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
import itertools
from pygsp import graphs, filters, plotting
In [2]:
dataset = pd.read_csv('Saved_Datasets/NewFeaturesDataset.csv')
In [3]:
dataset.iloc[0:73]
#print(dataset['id']==388)
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
17.20
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
29.60
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
13.00
63
2.639
4
3
24
30000000
Action|Crime
266697
An assassin is shot at the altar by her ruthle...
Miramax Films
2003-10-10
180949000
Kill Bill: Vol. 1
Quentin Tarantino
['Uma Thurman', 'Lucy Liu', 'Vivica A. Fox', '...
[140, 589, 2535, 139, 141]
[12, 26, 15, 17, 39]
109
21.80
69
2.639
4
4
25
72000000
Drama|War
418763
Jarhead is a film about a US Marine Anthony Sw...
Universal Pictures
2005-04-11
96889998
Jarhead
Sam Mendes
['Jamie Foxx', 'Scott MacDonald', 'Lucas Black...
[133, 134, 1350483, 155]
[11, 14, 0, 12]
37
9.25
58
0.346
2
5
27
1000000
Drama|Music|Romance
411705
Matt, a young glaciologist, soars across the v...
Revolution Films
2004-07-16
1574623
9 Songs
Michael Winterbottom
['Kieran OBrien', 'Margo Stilley', 'Courtney T...
[1357012, 177, 1759261, 1087657]
[1, 1, 1, 18, 15]
36
7.20
43
0.575
2
6
35
75000000
Animation|Comedy|Family
462538
After Homer accidentally pollutes the town's w...
Gracie Films
2007-07-25
527068851
The Simpsons Movie
David Silverman
['Dan Castellaneta', 'Julie Kavner', 'Nancy Ca...
[199, 5587, 5586, 198, 200]
[33, 18, 23, 22, 27]
123
24.60
80
2.639
4
7
38
20000000
Science Fiction|Drama|Romance
338013
Joel Barish, heartbroken that his girlfriend u...
Anonymous Content
2004-03-19
72258126
Eternal Sunshine of the Spotless Mind
Michel Gondry
['Jim Carrey', 'Kate Winslet', 'Kirsten Dunst'...
[103, 206, 205, 109, 204]
[11, 24, 16, 16, 11]
78
15.60
89
2.613
3
8
58
200000000
Adventure|Fantasy|Action
383574
Captain Jack Sparrow works his way out of a bl...
Walt Disney Pictures
2006-06-20
1065659812
Pirates of the Caribbean: Dead Man's Chest
Gore Verbinski
['Johnny Depp', 'Orlando Bloom', 'Keira Knight...
[116, 114, 1640, 85, 2440]
[12, 10, 35, 23, 27]
107
21.40
53
2.639
4
9
59
32000000
Drama|Thriller|Crime
399146
An average family is thrust into the spotlight...
New Line Cinema
2005-09-23
60740827
A History of Violence
David Cronenberg
['Viggo Mortensen', 'Maria Bello', 'Heidi Haye...
[110, 225, 49, 226, 227]
[21, 9, 8, 1, 28]
67
13.40
81
0.898
2
10
65
41000000
Drama
298203
The setting is Detroit in 1995. The city is di...
Imagine Entertainment
2002-08-11
215000000
8 Mile
Curtis Hanson
['Eminem', 'Mekhi Phifer', 'Brittany Murphy', ...
[326, 325, 335, 328, 327]
[25, 4, 11, 10, 8]
58
11.60
77
2.639
4
11
69
28000000
Drama|Music|Romance
358273
A chronicle of country music legend Johnny Cas...
Tree Line Films
2005-09-13
186438883
Walk the Line
James Mangold
['Joaquin Phoenix', 'Reese Witherspoon', 'Ginn...
[73421, 418, 368, 419, 417]
[22, 20, 15, 1, 4]
62
12.40
72
2.639
4
12
70
30000000
Drama
405159
Despondent over a painful estrangement from hi...
Lakeshore Entertainment
2004-12-15
216763646
Million Dollar Baby
Clint Eastwood
['Clint Eastwood', 'Hilary Swank', 'Morgan Fre...
[448, 190, 192, 449, 450]
[13, 50, 32, 6, 1]
102
20.40
86
2.639
4
13
71
5000000
Drama|Comedy|Music
249462
Set against the background of the 1984 Miner's...
BBC Films
2000-05-18
110000000
Billy Elliot
Stephen Daldry
['Jamie Bell', 'Julie Walters', 'Jean Heywood'...
[478, 477, 479, 480, 481]
[1, 23, 1, 8, 28]
61
12.20
74
2.639
4
14
74
132000000
Adventure|Thriller|Science Fiction
407304
Ray Ferrier is a divorced dockworker and less-...
Paramount Pictures
2005-06-23
591739379
War of the Worlds
Steven Spielberg
['Tom Cruise', 'Dakota Fanning', 'Miranda Otto...
[503, 502, 501, 500, 504]
[2, 20, 5, 25, 23]
75
15.00
73
2.639
4
15
77
9000000
Mystery|Thriller
209144
Suffering short-term memory loss after a head ...
Summit Entertainment
2000-11-10
39723096
Memento
Christopher Nolan
['Guy Pearce', 'Carrie-Anne Moss', 'Joe Pantol...
[529, 532, 530, 537, 534]
[11, 22, 7, 25, 20]
85
17.00
80
2.639
4
16
80
2700000
Drama|Romance
381681
Nine years ago two strangers met by chance and...
Castle Rock Entertainment
2004-10-02
15992615
Before Sunset
Richard Linklater
['Ethan Hawke', 'Julie Delpy', 'Vernon Dobtche...
[649, 569, 651, 1146]
[40, 20, 3, 21]
84
21.00
90
2.639
4
17
82
135000000
Action|Adventure|Crime|Thriller
430357
Miami Vice is a feature film based on the 1980...
Universal Pictures
2006-07-27
163794509
Miami Vice
Michael Mann
['Jamie Foxx', 'Colin Farrell', 'Gong Li', 'Lu...
[16867, 2038, 134, 643, 72466]
[9, 5, 15, 19, 12]
60
12.00
65
0.213
2
18
83
130000
Drama|Thriller
374102
Two divers are left out at sea without a boat....
Plunge Pictures LLC
2004-06-08
54667954
Open Water
Chris Kentis
['Blanchard Ryan', 'Daniel Travis', 'Saul Stei...
[1420204, 644, 1187, 590483, 646]
[1, 7, 20, 1, 1]
30
6.00
0
2.639
4
19
98
103000000
Action|Drama|Adventure
172495
In the year 180, the death of emperor Marcus A...
DreamWorks SKG
2000-01-05
457640427
Gladiator
Ridley Scott
['Russell Crowe', 'Joaquin Phoenix', 'Connie N...
[73421, 935, 934, 194, 936]
[17, 17, 11, 42, 41]
128
25.60
67
2.639
4
20
107
10000000
Thriller|Crime
208092
The second film from British director Guy Ritc...
Columbia Pictures Corporation
2000-01-09
83557872
Snatch
Guy Ritchie
['Jason Statham', 'Brad Pitt', 'Vinnie Jones',...
[287, 1121, 976, 980, 1117]
[14, 13, 3, 11, 20]
61
12.20
45
2.639
4
21
116
15000000
Drama|Thriller|Crime|Romance
416320
Match Point is Woody Allen’s satire of the Bri...
DreamWorks
2005-10-26
85306374
Match Point
Woody Allen
['Jonathan Rhys Meyers', 'Scarlett Johansson',...
[1244, 1249, 1246, 1245, 1248]
[10, 29, 11, 12, 38]
100
20.00
72
2.639
4
22
118
150000000
Adventure|Comedy|Family|Fantasy
367594
A young boy wins a tour through the most magni...
Village Roadshow Pictures
2005-07-13
474968763
Charlie and the Chocolate Factory
Tim Burton
['Johnny Depp', 'Freddie Highmore', 'David Kel...
[1286, 1285, 1282, 85, 1281]
[1, 2, 42, 22, 5]
72
14.40
72
2.166
3
23
120
93000000
Adventure|Fantasy|Action
120737
Young hobbit Frodo Baggins, after inheriting a...
WingNut Films
2001-12-18
871368364
The Lord of the Rings: The Fellowship of the Ring
Peter Jackson
['Elijah Wood', 'Ian McKellen', 'Cate Blanchet...
[48, 114, 1327, 112, 109]
[17, 5, 33, 8, 13]
76
15.20
92
2.639
4
24
121
79000000
Adventure|Fantasy|Action
167261
Frodo and Sam are trekking to Mordor to destro...
WingNut Films
2002-12-18
926287400
The Lord of the Rings: The Two Towers
Peter Jackson
['Elijah Wood', 'Ian McKellen', 'Viggo Mortens...
[110, 114, 1327, 109, 882]
[18, 6, 34, 14, 9]
81
16.20
87
2.639
4
25
122
94000000
Adventure|Fantasy|Action
167260
Aragorn is revealed as the heir to the ancient...
WingNut Films
2003-01-12
1118888979
The Lord of the Rings: The Return of the King
Peter Jackson
['Elijah Wood', 'Ian McKellen', 'Viggo Mortens...
[110, 114, 1327, 109, 882]
[19, 7, 35, 15, 10]
86
17.20
94
2.639
4
26
134
26000000
Action|Adventure|Comedy
190590
In the deep south during the 1930s, three esca...
Universal Pictures
2000-08-30
71000000
O Brother, Where Art Thou?
Joel Coen
['George Clooney', 'John Turturro', 'Tim Blake...
[1462, 1230, 18686, 1241, 1461]
[9, 21, 20, 21, 18]
89
17.80
69
1.731
3
27
141
6000000
Fantasy|Drama|Mystery
246578
After narrowly escaping a bizarre accident, a ...
Pandora Cinema
2001-01-18
1270522
Donnie Darko
Richard Kelly
['Jake Gyllenhaal', 'Jena Malone', 'Patrick Sw...
[131, 69597, 20089, 723, 1579]
[11, 22, 6, 23, 9]
71
14.20
71
-0.788
1
28
142
14000000
Drama|Romance
388795
Brokeback Mountain is an Ang Lee film about tw...
River Road Entertainment
2005-02-09
178043761
Brokeback Mountain
Ang Lee
['Heath Ledger', 'Jake Gyllenhaal', 'Randy Qua...
[131, 1810, 1812, 1813, 1811]
[15, 9, 12, 5, 35]
76
15.20
87
2.639
4
29
153
4000000
Drama
335266
Two lost souls visiting Tokyo -- the young, ne...
American Zoetrope
2003-08-31
119723856
Lost in Translation
Sofia Coppola
['Bill Murray', 'Scarlett Johansson', 'Anna Fa...
[1771, 1770, 1532, 1772, 1245]
[16, 1, 28, 8, 10]
63
12.60
89
2.639
4
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
43
205
17500000
Drama|History|War
395169
Inspired by true events, this film takes place...
Lions Gate Films
2004-11-09
38000000
Hotel Rwanda
Terry George
['Don Cheadle', 'Sophie Okonedo', 'Nick Nolte'...
[2598, 1733, 2607, 73421, 1896]
[14, 32, 11, 21, 20]
98
19.60
79
1.171
3
44
214
10000000
Horror|Thriller|Crime
489270
Jigsaw has disappeared. Along with his new app...
Lions Gate Films
2006-10-27
163876815
Saw III
Darren Lynn Bousman
['Tobin Bell', 'Shawnee Smith', 'Angus Macfady...
[2677, 2138, 2464, 2144, 2133]
[3, 22, 15, 26, 12]
78
15.60
48
2.639
4
45
215
4000000
Horror
432348
When a new murder victim is discovered with al...
Lions Gate Films
2005-10-28
152925093
Saw II
Darren Lynn Bousman
['Tobin Bell', 'Shawnee Smith', 'Donnie Wahlbe...
