Productions', 2280: 'Matador Pictures', 2281: 'Paramount Pictures', 2282: 'Alcon Entertainment', 2283: 'Blue Sky Studios', 2284: 'Twentieth Century Fox Film Corporation', 2285: 'Columbia Pictures', 2286: 'Twentieth Century Fox Film Corporation', 2287: 'Paramount Pictures', 2288: 'Amblin Entertainment', 2289: 'Fox 2000 Pictures', 2290: 'Twentieth Century Fox Film Corporation', 2291: 'Columbia Pictures', 2292: 'Fox Searchlight Pictures', 2293: 'Perdido Productions', 2294: 'Head Gear Films', 2295: 'Maipo Film- og TV Produksjon', 2296: 'Double Feature Films', 2297: 'Day Twenty- Eight Films', 2298: 'Wildwood Enterprises', 2299: 'Happy Madison Productions', 2300: 'Mandalay Pictures', 2301: 'Rainmaker Entertainment', 2302: 'Icon Entertainment International', 2303: 'Hearst Entertainment Productions', 2304: 'TriStar Pictures', 2305: 'Walt Disney Studios Motion Pictures', 2306: 'Endgame Entertainment', 2307: 'Universal Pictures', 2308: 'Twentieth Century Fox Film Corporation', 2309: 'The Weinstein Company', 2310: 'Relativity Media', 2311: 'Studio Babelsberg', 2312: 'Spring Creek Productions', 2313: 'Super Star Films', 2314: 'Universal Pictures', 2315: 'Participant Media', 2316: 'Universal Pictures', 2317: 'Grindstone Entertainment Group', 2318: 'Walt Disney Pictures', 2319: 'Vertigo Entertainment', 2320: 'Relativity Media', 2321: 'HanWay Films', 2322: 'Automatik Entertainment', 2323: 'South Australian Film Corporation', 2324: 'Universal Pictures', 2325: 'Bold Films', 2326: 'Summit Entertainment', 2327: 'Ghost House Pictures', 2328: 'Paramount Pictures', 2329: 'Lionsgate', 2330: 'Gotham Group', 2331: 'Paper Street Films', 2332: 'Abbolita Productions', 2333: 'Worldview Entertainment', 2334: 'Bold Films', 2335: 'Ruby Films', 2336: 'Warner Bros.', 2337: 'Worldview Entertainment', 2338: 'Summit Entertainment', 2339: 'The Combine', 2340: 'Phase 4 Films', 2341: 'Twentieth Century Fox Film Corporation', 2342: 'Pallas Film', 2343: 'Ingenious Media', 2344: 'New Line Cinema', 2345: 'Pure Flix Entertainment', 2346: 'Caviar Films', 2347: 'New Line Cinema', 2348: 'Arcadia Motion Pictures', 2349: 'SpectreVision', 2350: 'Scott Rudin Productions', 2351: 'TriStar Pictures', 2352: 'Castle Rock Entertainment', 2353: 'Treehouse Pictures', 2354: 'Universal Pictures', 2355: 'Shangri-La Entertainment', 2356: 'New Line Cinema', 2357: 'Fewlas Entertainment', 2358: 'Haut et Court', 2359: 'Universal Pictures', 2360: 'Canal+', 2361: 'Greenway Entertainment', 2362: 'Irish Dreamtime', 2363: 'Worldview Entertainment', 2364: 'Legendary Pictures', 2365: 'Kramer & Sigman Films', 2366: 'Hopscotch Features', 2367: 'Big Indie Pictures', 2368: 'Columbia Pictures', 2369: 'Metanoia Films', 2370: 'Studio Babelsberg', 2371: 'Gary Sanchez Productions', 2372: 'Waverly Films', 2373: 'Columbia Pictures', 2374: 'Universal Pictures', 2375: 'Columbia Pictures', 2376: 'Ci Wen Media', 2377: 'River Road Entertainment', 2378: 'Killer Films', 2379: 'Village Roadshow Pictures', 2380: 'Heyday films', 2381: 'New Line Cinema', 2382: 'New Line Cinema', 2383: 'Appian Way', 2384: 'Twentieth Century Fox Film Corporation', 2385: 'Infinitum Nihil', 2386: 'Lionsgate', 2387: 'Summit Entertainment', 2388: 'Summit