[2682, 2138, 2680, 2683, 2144]
[4, 21, 10, 18, 25]
78
15.60
48
2.639
4
46
217
185000000
Adventure|Action
367882
Set during the Cold War, the Soviets – led by ...
Lucasfilm
2008-05-21
786636033
Indiana Jones and the Kingdom of the Crystal S...
Steven Spielberg
['Harrison Ford', 'Cate Blanchett', 'Shia LaBe...
[650, 112, 5538, 3, 10959]
[31, 15, 33, 43, 11]
133
26.60
65
2.639
4
47
231
50000000
Drama|Thriller
365737
The Middle Eastern oil industry is the backdro...
Section Eight
2005-11-23
94000000
Syriana
Stephen Gaghan
['George Clooney', 'Matt Damon', 'Jeffrey Wrig...
[2954, 2955, 2956, 1892, 1461]
[16, 19, 11, 18, 23]
87
17.40
76
0.880
2
48
237
6400000
Drama|Thriller|Crime|Romance
289635
A young drifter working on a river barge disru...
Recorded Picture Company (RPC)
2003-09-26
2500000
Young Adam
David Mackenzie
['Ewan McGregor', 'Tilda Swinton', 'Peter Mull...
[3061, 3063, 3065, 1246, 3064]
[11, 18, 1, 9, 16]
55
11.00
67
-0.609
1
49
243
30000000
Comedy|Drama|Romance|Music
146882
When record store owner Rob Gordon gets dumped...
Buena Vista
2000-03-17
47126295
High Fidelity
Stephen Frears
['John Cusack', 'Iben Hjejle', 'Todd Louiso', ...
[70851, 1562, 3230, 3036, 3232]
[9, 5, 9, 18, 18]
59
11.80
79
0.571
2
50
245
27000000
Drama|Comedy|Romance
276751
Will Freeman is a hip Londoner who one day rea...
Universal Pictures
2002-04-26
129000000
About a Boy
Chris Weitz
['Hugh Grant', 'Nicholas Hoult', 'Toni Collett...
[3051, 3291, 3293, 3292, 3294]
[11, 21, 10, 7, 6]
55
11.00
75
2.639
4
51
254
207000000
Adventure|Drama|Action
360717
In 1933 New York, an overly ambitious movie pr...
WingNut Films
2005-12-14
550000000
King Kong
Peter Jackson
['Naomi Watts', 'Jack Black', 'Adrien Brody', ...
[70851, 3491, 3492, 3489, 3490]
[14, 21, 10, 20, 18]
83
16.60
81
1.657
3
52
257
50000000
Crime|Drama|Family
380599
Oliver Twist the modern filmed version of Char...
R.P. Productions
2005-09-23
42093706
Oliver Twist
Roman Polanski
['Barney Clark', 'Ben Kingsley', 'Jamie Forema...
[2282, 3542, 3544, 3543, 3545]
[33, 1, 3, 18, 38]
93
18.60
65
-0.158
2
53
272
150000000
Action|Crime|Drama
372784
Driven by tragedy, billionaire Bruce Wayne ded...
DC Comics
2005-10-06
374218673
Batman Begins
Christopher Nolan
['Christian Bale', 'Michael Caine', 'Liam Nees...
[64, 3895, 3897, 3894, 3896]
[24, 50, 9, 20, 28]
131
26.20
70
1.495
3
54
277
22000000
Fantasy|Action|Thriller
320691
Vampires and werewolves have waged a nocturnal...
Lakeshore Entertainment
2003-09-19
95708457
Underworld
Len Wiseman
['Kate Beckinsale', 'Scott Speedman', 'Michael...
[3968, 3969, 100, 3967, 2440]
[11, 1, 9, 13, 24]
58
11.60
23
2.639
4
55
285
300000000
Adventure|Fantasy|Action
449088
Captain Barbossa, long believed to be dead, ha...
Walt Disney Pictures
2007-05-19
961000000
Pirates of the Caribbean: At World's End
Gore Verbinski
['Johnny Depp', 'Orlando Bloom', 'Keira Knight...
[116, 114, 1640, 85, 2440]
[13, 11, 36, 24, 28]
112
22.40
50
2.203
3
56
292
3000000
Comedy|Documentary|Music
425598
The American comedian/actor delivers a story a...
Yari Film Group
2005-12-09
11718595
Dave Chappelle's Block Party
Michel Gondry
['Dave Chappelle', 'Erykah Badu', 'Common', 'Y...
[4169, 4237, 4238, 4239, 1403022]
[13, 8, 4, 18, 18]
61
12.20
84
2.639
4
57
296
200000000
Action|Thriller|Science Fiction
181852
It's been 10 years since John Connor saved Ear...
Columbia Pictures
2003-02-07
435000000
Terminator 3: Rise of the Machines
Jonathan Mostow
['Arnold Schwarzenegger', 'Nick Stahl', 'Clair...
[7219, 1100, 6194, 7218, 6408]
[20, 35, 10, 6, 13]
84
16.80
66
1.175
3
58
298
85000000
Crime|Thriller
496806
Danny Ocean's team of criminals are back and a...
Village Roadshow Pictures
2007-07-06
311312624
Ocean's Thirteen
Steven Soderbergh
['George Clooney', 'Brad Pitt', 'Matt Damon', ...
[287, 1158, 1892, 1897, 1461]
[21, 39, 20, 15, 25]
120
24.00
62
2.639
4
59
302
7800000
Thriller|Crime
324133
In the middle of this amusing thriller is a re...
France 2 Cinéma
2003-05-18
22441323
Swimming Pool
François Ozon
['Charlotte Rampling', 'Ludivine Sagnier', 'Ch...
[4390, 44079, 4391, 4392, 4393]
[15, 40, 24, 1, 21]
101
20.20
70
1.877
3
60
308
10000000
Comedy|Drama|Mystery|Romance
412019
As the devoutly single Don Johnston is dumped ...
Bac Films
2005-05-17
45742101
Broken Flowers
Jim Jarmusch
['Bill Murray', 'Julie Delpy', 'Sharon Stone',...
[3063, 1146, 1532, 4430, 4431]
[20, 22, 30, 26, 30]
128
25.60
79
2.639
4
61
310
80000000
Fantasy|Comedy
315327
Bruce Nolan toils as a "human interest" televi...
Universal Pictures
2003-05-23
484572835
Bruce Almighty
Tom Shadyac
['Jim Carrey', 'Jennifer Aniston', 'Philip Bak...
[4494, 206, 4491, 4492, 4493]
[8, 23, 14, 34, 10]
89
17.80
46
2.639
4
62
313
12000000
Romance|Drama
448124
A drama focused on the friendship between a hi...
Revolution Films
2006-09-02
1381665
Snow Cake
Marc Evans
['Alan Rickman', 'Sigourney Weaver', 'Carrie-A...
[4566, 10205, 530, 4570, 4572]
[29, 30, 13, 10, 10]
92
18.40
54
-0.885
1
63
314
100000000
Action|Crime
327554
Liquidated after discovering a corporate consp...
Village Roadshow Pictures
2004-07-22
82102379
Catwoman
Pitof
['Halle Berry', 'Benjamin Bratt', 'Sharon Ston...
[4587, 4432, 4430, 2192, 4589]
[14, 27, 25, 23, 16]
105
21.00
27
-0.179
2
64
320
46000000
Crime|Mystery|Thriller
278504
Two Los Angeles homicide detectives are dispat...
Section Eight
2002-05-24
113714830
Insomnia
Christopher Nolan
['Al Pacino', 'Robin Williams', 'Hilary Swank'...
[16307, 448, 2157, 42993, 1158]
[16, 11, 26, 17, 34]
104
20.80
78
1.472
3
65
321
4361898
Comedy|Romance
330602
A sweet comic film about an Italian man who co...
icon
2003-06-06
3031801
Mambo Italiano
Émile Gaudreault
['Luke Kirby', 'Ginette Reno', 'Paul Sorvino',...
[7005, 7003, 7002, 1423644, 7004]
[18, 12, 4, 0, 39]
73
14.60
41
-0.305
1
66
322
25000000
Thriller|Crime|Drama|Mystery
327056
A story about friendship and loyalty, guilt an...
Village Roadshow Pictures
2003-07-10
156822020
Mystic River
Clint Eastwood
['Sean Penn', 'Tim Robbins', 'Kevin Bacon', 'L...
[4726, 4724, 2975, 504, 2228]
[25, 26, 29, 21, 23]
124
24.80
84
2.639
4
67
326
33000000
Action|Crime|Horror|Thriller
417148
America is on the search for the murderer Eddi...
New Line Cinema
2006-06-08
62022014
Snakes on a Plane
David R. Ellis
['Samuel L. Jackson', 'Julianna Margulies', 'K...
[52478, 60005, 2231, 25654, 77330]
[14, 5, 35, 16, 13]
83
16.60
58
0.879
2
68
331
93000000
Adventure|Action|Thriller|Science Fiction
163025
In need of funds for research, Dr. Alan Grant ...
Universal Studios
2001-07-18
368780809
Jurassic Park III
Joe Johnston
['Sam Neill', 'William H. Macy', 'Téa Leoni', ...
[4939, 4941, 4940, 3905, 4783]
[11, 6, 4, 24, 25]
70
14.00
42
2.639
4
69
340
7000000
Comedy|Drama
404030
A film based on the semi-autobiographical nove...
Stillking Films
2005-09-16
2697930
Everything is Illuminated
Liev Schreiber
['Elijah Wood', 'Eugene Hutz', 'Boris Leskin',...
[4846, 4853, 4858, 109, 4852]
[2, 1, 1, 17, 38]
59
11.80
58
-0.615
1
70
350
35000000
Comedy|Drama|Romance
458352
The Devil Wears Prada is about a young journal...
Twentieth Century Fox Film Corporation
2006-06-30
326551094
The Devil Wears Prada
David Frankel
['Meryl Streep', 'Anne Hathaway', 'Emily Blunt...
[2283, 5064, 1284159, 1813, 5081]
[20, 32, 10, 6, 4]
72
14.40
62
2.639
4
71
388
45000000
Crime|Drama|Thriller
454848
Bank robber Dalton Russell enters a Manhattan ...
Imagine Entertainment
2006-03-23
184376254
Inside Man
Spike Lee
['Denzel Washington', 'Clive Owen', 'Jodie Fos...
[290, 5293, 1038, 2296, 5292]
[49, 27, 37, 19, 30]
162
32.40
76
2.639
4
72
392
25000000
Comedy|Drama|Romance
241303
A fable of emotional liberation and chocolate....
Miramax Films
2000-12-14
152500343
Chocolat
Lasse Hallström
['Juliette Binoche', 'Alfred Molina', 'Johnny ...