Entertainment', 2389: 'Universum Film (UFA)', 2390: 'Téléfilm Canada', 2391: 'The Javelina Film Company', 2392: 'DNA Films', 2393: 'Warner Bros.', 2394: 'Téléfilm Canada', 2395: 'Little Stranger', 2396: 'StudioCanal', 2397: 'Universal Pictures', 2398: 'Warner Bros.', 2399: 'Working Title Films', 2400: 'Columbia Pictures', 2401: 'Millennium Films', 2402: 'Walt Disney Pictures', 2403: 'Fox Searchlight Pictures', 2404: 'New Line Cinema', 2405: 'Walt Disney Pictures', 2406: 'Northern Lights Films', 2407: 'Universal Pictures', 2408: 'DreamWorks Animation', 2409: 'Studio Babelsberg', 2410: 'Qwerty Films', 2411: 'Universal Pictures', 2412: 'Paramount Pictures', 2413: 'Hollywood Storm', 2414: 'Wonderland Sound and Vision', 2415: 'Sunswept Entertainment', 2416: 'Double Feature Films', 2417: 'Paramount Pictures', 2418: 'Lionsgate', 2419: 'Plan B Entertainment', 2420: 'Centropolis Entertainment', 2421: 'Paramount Pictures', 2422: 'Carpe Diem Films LLC', 2423: 'Fox 2000 Pictures', 2424: 'Summit Entertainment', 2425: 'Columbia Pictures', 2426: 'Columbia TriStar', 2427: 'Lionsgate', 2428: 'Working Title Films', 2429: 'New Line Cinema', 2430: 'Bazelevs Production', 2431: 'Walt Disney Pictures', 2432: 'Blue Sky Studios', 2433: 'Roadkill Cinema Productions', 2434: 'Davis-Films', 2435: 'Walt Disney Pictures', 2436: 'Paramount Pictures', 2437: 'Sony Pictures', 2438: 'Regency Enterprises', 2439: 'BBC Films', 2440: 'Fox International Productions', 2441: 'Sony Pictures', 2442: 'Imagenation Abu Dhabi FZ', 2443: 'Loka Motion Productions', 2444: 'Ingenious Media', 2445: 'Alliance Films', 2446: 'DreamWorks SKG', 2447: 'Participant Media', 2448: 'Walt Disney Pictures', 2449: 'Echo Films', 2450: 'Killer Films', 2451: 'Paramount Pictures', 2452: 'TriStar Pictures', 2453: 'Big Talk Productions', 2454: 'Twentieth Century Fox Film Corporation', 2455: 'Tiberius Film', 2456: 'Revelations Entertainment', 2457: 'Fox 2000 Pictures', 2458: 'Ingenious Media', 2459: 'Lionsgate', 2460: 'Universal Pictures', 2461: 'EuropaCorp', 2462: 'Vertigo Entertainment', 2463: 'Silver Pictures', 2464: 'Universal Pictures', 2465: 'Ingenious Media', 2466: 'Temple Hill Entertainment', 2467: 'Starburns Industries', 2468: 'Shangri-La Entertainment', 2469: 'Summit Entertainment', 2470: 'Lionsgate', 2471: 'Wild Bunch', 2472: 'Alcon Entertainment', 2473: 'Twentieth Century Fox Film Corporation', 2474: 'TriStar Pictures', 2475: 'Lakeshore Entertainment', 2476: 'Groundswell Productions', 2477: 'Gotham Group', 2478: 'Walt Disney Pictures', 2479: 'Annapurna Pictures', 2480: 'Double Feature Films', 2481: 'New Line Cinema', 2482: 'DreamWorks SKG', 2483: 'New Line Cinema', 2484: 'Sony Pictures', 2485: 'Blinder Films', 2486: 'Di Bonaventura Pictures', 2487: 'DC Comics', 2488: 'Bron Studios', 2489: 'Blumhouse Productions', 2490: 'Screen Australia', 2491: 'New Line Cinema', 2492: 'Columbia Pictures', 2493: 'Ghost House Pictures', 2494: 'Paramount Pictures', 2495: 'Walt Disney Pictures', 2496: 'Echo Lake Entertainment', 2497: 'Working Title Films', 2498: 'Bold Films', 2499: 'Magna Global Entertainment', 2500: 'Lionsgate', 2501: 'Endgame Entertainment', 2502: 'Universal Pictures', 2503: 'New Line Cinema', 2504: 