[658, 5320, 5309, 1137, 85]
[20, 50, 41, 18, 17]
146
29.20
72
2.639
4
73 rows × 18 columns
In [15]:
Actors = pd.read_csv('Saved_Datasets/Actorsv4Dataset.csv')
In [7]:
#Transform string into list
print(type(dataset['actors_ids']))
dataset['actors_ids'] = dataset.actors_ids.apply(lambda x: x[1:-1].split(","))
print(dataset['actors_ids'][0])
print(dataset['actors_ids'][1][0])
<class 'pandas.core.series.Series'>
['14', ' 5293', ' 12', ' 13', ' 18']
6748
In [9]:
# ADD actor for each movie in a dictionnary and convert it into int
actor_dic = {}
for i in range(0,len(dataset)):
sublist = [int(x) for x in dataset['actors_ids'][i]]
actor_dic[i] = sublist
print(actor_dic)
{0: [14, 5293, 12, 13, 18], 1: [6748, 47, 52, 50, 53], 2: [1709, 116, 114, 118, 85], 3: [140, 589, 2535, 139, 141], 4: [133, 134, 1350483, 155], 5: [1357012, 177, 1759261, 1087657], 6: [199, 5587, 5586, 198, 200], 7: [103, 206, 205, 109, 204], 8: [116, 114, 1640, 85, 2440], 9: [110, 225, 49, 226, 227], 10: [326, 325, 335, 328, 327], 11: [73421, 418, 368, 419, 417], 12: [448, 190, 192, 449, 450], 13: [478, 477, 479, 480, 481], 14: [503, 502, 501, 500, 504], 15: [529, 532, 530, 537, 534], 16: [649, 569, 651, 1146], 17: [16867, 2038, 134, 643, 72466], 18: [1420204, 644, 1187, 590483, 646], 19: [73421, 935, 934, 194, 936], 20: [287, 1121, 976, 980, 1117], 21: [1244, 1249, 1246, 1245, 1248], 22: [1286, 1285, 1282, 85, 1281], 23: [48, 114, 1327, 112, 109], 24: [110, 114, 1327, 109, 882], 25: [110, 114, 1327, 109, 882], 26: [1462, 1230, 18686, 1241, 1461], 27: [131, 69597, 20089, 723, 1579], 28: [131, 1810, 1812, 1813, 1811], 29: [1771, 1770, 1532, 1772, 1245], 30: [64, 1810, 3895, 3894, 6383], 31: [1271, 287, 1204, 1892, 1461], 32: [1271, 287, 1204, 1922, 1461], 33: [1980, 1229, 1979, 1982, 1981], 34: [2038, 2054, 2050, 2052, 2037], 35: [2047, 2131, 2140, 2136, 2130], 36: [2227, 2245, 2229, 2228, 2244], 37: [2206, 2201, 2207, 72466, 500], 38: [2219, 112, 2221, 2220, 1461], 39: [140, 2282, 2299, 62, 192], 40: [56731, 5916, 6278, 6280, 6279], 41: [56731, 5916, 2295, 16851, 24045], 42: [2390, 2387, 2388, 2392, 1213786], 43: [2598, 1733, 2607, 73421, 1896], 44: [2677, 2138, 2464, 2144, 2133], 45: [2682, 2138, 2680, 2683, 2144], 46: [650, 112, 5538, 3, 10959], 47: [2954, 2955, 2956, 1892, 1461], 48: [3061, 3063, 3065, 1246, 3064], 49: [70851, 1562, 3230, 3036, 3232], 50: [3051, 3291, 3293, 3292, 3294], 51: [70851, 3491, 3492, 3489, 3490], 52: [2282, 3542, 3544, 3543, 3545], 53: [64, 3895, 3897, 3894, 3896], 54: [3968, 3969, 100, 3967, 2440], 55: [116, 114, 1640, 85, 2440], 56: [4169, 4237, 4238, 4239, 1403022], 57: [7219, 1100, 6194, 7218, 6408], 58: [287, 1158, 1892, 1897, 1461], 59: [4390, 44079, 4391, 4392, 4393], 60: [3063, 1146, 1532, 4430, 4431], 61: [4494, 206, 4491, 4492, 4493], 62: [4566, 10205, 530, 4570, 4572], 63: [4587, 4432, 4430, 2192, 4589], 64: [16307, 448, 2157, 42993, 1158], 65: [7005, 7003, 7002, 1423644, 7004], 66: [4726, 4724, 2975, 504, 2228], 67: [52478, 60005, 2231, 25654, 77330], 68: [4939, 4941, 4940, 3905, 4783], 69: [4846, 4853, 4858, 109, 4852], 70: [2283, 5064, 1284159, 1813, 5081], 71: [290, 5293, 1038, 2296, 5292], 72: [658, 5320, 5309, 1137, 85], 73: [589, 240171, 139, 141, 147], 74: [5412, 5414, 2478, 1125, 5411], 75: [1233, 5349, 5348, 5350, 5351], 76: [5376, 133, 65, 5367, 524], 77: [3896, 5529, 5528, 5526, 5527], 78: [5657, 5293, 887, 1532, 112], 79: [6638, 6639, 6637, 3491, 3490], 80: [15757, 5723, 5724], 81: [131, 6067, 6066, 6065, 4730], 82: [25869, 76414, 56389, 40543, 131006], 83: [4810, 4687, 502, 7026, 504], 84: [6161, 290, 6162, 228, 6163], 85: [6217, 1244, 231610, 116, 6218], 86: [1956, 3926, 1204, 6383, 38225, 19838], 87: [6830, 6413, 3489, 1121, 2228], 88: [2954, 6486, 2231, 3894, 6485], 89: [6736, 6735, 6730, 1082650, 6734], 90: [6856, 3037, 6164, 6857, 4730], 91: [6885, 6907, 6886, 6906, 6905], 92: [3291, 116, 7059, 7056, 350], 93: [1243, 6972, 2449, 6968, 1245], 94: [5469, 7320, 7317, 7319, 1283], 95: [65731, 56455, 21028, 3894, 18997], 96: [7431, 7427, 7430, 7429, 7428], 97: [5293, 2219, 205, 17051, 19153], 98: [2219, 658, 205, 17051, 18998], 99: [2219, 205, 17051, 19159, 17052], 100: [938, 6384, 10960, 3293, 10959], 101: [26291, 26292, 3489, 2525, 1248], 102: [8169, 8171, 8167, 8170, 6614], 103: [884, 1230, 5563, 7904, 7905], 104: [3061, 3926, 8289, 1283, 4431], 105: [48, 8332, 8335, 13549, 8329], 106: [8435, 1231, 8436, 5064, 2227], 107: [2405, 6162, 31, 1003, 1327], 108: [2283, 31, 8687, 1922, 8688], 109: [9443, 6384, 1331, 530, 2975], 110: [6384, 1331, 530, 9572, 2975], 111: [6684, 9656, 2176, 9626, 2888], 112: [8784, 2406, 8785, 8783, 169], 113: [8767, 8768, 8769, 8770, 28782], 114: [3899, 7676, 9188, 500, 9186], 115: [3291, 9137, 388, 9138, 5472], 116: [8349, 6193, 136761, 31, 4690], 117: [6161, 9560, 9562, 7499, 4443], 118: [9642, 9640, 9641, 8213], 119: [287, 48, 114, 8783, 1248], 120: [22434, 36055, 50020, 2144, 2687], 121: [10980, 4566, 10990, 194, 10989], 122: [64, 10980, 11207, 10990, 10989], 123: [5469, 5658, 10980, 10990, 10989], 124: [5469, 5658, 10980, 10990, 10989], 125: [3223, 9777, 2299, 10127, 3967, 880], 126: [10399, 10400, 7399, 4483, 380], 127: [10690, 738, 6485, 10689, 1164], 128: [11110, 11111, 7028, 11108, 11109], 129: [5049, 1331, 9029, 524, 11275], 130: [5658, 10980, 10990, 10993, 10989], 131: [69122, 65, 1923, 85, 385], 132: [17142, 3051, 17140, 4495, 17141], 133: [11661, 3910, 11663, 11662, 8289], 134: [11703, 287, 4937, 11701, 11702], 135: [11824, 6074, 11826, 11827, 11825], 136: [11207, 12042, 4935, 12041, 23626], 137: [12073, 6941, 776, 1925, 12074], 138: [5823, 3131, 12073, 6941, 776], 139: [5823, 3131, 12073, 6941, 776], 140: [13922, 12073, 13924, 14386, 13919], 141: [3061, 12206, 388, 2227, 5723], 142: [3969, 100, 2220, 3967, 937], 143: [382, 3293, 9642, 12763, 228], 144: [3061, 2299, 886, 11355, 3197], 145: [1666, 4483, 85, 1281, 204], 146: [3129, 61981, 13240, 10823, 1283], 147: [13635, 9045, 13633, 13636, 13637], 148: [15897, 887, 3636, 4252, 5149], 149: [14887, 9137, 934, 14886, 13242], 150: [98, 4177, 15232, 327, 10182], 151: [15757, 5723, 57599, 15758, 5724], 152: [77271, 9575, 6730, 14409, 7399, 2632], 153: [12206, 9030, 15336, 500, 10182], 154: [1244, 1233, 8289, 500, 10182], 155: [15295, 15294, 15293, 7248, 15296], 156: [15497, 15509, 15498, 15499, 2037], 157: [3895, 3894, 1333, 6968, 1245], 158: [2047, 134, 15565, 776, 14386], 159: [287, 258, 112, 18054, 270], 160: [15735, 3968, 15736, 15737, 2505], 161: [16501, 4521, 16483, 16503, 16502], 162: [11701, 7447, 16859, 380, 1892], 163: [17287, 16790, 643, 16789, 7026], 164: [8210, 8170, 2963, 10825, 16431], 165: [3899, 33516, 72202, 33515, 33517], 166: [37048, 36594, 112, 5309, 2440], 167: [4483, 15758, 23659, 1579, 7056], 168: [11664, 418, 54479, 1285, 27972], 169: [6384, 2178, 16828, 41419, 55392], 170: [16846, 15112, 12133, 16845, 9780], 171: [17287, 17276, 1371, 9831, 17286], 172: [1620, 16828, 9827, 7248, 2037], 173: [2387, 16828, 10134, 19303, 11863], 174: [16349, 10731, 16269, 10692, 10912], 175: [5293, 3894, 20767, 6164, 7499], 176: [6859, 658, 8688, 16406, 3136], 177: [1810, 16451, 4587, 16450, 879], 178: [6161, 938, 6193, 16742, 16743], 179: [19766, 19764, 19762, 19761, 19760], 180: [9560, 3293, 1173, 6968, 230], 181: [1373448, 1373446, 53384, 1373447, 1373449], 182: [1990, 120724, 9030, 14852, 2888], 183: [13922, 2958, 9315, 2838, 11510], 184: [514, 8349, 6193, 13240, 1892], 185: [16273, 17079, 17064, 10779, 8800], 186: [3131, 2295, 8170, 85, 3136], 187: [1233, 10690, 5916, 12834, 819], 188: [46433, 10017, 46432, 17087, 19011], 189: [6161, 17183, 17178, 11315, 204], 190: [17198, 2506, 17199, 3036, 192], 191: [7489, 7517, 11006, 1979, 17271], 192: [5049, 11826, 2372, 4175, 17283], 193: [10860, 1665, 819, 17328, 13242], 194: [11850, 3895, 1748, 18277, 4589], 195: [16940, 2039, 114, 20982, 10912], 196: [11703, 2178, 16358, 5530, 12214], 197: [6574, 3203, 56455, 29861, 1372], 198: [8435, 4135, 17351, 287, 2462], 199: [3051, 2226, 2231, 17358, 880], 200: [103, 77271, 36602, 9575, 134, 500], 201: [6195, 9827, 18023, 17606, 17604], 202: [62, 18082, 7248, 21045, 15033], 203: [9137, 1205, 1922, 15758, 11870], 204: [11867, 17647, 63, 146784, 1104994], 205: [3491, 63, 96787, 7055, 18041], 206: [17678, 62477, 17688, 42009, 17689], 207: [3265, 70851, 9642, 6941, 204], 208: [70851, 7404, 3234, 17735, 17736], 209: [17764, 85, 1241, 16327], 210: [17772, 205, 17773, 13446, 86969], 211: [17832, 61303, 2157, 17834, 38225, 7399], 212: [10399, 10401, 887, 7399, 380], 213: [17343, 18082, 4455, 15336, 18182], 214: [938, 3061, 884, 48, 1245], 215: [13918, 17342, 18269, 18270], 216: [1896, 18277, 18285, 2876, 454], 217: [10254, 448, 349, 18352, 11356], 218: [3131, 18460, 17413, 1922, 18461], 219: [11703, 9464, 134, 9788, 58924], 220: [448, 18616, 1285, 17605, 9029], 221: [33936, 19487, 33934, 33937, 33935], 222: [45566, 11671, 25849, 37014, 33656], 223: [1276, 9642, 4691, 204, 2228], 224: [5049, 18847, 3894, 955, 2963], 225: [1462, 3129, 819, 227, 882], 226: [3223, 12052, 18288, 1229, 17857, 3223], 227: [1336, 11665, 122503, 18897, 109432], 228: [10727, 3293, 18041, 18269, 16743], 229: [55900, 10727, 1336, 49, 18269], 230: [1231, 10860, 3491, 2963], 231: [60898, 16828, 1331, 2176, 39459], 232: [18746, 380, 17087, 19011, 880], 233: [23679, 19013, 19011, 18802], 234: [19127, 5950, 8170, 17141, 1892], 235: [19199, 19198, 564389, 19195, 19196], 236: [2628, 2178, 3897, 72466, 8329], 237: [11661, 3392, 19274, 887, 2876], 238: [19292, 1328, 69597, 19293, 60949], 239: [19299, 18354, 569, 2963, 7499], 240: [3125, 14792, 59860, 19306, 4757, 4589], 241: [19392, 5916, 6165, 19393, 17736], 242: [19487, 49, 2963, 1579, 454], 243: [8169, 19538, 19537, 19536, 10959], 244: [6972, 2449, 955, 118, 85], 245: [9827, 17881, 351, 9626, 205], 246: [3061, 2231, 27762, 17244, 524], 247: [3061, 2231, 27762, 17244, 524], 248: [3392, 21709, 1121, 21708, 16429], 249: [6856, 11662, 955, 6941, 500], 250: [1339, 16145, 10075, 19855, 643], 251: [3063, 6193, 19163, 19866, 19867], 252: [19974, 6885, 6384, 16858, 11355], 253: [6161, 6164, 8783, 16431], 254: [54693, 55152, 37625, 5724, 7026], 255: [31134, 31133, 31132, 22122, 31135], 256: [2040, 2227, 20051, 20052, 20053], 257: [4135, 6164, 20185, 16866, 192], 258: [20189, 20190, 20191, 976, 20309], 259: [103, 3223, 131, 11085, 3223, 1248], 260: [20189, 20220, 18976, 4766, 10128], 261: [5346, 10430, 16866, 3196, 20215], 262: [1813346, 11769, 112543, 20251, 11357], 263: [1244, 5576, 11701, 72466, 7499], 264: [8984, 15338, 20387, 20386, 11863], 265: [20373, 3130, 20354, 20372, 11863], 266: [5469, 3293, 6413, 2440, 20425], 267: [5346, 128645, 11701, 76793], 268: [3293, 9642, 11064, 524, 20472], 269: [10127, 8784, 11701, 20508, 1284], 270: [938, 17276, 11701, 1284], 271: [529, 20526, 20527], 272: [73421, 8170, 13240, 3087, 20563], 273: [20747, 10297, 20746, 20748, 16866], 274: [19292, 8212, 20818, 1920, 1241], 275: [20804, 110, 20803, 20805, 5004], 276: [1810, 11355, 10698, 20810, 2461], 277: [7166, 11107, 62, 20847, 6860], 278: [1166, 349, 13022, 569, 5292], 279: [19152, 2140, 21027, 7486, 192], 280: [6384, 290, 18277, 21041, 21042], 281: [1771, 6384, 3897, 112, 17141], 282: [18354, 21089, 21088, 2505, 2888], 283: [2169, 5658, 8688, 1269, 3087], 284: [1276, 22970, 1812, 21128, 21127], 285: [12536, 3131, 21143, 11701, 21142], 286: [21180, 10127, 48, 9824, 2963], 287: [7962, 21198, 65, 6197, 10872], 288: [33, 935, 1896, 504], 289: [2165, 7166, 62, 61981, 14408], 290: [10859, 6413, 21044, 23626, 6968], 291: [56890, 9832, 1370, 21318, 21317], 292: [21352, 1336, 21355, 21353, 21354], 293: [18792, 103, 4135, 4691, 21530], 294: [4654, 11317, 8198, 19492, 1461], 295: [884, 21702, 55636, 7447, 10182], 296: [21721, 21722, 8170, 5292, 5411], 297: [7166, 1479, 62, 14408, 2956], 298: [206, 28633, 18471, 9137, 5694], 299: [886, 2882, 4764, 13240, 1461], 300: [529, 21881, 13633, 7055, 17787], 301: [11397, 1336, 2233, 10698, 21942], 302: [6885, 33, 10825, 1117, 880], 303: [22226, 22223, 21197, 22215, 11076], 304: [22290, 1640, 2882, 1907, 6905], 305: [7470, 70851, 22297, 22304, 504], 306: [11664, 11107, 14343, 9657, 12898], 307: [15576, 22809, 1125, 22811, 22810], 308: [22820, 62, 52, 4239, 22821], 309: [1205, 17190, 2882, 6752, 15533], 310: [110, 3489, 12647, 1925, 11281], 311: [28641, 23229, 500, 11181, 2440], 312: [45589, 8784, 2227, 16431, 10912], 313: [6194, 23458, 1160, 23459, 380], 314: [23608, 2296, 9642, 1204, 524], 315: [20300, 2039, 9137, 9642, 2227], 316: [19302, 23630, 19303, 880], 317: [5916, 19302, 23630, 19303], 318: [6162, 7055, 18269, 23775, 1333], 319: [4173, 32, 6949, 11701, 5538], 320: [11477, 20767, 12647, 4940], 321: [19292, 77271, 1896, 9575, 9825, 882], 322: [116341, 216674, 7904, 17087, 19011], 323: [3543, 22159, 10698, 24264, 4154], 324: [25130, 5529, 5528, 5526, 5527], 325: [16940, 938, 7055, 18023, 25438], 326: [2955, 679, 2296, 1892, 1248], 327: [679, 12041, 1892, 1372, 1248], 328: [14887, 349, 12041, 11064, 1892], 329: [19292, 4939, 9599, 3627, 25907], 330: [6193, 7447, 4764, 112, 3967], 331: [517, 2039, 10839, 118, 8944], 332: [6194, 20751, 4432, 17881, 67773], 333: [12640, 6613, 26485, 1162], 334: [23959, 1205, 883, 27550, 350], 335: [26715, 13314, 3291, 3128, 18277], 336: [27580, 17178, 27579, 27578, 25540], 337: [502, 1160, 2958, 1736, 3], 338: [5695, 8963, 21319, 18662, 27737], 339: [1956, 73421, 17140, 28042, 38225, 2461], 340: [16858, 8265, 1230, 6860, 4495], 341: [822, 6885, 7090, 12833, 380], 342: [35515, 514, 15250, 8534, 20212], 343: [3063, 5064, 2955, 2617, 2963], 344: [21594, 52480, 21403, 57599, 21593], 345: [12835, 26054, 28099, 8329, 6614], 346: [12835, 9030, 10132, 1372, 3900], 347: [103, 4491, 4090, 4483, 1269], 348: [11477, 658, 3036, 16861, 2956], 349: [29020, 2157, 17697, 16855, 15286], 350: [8891, 11006, 1160, 4690, 15758], 351: [10978, 1813, 477, 5530, 2505], 352: [1980, 29612, 2231, 3036], 353: [11207, 18616, 44079, 30429, 4430], 354: [2039, 6193, 11856, 3896, 6941], 355: [4173, 11703, 16856, 2632, 53], 356: [31712, 62, 879, 31711, 112], 357: [24357, 11064, 31507, 8447, 31513], 358: [31837, 227, 1269, 19838, 3416], 359: [3128, 1158, 22290, 15851, 4520], 360: [3223, 6384, 57755, 32238, 1920, 3223], 361: [1037, 2053, 10297, 32362, 65827], 362: [19292, 10860, 707, 32895, 10182], 363: [25879, 6949, 11701, 52886, 39388], 364: [206, 12519, 6413, 33235], 365: [1276, 33430, 17140, 1922, 6383], 366: [21134, 17772, 11864, 21179, 33527], 367: [12640, 4587, 8291, 34051, 1121], 368: [1231, 1810, 17064, 112], 369: [30364, 1639, 34900, 85, 1283], 370: [9994, 34485, 3141, 11365, 2461], 371: [31162, 34520, 34517, 34518, 34519], 372: [9207, 1954, 34544, 30614, 34543], 373: [31841, 11397, 21911, 7693, 976], 374: [679, 11477, 955, 824, 85], 375: [2296, 231, 230, 28782, 13242], 376: [19977, 10431, 31, 3636, 78198], 377: [6193, 335, 17696, 35029, 204], 378: [14405, 9206, 18352, 35595, 15234], 379: [62, 10437, 35654, 8687, 1246], 380: [35705, 17866, 28639, 35701, 1772], 381: [9562, 212, 35768, 35690, 1772], 382: [6736, 35597, 35799, 35548, 6952], 383: [35705, 18471, 8984, 1772, 14886], 384: [67600, 49265, 35548, 451684, 6952], 385: [140, 24367, 69597, 6941, 1532], 386: [36592, 6979, 116, 5530, 4154], 387: [10882, 15576, 116, 55636, 36665], 388: [2955, 9278, 134, 762, 23532], 389: [27102, 6352, 36801, 16866, 15424], 390: [4494, 2283, 4038, 1205, 16866], 391: [18288, 1038, 2453, 5471, 18070], 392: [1711, 1810, 20243, 1892, 53], 393: [1229, 2955, 2219, 37332, 9281], 394: [9880, 287, 18248, 15684, 1893], 395: [11107, 2299, 27755, 6413, 534], 396: [4135, 5064, 500, 37625, 454], 397: [2441, 6366, 2296, 112, 118, 1136406], 398: [9191, 11006, 18352, 38192, 9273], 399: [5657, 887, 17881, 1532, 3490], 400: [1038, 2178, 37917, 7499, 20309], 401: [8891, 4937, 37934, 139, 5726], 402: [11086, 10431, 3894, 37946, 36900], 403: [520, 2109, 38024, 38026, 38025], 404: [3063, 2226, 207, 1461], 405: [22108, 17341, 31132, 2876, 2975], 406: [11661, 38405, 17265, 3234, 35654], 407: [38570, 23626, 2505, 192, 880], 408: [12536, 10980, 38664, 20374, 1608721], 409: [14887, 388, 28847, 11108, 11109], 410: [41556, 41555, 18976, 1269, 6068], 411: [39125, 18918, 57599, 16855, 11863], 412: [11705, 778, 1893, 192, 228], 413: [39658, 8784, 2247, 17782, 2524], 414: [2954, 39728, 8784, 18325, 2227], 415: [6856, 2039, 39977, 100, 10182], 416: [287, 69597, 6807, 585, 1204], 417: [3063, 287, 15887, 112, 18050], 418: [9137, 1470, 17697, 17401, 1461], 419: [28633, 3063, 3910, 287, 1461], 420: [6885, 25376, 14888, 1892, 2888], 421: [4455, 2296, 3489, 12647], 422: [41087, 41088, 22226, 25541, 19274], 423: [3265, 40279, 10774, 819, 7399], 424: [3223, 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5081, 7026], 1864: [78040, 1573253, 363929, 235548, 525139], 1865: [17628, 55470, 239996, 17328, 53650], 1866: [11703, 54729, 19, 7248, 776], 1867: [20904, 14541, 565675, 31512, 976], 1868: [3223, 17419, 18288, 9777, 221019, 35013], 1869: [67599, 38025, 27972, 18918], 1870: [88995, 62, 18918, 11007, 51976], 1871: [38673, 53714, 100, 4783, 4431], 1872: [90596, 579064, 995457, 176748, 118243, 7319], 1873: [9824, 36592, 3713, 105727, 227], 1874: [156962, 11006, 73381, 1372, 3972], 1875: [13548, 35, 11856, 11064, 24045], 1876: [8349, 34408, 1205, 32203, 17052], 1877: [10297, 46593, 11150, 36594, 19159], 1878: [212208, 71403, 29222, 27105, 518], 1879: [27428, 