'Zero Gravity Management', 2505: 'TriStar Pictures', 2506: 'BBC Films', 2507: 'Screen Gems', 2508: 'Double Feature Films', 2509: 'Pretty Pictures', 2510: 'Escape Artists', 2511: 'Duplass Brothers Productions', 2512: 'The Mark Gordon Company', 2513: 'Duplass Brothers Productions', 2514: 'Paramount Pictures', 2515: 'Ealing Studios', 2516: "Forest Whitaker's Significant Productions", 2517: 'Depth of Field', 2518: 'Onyx Films', 2519: 'Parts and Labor', 2520: 'Weinstein Company, The', 2521: 'Universal Pictures', 2522: 'New Line Cinema', 2523: 'Laika Entertainment', 2524: 'Summit Entertainment', 2525: 'Film Science', 2526: 'Participant Media', 2527: 'Plan B Entertainment', 2528: 'BBC Films', 2529: 'Twentieth Century Fox Film Corporation', 2530: 'Universal Pictures', 2531: 'Majestic Filmproduktion', 2532: 'Paramount Pictures', 2533: 'Principal Films', 2534: 'Studio Babelsberg', 2535: 'Red Crown Productions', 2536: 'Lakeshore Entertainment', 2537: 'Universal Pictures', 2538: 'Columbia Pictures', 2539: 'EuropaCorp', 2540: 'Provident Films', 2541: 'Universal Pictures', 2542: 'Universal Pictures', 2543: 'Forecast Pictures', 2544: 'The Kennedy/Marshall Company', 2545: 'Icon Productions', 2546: 'Universal Pictures', 2547: 'Bazelevs Production', 2548: 'Good Films', 2549: 'Universal Pictures', 2550: 'Lionsgate', 2551: 'Blumhouse Productions', 2552: 'BBC Films', 2553: 'Lava Bear Films', 2554: 'Scott Rudin Productions', 2555: 'Paramount Pictures', 2556: 'Canal+', 2557: 'Lucasfilm', 2558: 'Itaca Films', 2559: 'Fox 2000 Pictures', 2560: 'Warner Bros. Animation', 2561: 'Columbia Pictures', 2562: 'Younger Than You', 2563: 'Imagine Entertainment', 2564: 'Entertainment One', 2565: 'Paramount Pictures', 2566: 'Columbia Pictures', 2567: 'Living Films', 2568: 'Electric City Entertainment', 2569: 'Big Indie Pictures', 2570: 'The Weinstein Company', 2571: 'Columbia Pictures', 2572: 'Universal Pictures', 2573: 'Emmett/Furla Films', 2574: 'Killer Films', 2575: 'Sidney Kimmel Entertainment', 2576: 'Gravier Productions', 2577: 'Big Beach Films', 2578: 'TriStar Pictures', 2579: 'Universal Pictures', 2580: 'New Line Cinema', 2581: 'Annapurna Pictures', 2582: 'Paramount Pictures', 2583: 'Emmett/Furla Films', 2584: 'New Line Productions', 2585: 'New Line Cinema', 2586: 'Production Jung', 2587: 'Lakeshore Entertainment', 2588: 'DreamWorks', 2589: 'Universum Film (UFA)', 2590: 'Pathé', 2591: 'A24', 2592: 'Vertigo Entertainment', 2593: 'LD Entertainment', 2594: 'Open Road Films (II)', 2595: 'Open Road Films (II)', 2596: 'Twentieth Century Fox Film Corporation', 2597: 'Malpaso Productions', 2598: 'Industrial House Films', 2599: 'Cosmo-Films', 2600: 'Paramount Pictures', 2601: 'Amazon Studios', 2602: 'France 2 Cinéma', 2603: 'STX Entertainment', 2604: 'Gracie Films', 2605: 'Fox Searchlight Pictures', 2606: 'Plan B Entertainment', 2607: 'Twentieth Century-Fox', 2608: 'Fox 2000 Pictures', 2609: 'Universal Pictures', 2610: 'DC Comics', 2611: 'Paramount Pictures', 2612: 'Herrick Entertainment', 2613: 'CBS Films', 2614: 'Paramount Pictures', 2615: 'BBC Films', 2616: 'Prescience', 2617: 'Visible Pictures', 2618: 'ARY Films', 2619: 'DreamWorks', 2620: 'Believe the Film / Power of 3'}