83437, 515, 76070], 1880: [70851, 887, 67773, 5374, 80591], 1881: [1046348, 74539, 19159, 1892, 1245], 1882: [10978, 207, 5309, 76788, 2440], 1883: [14698, 1230, 82923, 56024, 2505], 1884: [57578, 1854502, 137927, 17078, 30433], 1885: [529, 6195, 53828, 2963, 31717], 1886: [29234, 20212, 81685, 3896, 424], 1887: [12795, 18182, 500, 127558, 192], 1888: [884, 11107, 32, 57755, 19498], 1889: [13014, 550843, 10205, 380, 2037], 1890: [103, 57755, 19119, 52848, 44735], 1891: [14331, 1025647, 41901, 84754, 53257], 1892: [28633, 10882, 500, 35013, 6818], 1893: [37632, 1812, 15887, 5309, 11181], 1894: [17288, 18473, 36662, 172150, 87243], 1895: [16483, 1100, 62, 16644, 976], 1896: [10696, 9195, 1156024, 10884, 6968], 1897: [17288, 17142, 5294, 71580], 1898: [53336, 60077, 109513, 33235, 207401], 1899: [4173, 91606, 2040, 74568, 524], 1900: [6885, 1056053, 26060, 3292, 2524], 1901: [114036, 134365, 94348, 141463, 579061], 1902: [39125, 43775, 63522, 52601, 1217648], 1903: [19292, 884, 32895, 77948, 60950], 1904: [6730, 19537, 1772, 20644, 173810], 1905: [84223, 131520, 16866, 6941, 9281], 1906: [590919, 1188571, 57831, 6384, 579330], 1907: [1054724, 109513, 38666, 27798, 27737], 1908: [70456, 31164, 530, 239019, 51989], 1909: [558466, 122889, 135651, 50217, 213044], 1910: [38673, 48, 18973, 230680, 37632], 1911: [131, 84223, 35029, 454, 76511], 1912: [8338, 84223, 558925, 1893, 113505], 1913: [3131, 76792, 81051, 53240, 2983], 1914: [71070, 5587, 133, 17051, 11702], 1915: [1771, 11107, 13240, 3967, 18999], 1916: [221809, 29222, 211429, 10401, 80289], 1917: [47296, 52869, 26467, 42708, 94482], 1918: [38673, 10297, 582816, 81364, 61363], 1919: [2039, 5587, 34195, 13593, 41686], 1920: [62, 10205, 6692, 114254, 73968], 1921: [17287, 239020, 29235, 15556, 11356], 1922: [2231, 10859, 40481, 454, 13242], 1923: [142389, 1265629, 5723, 15033, 1372], 1924: [52891, 1102621, 1225230, 5470, 30614], 1925: [40462, 69597, 5025, 20212, 17697], 1926: [586001, 1482847, 1562478, 586000, 1562479], 1927: [70303, 92877, 96018, 17270, 36221], 1928: [78430, 60898, 45827, 220232, 10993], 1929: [54620, 938095, 938096, 588671, 44736], 1930: [98103, 4937, 7399, 14892, 21007], 1931: [130640, 2282, 77996, 17140, 3], 1932: [1304662, 3061, 3489, 1207881, 1136406], 1933: [3910, 6730, 14409, 7399, 2632], 1934: [935201, 143240, 59919, 7447, 500], 1935: [52890, 37260, 35029, 127558], 1936: [3061, 6972, 2283, 3292, 73357], 1937: [3061, 5470, 2960, 18067, 5081], 1938: [9642, 7447, 52848, 6968, 62064], 1939: [529, 1120, 225610, 11825], 1940: [1243, 955, 7447, 27578, 44735], 1941: [29222, 10297, 2227, 3036, 35013], 1942: [41883, 72129, 1951, 6575, 82819], 1943: [928906, 569, 17874, 5296], 1944: [60900, 27428, 59175, 1121, 3136], 1945: [41088, 13312, 4038, 27105, 20750], 1946: [90596, 455033, 984724, 221192, 1033547], 1947: [22123, 12835, 8167, 17647, 18918], 1948: [38941, 4587, 388, 31, 1331], 1949: [62, 929905, 819, 1532, 929906], 1950: [16940, 51329, 8691, 59315, 6065], 1951: [90451, 37917, 32987, 9273, 9828], 1952: [19152, 1146, 22461, 3730, 2632], 1953: [36801, 205, 52848, 221581, 51988], 1954: [1073500, 1118577, 1073501, 1055236, 1055235], 1955: [13920, 71552, 15033, 4451, 1437155], 1956: [62, 4937, 11866, 1922, 15556], 1957: [8924, 11006, 133, 4038, 882], 1958: [113818, 543505, 1109702, 45407, 119592], 1959: [93210, 49735, 2296, 127558, 12214], 1960: [84497, 17628, 52119, 17039, 6944], 1961: [113373, 1190267, 45407, 5081, 14892], 1962: [19961, 132157, 22226, 10990, 33235], 1963: [1327009, 4687, 569, 931944, 1467501], 1964: [479656, 110743, 222141, 932093, 932091], 1965: [6886, 5470, 139, 11288, 17782], 1966: [20212, 2227, 1247, 67837, 76070], 1967: [25072, 36662, 12111, 60796, 11902], 1968: [4173, 6161, 934, 10990, 33235], 1969: [6807, 2887, 57755, 72466, 4690], 1970: [9273, 6413, 17881, 78080, 27319], 1971: [1100, 76512, 1223786, 224181, 18999], 1972: [71913, 12835, 51798, 31384, 1372], 1973: [19292, 85825, 4038, 62861, 56757], 1974: [103, 38673, 23459, 4495, 13333], 1975: [20286, 222330, 79795, 27578, 28846], 1976: [21089, 1896, 17521, 5292], 1977: [2231, 550843, 16851, 82191, 129101], 1978: [71070, 25541, 380, 3092, 17052], 1979: [54693, 4587, 6968, 1772, 204], 1980: [935504, 227849, 933160, 1133846, 76793], 1981: [116, 86310, 11702, 4495, 52997], 1982: [37158, 15543, 1216901, 51944, 8851], 1983: [3141, 59860, 16857, 54479, 7904, 73931], 1984: [70786, 70785, 27972, 62856, 18269], 1985: [25879, 6193, 53807, 52419], 1986: [41087, 41090, 41088, 22226, 19537], 1987: [59860, 49271, 75813, 48313, 59860, 15760], 1988: [1425694, 1515534, 1512917, 1515537], 1989: [2283, 1007683, 7090, 13240, 61186], 1990: [1386064, 30111, 1386063, 21278], 1991: [27858, 550843, 204405, 992718, 114603], 1992: [17743, 59919, 4495, 41091, 4589], 1993: [18616, 1670, 2983, 5530, 3064], 1994: [28657, 50347, 1003, 80602, 4808], 1995: [69122, 589098, 3127, 17051, 76788], 1996: [9137, 388, 9138, 18352, 5472], 1997: [1238047, 1082061, 1008402, 591025, 1008403], 1998: [5644, 3872, 58502, 59315, 74568], 1999: [527313, 1053170, 10990, 969140, 1172491], 2000: [64, 17183, 92404, 37260, 2232], 2001: [122889, 51329, 1041440, 8170, 30614], 2002: [1047642, 136796, 1047643, 1034704, 1245], 2003: [140, 934, 78324, 1822748, 150], 2004: [56365, 8783, 59315, 10823, 207818], 2005: [33192, 76512, 73457, 2983, 83002], 2006: [142965, 1497965, 1497966, 93255, 17882], 2007: [2231, 52703, 17018, 207, 7002], 2008: [2954, 12834, 934, 1922, 13240], 2009: [1160, 45407, 9281, 59315, 62064], 2010: [80352, 886, 19537, 64295, 21200], 2011: [103, 3223, 16828, 74568, 3223, 1245], 2012: [206, 176497, 77547, 8447, 3391], 2013: [502, 224181, 6383, 63312, 2440], 2014: [4135, 2231, 60898, 16828, 1245], 2015: [5469, 766, 17276, 77498, 83002], 2016: [143742, 59919, 1070777, 111455, 82663], 2017: [72129, 96066, 27972, 57755, 9281], 2018: [122889, 54693, 134, 55152, 37625], 2019: [32987, 11701, 36594, 18050, 82191], 2020: [36592, 32987, 572541, 1670, 59620], 2021: [74541, 22226, 3392, 19034, 21127], 2022: [78434, 430313, 453272, 109, 932095], 2023: [9880, 10297, 368, 1034681, 1171570], 2024: [41234, 52374, 21319, 59673, 41229], 2025: [2954, 3910, 963134, 1540680, 1476748], 2026: [6193, 3497, 3026, 234352, 21007], 2027: [17647, 55085, 63522, 11160, 2461], 2028: [65225, 131723, 95137, 996701, 73128], 2029: [62644, 16483, 8767, 1100, 980], 2030: [14887, 7060, 1665, 11108, 11109], 2031: [17288, 5725, 955, 6941, 3810], 2032: [164205, 22227, 3, 172069, 87243], 2033: [62862, 19274, 17051, 449, 21007], 2034: [10964, 31136, 1046143, 142636, 15760], 2035: [19292, 32895, 3136, 60950, 2632], 2036: [108916, 38673, 5025, 9642, 1922], 2037: [94864, 31, 15824, 2229, 75604], 2038: [17441, 79795, 530618, 1046233, 51989], 2039: [55536, 76126, 23532, 2956, 15277], 2040: [21180, 83586, 51329, 58225, 27105], 2041: [28638, 22226, 23659, 4495, 18979], 2042: [54415, 40462, 1188241, 221611, 19394], 2043: [62861, 19278, 3085, 1772, 62831], 2044: [16940, 587823, 71375, 19492, 4730], 2045: [74036, 19975, 40462, 52775, 51298], 2046: [5216, -1, 82819, 1125715, 49265], 2047: [968863, 77335, 32, 3489, 109438], 2048: [4566, 34408, 16478, 50463, 10989], 2049: [1160, 2176, 380, 141687], 2050: [143240, 65423, 76941, 71189, 19536], 2051: [9994, 1099170, 56455, 16861, 3905], 2052: [29221, 84223, 73128, 221581, 221098], 2053: [446476, 63371, 90440, 969460], 2054: [64, 55085, 96066, 142636, 3], 2055: [58370, 54415, 18976, 20212, 4512], 2056: [12982, 5658, 17064, 2227, 11356], 2057: [449889, 20186, 1116, 5538, 39459], 2058: [58224, 71070, 86626, 27972, 72466], 2059: [4937, 887, 9827, 2978, 20644], 2060: [36801, 7399, 4090, 10872, 41091], 2061: [28633, 38673, 134, 125025, 1579], 2062: [17276, 9780, 6383, 8329, 192], 2063: [80149, 531772, 1526991, 3489, 5471], 2064: [12835, 543530, 51329, 73457, 8691], 2065: [1733, 19654, 5365, 16866, 976], 2066: [64, 20286, 76512, 1333, 41292], 2067: [5469, 8789, 1291350, 1164, 3490], 2068: [766, 1112591, 10822, 38863], 2069: [1049409, 141974, 46593, 955, 1118107], 2070: [5658, 14011, 83437, 10978, 9188], 2071: [16940, 17288, 10254, 2039, 44079, 8293], 2072: [79504, 67599, 78030, 17051, 77948], 2073: [16644, 78552, 15111, 78110, 585673], 2074: [30315, 25136, 7060, 1327, 95047], 2075: [205474, 78434, 6906, 78659, 114019], 2076: [1075355, 83356, 118616, 7431, 112561], 2077: [206, 884, 59315, 4495, 4691], 2078: [3899, 27428, 550843, 39658, 1137], 2079: [1231, 4581, 1060629, 576084, 28846], 2080: [14, 3092, 13, 1559638], 2081: [506085, 50463, 6413, 6164, 2963], 2082: [15250, 52851, 81685, 23532, 6283], 2083: [201391, 1640, 2227, 225692, 5472], 2084: [17288, 72129, 4587, 5530, 6968], 2085: [37154, 54738, 1136135, 4691, 234982], 2086: [61178, 25908, 119592, 27104, 19278], 2087: [35515, 825, 59410, 62831, 6905], 2088: [2219, 16851, 995198, 117885, 204], 2089: [684, 28273, 5646, 5600, 2343], 2090: [72129, 55636, 96066, 27972, 57755], 2091: [72129, 96066, 27972, 57755, 9281], 2092: [223126, 12795, 10210, 1094759, 83002], 2093: [12042, 1140264, 569, 1140265, 1146], 2094: [3223, 548375, 112013, 2178, 1199000, 66586, 53258], 2095: [3910, 17697, 14892, 155, 1892], 2096: [558466, 1231, 56734, 20750], 2097: [18918, 13240, 4252, 53650, 228], 2098: [114867, 1082060, 121775, 227221, 142961], 2099: [39390, 12834, 4038, 18918, 19498], 2100: [73457, 1108907, 18997, 76793], 2101: [52851, 2053, 10430, 5292, 13240], 2102: [55536, 4688, 18277, 1213573, 76961], 2103: [84497, 17838, 72985, 55470, 17606], 2104: [55466, 11664, 84223, 59919, 12111], 2105: [67913, 57451, 36628, 40036, 17605], 2106: [3392, 2453, 8945, 380, 192], 2107: [116, 12766, 1269, 11181, 62064], 2108: [73457, 9281, 17039, 23659, 21200], 2109: [2039, 2053, 119224, 500, 5081], 2110: [6161, 567269, 934, 72466, 227], 2111: [16483, 1100, 976, 3, 2461], 2112: [56881, 76999, 51383, 15033, 56542], 2113: [58224, 4491, 93491, 27105, 34847], 2114: [553504, 17402, 17178, 3127, 21657], 2115: [28638, 9562, 32907, 154000, 5726], 2116: [62644, 5916, 62, 19536], 2117: [1111713, 1111711], 2118: [17419, 70851, 11701, 4483, 18999], 2119: [236695, 25072, 1023139, 1315036, 3], 2120: [31, 47720, 72466, 7056, 13242], 2121: [65731, 175826, 1100, 6195, 20580], 2122: [22226, 3968, 56323, 10437, 12900], 2123: [234479, 52419, 199298, 18999, 41292], 2124: [141226, 76624, 139150, 50362, 1430990], 2125: [15232, 56323, 97185, 17835, 64180], 2126: [57755, 1893, 5294, 53650, 204], 2127: [120248, 936970, 141226, 990136, 4012], 2128: [652, 10127, 569, 27422, 77948], 2129: [17142, 131, 6832, 49, 6968], 2130: [82167, 59620, 53650, 12111, 880], 2131: [52018, 1007683, 4937, 71189, 73457], 2132: [1485707, 1485708, 1386222], 2133: [18288, 9779, 6195, 17637, 5411], 2134: [33192, 84497, 77335, 3894, 1241], 2135: [3051, 6807, 1285, 83852, 4495], 2136: [169200, 59258, 21125, 56322, 19278], 2137: [512991, 1640, 112, 1016168, 1283], 2138: [5576, 31837, 15886, 59784, 18], 2139: [12640, 886, 51670, 2714, 228], 2140: [10297, 9278, 7499, 18324], 2141: [10254, 73421, 52776, 1142686, 8293, 17604], 2142: [108916, 73421, 9273, 59315, 1245], 2143: [3061, 452, 5064, 2955, 1204], 2144: [1133330, 38941, 55636, 118, 104632], 2145: [4135], 2146: [1230, 1532, 112, 1892, 1461], 2147: [58224, 54415, 62862, 52792, 19278], 2148: [73381, 40543, 4691, 87722, 2524], 2149: [56734, 5292, 20982, 35029, 58754], 2150: [9145, 38334, 30710, 105584, 41292], 2151: [6352, 6807, 11477, 11705, 59315], 2152: [3895, 10297, 1813, 1893, 83002], 2153: [996701, 587020, 56614, 94185, 204], 2154: [6162, 51072, 15556, 85, 192], 2155: [25703, 113224, 77089, 84075, 105303], 2156: [996701, 60073, 198855, 1030512, 94185], 2157: [938, 999817, 15336, 454], 2158: [543261, 1017347, 98050, 51798, 51792], 2159: [11207, 1105079, 59373, 1892, 27319], 2160: [51042, 540, 351, 1283, 1043693], 2161: [529, 75131, 1839063, 11288, 59233], 2162: [98804, 969635, 71565, 1034681, 2963], 2163: [1233, 5293, 32, 53714, 3872], 2164: [11486, 9779, 4587, 17140, 83244], 2165: [55899, 81083, 569, 131781, 17286], 2166: [52018, 1055230, 41419, 965224, 1461], 2167: [17093, 11355, 1231827, 31717, 228], 2168: [19292, 884, 62861, 32895, 77948], 2169: [39658, 52849, 7447, 112, 21127], 2170: [2368, 8789, 64136, 1121, 1797343], 2171: [11207, 3872, 227454, 71580, 53650], 2172: [9880, 5293, 3894, 57755, 8691], 2173: [478, 20286, 996701, 135651, 51072], 2174: [93210, 388, 36592, 1041440, 477], 2175: [110014, 36592, 956764, 8170, 136532], 2176: [8169, 12835, 8167, 17647, 18918], 2177: [9778, 110742, 5723, 14888, 55638], 2178: [72129, 51329, 3894, 9273, 17604], 2179: [2282, 17647, 7218, 56045, 147], 2180: [2282, 30319, 1640, 15533, 1078568], 2181: [221018, 3896, 1216908, 35029, 467645], 2182: [2282, 23680, 239020, 18050], 2183: [73421, 77795, 887, 368, 16851], 2184: [131771, 1949154, 223331, 219852, 1078608], 2185: [41087, 1271, 134, 1813, 44735], 2186: [884, 60255, 1285, 3896, 2975], 2187: [17303, 111801, 81097, 63, 20508], 2188: [33192, 3061, 11315, 467645, 524], 2189: [938, 52851, 17637, 37936, 11702], 2190: [8169, 512316, 2178, 15565, 9780], 2191: [1752, 887, 56322, 57755, 17782], 2192: [211599, 131935, 124547, 108532, 1080212], 2193: [84497, 2206, 9994, 59860, 59860, 11825], 2194: [40462, 158095, 1180945, 84300, 15029], 2195: [515510, 78324, 51990, 82093, 66580], 2196: [933238, 500, 11108, 17604, 10182], 2197: [14887, 64, 92404, 87722, 2524], 2198: [17838, 2157, 887, 7399, 221581], 2199: [6885, 110014, 56734, 3292, 1034681], 2200: [35705, 8177, 22122, 11702, 98953], 2201: [6972, 5049, 18918, 76547, 17328], 2202: [9778, 38673, 54697, 17039, 21007], 2203: [131723, 94098, 11006, 824, 9281], 2204: [934219, 228969, 1165384, 78110, 34502], 2205: [12799, 6863, 16666, 5090, 98953], 2206: [61099], 2207: [17306, 8691, 11108, 62064, 1372], 2208: [113255, 150693, 129555, 1019230, 1043186], 2209: [59219, 51329, 23459, 163139, 1530518], 2210: [10254, 18973, 2296, 8289, 8691, 8293], 2211: [130640, 935, 55085, 18818, 1269], 2212: [2606, 2607, 2038, 996636, 17605], 2213: [517, 25703, 887, 1186840, 973135], 2214: [18973, 3896, 17051, 59315, 3490], 2215: [41087, 12795, 25129, 6941, 974317], 2216: [237455, 15440, 1267122, 990300, 1173984], 2217: [69231, 57637, 122889, 69230, 37698], 2218: [60900, 11107, 46593, 13240, 123102], 2219: [87822, 19961, 3223, 71403, 543505, 22675], 2220: [54693, 1099876, 1502376, 58225, 2232], 2221: [29222, 54697, 19274, 9827, 198150], 2222: [4173, 2282, 72855, 3292, 935235], 2223: [67599, 3036, 8329, 2963], 2224: [45210, 1278955, 1825933, 1278956, 1213279], 2225: [11824, 53256, 9278, 1269, 16431], 2226: [91606, 56365, 29862, 83002, 76070], 2227: [38280, 134184, 7497, 19492, 74568], 2228: [90325, 53807, 227454, 1133349, 73968], 2229: [976, 17051, 1920, 1109976, 58168], 2230: [2227, 2983, 564035, 5472, 37058], 2231: [1151957, 8926, 4581, 51544, 5309], 2232: [12795, 17276, 1017347, 1278500, 78147], 2233: [3223, 239271, 3087, 3223, 21657], 2234: [139549, 116, 85718, 1247, 71580], 2235: [1249, 8436, 1216606, 1639, 207], 2236: [2039, 17064, 239996, 74568, 2037], 2237: [75175, 569, 213144, 235416, 1284], 2238: [5469, 121529, 8784, 27319, 28782], 2239: [3895, 2231, 1303037, 2983, 5472], 2240: [32683, 72855, 31, 78423, 76793], 2241: [1148130, 9656, 95789, 2229, 5953], 2242: [9273, 90633, 880, 73968, 44735], 2243: [60900, 2039, 54817, 13950, 1212662], 2244: [4491, 4239, 16861, 52848, 504], 2245: [29222, 11824, 17402, 879, 13242], 2246: [4492, 17696, 19, 1190976, 23532], 2247: [9996, 85924, 65395, 526727, 4690], 2248: [119586, 6574, 8256, 142108, 119807], 2249: [39187, 47720, 1136406, 125660, 2524], 2250: [10882, 1308445, 80602, 41686, 880], 2251: [12052, 3061, 6162, 81364, 85], 2252: [1194750, 1194749, 1205436, 134963, 1205435], 2253: [107766, 74133, 1194944, 40863, 139150], 2254: [4581, 18277, 19, 65717, 2232], 2255: [10980, 35028, 1023139, 28847, 55615], 2256: [5723, 1259762, 63522, 1245, 15277], 2257: [887, 1240487, 168452, 58225, 41091], 2258: [76999, 2157, 15851, 228, 516], 2259: [1771, 71070, 13240, 207150, 52139], 2260: [59251, 1254583, 222130, 49971, 118545], 2261: [30315, 212913, 86468, 1129464, 59841], 2262: [212833, 62747, 2963, 1063, 4030], 2263: [9278, 112476, 1198286, 220064, 4495], 2264: [31171, 8265, 31837, 87003, 228], 2265: [35705, 8177, 55638, 4443, 52847], 2266: [1159982, 131006, 232006, 94185, 4784], 2267: [54693, 53714, 51329, 17697, 1532], 2268: [39995, 19274, 19278, 41091, 21007], 2269: [55466, 84223, 5064, 5081, 62064], 2270: [29222, 996701, 135651, 1110405, 17606], 2271: [1231, 70904, 3896, 77277, 59233], 2272: [14887, 17288, 10254, 1007683, 16702, 8293], 2273: [41088, 2879, 475512, 6941, 52997], 2274: [55536, 707, 8534, 4038, 19], 2275: [55899, 418, 1014932, 61363, 1078568], 2276: [1229, 5064, 1017347, 28846, 1121786], 2277: [58224, 4491, 1979, 23532, 95101], 2278: [93210, 1391420, 9828, 168877], 2279: [1105711, 1903379, 18300, 1116973, 1746117], 2280: [3968, 17286, 65524, 145143, 4783], 2281: [1279279, 76412, 928575, 57191], 2282: [3223, 18688, 18052, 15852, 972951, 192], 2283: [1393177, 94011, 1393179], 2284: [10980, 4391, 567269, 5530, 125660], 2285: [287, 33235, 19498, 454, 10959], 2286: [131519, 67773, 16866, 5374, 191202], 2287: [6574, 34398, 78799, 78798, 70615], 2288: [15735, 1021684, 1190976, 964971, 11851], 2289: [52018, 12139, 928572, 129104], 2290: [38673, 239574, 8688, 8691, 18979], 2291: [19274, 79082, 583051, 17051, 51988], 2292: [1223463, 368, 4784, 1218218], 2293: [4726, 54693, 67837, 5472, 184581], 2294: [2231, 124870, 15854, 7427, 8536], 2295: [2206, 1377303, 72466, 83002], 2296: [11661, 125025, 49002, 5367, 992427], 2297: [121953, 67599, 5916, 15152, 18269], 2298: [1733, 4135, 109869, 17039, 7056], 2299: [19292, 63234, 69597, 98285, 53256], 2300: [19654, 8767, 6574, 4784], 2301: [16483, 5916, 29446, 84490, 19506], 2302: [582816, 81685, 49, 53117], 2303: [1070749, 173150, 647347, 574378, 1850374], 2304: [17521, 1271809, 945302, 19159, 17141], 2305: [1273198, 1273197, 1273199, 544123, 6166], 2306: [2282, 10859, 1247, 76511], 2307: [37158, 70303, 31168, 1208406, 81685], 2308: [55536, 62965, 9642, 9827, 976], 2309: [55536, 1274508, 3489, 1532], 2310: [11006, 972356, 11705, 60458, 29512], 2311: [54697, 11006, 4937, 83873, 23459], 2312: [74541, 56323, 9827, 1023139, 23532], 2313: [85684, 111672, 238006, 937714, 930728], 2314: [64880, 7031, 2960, 192, 1245], 2315: [78050, 25072, 35013, 13, 83002], 2316: [1348957, 38405, 52775, 16866, 932091], 2317: [12261, 84698, 62, 3036, 137424], 2318: [4566, 1813, 85, 1283, 76070], 2319: [92404, 3896, 14888, 228, 467645], 2320: [2047, 6613, 1216606, 77277, 1276759], 2321: [58019, 221018, 68109, 1094091], 2322: [79416, 1078613, 1017347, 1173984, 2975], 2323: [1277196, 33449, 213202, 1277195, 220442], 2324: [221115, 1277583, 60077, 1173984, 973091], 2325: [131, 2053, 97604, 14343, 53240], 2326: [1278721, 54499, 59592, 110743, 932091], 2327: [1079805, 6807, 1358988, 14892, 1043693], 2328: [64342, 54729, 36801, 54812, 52997], 2329: [119589, 33397, 45407, 59315, 55089], 2330: [52704, 73127, 37917, 3911, -1], 2331: [486, 103, 1279818, 8691, 1279817], 2332: [57854, 122889, 119592, 38225, 28640, 4764], 2333: [2453, 1088672, 1813, 1121400, 1345418], 2334: [970216, 996701, 129104, 18999, 223012], 2335: [2039, 5064, 17064, 36662, 1283], 2336: [33192, 1274508, 335, 1023139, 205], 2337: [1331, 2227, 79699, 12763], 2338: [88995, 6384, 18354, 71586, 6283], 2339: [3968, 418, 17628, 11477, 17604], 2340: [60286, 9640, 589162, 2536, 15033], 2341: [17288, 72129, 25072, 3292, 5530], 2342: [37917, 56734, 111420, 1137, 55493], 2343: [17306, 577478, 36669, 53257, 8801], 2344: [221985, 175826, 825, 56734, 60458], 2345: [21721, 51965, 116431, 226371, 1357480], 2346: [1336393, 1201716, 22227, 41091, 28846], 2347: [82809, 94436, 34842, 1981, 188311], 2348: [6161, 140238, 1286655, 19119, 2037], 2349: [112013, 116907, 1289605, 220573, 146411], 2350: [71070, 3489, 1023139, 7399, 28164], 2351: [930216, 1328, 26996, 142956, 198927], 2352: [3392, 1251573, 3092, 1186840, 36926], 2353: [94098, 1780202, 6944, 1269, 49971], 2354: [131, 65731, 76512, 16851, 16861], 2355: [11661, 11664, 62, 210271, 1532], 2356: [17832, 128645, 109513, 18918, 65524], 2357: [1290264, 1106240, 1223793, 45051], 2358: [121529, 17064, 3293, 72466, 4764], 2359: [29221, 130640, 84223, 73128, 221581], 2360: [112692, 8167, 54793, 62439, 150], 2361: [1294860, 232417, 1642055, 1294859], 2362: [517, 17200, 1357023, 972356, 18182], 2363: [61659, 51918, 1158, 18686, 1106543], 2364: [78431, 207549, 78124, 56679], 2365: [234352, 17289, 39545, 2888], 2366: [99314, 224181, 74376, 934, 18182], 2367: [290, 1158, 9278, 21127, 516], 2368: [2203, 112013, 72968, 78436, 59296, 32895], 2369: [1256170, 4688, 11398, 1639, 95136], 2370: [18792, 972356, 20374, 5538, 25616], 2371: [8977, 76126, 88029, 55638, 23659], 2372: [1561685, 14343, 1813, 380, 521563], 2373: [54415, 19292, 22970, 11705, 32895], 2374: [4724, 1456341, 1192759, 8329, 934173], 2375: [70851, 112476, 39388, 1121786], 2376: [21662, 1223955, 1822748, 1297491], 2377: [72855, 20286, 10205, 3896, 1523921], 2378: [108916, 34490, 3497, 496470, 112], 2379: [938, 2231, 234352, 27319, 28846], 2380: [77795, 998225, 37632, 72466, 58873], 2381: [17178, 1330999, 1554519, 21657], 2382: [87822, 3223, 88029, 85139, 118545, 221581, 22675], 2383: [2039, 23459, 8691, 18050, 880], 2384: [10696, 2178, 3896, 15336, 11825], 2385: [33192, 4724, 85, 71580, 118545], 2386: [27740, 37917, 86310, 17052, 44735], 2387: [1159982, 996701, 587020, 94185, 204], 2388: [37153, 996701, 587020, 3489, 94185], 2389: [6384, 13023, 557303, 1078608, 224513], 2390: [1277188, 144160, 11148, 60073, 3905], 2391: [448, 5064, 2176, 504787], 2392: [93210, 1457238, 25072, 17199, 227454], 2393: [38673, 66743, 135352, 20580, 49706], 2394: [142995, 86612, 142689, 575662, 123185], 2395: [56323, 52792, 56322, 5723, 198150], 2396: [40900, 69489, 5538, 2228, 3810], 2397: [106490, 1313564, 1189982, 89109, 1378126], 2398: [108916, 71070, 1313583, 9828, 6968], 2399: [72855, 23458, 37632, 1639, 16358], 2400: [6730, 955, 2983, 52848, 221581], 2401: [6832, 17276, 9780, 6383, 192], 2402: [55936, 40900, 1425420, 19278, 15556], 2403: [10978, 1205, 5309, 76788, 2440], 2404: [368, 3911, 72994, 55755, 63522], 2405: [446511, 17605, 6944, 23532, 417], 2406: [1210610, 132712, 133980, 1172147, 1094091], 2407: [5469, 71375, 16851, 1245, 1461], 2408: [12080, 6949, 12097, 12098, 18864], 2409: [3223, 60898, 16828, 53650, 3223, 1245], 2410: [32987, 5470, 1812, 47720, 73381], 2411: [1219901, 60073, 440414, 19278, 503103], 2412: [20286, 54738, 142213, 8786, 17289], 2413: [2055, 146402, 71900, 37250, 7218], 2414: [52404, 1277583, 98285, 1223726, 110930], 2415: [1527312, 16858, 1279814, 1223726, 19159], 2416: [6856, 27740, 10431, 2231, 76961], 2417: [28638, 1223438, 1326885, 1034681, 116088], 2418: [8536, 16851, 19498, 1121, 5081], 2419: [37158, 59844, 459980, 207, 35013], 2420: [1244, 2372, 572541, 225692, 1552148], 2421: [1512021, 13240, 23659, 19159, 1817], 2422: [1797612, 1797610, 1797611], 2423: [72129, 1026947, 51329, 380, 25616], 2424: [12835, 3895, 1223793, 110902, 109], 2425: [1271, 72129, 3968, 73457, 2975], 2426: [60898, 5064, 187565, 47281, 8945], 2427: [69122, 83586, 60949, 18284], 2428: [11207, 70456, 2040, 1303037, 2524], 2429: [3223, 1154054, 1115984, 83860, 55091], 2430: [145131, 1011103, 1385058, 444211, 155621], 2431: [55936, 18918, 7242, 15298], 2432: [15757, 5723, 57599, 15758, 5724], 2433: [116092, 3223, 1333532, 1333533, 1116975], 2434: [1620, 56731, 2176, 1317159, 976], 2435: [2282, 1414734, 17605, 1532, 1245], 2436: [7060, 56323, 2694, 879, 234352], 2437: [106490, 20212, 2128, 7401, 59117], 2438: [220448, 93210, 6193, 93491, 2524], 2439: [10978, 5470, 8945, 2413], 2440: [1343869, 1343870, 589098, 207321], 2441: [221985, 7489, 73421, 54693, 1373307], 2442: [40275, 59860, 335, 129868, 37625, 4784], 2443: [1345230, 1345228, 1345229, 1345227], 2444: [59860, 2231, 77996, 4757, 5309, 10912], 2445: [27855, 109174, 1491689, 1485776, 5296], 2446: [17288, 12536, 3293, 227454, 29092], 2447: [1533157, 1421427, 1335218, 17605, 1345967], 2448: [30082, 53714, 1019, 5294, 71580], 2449: [4491, 84223, 7427, 3905, 270], 2450: [1231, 7517, 37917, 83222, 7447], 2451: [39390, 1230, 60073, 13240, 4431], 2452: [2282, 1021684, 222121, 18473, 24045], 2453: [6856, 5916, 20491, 20494], 2454: [8447, 83002, 41091, 1892, 454], 2455: [1352332, 1352329, 61839, 1327853, 1352328], 2456: [38024, 7465, 3092, 109740, 192], 2457: [1029934, 148992, 1289968, 232006, 934243], 2458: [997369, 1271, 1061053, 49, 1180979], 2459: [1100, 59860, 17140, 129868, 60881, 20810], 2460: [28638, 3051, 36801, 1331652], 2461: [118200, 1381175, 56614, 1047649, 1444141], 2462: [225692, 15737, 1643, 63362, 1320609], 2463: [66743, 1265629, 934, 30614, 1392137], 2464: [6885, 5081, 83002, 74568, 11109], 2465: [14329, 1420663, 2227, 1204, 5294], 2466: [144292, 140114, 21660, 84214], 2467: [11207, 10431, 119232], 2468: [6449, 71375, 4756, 516, 112561], 2469: [103, 54697, 57755, 192, 44735], 2470: [29222, 143240, 20212, 119592, 380], 2471: [1469394, 14597, 1327613, 1497729, 1469393], 2472: [3131, 38560, 1137, 9274, 17289], 2473: [54882, 10859, 51990, 1047649, 78452], 2474: [12835, 37917, 66, 9828, 1496392], 2475: [9560, 59175, 91520, 1907, 3], 2476: [17419, 15735, 52849, 2882, 18050], 2477: [115150, 25663, 49735, 4808], 2478: [8210, 1422517, 18997, 1423519, 1372], 2479: [1552440, 1224115, 78198, 986808, 932091], 2480: [51329, 23459, 1016168], 2481: [237455, 47627, 1223786, 4391, 74056], 2482: [40900, 31, 21278, 8197, 39388], 2483: [61263, 27105, 74568, 1286744, 18979], 2484: [19274, 1226302, 53650, 24045, 51988], 2485: [80145, 1155473, 1321628, 3967, 109438], 2486: [6856, 180486, 6949, 13240], 2487: [92404, 19492, 234352, 7499, 2888], 2488: [91606, 38582, 11367, 550843, 593202], 2489: [17696, 204271, 1385063, 1198286, 116409], 2490: [96066, 6692, 351, 204], 2491: [1354870, 1401536, 1401537, 1357480], 2492: [1167375, 56734, 1379122, 1108907, 1094091], 2493: [1451101, 530618, 112476, 32747, 1172147], 2494: [94864, 18473, 59254, 10881, 17697], 2495: [11107, 302165, 8783, 1893, 62064], 2496: [4135, 32798, 112, 17052], 2497: [29222, 8210, 1469630, 1186505, 1469633], 2498: [1327613, 20089, 1036288, 18050, 234982], 2499: [6715, 21315, 52775, 8211], 2500: [64, 10859, 2176, 1269, 31384], 2501: [6832, 17306, 207, 24045, 94185], 2502: [34457, 38405, 54645, 1278724], 2503: [84497, 101060, 18918, 55638, 39388], 2504: [84223, 19498, 4175, 18999, 880], 2505: [17287, 147056, 1204, 1461], 2506: [15735, 61134, 3897, 232396, 10859], 2507: [9779, 8177, 2208, 5411], 2508: [1231, 335, 27578, 4495], 2509: [17064, 37632, 55085, 73381, 227454], 2510: [131, 62644, 2178, 53714, 1423519], 2511: [966306, 1393915, 5296, 1393916], 2512: [7166, 996701, 51329, 224513, 21007], 2513: [21163, 111678, 1221716, 1286328], 2514: [76110, 19537, 1163622, 21200, 350], 2515: [70851, 11006, 17696, 17735, 4175], 2516: [37153, 1253355, 587506, 1291350, 1395182], 2517: [936970, 4726, 1298360, 10437, 20750], 2518: [10254, 22226, 1229, 53714, 17051, 8293], 2519: [71083, 1397778, 1397781, 1397779, 202032], 2520: [17178, 3911, 17039, 2232, 1817], 2521: [25246, 1253360, 5293, 1151657, 1892], 2522: [16483, 62561, 119598, 135651, 95047], 2523: [5469, 6885, 108916, 1050248, 10297], 2524: [54693, 30614, 113461, 14892, 18999], 2525: [61178, 1371041, 21028, 17606, 1081875], 2526: [103, 21134, 53714, 23626, 2232], 2527: [287, 11701, 17498, 19119, 26100], 2528: [933238, 3291, 5064, 971329, 53863], 2529: [212604, 84223, 29222, 119592], 2530: [31167, 81685, 56679, 34], 2531: [1080195, 10990, 3872, 90764, 6283], 2532: [287, 6832, 3894, 30614, 4495], 2533: [-1, -1, -1, -1], 2534: [1303037, 1198895, 4690, 105563, 6968], 2535: [482044, 1213603, 10871, 35, 17401], 2536: [346352, 1029403, 62220, 14950, 17283], 2537: [17288, 19274, 204], 2538: [1216606, 52, 7447, 13, 2888], 2539: [9278, 1979, 1223726, 4690, 1394686], 2540: [167132, 525138, 1498039, 1498038], 2541: [9778, 83586, 81364, 110742, 55638], 2542: [55536, 40462, 8534, 22970], 2543: [16940, 58370, 58224, 23229, 1388314], 2544: [12041, 2176, 227454, 1925, 1892], 2545: [65731, 4937, 972356, 20374, 37625], 2546: [29222, 1253355, 19274, 56734, 9827], 2547: [562730, 3129, 1169026, 82191, 58754], 2548: [17419, 9824, 1670, 5723, 4589], 2549: [156962, 25703, 52849, 213001, 55638], 2550: [148096, 54697, 3196, 34847, 71815], 2551: [33192, 27031, 23532, 15556, 1331652], 2552: [55470, 47468, 10978, 10735, 15739], 2553: [111801, 1522254, 58502, 210271, 584143], 2554: [887, 955, 7399, 23659, 41091], 2555: [21629, 2178, 9273, 72873, 17604], 2556: [1277188, 17485, 155282, 3489, 1448222], 2557: [77335, 1341, 72855, 1019, 8688], 2558: [39390, 13920, 10839, 51072, 35013], 2559: [65717, 58225, 52848, 10872, 90633], 2560: [298410, 291263, 62861, 7090, 972599], 2561: [59129, 1686693, 59175, 16841, 1686692], 2562: [18980, 15854, 996701, 8785, 6383], 2563: [1230, 67773, 3092, 59315, 1903], 2564: [84497, 15735, 4566, 1261694, 20508], 2565: [17487, 3223, 1230, 17628, 51329, 60881], 2566: [569, 73457, 5292, 25002], 2567: [10297, 57428, 18997, 1181329, 25616], 2568: [146750, 110, 1504947, 1024722, 1261400], 2569: [3497, 1363367, 1812, 1105079, 1893], 2570: [1717046, 108916, 1371, 2227, 76788], 2571: [22109, 10993, 12763, 7248], 2572: [1024722, 9976, 1883866, 53755, 1456341], 2573: [47296, 543530, 7517, 78452, 380], 2574: [1105441, 21180, 109868, 94432, 1102331], 2575: [11107, 1229, 164094, 84225, 62064], 2576: [7489, 37917, 59175, 4495, 44735], 2577: [33192, 17018, 208519, 335, 20982], 2578: [26291, 1483525, 9278, 1367322, 1164259], 2579: [131, 27428, 335, 9273, 52848], 2580: [298410, 291263, 1230868, 1307543, 5384], 2581: [45400, 1485770, 8289, 18050, 516], 2582: [1223163, 71189, 83860, 500, 1466613], 2583: [1488909, 7517, 17244, 1488908], 2584: [20374, 1186027, 1352028, 49, 996224], 2585: [15735, 819, 204, 2888, 454], 2586: [75185, 1485670, 1375895], 2587: [10920, 213083, 4391, 587020, 3967], 2588: [933238, 15009, 5081, 114019, 58754], 2589: [1209423, 18182, 1539936, 17648, 192], 2590: [1709, 10882, 13093, 10993, 35013], 2591: [17142, 1367516, 10980, 76624, 17628], 2592: [1223879, 1618066, 1673245, 86046, 1486488], 2593: [1021684, 1254583, 72865, 205258, 2037], 2594: [98394, 9562, 51944, 89462, 20753], 2595: [58224, 11661, 4491, 18082, 1204], 2596: [17419, 971299, 52119, 1059597, 17051], 2597: [31, 134531, 6383, 74607, 350], 2598: [1523142, 87886, 1523137, 1523143], 2599: [33394, 1007683, 49735, 86232, 1539216], 2600: [10254, 287, 15440, 16358, 8293, 51988], 2601: [229932, 8689, 1650158, 1023139, 5384], 2602: [1216606, 17486, 72873, 2983, 83002], 2603: [40462, 77271, 18973, 9575, 17696, 18979], 2604: [130640, 26467, 57755, 1224115, 1286328], 2605: [5049, 133, 45400, 8289, 524], 2606: [1005852, 1650301, 2038, 459980, 932967], 2607: [13014, 1397778, 1223793, 51072, 467645], 2608: [1005852, 40036, 205, 6944, 1269], 2609: [1221085, 52462, 1397778, 5530, 1286328], 2610: [34947, 130081, 15762, 6719, 2], 2611: [4491, 81364, 51990, 1240487, 23532], 2612: [19184, 222906, 62, 4174], 2613: [4724, 1230, 11705, 13240, 18999], 2614: [62649, 1607522, 19492, 5292, 196179], 2615: [9191, 3293, 207, 1334638, 125660], 2616: [6692, 34257, 103351, 141892, 130977], 2617: [1560333, 1455813, 1183671, 231014], 2618: [580648, 1645083, 1813056, 1816076, 1403022], 2619: [3131, 879, 58225, 12110, 3136], 2620: [97600, 2138, 101060, 156100]}
In [17]:
NB_ACTORS = len(Actors['Name'])
actor_range = np.arange(NB_ACTORS)
vector = (actor_dic[0][0] == np.array(actor_range)).astype(int)
[0 0 0 ..., 0 0 0]
4644
In [18]:
actorsArray = np.ndarray(shape=(len(dataset), NB_ACTORS), dtype=int)
for i in range(0, len(dataset)):
#genreDict.setdefault(i, [])
vector = np.zeros(NB_ACTORS)
for j in range(0, len(actor_dic[i])):
#add vectors of 1's and 0's to obtain vector of genres
vector += (actor_dic[i][j] == np.array(actor_range)).astype(int)
#genreDict[i].append(vector)
actorsArray[i] = vector
In [19]:
print(len(actorsArray[0]))
print(actorsArray.size)
4644
12171924
In [20]:
Actors = pd.DataFrame(actorsArray, columns=actor_range)
Actors.head(10)
Out[20]:
0
1
2
3
4
5
6
7
8
9
...
4634
4635
4636
4637
4638
4639
4640
4641
4642
4643
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
0
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
0
0
0
0
0
0
0
0
0
0
...
0
0
0
0
0
0
0
0
0
0
6
0
0
0
0
0
0
0
0
0
0
...
0
0
0
0
0
0
0
0
0
0
7
0
0
0
0
0
0
0
0
0
0
...
0
0
0
0
0
0
0
0
0
0
8
0
0
0
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
0
0
...
0
0
0
0
0
0
0
0
0
0
10 rows × 4644 columns
In [23]:
W = np.dot(actorsArray,np.transpose(actorsArray))
In [24]:
np.fill_diagonal(W, 0)
In [25]:
plt.spy(W)
Out[25]:
<matplotlib.image.AxesImage at 0x133a7c5f8>
In [26]:
plt.hist(W[W > 0].reshape(-1), bins=50);
In [27]:
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))
print('There are {} edges equal to two '.format(np.sum(W == 2)))
print('There are {} edges equal to three '.format(np.sum(W == 3)))
print('There are {} edges equal to four '.format(np.sum(W == 4)))
print('There are {} edges equal to five '.format(np.sum(W == 5)/2))
There are 3415674.5 edges equal to zero
There are 18309.0 edges equal to one
There are 1324 edges equal to two
There are 38 edges equal to three
There are 288 edges equal to four
There are 11.0 edges equal to five
In [29]:
NotnormW = pd.DataFrame(W)
NotnormW.head()
Out[29]:
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
3
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 [30]:
NotnormW.to_csv('Saved_Datasets/NotNormActorW.csv', index=False)
In [31]:
NotnormW = pd.read_csv('Saved_Datasets/NotNormActorW.csv')
NotnormW = NotnormW.as_matrix()
In [35]:
Wnorm2 = np.ndarray(shape=(len(dataset), len(dataset)), dtype=float)
for i in range(0, len(W)):
for j in range(0, len(W)):
if i!=j:
if W[i][j] > 3:
Wnorm2[i][j] = 1
else:
Wnorm2[i][j] = W[i][j]/3
#fill the diagonal values to zero, i.e. no self-connections
np.fill_diagonal(Wnorm2, 0)
In [51]:
Norm2W = pd.DataFrame(Wnorm2)
Norm2W.head()
Out[51]:
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
...
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
...
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
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
0.0
0.0
3
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
0.0
...
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
...
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 [52]:
Norm2W.to_csv('Saved_Datasets/Normalized3ActorW.csv', index=False)
In [39]:
Norm2W = Norm2W.as_matrix()
In [40]:
plt.spy(Norm2W)
Out[40]:
<matplotlib.image.AxesImage at 0x11fc64710>
In [41]:
laplacian_norm2 = scipy.sparse.csgraph.laplacian(Norm2W, normed = True)
In [43]:
plt.spy(laplacian_norm2);
Content source: mdeff/ntds_2017
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