In [7]:

    

companiesArray = np.ndarray(shape=(len(dataset), nb_companies), dtype=int)
for i in range(0, len(dataset)):
    #genreDict.setdefault(i, [])
    
    vector = np.zeros(nb_companies)
    
    #add vectors of 1's and 0's to obtain vector of genres
    vector += (companies_dic[i] == np.array(companies_list)).astype(int)
    
    #genreDict[i].append(vector)
    companiesArray[i] = vector


    

In [8]:

    

print(len(companiesArray[0]))
print(companiesArray.size)


    

    




701
1837321

In [9]:

    

Companies = pd.DataFrame(companiesArray, columns=companies_list)
Companies.head(10)


    

    
Out[9]:







  

    

      

      
Pixar Animation Studios
      
Fine Line Features
      
Walt Disney Pictures
      
Miramax Films
      
Universal Pictures
      
Revolution Films
      
Gracie Films
      
Anonymous Content
      
New Line Cinema
      
Imagine Entertainment
      
...
      
Open Road Films (II)
      
Industrial House Films
      
Cosmo-Films
      
Amazon Studios
      
STX Entertainment
      
Twentieth Century-Fox
      
Herrick Entertainment
      
Visible Pictures
      
ARY Films
      
Believe the Film / Power of 3
    
  
  

    

      
0
      
1
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
...
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
    
    

      
1
      
0
      
1
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
...
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
    
    

      
2
      
0
      
0
      
1
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
...
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
    
    

      
3
      
0
      
0
      
0
      
1
      
0
      
0
      
0
      
0
      
0
      
0
      
...
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
    
    

      
4
      
0
      
0
      
0
      
0
      
1
      
0
      
0
      
0
      
0
      
0
      
...
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
    
    

      
5
      
0
      
0
      
0
      
0
      
0
      
1
      
0
      
0
      
0
      
0
      
...
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
    
    

      
6
      
0
      
0
      
0
      
0
      
0
      
0
      
1
      
0
      
0
      
0
      
...
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
    
    

      
7
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
1
      
0
      
0
      
...
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
    
    

      
8
      
0
      
0
      
1
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
...
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
    
    

      
9
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
1
      
0
      
...
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
    
  

10 rows × 701 columns

In [10]:

    

W = np.dot(companiesArray,np.transpose(companiesArray))


    

In [11]:

    

np.fill_diagonal(W, 0)


    

In [12]:

    

plt.spy(W)


    

    
Out[12]:





<matplotlib.image.AxesImage at 0x11e2f9d68>






    

In [13]:

    

plt.hist(W[W > 0].reshape(-1), bins=50);


    

In [14]:

    

print('There are {} edges equal to zero '.format(np.sum(W == 0)/2))
print('There are {} edges equal to one '.format(np.sum(W == 1)/2))


    

    




There are 3377529.5 edges equal to zero 
There are 57291.0 edges equal to one 

In [15]:

    

plt.hist(W.reshape(-1), bins=50);


    

In [16]:

    

W = pd.DataFrame(W)
W.head()


    

    
Out[16]:







  

    

      

      
0
      
1
      
2
      
3
      
4
      
5
      
6
      
7
      
8
      
9
      
...
      
2611
      
2612
      
2613
      
2614
      
2615
      
2616
      
2617
      
2618
      
2619
      
2620
    
  
  

    

      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
...
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
    
    

      
1
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
...
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
    
    

      
2
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
1
      
0
      
...
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
    
    

      
3
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
...
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
    
    

      
4
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
...
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
      
0
    
  

5 rows × 2621 columns

In [17]:

    

W.to_csv('Saved_Datasets/NormalizedCompaniesW.csv', index=False)


    

In [18]:

    

#Apply nb movie per company to the dataset
mov_per_company_data = []
for i in range(0,len(dataset['production_companies'])):
    for j in range(0,len(diff_all_comp)):
        if dataset['production_companies'][i] == diff_all_comp[j]:
            mov_per_company_data.append(freqComp[j])


    

In [38]:

    

#print(mov_per_company_data)


    

In [20]:

    

#W = np.ndarray(shape=(10, 10), dtype=int)
W_diff = np.zeros(shape=(len(dataset), len(dataset)), dtype=int)
for i in range(0,len(dataset)):
    for j in range(i,len(dataset)):
        W_diff[i][j] = abs(mov_per_company_data[i]-mov_per_company_data[j])


    

In [21]:

    

plt.spy(W_diff)


    

    
Out[21]:





<matplotlib.image.AxesImage at 0x11ddf6e48>






    

In [22]:

    

bigger = W_diff.transpose() > W_diff
W_diff = W_diff - W_diff*bigger + W_diff.transpose()*bigger
np.fill_diagonal(W_diff, 0)


    

In [23]:

    

plt.spy(W_diff)


    

    
Out[23]:





<matplotlib.image.AxesImage at 0x11f75ec88>






    

In [24]:

    

print(W_diff)


    

    




[[ 0  2 85 ...,  1  4  1]
 [ 2  0 83 ...,  3  2  3]
 [85 83  0 ..., 86 81 86]
 ..., 
 [ 1  3 86 ...,  0  5  0]
 [ 4  2 81 ...,  5  0  5]
 [ 1  3 86 ...,  0  5  0]]

In [25]:

    

plt.hist(W_diff.reshape(-1),bins=50);


    

In [26]:

    

val_75 = np.percentile(W_diff,75)
print(val_75)


    

    




99.0

In [27]:

    

W_diff_norm = np.zeros(shape=(len(dataset), len(dataset)), dtype=float)
for i in range(0,len(dataset)):
    for j in range(i,len(dataset)):
        if W_diff[i][j] == 0:
            W_diff_norm[i][j] = 1
        elif W_diff[i][j] <= val_75:  
            W_diff_norm[i][j] = 1-(W_diff[i][j])/(val_75)
        else:
            W_diff_norm[i][j] = 0


    

In [28]:

    

bigger = W_diff_norm.transpose() > W_diff_norm
W_diff_norm = W_diff_norm - W_diff_norm*bigger + W_diff_norm.transpose()*bigger
np.fill_diagonal(W_diff_norm, 0)


    

In [29]:

    

plt.spy(W_diff_norm)


    

    
Out[29]:





<matplotlib.image.AxesImage at 0x11dd174e0>






    

In [30]:

    

DiffNormW = pd.DataFrame(W_diff_norm)
DiffNormW.head()


    

    
Out[30]:







  

    

      

      
0
      
1
      
2
      
3
      
4
      
5
      
6
      
7
      
8
      
9
      
...
      
2611
      
2612
      
2613
      
2614
      
2615
      
2616
      
2617
      
2618
      
2619
      
2620
    
  
  

    

      
0
      
0.000000
      
0.979798
      
0.141414
      
0.606061
      
0.000000
      
0.989899
      
0.989899
      
0.989899
      
0.141414
      
0.000000
      
...
      
0.000000
      
0.989899
      
0.979798
      
0.000000
      
0.777778
      
1.000000
      
0.989899
      
0.989899
      
0.959596
      
0.989899
    
    

      
1
      
0.979798
      
0.000000
      
0.161616
      
0.626263
      
0.000000
      
0.989899
      
0.989899
      
0.989899
      
0.161616
      
0.010101
      
...
      
0.000000
      
0.969697
      
1.000000
      
0.000000
      
0.797980
      
0.979798
      
0.969697
      
0.969697
      
0.979798
      
0.969697
    
    

      
2
      
0.141414
      
0.161616
      
0.000000
      
0.535354
      
0.242424
      
0.151515
      
0.151515
      
0.151515
      
1.000000
      
0.848485
      
...
      
0.404040
      
0.131313
      
0.161616
      
0.404040
      
0.363636
      
0.141414
      
0.131313
      
0.131313
      
0.181818
      
0.131313
    
    

      
3
      
0.606061
      
0.626263
      
0.535354
      
0.000000
      
0.000000
      
0.616162
      
0.616162
      
0.616162
      
0.535354
      
0.383838
      
...
      
0.000000
      
0.595960
      
0.626263
      
0.000000
      
0.828283
      
0.606061
      
0.595960
      
0.595960
      
0.646465
      
0.595960
    
    

      
4
      
0.000000
      
0.000000
      
0.242424
      
0.000000
      
0.000000
      
0.000000
      
0.000000
      
0.000000
      
0.242424
      
0.393939
      
...
      
0.838384
      
0.000000
      
0.000000
      
0.838384
      
0.000000
      
0.000000
      
0.000000
      
0.000000
      
0.000000
      
0.000000
    
  

5 rows × 2621 columns

In [31]:

    

DiffNormW.to_csv('Saved_Datasets/DiffNormCompW.csv', index=False)


    

In [32]:

    

plt.hist(W_diff_norm.reshape(-1),bins=50);


    

In [33]:

    

G = graphs.Graph(W_diff_norm)
G.compute_laplacian('normalized')


    

In [34]:

    

G.compute_fourier_basis(recompute=True)
plt.plot(G.e[0:10]);


    

In [35]:

    

labels = preprocessing.LabelEncoder().fit_transform(dataset['success'])
G.set_coordinates(G.U[:,1:3])


    

In [36]:

    

G.plot_signal(labels, vertex_size=20)


    

In [47]:

    

NEIGHBORS = 400

#sort the order of the weights
sort_order = np.argsort(W_diff_norm, axis = 1)

#declaration of a sorted weight matrix
sorted_weights = np.zeros((len(W_diff_norm), len(W_diff_norm)))

for i in range (0, len(W_diff_norm)):  
    for j in range(0, len(W_diff_norm)):
        if (j >= len(W_diff_norm) - NEIGHBORS):
            #copy the k strongest edges for each node
            sorted_weights[i, sort_order[i,j]] = W_diff_norm[i,sort_order[i,j]]
        else:
            #set the other edges to zero
            sorted_weights[i, sort_order[i,j]] = 0

#ensure the matrix is symmetric
bigger = sorted_weights.transpose() > sorted_weights
sorted_weights = sorted_weights - sorted_weights*bigger + sorted_weights.transpose()*bigger


    

In [48]:

    

plt.spy(sorted_weights)


    

    
Out[48]:





<matplotlib.image.AxesImage at 0x11a04d7b8>






    

In [49]:

    

plt.hist(sorted_weights.reshape(-1),bins=50);


    

In [50]:

    

G = graphs.Graph(sorted_weights)
G.compute_laplacian('normalized')
G.compute_fourier_basis(recompute=True)
plt.plot(G.e[0:10]);


    

In [51]:

    

labels = preprocessing.LabelEncoder().fit_transform(dataset['success'])
G.set_coordinates(G.U[:,1:3])
G.plot_signal(labels, vertex_size=20)


    

In [ ]:

    




    

In [ ]: