Activity 10: Text Analytics¶
This notebook illustrates text analytics for examining wikipedia articles and for examining movie dialogues.
In [17]:
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
from bs4 import BeautifulSoup
import urllib.request
### Open the web page and save this to a text file
file_name = './wikipedia.txt'
url = "https://en.wikipedia.org/wiki/Computer_security"
with urllib.request.urlopen(url) as response, open(file_name, 'wb') as out_file:
data = response.read()
out_file.write(data)
### Open the text file using Beautiful Soup to parse the HTML
with open(file_name, encoding="utf8") as fp:
soup = BeautifulSoup(fp, 'html.parser')
### Extract the text from the HTML and split based on spaces
text = soup.text
text = text.split(" ")
### For each word, if length is greater than 3
### then set to lowercase and append to our final text list
text_final = []
for t in text:
if len(t) > 3:
t = t.lower()
text_final.append(t)
### Count the number of occurrences for each word
from collections import Counter
count = Counter(text_final)
### Split into labels and values for our chart
labels, values = zip(*count.most_common(20))
indexes = np.arange(len(labels))
width = 1
### Plot chart
plt.bar(indexes, values, width)
plt.xticks(indexes + width * 0.5, labels, rotation=90)
plt.show()
In [18]:
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
from bs4 import BeautifulSoup
import urllib.request
### Open the web page and save this to a text file
file_name = 'wikipedia.txt'
url = "https://en.wikipedia.org/wiki/Computer_security"
with urllib.request.urlopen(url) as response, open(file_name, 'wb') as out_file:
data = response.read()
out_file.write(data)
### Open the text file using Beautiful Soup to parse the HTML
with open(file_name, encoding="utf8") as fp:
soup = BeautifulSoup(fp, 'html.parser')
### Extract the text from the HTML and split based on spaces
text = soup.text
text = text.split(" ")
### For each word, if length is greater than 3
### then set to lowercase and append to our final text list
text_final = []
for t in text:
if len(t) > 3:
t = t.lower()
text_final.append(t)
dictionary_list = ['security', 'attack', 'data', 'encryption', 'cyber','crime']
dictionary_counts = {}
for t in text_final:
if t in dictionary_list:
if t not in dictionary_counts:
dictionary_counts[t] = 0
dictionary_counts[t] += 1
dictionary_counts
Out[18]:
{'security': 1,
'data': 1,
'cyber': 1,
'attack': 1,
'encryption': 1,
'crime': 1}
In [19]:
### Let us now calculate this as a probability - rather than a count.
len(text_final)
count = Counter(text_final)
for c in count:
count[c] = count[c] / len(text_final)
count
### Split into labels and values for our chart
labels, values = zip(*count.most_common(20))
indexes = np.arange(len(labels))
width = 1
### Plot chart
plt.bar(indexes, values, width)
plt.xticks(indexes + width * 0.5, labels, rotation=90)
plt.show()
In [20]:
for d in dictionary_counts:
dictionary_counts[d] = dictionary_counts[d] / len(text_final)
dictionary_counts
Out[20]:
{'security': 8.05607024893257e-05,
'data': 8.05607024893257e-05,
'cyber': 8.05607024893257e-05,
'attack': 8.05607024893257e-05,
'encryption': 8.05607024893257e-05,
'crime': 8.05607024893257e-05}
This shows a simple case where we have a small (5 element) dictionary. Suppose we had more sophisiticated dictionaries - positive and negative words, or words for particular classes - then we can do much more analysis using these simple techniques
In [21]:
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
from bs4 import BeautifulSoup
import urllib.request
### Open the web page and save this to a text file
file_name = 'wikipedia.txt'
url = "https://en.wikipedia.org/wiki/Computer_security"
with urllib.request.urlopen(url) as response, open(file_name, 'wb') as out_file:
data = response.read()
out_file.write(data)
### Open the text file using Beautiful Soup to parse the HTML
with open(file_name, encoding="utf8") as fp:
soup = BeautifulSoup(fp, 'html.parser')
### Extract the text from the HTML and split based on spaces
text = soup.text
text = text.split(" ")
### For each word, if length is greater than 3
### then set to lowercase and append to our final text list
text_final = []
for t in range(len(text) - 1):
if len(text[t]) > 3 and len(text[t+1]) > 3:
text_final.append(text[t] + " " + text[t+1])
### Count the number of occurrences for each word
from collections import Counter
count = Counter(text_final)
### Split into labels and values for our chart
labels, values = zip(*count.most_common(20))
indexes = np.arange(len(labels))
width = 1
### Plot chart
plt.bar(indexes, values, width)
plt.xticks(indexes + width * 0.5, labels, rotation=90)
plt.show()
In [22]:
### Here are the imports that you will require
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
import seaborn as sns
import urllib.request
def load_data():
# the data is a standard pcap packet capture file (saved as a csv output)
file_name = './data/movie_lines.txt'
# this will then put the csv data into a pandas dataframe
#data = pd.read_csv(file_name, sep='+++$+++')
lines = []
with open(file_name, 'r', encoding='utf-8', errors="replace") as f:
for line in f:
line = line.split(" +++$+++ ")
line[4] = line[4].split('\n')[0]
lines.append(line)
data = pd.DataFrame.from_records(lines, columns=['ID1', 'ID2', 'ID3', 'ID4', 'Text'])
return data
In [23]:
data = load_data()
data
Out[23]:
| ID1 | ID2 | ID3 | ID4 | Text | |
|---|---|---|---|---|---|
| 0 | L1045 | u0 | m0 | BIANCA | They do not! |
| 1 | L1044 | u2 | m0 | CAMERON | They do to! |
| 2 | L985 | u0 | m0 | BIANCA | I hope so. |
| 3 | L984 | u2 | m0 | CAMERON | She okay? |
| 4 | L925 | u0 | m0 | BIANCA | Let's go. |
| ... | ... | ... | ... | ... | ... |
| 304708 | L666371 | u9030 | m616 | DURNFORD | Lord Chelmsford seems to want me to stay back ... |
| 304709 | L666370 | u9034 | m616 | VEREKER | I'm to take the Sikali with the main column to... |
| 304710 | L666369 | u9030 | m616 | DURNFORD | Your orders, Mr Vereker? |
| 304711 | L666257 | u9030 | m616 | DURNFORD | Good ones, yes, Mr Vereker. Gentlemen who can ... |
| 304712 | L666256 | u9034 | m616 | VEREKER | Colonel Durnford... William Vereker. I hear yo... |
304713 rows × 5 columns
In [24]:
unique_characters = data['ID4'].unique()
print (unique_characters.tolist())
print ("Number of characters: ", len(unique_characters))
['BIANCA', 'CAMERON', 'CHASTITY', 'JOEY', 'KAT', 'WALTER', 'BRUCE', 'PATRICK', 'MICHAEL', 'MANDELLA', 'MISS PERKY', 'SHARON', 'ALONSO', 'SAILOR', 'AROJAZ', 'COLUMBUS', 'SANCHEZ', 'BEATRIX', 'BOBADILLA', 'FERNANDO', 'UTAPAN', 'MARCHENA', 'ISABEL', 'MOXICA', 'MENDEZ', 'PINZON', 'CUTLER', 'EMIL', 'JORDY', 'DAPHNE', 'EDDIE', 'DUFFY', 'KORFIN', 'LEON', 'ROSE', 'NICOLETTE', 'HAWKINS', 'SECONDARY OFFICER', 'HONEY', 'IMMIGRATION OFFICER', 'VENDOR', 'OLEG', 'MILOS', 'MAGGIE', 'MUGGER', 'MAX', 'TOMMY', 'STEPHEN GELLER', 'ROBERT HAWKINS', 'FLOYD', 'B20', 'BOWMAN', 'POOLE', 'HAL', 'C12', 'CHILD', 'PILOT', 'CO-PILOT', 'ELENA', 'MILLER', 'SMYSLOV', 'MICHAELS', 'LUTHER', 'ATTENDANT', 'HAMMOND', 'BARTENDER', 'GANZ', 'BILLY', 'CANDY', 'CASEY', 'CATES', 'HADEN', 'YOUNG COP', 'KEHOE', 'ELAINE', 'LISA', 'HENRY', 'SOSNA', 'CORNELIUS', 'LEELOO', 'ZORG', 'KORBEN', 'PRESIDENT', 'DAVID', 'DIVA', 'FINGER', 'GIRL', 'PRIEST', 'KOMMANDER', 'MOTHER', 'VOICE', 'LOC RHOD', 'MUNRO', 'THAI', 'MACTILBURGH', 'STAEDERT', 'PROFESSOR', 'SECRETARY', 'SHADOW', 'WELLES', 'AMY', 'ANGRY DEALER', 'DINO', 'DINO VELVET', 'DIRECTOR', 'MALE VOICE', 'LONGDALE', 'MRS CHRISTIAN', 'MRS MATHEWS', 'NUN', 'POLITICIAN', 'SALESPERSON', 'RICK', 'ALICE', 'KRISTEN', 'SHEILA', 'DAN', 'DEBBIE', 'NURSE', 'MRS. JORDAN', 'JACOB', "ALICE'S DAD", 'YVONNE', 'MARK', 'GRETA', 'REEF', 'CARL', 'DAVE', 'WENDOVER', 'GRIFF', 'KENT', 'SIR IAN', 'SAUCER VOICE', 'ALMA', 'WADE', 'CHICK', 'HAND', 'JACK', 'LARIVIERE', 'TWOMBLEY', 'JILL', 'LILLIAN', 'LUGENE', 'MARGIE', 'POP', 'MEL GORDON', 'MRS. GORDON', 'NICK', 'ROLFE', 'KORSHUNOV', 'MARSHALL', 'CERALLOS', 'IRAQI SOLDIER', 'CHIEF MECHANIC', 'COL. CARLTON', 'GENERAL NORTHWOOD', 'DEAN', 'DOHERTY', 'V.P. CHANDLER', 'GIBBS', 'KC-135 PILOT', 'TOWER', 'KC-LO PILOT', 'MITCHELL', 'LEE', 'MAJOR CALDWELL', 'SECRET SERVICE AGENT', 'SWITCHBOARD', 'SHEPHERD', 'COMMISSIONER', 'KRUGER', 'MARY', 'DUNN', 'OVEUR', 'TED', 'RUMACK', 'SIMON', 'ROK', 'JOHN', 'JIMMY', 'WIFE', 'JOE', 'STELLA', 'PORTER', 'RECEPTIONIST', 'BERNICE', 'MILTON', 'MRS. KRAMER', 'CAREY', 'STRIKER', 'DR. RUMACK', 'SOLDIER', 'KRAMER', 'GUNDERSON', 'SHIRLEY', 'MURDOCK', 'RANDY', 'MRS. HAMMEN', 'SISTER ANGELINA', 'CASSANDRA', 'SYKES', 'JETSON', 'FEDORCHUK', 'HARCOURT', 'KIPLING', 'MAFFET', "O'NEAL", 'OPERATOR', 'WINTER', 'WARNER', 'TUGGLE', 'HUDSON', 'APONE', 'GORMAN', 'BISHOP', 'RIPLEY', 'BURKE', 'HICKS', 'VASQUEZ', 'SIMPSON', 'LYDECKER', 'MED-TECH', 'NEWT', 'VAN LEUWEN', 'ALLEGRO', 'ANDANTE', 'MOZART', 'ARCO', 'CAVALIERI', 'SALIERI', 'LEOPOLD', 'COLLOREDO', 'COMMENDATORE', 'SCHIKANEDER', 'OFFICER', 'CONSTANZE', 'SECOND LADY', 'FIRST LADY', 'MADAME WEBER', 'FLUNKY', 'SCHLUMBERG', 'FRAU SCHLUMBERG', 'JOSEPH', 'VON STRACK', 'LORL', 'ORSINI-ROSENBERG', 'VON SWIETEN', 'OLD SALIERI', 'VOGLER', 'UGLY OLD WOMAN', 'PAPAGENO', 'SERVANT', 'ALEX', 'ORDERLY', 'DR. HIRSCH', 'BENJAMIN', 'MISS GALLAGHER', 'MRS. HOBBS', 'BOBBIE', 'BRINGSLY', 'WOMAN', 'CHESS PLAYER', 'LT. VILLIERS', 'SGT. MCMANUS', 'DICKSON', 'BILL', 'OSCAR', 'CHARLIE', 'MATT', 'HELEN', 'CLARK', "O'BRIEN", 'CLUETT', 'INSPECTOR', 'DUDE', 'MRS. DICKSON', 'GARDINER', "HELEN'S VOICE", 'MRS. PEMBROKE', 'JANITOR', 'SAMPSON', 'GUARD', 'LADY', 'MIKE', 'MRS. HALLIGAN', 'TELLER', 'BOB', 'COMANCHE TOM', 'COLE', 'FRANK', 'JESSE', 'BURLY DETECTIVE', 'OLD MAN', 'SHERRIFF', 'DEPUTY', 'DOC MIMMS', 'ZEE', 'MA', 'PINKERTON', 'PASTOR', 'JIM', 'LYLA', 'PARKER', 'RAINS', 'COURTNEY', 'BATEMAN', 'CHRISTIE', 'EVELYN', 'VAN PATTEN', 'MRS. WOLFE', 'CARNES', 'CARRUTHERS', 'PRICE', "MAITRE D'", 'JEAN', 'DAISY', 'VICTORIA', 'ELIZABETH', 'KIMBALL', 'HOMELESS MAN', 'OWEN', 'LARRY', 'MILO', 'PHIL', 'BARTON', 'BRIAN', 'CYBER PUNDIT', 'LARRY KING', 'DANNY', 'GARY', 'LEN', 'SHROT', 'TEDDY', 'REDMOND', 'ALOTTA', 'AUSTIN', 'ANDY WARHOL', 'BASIL EXPOSITION', 'MICK JAGGER', 'DESTRUCTACON', 'DR. EVIL', 'VANESSA', 'CLERK', 'COMMANDER GILMOUR', 'RADAR OPERATOR', 'MUSTAFA', 'FRAU FARBISSINA', 'THERAPIST', 'SCOTT EVIL', 'NUMBER TWO', 'MRS. KENSINGTON', 'STEED', 'BAILEY', 'DR. DARLING', 'EMMA', 'SIR AUGUST', 'VALENTINE', 'FATHER', 'INVISIBLE JONES', 'OLD LADY', 'PHOEBE', 'CHULO', "O'NEILL", 'RYKO', 'MR. T', 'MR. THOMERSON', 'ILENE', 'MRS. THOMERSON', 'EXECUTIVE', 'JUMBO', 'RAJAH', 'MANAGER', 'STAN', 'SISTER MARY FRANCIS', 'AXE', 'STEPHEN', 'JENNIFER', 'RONALD', 'CHIEF FITZGERALD', 'SWAYZAK', 'TIM', 'WILLY', 'DENNIS', 'GRINDLE', 'RICCO', 'LT', 'ARIANE', 'FENCE', 'ELDERLY BLACK WOMAN', 'JC', 'JESUS', 'LARGE', 'LITE', '1/16TH BLACK', 'BIG BLACK', 'HONEYCUTT', 'AUDIENCE', 'SLOAN', 'DELACROIX', 'TAVIS SMILEY', 'CHEEBA', 'MANTAN', 'MANRAY', 'GARY BYRD', 'DUNWITTY', 'JUNEBUG', 'DOT', 'MONA', 'ORCHID', 'JUKKA', 'MYRNA', "SLEEP 'N EAT", 'RODERICK', 'ARMED GENTLEMAN', 'HARRY', 'CAPTAIN BEST', 'CAPTAIN GALGENSTEIN', 'CAPTAIN GROGAN', "CAPTAIN O'REILLY", 'PRINCE', 'CHEVALIER', 'PRUSSIAN OFFICER', 'COUNT', 'COUNTESS', 'DOROTHY', 'HENRI', 'LORD WEST', 'MINISTER GALGENSTEIN', "MRS. O'REILLY", 'NEWCOMBE', 'SIR WILLIAM', 'VALDEZ', 'HARDY', 'CHILDS', 'KENDALL', 'MUELLER', 'DUNBAR', 'OSBORNE', 'WEST', 'PIKE', 'STYLES', 'SERGEANT', 'THE CADETS', 'AMOS', 'EDWARD', 'BEAMEN', 'DON PRICE', 'DR. BENNETT', 'WILL', 'JENNY', 'JOSEPHINE', 'KARL', 'SANDRA', 'NORTHER WINSLOW', 'YURI', 'ALEXEI', 'NADIA', 'BRANCH MANAGER', 'OFFICIAL', 'RONNIE', 'ANGELA', 'LAZARUS', 'MAYELLA', 'BOJO', 'RAE', 'BRYAN', 'ELLA MAE', 'GILL', 'TEHRONNE', 'R.L.', 'LINCOLN', 'SANDY', 'ICH', 'CONNIE', 'JOYCE', 'KOBO', 'OLIVER', 'OHASHI', 'SUGAI', 'BATTY', 'TYRELL', 'SEBASTIAN', 'PRIS', 'BRYANT', 'DECKARD', 'CHEW', 'ESPER', 'HOLDEN', 'WHEELER', 'TAFFEY', 'SALOME', 'RACHAEL', 'GAFF', "DECKARD'S VOICE", 'MISS SWEET', 'ADAM', 'ARON', 'CLIFF', 'EVE', 'SODA JERK', 'CALVIN', 'TROY', 'BELLBOY', 'BYSTANDER #1', 'BUTCHER', 'POSTAL WORKER', 'JERRY', 'ATKINSON', 'LEVY', 'STREET WALKER', 'MOM', 'JEFFREY', 'AUNT BARBARA', 'BEN', 'DETECTIVE WILLIAMS', 'YELLOW MAN', 'F.B.I. MAN', 'RAYMOND', 'MRS. BEAUMONT', 'MRS. WILLIAMS', 'MR. BEAUMONT', 'SMECKER', 'AUGUSTUS', 'YAKAVETTA', 'BOTH', 'CHAFFEY', 'ROCCO', 'CONNOR', 'DOC', 'MURPHY', 'ROZ', 'DOLLY', 'DONNA', 'GREENLY', 'VINCENZO', 'DIGNAN', 'ANTHONY', 'MR. HENRY', 'INEZ', 'APPLEJACK', 'LITTLE RICHARD', 'FUTURE MAN', 'JACKSON', 'COP', 'KUMAR', 'EMPLOYEE', 'MAN', 'GRETKOV', 'ABBOTT', 'PAMELA', 'ZORN', 'BOURNE', 'IRENA', 'JARDA', 'MARIE', 'NICKY', 'CRONIN', 'VIC', 'IVAN', 'PAMELA/PHONE', 'NEVINS/PHONE', 'ARGYLE', 'LEADER', 'WILLIAM', 'CRAIG', 'WALLACE', 'ROBERT', 'LONGSHANKS', 'PRINCESS', 'HAMISH', 'LEPER', 'MAGISTRATE', 'MARION', 'MRS. BOSWELL', 'ANDREA', 'DR. REDFIELD', 'EVAN', 'CARLOS', 'THUMPER', 'KAYLEIGH', 'MR. MILLER', 'JASON', 'HUNTER', 'PROFESSOR CARTER', 'HEIDI', 'LENNY', 'WAITRESS', 'ANNINA', 'BERGER', 'LASZLO', 'EUROPEAN', 'TOURIST', 'FERRARI', 'STRASSER', 'ILSA', 'SAM', 'RENAULT', 'UGARTE', 'CHUCK', 'ALEKSEI', 'GOODCHUCK', 'BADCHUCK', 'BETTINA', 'ERICA', 'KELLY', 'LESLIE', 'DOCTOR', 'DRIVER', 'ROGER', 'TECHNICIAN', 'CHUCK/CAPTAIN', 'LARCH', 'HOMER', 'BUSTER', 'RAY', 'ROSE ROSE', 'WALLY', 'CURLY', 'EDNA', 'FUZZY', 'MARY AGNES', 'MR. ROSE', 'OLIVE', 'MUDDY', 'MRS. GOODHALL', 'MAJOR WINSLOW', 'PEACHES', 'LILY', 'ASHBY', 'JAKE', 'BIG AL', 'BUTCH', 'GILLETTE', 'MILES', 'GORDO', 'KING PIN', 'ROTTOVICH', 'MR. LEWIS', 'LIONEL', 'SALESGIRL', 'LUPUS', 'SUITS', 'SOBOZINSKI', 'MOONAN', 'BELLA', 'DEALER', 'GILES', 'JACK SR.', 'JANI', 'ROSS', 'LUCY', 'REYNOLDS', 'PINBACK', 'BOILER', 'DOOLITTLE', 'BOMB #19', 'BOMB #20', 'TALBY', 'POWELL', 'BLONDE', 'BRUNO', 'DARREN', 'KENDRA', 'ORIGINAL CINDY', 'HERBAL', 'NORMAL', 'INGA', 'LAUREN', 'SOPHY', 'LOGAN', 'LYDIA', 'VOGELSANG', 'SONRISA', 'THEO', 'SKETCHY', 'AMANDA', 'HAWK', 'JAM', 'BETH', 'TRIP', 'CHRISTINE', 'LEX', 'KENNY', 'SCALPER', 'MRS. BRUCE', 'LITTLE KID', 'MAN WITH COAT', "SIMPLE SIMON'S VOICE", "TRIP'S VOICE", 'JIM CUNNINGHAM', 'GRETCHEN', 'DR. MONNITOFF', 'DONNIE', 'SAMANTHA', 'SETH', 'MS. FARMER', 'MS. POMEROY', 'DR. THURMAN', 'LEROY', 'PRINCIPAL COLE', 'SEAN', 'AMBER', 'LORETTA', 'GLADYS', 'MR. LARSON', 'ANNETTE', 'IRIS', 'BECKY', 'BRETT', 'TERRY', 'COLLEEN', 'DOCUMENTARIAN', 'PREGNANT FRY GIRL', 'FRY GIRL #1', 'LESTER', 'HAROLD', 'HANK', 'MR. HOWARD', 'TINA', 'GROUCHO', 'ALL', 'CHICO', 'MRS. TEASDALE', 'TRENTINO', 'ENSEMBLE', 'VERA', 'MERRICK', 'ANNE', 'TREVES', 'BOY', 'BYTES', 'CARR', 'FOX', 'K. HEN', 'KATH', 'KENDAL', 'PLUMED DWARF', 'NORA', 'MOTHERSHEAD', 'NIGHT PORTER', 'OWNER', 'KING ARNULF', 'AUD', 'ERIK', 'LOKI', 'FREYA', 'HELGA', 'THORFINN', 'GRANDFATHER', 'IVAR', "SVEN'S DAD", 'ODIN', 'SNORRI', 'GRANDAD', 'KEITEL', 'SVEN', 'LEIF', 'HARALD', "THORFINN'S MUM", 'JOEL', 'CARRIE', 'CLEMENTINE', 'VOICE-OVER', 'MIERZWIAK', "CLEMENTINE'S VOICE", "NAOMI'S VOICE", 'NAOMI', "STAN'S VOICE", 'OLD WOMAN', 'CHINK', 'SISSY', 'HOWARD', 'JELLY', 'THE COUNTESS', 'JULIAN', 'JUSTIN', 'COOPER', 'SMITH', 'WEIR', 'STARCK', 'DJ', 'PETERS', 'HOLLIS', 'LYLE', 'ALICIA', 'THE THING', 'SUE', 'VICTOR', 'REED', 'JOHNNY', 'SEXY NURSE', 'LEONARD', 'ARNOLD', 'BRAD', 'SPICOLI', 'BUSINESSMAN', 'STACY', 'CURTIS', 'DAMONE', 'THE RAT', 'LINDA', 'GRIFFIN', 'L.C.', 'MR. HAND', 'RON', 'DUKE', 'DA', 'GONZO', 'PROPRIETOR', 'HITCHHIKER', 'MAID', 'HIGHWAY PATROLMAN', 'ADULTERER', 'TRAMPY', 'HEROINE', 'BOSS MAN', 'BEER GUY', 'BOZO', 'ROADIE', 'PARA', 'BELLE', 'GRANDPA', 'GOLDIE', 'GOOD GUY', 'TUFFY', 'SICKLY BROWNIE', 'TROOP LEADER', 'BARNES', 'FRANCES', 'BEBE', 'LAWYER', 'CLAIRE', 'CLIFFORD', 'CLURMAN', 'DICK', 'DOYLE', 'DRAMA TEACHER', 'EDWARDS', 'ERNEST', 'FIRE CHIEF', 'YOUNG MAN', 'JUDGE', 'ODETS', "JUDGE HILLIER'S WIFE", 'SYMINGTON', 'KAMINSKI', 'YORK & CROWD', 'OLDER NURSE', 'YOUNG NURSE', 'CREATURE', 'WALTON', 'JUSTINE', 'GRIGORI', 'WALDMAN', 'PROSECUTOR', 'KREMPE', 'MRS. VOORHEES', 'BRENDA', 'STEVE', 'NED', 'BARRY', 'CLAUDETTE', 'MARCIE', 'TIERNEY', 'BORDER GUARD', 'SCOTT', 'KATE', 'RICHARD', 'STANLEY CHASE', 'KELLY HOUGE', 'PETE', 'MCGRAW', 'RAZOR CHARLIE', 'JORDAN', 'BLONDELL', 'DEHAVEN', 'C.O.', 'CORTEZ', 'MCCOOL', "DEHAVEN'S AIDE", 'HAYES', 'FLAG OFFICER #1', 'FLEA', 'INSTRUCTOR JOHNS', 'THE CHIEF', 'INSTRUCTOR PYRO', 'ROYCE', 'WICKWIRE', 'SLUTNIK', 'THE SPOOK', 'ANIMAL', 'AUDREY', 'KID', 'CAIMAN', 'ELSIE', 'JEAN-CLAUDE', 'MAJOR HICKS', 'LT. ANDERSON', 'MAYOR', 'QUELLEK', 'ALEXANDER', 'GWEN', 'BRANDON', 'KYLE', 'COMPUTER', 'FRED', 'NERVOUS TECH', 'GUY', 'SARRIS', 'MATHESAR', 'LATHE', 'HAMILTON', 'WASHINGTON', 'BILLY LEE', 'MAWHOOD', 'CORNWALLIS', 'GENERAL LEE', 'HORATIO GATES', 'JOHN ADAMS', 'SAM ADAMS', 'NATHANAEL GREENE', 'JOSEPH REED', 'LAFAYETTE', 'MARTHA', 'SALLY', 'YOUNG WASHINGTON', 'CHILI', 'BEAR', 'BO CATLETT', 'ESCOBAR', 'BONES', 'RAY BONES', 'MARTIN', 'LEO', 'KAREN', 'DORIS', 'COASTGUARD DISPATCHER', 'GREER', 'DODGE', 'EPPS', 'RIVETER', 'VASILI', 'ENID', 'DAD', 'DANA', 'SEYMOUR', 'ROBERTA', 'JOSH', 'REBECCA', 'TODD', 'MELORRA', 'MAXINE', 'JOHN ELLIS', 'GERROLD', 'MARGARET', 'PATTERSON', 'ABDULLAH', 'REDBEARD', 'BEAUMONT', 'HAWTHORNE', 'STARLING', 'HELENA', 'MIDDLE COOLIE', 'SAMUEL', 'JANOSZ', 'SPENGLER', 'VENKMAN', 'STANTZ', 'HARDEMEYER', 'JANINE', 'LOUIS', 'VIGO', 'SHERMAN', 'WINSTON', 'BRIDE', 'GROOM', 'COED', 'DEAN YAEGER', 'FIRST BUM', 'SECOND BUM', 'HEAD LIBRARIAN', 'PECK', 'SOPHOMORE', 'STREET PUNK', 'COMMODUS', 'LUCILLA', 'NARCISSUS', 'FALCO', 'QUINTUS', 'TRIBUUS', 'PROXIMO', 'COS', 'GAIUS', 'GRACCHUS', 'JUBA', 'MARCUS AURELIUS', 'THEMIS', 'SELENE', "WOMAN'S VOICE", 'MR. MCQUIRE', 'MR. MCCLEERY', "MRS. ROBINSON'S VOICE", 'ROOM CLERK', 'MRS. ROBINSON', 'MRS. SINGLEMAN', 'MRS. BRADDOCK', 'MR. BRADDOCK', 'MR. ROBINSON', "BEN'S VOICE", 'KRINGELEIN', 'A MAN', 'BARON', 'CHAUFFEUR', 'FLAEMMCHEN', 'GRUSINSKAYA', 'PIMENOV', 'PREYSING', 'SENF', 'WAITZ', 'GERSTENKORN', 'ZINNOWITZ', 'SCHWEIMANN', 'SUZETTE', 'MEIERHEIM', 'ROHNA', 'LILLY', 'BOBO', 'MYRA', 'HEBBING', 'IRV', 'JEWELER', 'ROY', 'KAGGS', 'MINTZ', 'PIERSON', 'SIMMS', 'BLAKE', 'CARTER', 'KERI', 'DEPUTY CLARK', 'SHANE', 'MOLLY', 'KARA', 'DEBRA', 'LOOMIS', 'JAMIE', 'HARRY SIMMS', 'WYNN', 'LOOSELEAF', 'SHUTTLE', 'PAUL', 'PENELOPE', 'WOODLY', 'MILDRED', 'WANDA JUNE', 'VON KONIGSWALD', 'BEATRICE', 'BLACK STUD', 'BURROWS', 'MAST', 'FELICE', 'GIRL AT THE WINDOW', 'HOPE', 'NIKI', 'WES', 'JISM JIM', 'TOD', 'RAMADA', 'MARSHA', 'RUCKER', 'MRS. CHASEN', 'MAUDE', 'EDITH', 'GLAUCUS', 'SUNSHINE', 'PSYCHIATRIST', 'UNCLE VICTOR', 'PINHEAD', 'FEMALE CENOBITE', 'JULIA', 'KIRSTY', 'MALAHIDE', 'TIFFANY', 'RONSON', 'MANNING', 'ABE', 'HELLBOY', "ABE'S VOICE", 'WHITMAN', 'BROOM', 'MATLIN', 'MYERS', 'CLAY', 'GRIGORY', 'LIZ', 'LOBBY GUARD', '1ST MAN', '2ND MAN', 'CENOBITE', 'PRUDHOE', 'ROB', "ALISON'S MOM", 'CUSTOMER', 'LAURA', 'CAROLINE', 'IAN', 'VINCE', 'BRENNA', 'EXAMINER', 'KIDELL', 'DESK OFFICER', 'TAUPIN', 'UNCLE JOE', 'MORAN', 'LIBRARIAN', 'SUPERVISOR', 'CONOR', 'TAVERN MAN #2', 'ROMIREZ', 'MARA', 'KATHERINE', 'DUPONT', 'KNIGHT', 'MAJOR', 'MULET', 'GRANDSON', 'INTRUDER', 'KAHN', "KNIGHT'S VOICE", 'TRAVELLER', 'MR. NORTH', 'BENSINGER', 'HILDY', 'BURNS', 'HARTMAN', 'MRS. BALDWIN', 'LOUIE', 'COOLEY', 'EGELHOFFER', 'WILLIAMS', 'ENDICOTT', 'MCCUE', 'GUS', 'PINKUS', 'LIEUTENANT', 'WILSON', 'SCHWARTZ', 'MOLLIE', 'GRANDFATHER GEORGE', 'DAWN', 'CLIVE', 'MAC', 'GRACE', 'GRANDMA', 'BABY', 'CASHIER', 'CAPT. SPAULDING', 'DENISE', 'WYDELL', 'STUCKY', 'MR. WILLIS', 'HUSTON', 'NAISH', 'OTIS', 'FEMALE ROOMMATE', 'LILA', 'PUFF', 'GABRIELLE', 'NATHAN', 'WENDALL', 'OLDER WOMAN', 'SARAH', 'BERT', 'FINDLEY', 'BIG JOHN', 'PLAYER', 'FATS', 'NEVILLE', 'FRENCH VOICE', 'VIRGINIA', "DAD'S VOICE", 'PRINCIPAL', 'PHILIP', 'CONSTANCE', 'MOISHE', 'MARTY', 'GENERAL GREY', 'NIMZIKI', 'SECOND OFFICER', 'JASMINE', 'MIGUEL', 'RUSSELL', 'OKUN', 'OKUN/ALIEN', 'SALLAH', 'BRODY', 'INDY', 'DONOVAN', 'BUTLER', 'ELSA', 'KAZIM', 'CAPT. BLUMBURTT', 'CHATTAR LAL', 'INDIANA', 'WILLIE', 'LAO', 'SHORT ROUND', 'MOLA RAM', 'SHAMAN', 'AL', 'OUTSIDE -', 'RENE', 'BURR', 'DIETER', 'COLIN', 'FINNEGAN', 'GRUNER', 'WAITER', 'RYUJI', 'RECEPTIONIST.', 'TECH 3', 'TECH 2', 'BARBARA', 'WIGAND', 'LIANE', 'LOWELL', "BILL ROBERTSON'S VOICE", 'CHARLIE PHILLIPS', 'DEBBIE DELUCA', 'DEBORAH', 'DON HEWITT', 'ERIC KLUSTER', 'FBI AGENT #2', 'FELLING', 'MIKE WALLACE', 'HELEN CAPERELLI', 'JIM COOPER', "JIM COOPER'S VOICE", "LIANE'S VOICE", "WIGAND'S VOICE", 'RICHARD SCRUGGS', 'THE SHEIKH', "THE HOTEL MANAGER'S VOICE", "LOWELL'S VOICE", 'MICHAEL MOORE', 'MOTLEY', 'TOBACCO LAWYER', 'THOMAS SANDEFUR', 'BONNIE', 'MARYLIN', 'GANGSTER', 'RUTH', 'KENNETH', 'WITNESS', 'RAMONA', 'REX', 'WRIGLEY', 'PATRICIA', 'ANDREWS', 'LOVINGTON', 'PETER', 'ELLIE', 'WESTLEY', 'CAPTAIN', 'KING', 'DANKER', "PETER'S VOICE", 'SHAPELEY', "ELLIE'S VOICE", 'SECOND PILOT', 'FIRST PILOT', 'FIRST POLICEMAN', 'GORDON', 'BANISTER', 'SUSIE', 'LOU', 'MOBSTER', "O'KEEFE", 'CORONER', 'GOLDBERG', 'DYMOND', 'SHAW', 'FERRIE', 'FINCK', 'JUDGE HAGGERTY', 'GARRISON', 'JASPER', 'JEAN HILL', 'MERCER', 'LONG', 'JOHNSON', 'X', 'NUMA', 'RUBY', 'JACKIE', 'ANITA', 'ORDELL', 'DARGUS', 'NICOLET', 'PUBLIC DEFENDER', 'SHERONDA', 'MELANIE', '"DOCTOR"', 'DELLA', 'DOORMAN', 'DOUG', 'ELI', 'GABE', 'GEARY', 'GEORGE', 'ROD', 'STERN', 'RESIDENT', 'JEZZIE', 'MRS. CARMICHAEL', 'AZRAEL', 'DALLAS', 'RIZZO', 'BOEMAN', 'BRODSKI', 'JANESSA', 'THORGAN', 'DELONGPRE', 'YLLO', 'KICKER', 'KAY-EM 14', 'FAT LOU', 'KKINSA', 'PEREZ', 'QUINT', 'ELLEN', 'VAUGHN', 'HOOPER', 'CASSIDY', 'HENDRICKS', 'MEADOWS', 'DENHERDER', "ELLEN'S VOICE", "BLEEKER'S MOM", 'BLEEKER', 'JUNO', 'VIJAY', 'BREN', 'ULTRASOUND TECH', 'GERTA', 'GUY LAB PARTNER', 'GIRL LAB PARTNER', 'SU-CHIN', 'PUNK RECEPTIONIST', 'ROLLO', 'LEAH', 'ADELE', 'EARLY', 'CAROL', 'PAROLE OFFICER', 'POLICE OFFICER', 'BLACK NURSE', 'TELLY', 'CASPER', 'JENNIE', 'HOODLUM', 'DARCY', 'FIDGET', 'TAMARA', 'WHITE NURSE', 'TAXI DRIVER', 'MISHA', 'KOREAN STORE OWNER', 'SUSAN', 'STEVEN', 'ANDY', 'KATHY', 'CALLER', 'DOCTOR FULTON', 'NOLAN', 'JEREMY', 'YURILIVICH', 'COLWYN', 'LYSSA', 'TUROLD', 'YNYR', 'CYCLOPS', 'VELLA', 'ERGO', 'TORQUIL', 'TITCH', 'VOICE OF THE BEAST', 'QUEEN', 'ROWAN', 'SEER', 'WIDOW', 'MATHILDA', 'TONY', 'THE BOSS', 'RINALDI', 'STANSFIELD', 'ADELLE', 'GERALD', 'MAURICE', 'DALLY', 'DENNY', 'DR. RAY', 'DR. ROYCE', 'TANDY', 'HANSEN', 'ISAAC', 'JOSELLE', 'KRIS', 'MICHELLE', 'STEPHANIE', 'MR. CALDWELL', 'SERA', 'CONVENTIONEER', 'ELLE', 'ADVISOR', 'BROOKE', 'EMMETT', 'CHUTNEY', 'DEWEY', 'ENRIQUE', 'DORKY DAVID', 'PROFESSOR STROMWELL', 'PAULETTE', 'MARGOT', 'SERENA', 'PROFESSOR DONOVAN', 'FUZZY 2L', 'MRS. WINDHAM VANDERMARK', '1ST DEMON', '2ND DEMON', 'LILI', 'DRAGON', 'OGG', 'GUMP', 'SCREWBALL', 'OONA', 'THURGIS', 'RYAN', 'ROBIN', 'ALYSSA', 'KURT', 'COREY', 'ABERNATHY', 'MAE ROSE', 'BISCUIT', 'BLOCKER', 'CLAUDE', 'BOUNCER', 'YVETTE', 'WILKINS', 'DILLARD', 'SYLVIA', 'JANGLE LEG', 'COOKIE', "HOPPIN' BOB", 'GOLDMOUTH', 'MAMA GIBSON', 'NURSE HUMPHRIES', 'POKER FACE', 'RADIO', 'SLIM', 'SPANKY', 'ADRIAN', 'CASSIUS', 'ANGEL', 'CHRISTA', 'BEEFY', 'LUCIFER', 'JIMMY THE DEMON', 'GATEKEEPER', 'REGIS', 'KATHY LEE', 'STUDENT', 'VALERIE', 'STREET VENDOR', 'BOX', 'FRANCIS', 'HOLLY', 'JESSICA', '"V"', 'RENEE', 'ED', 'ARNIE', 'WARDEN', 'CAPTAIN HENDERSON', 'JOHNNY MACK', 'DR. ROGOFF', 'MR. EDDY', 'MYSTERY MAN', 'RAQUEL', 'MARIAN', 'ASSISTANT SECRETARY', 'CHANG', 'BARNARD', 'LOVETT', 'CONWAY', 'GLORIA', 'MARIA', 'HIGH LAMA', 'LAMA', 'SONDRA', 'KAY', 'COWAN', 'ZED', 'DEE', 'INS LEADER', 'JAY', 'LAUREL', 'JEEBS', 'YAZ', 'MIKEY', "ZED'S VOICE", 'AGATHA', 'ANDERTON', 'LARA', 'DR. EDDIE', 'GIDEON', 'BURGESS', 'FLETCHER', 'JAD', 'WITWER', 'RUFUS', 'CROW', "ANDERTON'S VOICE", 'KNOTT', 'ARTHUR', 'BOBBY', 'HORRACE', 'RICKY', 'BELLMAN', 'CYNTHIA', 'WENDY', 'CHLOE', 'JESS', 'HORNY GUY', 'RUIZ', 'HISPANIC KID', 'WELSHMAN', 'SCREECH', 'FLIGHT ATTENDANT', 'MALCOLM', 'ARCHIE', 'SAMMY', 'BEMBRY', 'BENJAMIN 2X', 'BETTY', 'BROTHER EARL', 'CHAPLAIN GILL', 'DR. PAYSON', 'ELIJAH', 'GREGORY', 'VOICE OF MALCOLM X', 'LOUISE', 'MISS DUNNE', 'SIDNEY', 'SOPHIA', 'SHORTY', 'RUDY', 'PLAINCLOTHES', 'SISTER LUCILLE', "MALCOLM'S VOICE", 'MRS. SWERLIN', 'CREASY', 'MANZANO', 'CUSTOMS', 'ROSANNA', 'REINA', 'GUARDIAN TWO', 'SISTER ANNA', 'JORGE', 'DANIEL', 'TAZINARI', 'RAYBURN', 'PINTA', "CREASY'S VOICE", 'DR. KEEGAN', 'ANGIE', 'MRS. PILLETTI', 'CATHERINE', 'CLARA', 'SECOND IRISH WOMAN', 'FIRST IRISH WOMAN', 'THOMAS', 'RALPH', 'MRS. FUSARI', 'HAWKEYE', 'DAGO RED', 'TRAPPER', 'HO-JON', 'SPEARCHUCKER', 'HOT LIPS', 'GENERAL HAMMOND', 'RADAR', 'MEDICAL CORPS SERGEANT', 'LIEUTENANT DISH', 'KOREAN DOCTOR', 'LIEUTENANT SCORCH', 'SECOND MEDICAL CORPS SERGEANT', 'ME LAY', 'PAINLESS', 'UGLY JOHN', 'ANN', 'D. B.', 'CONNELL', 'COLONEL', 'TALL CHAP', 'BEANY', "BERT'S WIFE", 'SOURPUSS', 'MRS. MITCHELL', 'BAFFERT', 'ROPER', 'KORDA', 'CLARENCE', 'MCCALL', 'EARL', 'JAIL GUARD #2', 'KIMURA', 'OFFICER #1', 'TRACK ANNOUNCER', 'SOLIS', 'CHRISTOPH', 'HALDEN', 'DIGITAL GENA', 'GENA', 'TANNER', 'DEX', 'KATIE', 'SYNTHETIC VOICE', 'ALPHA 5', 'AISHA', 'DULCEA', 'ZORDON', 'KIMBERLY', 'ROCKY', 'SKULL', 'BULK', 'GOLDAR', 'MORDANT', 'RITA', 'ZEDD', 'AL CAPONE', 'LUCIANO', 'BOBBY CLOWES', 'BOO-BOO HOFF', 'LANSKY', 'CAPONE', 'GAY ORLOVA', 'ROTHSTEIN', 'SIEGEL', 'DETECTIVE MULLAVEY', 'JOE PROFACI', 'MASSERIA', 'MARANZANO', 'MAD DOG COLL', 'JULIE', 'STU', 'BULL', 'DEATH', 'KIMMY', 'DR. EDELSTEIN', 'STU-BONE', 'HERB', 'HUTCH', 'HYPNOS', 'KITTY', 'MONKEYBONE', 'DISCIPLE PROSPECT', 'PAULA', 'MARIKA', 'MISCHA', 'JEFFERSON', 'CHAIRMAN', 'MCGANN', 'COOK', 'SAUNDERS', 'DIZ', 'HUBERT', 'PAINE', 'GRIFFITH', 'TAYLOR', 'JIMMIE', 'SENATOR', 'VOICES', 'SPIELER', 'NOSEY', '2ND BODYGUARD', 'LONGFELLOW', 'AGENT', 'CEDAR', 'JANE', 'APPLICANT', 'BABE', "LONGFELLOW'S VOICE", 'MABEL', 'BUDINGTON', 'FARMER', 'BUTLERS', 'FIRST BROTHER', 'COBB', 'MRS. MEREDITH', 'DOUGLAS', 'VON HOLLER', 'DR. FOSDICK', 'HALLOR', 'HENABERRY', 'MORROW', 'SVENSON', 'ALTHEA', 'MUMFORD', 'CORRECTIONAL OFFICER', 'SHEELER', 'DELBANCO', 'FOLLETT', 'GILROY', 'JUDGE OTTO', 'SKIP', 'SOFIE', 'MRS. COOK', 'NESSA', "O'CONNELL", 'ARDETH RAY', 'JONATHAN', 'BENI', 'CURATOR', 'HOOK', 'HENDERSON', 'DANIELS', 'AMAZING', 'CASANOVA', 'ANABEL', 'SHOVELER', 'BOWLER', 'RAJA', 'FURIOUS', 'HELLER', 'TONY P', 'MONICA', 'INVISIBLE BOY', 'SPHINX', 'CAULAINCOURT', 'GENERAL KUTUSOV', 'NAPOLEON', 'BARRAS', 'BELLIARD', 'BERTRAND', 'BOURRIENNE', 'CHARLES', 'CORSICAN', 'PICART', 'DIDIER', 'DUROC', 'SCHWARZENBURG', 'EUGENE', 'MONTESQUIOU', 'JUNOT', 'RUSSIAN GENTLEMAN', 'MAJOR FIDON', 'MARIE-LOUISE', 'TALLEYRAND', 'VARLAC', 'NARRATOR', "BABY'D", 'DAY-DAY', 'UNCLE ELROY', "D'WANA", 'ROACH', 'PINKY', 'KARLA', 'DELIVERY GUY', 'MR. JONES', 'MISS HO KYM', 'CUSTOMER #1', 'JOKER', 'EZAL', 'DEBO', 'SUGA', 'BRENDAN GRANT', 'ELEANOR GRANT', 'CABBIE', 'GENE', 'MR. SMITH', 'KRISTA', 'LYNN', 'HUEY', 'MS. JONES', 'OFFICER TRUST', 'BART', 'BEN HARPER', 'PREACHER', 'JOHN HARPER', 'BIRDIE STEPTOE', 'CLARY', 'RACHEL COOPER', 'CONGREGATION', 'WILLA HARPER', 'GROCER', 'ICEY SPOON', 'WALT', 'PEARL HARPER', 'DR KING', 'MARGE', 'NANCY', 'GLEN', 'LT THOMPSON', 'MR LANTZ', 'ALL THREE RUSSIANS', 'NINOTCHKA', 'ANNA', 'KOPALSKI', 'BULJANOFF', 'IRANOFF', 'GASTON', 'SWANA', 'GENERAL SAVITZKY', 'HEADWAITER', 'RAZININ', 'P�RE MATHIEU', 'RAKONIN', 'BUZHARDT', 'NIXON', 'CUSHMAN', 'HUNT', 'HALDEMAN', 'EHRLICHMAN', 'HAIG', 'HANNAH', 'HELMS', 'HOOVER', 'TOLSON', 'STURGIS', 'LIDDY', 'JONES', 'KISSINGER', 'MAO', 'MANOLO', 'MITCH', 'STUDENT 2', 'YOUNG WOMAN', 'ZIEGLER', 'PAT', 'ROCKEFELLER', 'ELLIS', 'BELL', 'ROSCOE', 'CARLA JEAN', 'WENDELL', 'CHIGURH', 'MOSS', 'WELLS', 'MAN AT CHAIR', 'BALLARD', 'CHIEF NURSE', 'SUE ANN', 'DEL', 'ROSA', 'LONNIE', 'DUANE', 'WESLEY', 'DARLENE', 'JERROLD', 'MERCEDES', 'BIG DAN', 'EVERETT', 'DELMAR', 'ECKARD', 'PAPPY', 'SPIVEY', 'PENNY', 'FRENCH', 'JUNIOR', 'YOUNGEST', 'MIDDLE', 'ZACK', 'BYRON', 'ESTHER', 'FOLEY', 'SID', 'GROUP', 'LYNETTE', 'PERRYMAN', 'BURNHAM', 'RAOUL', 'COP 1', 'MEG', 'TYRONE', 'BEEFY COP', 'BOBBY SEALE', 'BRIMMER', 'RODGERS', 'CY', 'SABU', 'DORSETT', 'ELDRIDGE', 'GARRY', 'GABRIEL', 'BILLINGS', 'CHARLOTTE', 'TARLETON', 'CONTINENTAL SERGEANT', 'ROBINSON', 'MAJOR HALBERT', 'REV. OLIVER', 'JUD', 'RACHEL', 'PASCOW', 'ANAMARIA', 'BARBOSSA', 'PINTEL', 'NORRINGTON', 'SWANN', 'MURTOGG', 'MULLROY', 'SIM', 'ARGON', 'POPPY', 'NEBBLEMAN', 'LITTERBUG', 'GRAYSON', 'GALLAGHER', 'STEW', 'MRS. SCHUYLER', 'BINGY', 'SMYTHE', 'CONROY', 'DAWSON', 'MISS WILSON', 'MR. JOHNSON', 'BIFF', 'BIG BOB', 'MR. SIMPSON', 'DICK VAN DYKE', 'SEXY VOICE', 'LENA', 'OPERATOR GIRL', 'LATISHA', 'OPERATOR VOICE', 'LANCE', 'CHECK OUT GIRL', 'KATHLEEN', 'ROYER-COLLARD', 'ABBE DU MAUPAS', 'MADELEINE', 'CLEANTE', 'THE MARQUIS', 'COULMIER', 'VALCOUR', 'DELBEN�', 'HORSEMAN', 'LIBERTINE', 'INGENUE', 'MADAME LECLERC', 'SIMONE', 'MONSIEUR PROUIX', 'RENEE PELAGIE', 'CAROLE LOMBARD', 'HEARST', 'MAYER', 'LOUELLA', 'JOSEPH COTTON', 'SCHAEFER', 'MANK', 'SHOP OWNER', 'PAUL STEWART', 'TOLAND', '1ST DEPUTY', 'COMO', 'EAGAN', 'IRMA', 'J.R.', 'REPORTER', 'VICKIE', 'SALVY', 'BABY SITTER', 'JEFF', 'GUNNISON', 'BRYCE', 'THORWALD', 'MRS. DOYLE', 'POLICE', 'JUDY', 'BUZZ', 'CHIEF', 'CRUNCH', 'MOOSE', 'NEGRO WOMAN', 'PLATO', "JUDY'S FATHER", 'ASHLEY', 'TEEN CLERK', 'MERLIN', 'JACK BANGS', 'YOUNG GOVERNOR', 'JUMPY', 'PUG', 'ZOOK', 'OLD TIMER', 'MR. BLONDE', 'MR. WHITE', 'MR. PINK', 'FREDDY', 'HOLDAWAY', 'MR. BROWN', 'MR. ORANGE', 'MARVIN', 'NICE GUY EDDIE', 'GARDNER', 'MRS. WYATT', 'CLAYTON', 'WYATT', 'FOWLER', 'LEDNOV', 'GRAHAM', 'CINDY', 'BUDDY', 'HANSON', 'DWIGHT', 'MCFEELY', 'FATHER MCFEELY', 'HARRIS', 'BIRDIE', 'CHIP', 'MISTY', 'MRS. JENSON', 'DET. MOORE', 'DET. BRADFORD', 'DOTTIE', 'MR. NAZLEROD', 'MRS. ACKERMAN', 'MR. STUBBINS', 'SCOTTY', 'MRS. STERNER', 'MR. STERNER', 'AUGUST', 'RADEAU', 'BRUNS', 'JACQUELINE', 'MISS SUMMERS', 'DR. JUDD', 'MRS. REDI', 'MIMI', 'MRS. ROMARI', 'MISS GOTTSCHALK', 'JUDD', 'MRS. CORTEZ', 'MRS. LOWOOD', 'ROMARI', 'MR. BRUNS', 'CYTNHIA', 'VOICE ON PHONE', 'BETTS', 'ST. LUC', 'DETECTIVE', 'SUPER', 'FORSYTHE', 'TUDOR', 'MR. SPERGAZZI', 'PARKINS', 'ANSALONG', 'JANET', 'NATION', 'FARLEY', 'OLIVER AND BETTY', 'BRAD AND JANET', 'NEELY', 'TRIO', 'KIDS', 'TEACHER', 'MACY', 'CAMMI', 'PHYLLIS', 'MAYA', 'POURER', 'BO', 'MORGAN', 'CREWCUT GUY', 'MERRILL', 'OFFICER PASKI', 'MCKENDRICK', 'MAL', 'HOBART', 'LANGSTON', 'PADEN', 'EZRA', 'J.T.', 'SHERIFF COBB', 'VIKTOR', 'SIMONE / VIKTOR', 'LAINEY', 'FAITH', 'FRANK BRAND', 'PREMIERE REPORTER 2', 'NICOLA', 'SECURITY GUARD', "MAN'S VOICE", 'MR. CUNNINGHAM', "DARREN'S MOM", 'BILLY BOB', 'KEITH', 'SUZIE', 'JEREMIAH', 'STARLA', 'TREVOR', 'SHELBY', 'GRANT', 'KYLIE', 'BANDIT', 'HOT PANTS', 'CLEDUS', 'DICKEY', 'VOICE TWO', 'VOICE ONE', 'ACOSTA', 'SECURITY SUPERVISOR', 'MESSNER', 'CASINO EMPLOYEE', 'ELMORE', 'DARWIN TREMOR', 'DUPREE', 'ISRAEL', 'DR. GILL', 'HUGO', 'SIR IVY', 'MECKLEN', 'LOCKE', 'PADICHE', 'SERNA', 'WATTERS', 'WYMAN', 'GIBARIAN', 'KELVIN', 'SARTORIUS', 'SNOW', 'RHEYA', 'WIN', 'GIDDINGS', 'NEIL', 'GARBER', 'KOONTZ', 'T.J.', 'PRETTY YOUNG THING', 'VENZA', 'FLASH', 'HOGAN', 'JAMESON', 'SPIDER-MAN', 'LEIBER', 'LETTERMAN', 'MAY', 'MAROTTA', 'NURSE VOICE', 'THORKEL', 'OCK', 'REISS', 'BAGRADIAN', 'HOFFY', 'P.O.W.S', 'BLONDIE', 'SEFTON', 'SCHULTZ', 'VON SCHERBACH', 'GENEVA MAN', 'GERMAN LIEUTENANT', 'STOSH', 'MARKO', "B'ETOR", 'LURSA', 'KIRK', 'CHEKOV', 'PICARD', 'DATA', 'LA FORGE', 'RIKER', 'DEMORA', 'HARRIMAN', 'GUINAN', 'SORAN', 'TROI', 'WORF', '1ST OFFICER', 'ESTEBAN', 'COMM OFFICER', 'SAAVIK', 'SPOCK', 'SULU', 'UHURA', 'KRUGE', 'SAREK', 'TORG', 'MALTZ', 'TERRELL', 'KHAN', 'JOACHIM', "SCOTTY'S VOICE", "SPOCK'S VOICE", 'PRESTON', "UHURA'S VOICE", 'GILLIAN', 'NICHOLS', 'SCIENCE OFFICER', 'FBI AGENT', 'COUNCIL PRESIDENT', 'KLINGON AMBASSADOR', 'THE BOY', 'ANIJ', 'ARTIM', "PICARD'S COM VOICE", 'CRUSHER', 'DOUGHERTY', "RU'AFO", 'GALLATIN', "RIKER'S COM VOICE", 'NARA', 'PERIM', 'SOJEF', "WORF'S COM VOICE", "SON'A OFFICER #2", 'ADMIRAL HAYES', 'BEVERLY', 'BORG QUEEN', 'GEORDI', "GEORDI'S VOICE", "PICARD'S VOICE", 'SCRIMM', 'ADMIRAL DONALD', 'MARTIA', 'COMMUNICATIONS OFFICER', 'GORKON', "MARTIA'S VOICE", 'LT. SAAVIK', 'B-9', 'HEAD', 'DEANNA', 'SHINZON', 'DONATRA', 'JANEWAY', 'VICEROY', 'REMAN OFFICER', 'SURAN', 'BENNY', 'STAR MAN', 'MAJOR BELL', 'SHERMIN', 'TEENAGER', 'LYMAN', 'BEEMER', 'EDUARDO', 'TRAN', 'TICK', 'STRICKLAND', 'MACE', 'ZANDER', 'MACKELWAY', 'DAITZ', 'SALINAS', 'DUNCAN', 'DYLAN', 'EAGLEFOOT', 'ZERO', 'FOREMAN', 'LOW', 'JANITA', 'KOESSLER', 'KULOK', 'MURMAN', 'ANSWERING MACHINE', 'BRUNETTE', 'CHRISTY', 'TRENT', 'LORRAINE', 'NIKKI', 'HAGEN', 'BONASERA', 'DON CORLEONE', 'CARLO', 'CLEMENZA', 'SONNY', 'PAULIE', 'SOLLOZZO', 'NAZORINE', 'DON TOMMASSINO', 'FABRIZZIO', 'VITELLI', 'FREDO', 'WOLTZ', 'TESSIO', 'MOE', 'DICKIE', 'FREDDIE', 'HERBERT GREENLEAF', 'JOAN', 'MACCARRON', 'MEREDITH', 'VERRECCHIA', 'ROVERINI', 'TRAVIS', 'BETSY', 'TOM', 'CONCESSION GIRL', 'WIZARD', 'DOUGH-BOY', 'MAN IN BUSINESS SUIT', 'PALANTINE', 'PERSONNEL OFFICER', 'SECRET SERVICE MAN', 'SPORT', 'GOODSPEED', 'CARLA', 'MASON', 'LARDNER', 'LUKE', 'CLYDE', 'FITTS', 'MRS. TERWILLIGER', 'OLD TIM', 'STANTON', 'ANNIE', 'CATHY', "HARRY'S VOICE", 'MRS. BUNDY', 'DEKE', 'SHOLES', 'MALONE', 'MRS. MACGRUDER', 'SALESMAN', 'FETTES', 'GRAY', 'MRS. MARSH', 'MACFARLANE', 'GEORGINA', 'MRS. MACBRIDE', 'WALSH', 'DUTTON', 'TOOMEY', 'ERLICH', 'ERIN', 'MADDEN', 'RANDALL', 'TRACY', 'BARNHARDT', 'HILDA', 'KLAATU', 'HARLEY', 'ALAN', 'EDGAR', 'STAR', 'LADDIE', 'BENNINGS', 'MACREADY', 'BLAIR', 'NAULS', 'PALMER', 'DR. COPPER', 'NORRIS', 'FUCHS', 'KALEN', 'VOX', 'OVERLORD', 'MOTORIST', 'VOX KIOSK', 'PHILBY', 'THIN MAN', 'MRS. WATCHIT', 'DEAN FULTON', 'KORUS', 'BECKER', 'DR. GRIES', 'STARKS', 'DAMON', 'LORENSON', 'DR. LORENSON', 'DR. MORGAN', 'MACKENZIE', 'TENNY', 'THELMA', 'DARRYL', 'J.D.', 'HARLAN', 'PATROLMAN', 'TRUCKER', "BOSS'S DISABLED BROTHER", 'DETECTIVE CAVALLO', 'DOM', 'DR. LALONDE', 'FRIEND #1', 'MAGDA', 'HEALY', 'SULLY', 'TUCKER', 'JOANIE', "MARY'S DAD", "MARY'S MOM", 'RENISE', 'WARREN', 'MCNAMARA', 'ADMIRAL ANDERSON', 'DOBRYNIN', 'THE PRESIDENT', 'BUNDY', 'SCALI', 'FOMIN', 'GENERAL TAYLOR', 'RESTON', 'KEVIN', 'MCCONE', 'CLEAR MOON', 'COOCH', 'LOOKS TWICE', 'TULLY', 'CROW HORSE', 'YELLOW BIRD', 'MAVERICK', 'CHP', 'COUGAR', 'GOOSE', 'FUNGUS', 'WOLFMAN', 'ICE', 'SLIDER', 'HOLLYWOOD', 'STINGER', 'ICEMAN', 'JESTER', 'VIPER', 'QUAID', 'MELINA', 'COHAAGEN', 'RICHTER', 'DR. LULL', 'MCCLANE', 'EDGEMAR', 'HELM', 'LORI', 'STEVENS', 'BURT', 'HEATHER', 'VAL', 'RHONDA', 'OLD FRED', 'MEGAN', 'PHAM VAN', 'BADALATO', 'BALLISTICS EXPERT', 'ESPARZA', 'FULTON', 'MS. GORDON', 'SKLAROFF', 'GANG EXPERT', 'SHU', 'STIPE', 'REYNARD', 'MRS. ESPARZA', 'ORTEGA', 'ALBERT', "BOB'S VOICE", 'CABLE', 'DESMOND', 'STANLEY', 'MAN FROM ANOTHER PLACE', 'IRENE', 'JACOBY', 'JACQUES', 'JAMES', 'LELAND', 'TRUMAN', 'JOSIE', 'TERESA', 'SHELLY', 'NORMA', 'GALVIN', 'ABRAMS', 'YOUNG LAWYER', 'ALITO', 'CONCANNON', 'DR. THOMPSON', 'DR. TOWLER', 'DONEGHY', 'MICKEY', 'GRUBER', 'MARY ROONEY', 'ROONEY', 'TOWLER', 'ALONZO HOGUE', 'WASH PERRY', 'CHIEF OF STAFF', 'M.P. DRIVER', 'SHERIFF', 'GRATZMAN', 'FIDDLER', 'PASTOR COLLINS', 'GENERAL MANN', 'RADIO VOICE', 'RANGER', 'SALVADOR', 'CHASE', 'DR. HEFNER', 'ROBERT ENGLUND', 'JOHN SAXON', 'HIGHWAY PATROLMAN #1', 'HOST', 'SARA', 'SKIPPER', 'SANDERS', 'MIDDY', 'COMMANDER', 'DOWNING', 'LAWFORD', 'TYLER', 'ARTIE', 'CALLER #1', 'LULA', 'ERV', 'BLACK MAN', 'PERDITA', 'BUCK', 'JOHNNIE', 'CHET', 'DROP SHADOW', 'REGGIE', 'GOOD WITCH', 'IDIOT PUNK', 'MARIETTA', 'PACE', 'SANTOS', 'VERNON', 'CRABTREE', 'JAMES LEER', 'GRADY', 'GOATEE KID', 'VERNON HARDAPPLE', 'GREENHUT', "SARA'S VOICE", 'HANNAH GREEN', 'MISS SLOVIAK', "WALTER'S VOICE", 'TRAXLER', 'OFFICER PUPCIK', 'LUCAS', 'VICKI', 'MARY-KAY', 'ROSEN', 'ONE NIGHT', 'BUD', 'JAMMER', 'LINDSEY', 'COFFEY', 'HIPPY', 'CATFISH', 'MONK', 'SANDRO', 'CLAUDIA', 'MARSHAL', "ANNA'S FATHER", 'CARABINIERE', 'CORRADO', 'PATRIZIA', 'GIULIA', 'ETTORE', 'GOFFREDO', 'YOUNG SAILOR', 'MIDWIFE', 'RAIMONDO', 'ZURIA', 'MOTHER MIRIAM', 'AGNES', 'ELDERLY NUN', 'LEVEAU', 'MAMA', 'SISTER ANNE', 'MONSIGNOR', 'RINGO', 'BOYS', 'NORM', 'FLOOR MANAGER', 'SHAKE', 'MILLIE', 'POLICEMAN', 'BROUSSARD', 'ROBY', 'STANDARD', 'FAUST', 'MELKONIS', 'ACKLAND', 'REVNA', 'YORK', 'MINH', 'BEAUVAIS', 'PARSONS', 'CASSIE', 'KAMEN', 'HIROKO', 'DE VRIES', 'GUTTIEREZ', 'DILLER', 'DRISCOLL', 'ADDISON', 'MISS CASWELL', 'MARGO', 'LLOYD', "OPERATOR'S VOICE", 'PIANIST', 'WOODWARD', 'BERNSTEIN', 'DARDIS', 'SEGRETTI', 'ROSENFELD', 'BRADLEE', 'BOOKKEEPER', 'IRWIN', 'SIMONS', 'FOREIGN EDITOR', 'CADDY', 'CLAWSEN', 'DAHLBERG', 'DEEP THROAT', 'MCCORD', 'MRS. GRAHAM', 'NATIONAL EDITOR', 'SWEET OLD LADY', 'CHOIR TEACHER', 'OZ', 'COACH MARSHALL', 'COLLEGE CHICK', 'FINCH', "STIFLER'S MOM", 'VICKY', 'PORNO-CHANNEL CHICK', "JIM'S DAD", 'STIFLER', "KEVIN'S BROTHER", 'SOPHOMORE CHICK', 'MARCEL', 'SERAFINE', 'LEDUC', 'TERRENCE', 'TATIANA', 'ANASTASIA', 'ANYA', 'GREGOR', 'VLADIMIR', 'DMITRI', 'RASPUTIN', 'BARTOK', 'NICHOLAS', 'SOPHIE', 'ALVY', 'ACTOR', 'ACTRESS', 'ALLISON', 'MAN IN LINE', 'GIRL DATE', "ALVY'S FATHER", "ALVY'S MOTHER", "ANNIE'S VOICE", "ALVY'S VOICE", "ALVY'S VOICE-OVER", "ANNIE'S VOICE-OVER", 'MOM HALL', 'TESSIE', 'AMERICA', 'ASTRID', 'CAL', 'CLAIR', 'GINA', 'PANES', 'SKYE', 'AZTECA', 'Z', 'WEAVER', 'BALA', 'FORMICA', 'HANDMAIDEN #2', 'BARBATUS', 'CARPENTER', 'MOTIVATIONAL COUNSELLOR', 'DOBISCH', 'MRS. DREYFUSS', 'MOFFETT', 'FRAN', 'MRS. LIEBERMAN', 'SHELDRAKE', 'MATUSCHKA', 'KIRKEBY', 'VANDERHOF', 'DR. DREYFUSS', 'MISS OLSEN', 'WILLARD', 'AUSTRALIAN', 'CLEAN', 'CHEF', 'CIVILIAN', 'COLBY', 'KILGORE', 'KURTZ', "KURTZ'S WIFE", 'MOONBY', 'ROXANNE', 'CORBETT', '', 'ERIC', 'WILDER', 'ANNE MARIE', 'MEYERLING', 'KENAI', 'NEFF', 'VIKING BOB', 'LEMALLE', 'STATE POLICEMAN', 'SPENCER', 'DR. BETTES', 'MELVIN', 'CHERYL', 'HEAD WAITER', 'ZOE', 'VINCENT', 'RATH', 'BAIN', 'CONTRACTOR/SCREEN', 'CABBY', 'RATH/SCREEN', 'ELECTRA', 'ESCORT', 'KETCHAM', 'KATKA', 'CHRIS', 'DIPLOMAT', 'LAWRENCE', 'JAHN', 'JAROSLAV', 'PAVEL', 'HONZA', 'MIRA', 'BELINDA', 'LANDON', 'REV. SULLIVAN', 'MR. KELLY', 'LUIS', 'EILEEN', 'MR. ARKY', 'N.R.C. AGENT REESE', 'PROFESSOR EMMETT BROWN', 'SUZY', 'KIT', 'CATO', 'VISITOR', 'RICH MAN', 'ROUGHNECK', 'NEW JERSEY', 'CASPER LINDLEY', 'BUCKAROO BANZAI', 'PROF. HIKITA', 'RAWHIDE', 'PERFECT TOMMY', 'JOHN PARKER', 'RENO', 'PENNY PRIDDY', 'PRESIDENT WIDMARK', 'BUCKAROO BANZAI ON TV', 'JOHN BIGBOOT�', "JOHN O'CONNOR", 'NATIONAL SECURITY MAN', 'TV ANCHORWOMAN', 'MAYHEW', 'DEUTSCH', 'GEISLER', 'GARLAND', 'LIPNIK', 'MASTRIONOTTI', 'AN I.A. MAN', 'CORRIGAN', 'LT. WALKER', 'THE WOMAN', 'TALCOTT', 'ALBERT MILO', 'BASQUIAT', 'JACK MILO', 'ANNINA NOSEI', 'ARTIST #2', 'MARY BOONE', 'INTERVIEWER', 'SHENGE', 'COUNTERMAN', 'BIG PINK', 'GREG', 'LESHKO', 'TOXIC', 'RAMMELLZEE', 'ALFRED', 'BATMAN', 'CATWOMAN', 'PENGUIN', 'SELINA', 'FAT CLOWN', 'BATGIRL', 'FREEZE', 'IVY', 'MS. B. HAVEN', 'WOODRUE', 'RIDDLER', 'STICKLEY', 'TWO-FACE', 'KNOX', 'DENT', 'ECKHARDT', 'GRISSOM', 'ROTELLI', 'ALISON', 'BEAN', 'BERNIE', 'GRIERSON', 'ELMER', 'DOCTOR JACOBSON', 'BUTT-HEAD', 'BEAVIS', 'FLEMMING', 'BEAVIS/CORNHOLIO', 'BORK', 'DUMB GUY', 'BETELGEUSE', 'OTHO', 'DELIA', 'MAXIE', 'CHANCE', 'ALLENBY', 'RAND', 'FRANKLIN', 'BALDWIN', 'MRS. AUBREY', 'HULL', "DENNIS' VOICE", 'SKRAPINOV', 'STIEGLER', 'KINNEY', 'JOHANNA', 'KARPATOV', 'KAUFMAN', 'NOVOGROD', 'MALKOVICH', 'ERROLL', 'LOTTE', 'FLORIS', 'DON', 'FLEMMER', 'HARRY S. TRUMAN PUPPET', 'KEVIN BACON', 'WOMAN #1', 'MANTINI', 'TINY WOMAN', 'MERTIN', 'BABY SUGGS', 'DENVER', 'STAMP PAID', 'SETHE', 'BELOVED', 'JANEY', 'LADY JONES', 'ELLA', 'SAWYER', 'WHITE MAN', 'ALLAN', 'BLOND MAN', 'WOO', 'BRANDT', 'DA FINO', 'DONNELLY', 'DONNY', 'YOUNGER COP', 'THE STRANGER', 'TREEHORN', 'LEBOWSKI', 'SMOKEY', 'BUCKY', 'NYSSA', 'BLADE', 'WHISTLER', 'REINHARDT', 'DAMASKINOS', 'SCUD', 'CHUPA', 'NOMAK', 'FROST', 'MIRACIA', 'KAM', 'DRAGONETTI', 'DOMINI', 'INTERN', 'COTTER', 'MEURICE', 'ABBY', 'RHODES', 'VISSER', 'ALESSANDRO', 'AUGUSTO', 'MIRTHA', 'TUNA', 'CALIBANOS', 'CESAR', 'DEREK', 'DETECTIVE #1', 'DIEGO', 'DR. BAY', 'ERMINE', 'GARCIA', 'KRISTINA', 'SANTIAGO', 'MATHIEU', '2ND JOURNALIST', '3RD JOURNALIST', 'ALGERIAN', 'ALI', 'HACENE', 'KADER', 'PETIT OMAR', "BEN M'HIDI", 'ARNAUD', 'ASSISTANT COMMISSIONER', 'GENERAL', 'MOURAD', 'BIGGS', 'DULANEY', 'CARDENAS', 'SATTLER', 'TROXELL', 'MCCURDY', 'ESTER', 'JUDGE BURNHAM', 'JOANNE', 'REESE', 'DR. TRAMMEL', 'ROSTON', 'DR. PALEY', 'DR. WONG', 'MISS SELLERS', 'KOEHLER', 'CAROLYN', 'ELEANOR', 'MADGE', 'FRANCESCA', 'PEARL', 'SHOTGUN', 'STANK', 'MACK', 'CINNABAR', 'LUPOVICH', 'SAL', 'WEAZE', 'TIA', 'CAESAR', 'GINO', 'VIOLET', 'COP #1', 'CORKY', 'CONKLIN', 'WOMBOSI', 'WOMAN CLERK', 'OPERATOR/PHONE', 'MANAGER/PHONE', 'RAWLINS', 'MORGUE BOSS', 'RESEARCH TECH #1', 'SECURITY CHIEF', 'DEPUTY DCM', 'THE MAN', 'GIANCARLO', 'DOWSER', 'SPOOR', 'GENT', 'GIRL BUTTLE', 'HELPMANN', 'KURTZMAN', 'LIME', 'MATTHEWS', 'SPIRO', 'MRS BUTTLE', 'MRS TERRAIN', 'PHONE VOICE', 'TUTTLE', 'CAPT. BARNEY', 'MARCUS', 'KANITA', 'COATES', 'DISPATCHER LOVE', 'DRUMMER', 'NOEL', 'HAZMAT', 'ROSE/MARY', 'WALLS', 'RADIO DISPATCHER', 'AARON', 'CAMERAMAN', 'ERNIE', 'ART', 'MAXWELL', 'LINK', 'CUFF', 'PLUMP MAN', 'MAYOLIA', 'MRS. SWICKER', 'LOTHOS', 'AMILYN', 'BUFFY', 'BIKER', "BUFFY'S MOM", 'NICOLE', 'GRUELLER', 'ZEPH', 'NUKE', 'CRASH', "NUKE'S FATHER", 'EBBY', 'JOSE', 'UMPIRE', 'ACE', 'GREEN', 'STONE', 'BANKER', 'WEBB', 'GAGGI', 'CHARLIE CLARK', 'STAGE MANAGER', 'SHERBERT', 'GINGER', 'FEMALE NEWSCASTER', 'FRANKIE AVALON', 'WARD', 'SIGNALER', 'WINNER', 'BORELLI', 'PISCANO', 'COP #2', 'COWBOY', 'SECURITY GUARD #1', 'DETECTIVE JOHNSON', 'DOMINICK', 'EDDY', 'FBI AGENT #10', "PISCANO'S WIFE", 'MARINO', 'HIGH ROLLER', 'HOTEL RECEPTIONIST', 'LITTLE NICKY', 'TONY DOGS', "PISCANO'S MOTHER", 'CAPTAIN GOD', 'ADONIS', 'CACTUS', 'BROCK', 'LANE', 'SPOOKY', 'FEMALE EXEC CAT', 'HOUSECAT', 'LIBRARY CLERK', '2ND DRIVER', 'LENORE', 'CAITLIN', 'KLINGER', 'NELSON', "COP'S VOICE", 'GRILLO', "LENORE'S VOICE", 'OFFICER GRILLO', 'COL', 'FERGUS', 'DIL', 'DEVEROUX', 'FRANKNUM', 'JUDE', 'MAGUIRE', 'JODY', 'TEX', 'BARTHOLOMEW', "REGGIE'S VOICE", "BARTHOLOMEW'S VOICE", 'CRUIKSHANK', 'SCOBIE', 'DYLE', 'F�LIX', 'GRANDPIERRE', 'JEAN-LOUIS', 'SYLVIE', 'KILLER', 'BRENT', 'CARETAKER', 'MISS DUNLOP', 'NERD 1', 'NERD 2', 'SCENE', 'ARLO', 'BRYNNER', 'ICE CREAM ANDY', 'PAPPAS', 'MASON & ARLO', 'BIG RANGER', 'HEMMINGS', 'GOMEZ', 'LEWIS', 'PUMPER', 'SWEENEY', 'BARNEY', 'GITTES', 'CROSS', "CROSS' VOICE", "WALSH'S VOICE", "IDA'S VOICE", "SOPHIE'S VOICE", 'YELBURTON', 'MORTY', 'MRS. MULWRAY', 'RAINMAKER', 'OTHER CUSTOMER', 'ALFREDO', 'SALVATORE', 'SPACCAFICO', 'KANE', 'CITY EDITOR', 'THOMPSON', 'DR. COREY', 'ROGERS', 'EMILY', 'MATISTI', 'THATCHER', 'REILLY', 'KANE SR.', 'MRS. KANE', 'PHOTOGRAPHER', 'THIRD NEWSPAPERMAN', 'RAWLSTON', 'THE CAPTAIN', 'ACTIVIST', 'DANTE', 'RANDAL', 'SANFORD', 'TRAINER', 'IMPATIENT CUSTOMER', 'VERONICA', 'SUITED MAN', 'GIRL 1', 'GIRL 2', 'INDECISIVE CUSTOMER', 'V.A. CUSTOMER', 'WILLAM', 'JESSIE', 'QUALEN', 'KYNETTE', 'TRAVERS', 'MATHESON', 'WRIGHT', 'DIM', 'MR. ALEXANDER', 'CATLADY', 'DOLIN', 'EM', 'DELTOID', 'RUBINSTEIN', 'GEORGIE', 'MINISTER', 'PEE', 'LARDFACE', 'CHIEF GUARD', 'DR. BRANOM', 'DR. TAYLOR', 'DR. BRODSKY', 'TRAMP', 'CHECK-IN', 'GOVERNOR', 'PEDROSA', 'MULDOON', 'IDA', 'KID #1', 'LIZA', 'CYNIC', 'FLIP', 'JONAS', 'LOWRY', 'A.T.L.', 'DRUMLIN', 'KITZ', 'PRESIDENT LASKER', 'LUNACHARSKY', 'HADDEN', 'JOSS', 'PROJECT OFFICIAL', 'BOSS PAUL', 'ALIBI', 'KOKO', 'ARLETTA', 'BLIND DICK', 'GAMBLER', 'DOGBOY', 'DRAGLINE', 'TATTOO', 'SOCIETY RED', 'RUBEN', 'M.J.', 'ATTORNEY', 'CONRAD', 'DARYLL', 'SAKS', 'NIKKO', 'QUINN', 'RENATA', 'VAUGHAN', 'DR. EMLEE', 'LETTY', 'MRS. MAYER', 'NURSE GATES', 'PRINCIPAL GAIL', 'MRS. HALLSTROM', 'AGENT HADLEY', 'SAMI', 'WAYNE', 'BASTALDI', 'ZAMMITO', 'BOBBY BEANS', 'BONANNO', 'JULIEN', 'LAMAR', 'HECTOR', 'RAPHAEL', 'JOEY "TWO TONS"', 'UNIFORMED COP', 'NICKY "THE RAKE"', 'VINNY', 'AUNT WU', 'YU', 'TSAI', 'LI', 'FIGURE', 'FIGURE IN BLACK', 'JEN', 'GANGSTER A', 'GOVERNESS', 'LO', 'MADAM YU', 'SIR TE', 'ALBRECHT', 'TORRES', 'ELLY', 'ANNABELLA', 'DARLA', 'FUNBOY', 'GRANGE', 'TIN-TIN', 'TOP DOLLAR', 'SKULL COWBOY', 'T-BIRD', 'KATHRYN', 'AUNT HELEN', 'BLAINE', 'CECILE', 'MRS. CALDWELL', 'DR. GREENBAUM', "MRS. O'SHEA", 'MRS. SUGERMAN', 'NIGHT DOORMAN', 'MISS CALLAHAN', 'LOIS', 'MRS. FARREN', 'CARLTON', 'FRIDA', 'MR. GRANT', 'SHRINK', 'BARBER', 'WHITE', 'BUMSTEAD', 'SCHREBER', 'STROMBOLI', 'MISS CRENSHAW', 'MISTER BLACK', 'MURRAY', 'SECRETARY OF COMMERCE', 'NANCE', 'DIESEL', 'GASPARILLA', 'TOBY', 'TRICKS', 'BUBBA', 'MEEKS', 'PITTS', 'KEATING', 'HAGER', 'MR. PERRY', 'MAMOOLI', 'HANOVER', 'TRILLIAN', 'MULLIGAN', 'PANTUCCI', 'VIVO', 'ARMAND', 'BAR GIRL', 'CHECKER', 'MERLE', 'VET 2', 'VET 1', 'BENNETT', 'CASSY', 'DUBBS', 'PEEBLES', 'SHEPPARD', 'WHORE', 'JABEZ', 'WEBSTER', 'MA STONE', 'TOM SHARP', 'SCRATCH', 'SQUIRE', "OLD FARMHAND'S VOICE", 'BIG JOHNSON', 'HANS', 'TAKAGI', 'MORETTI', 'JESUS FREAK', 'SHELDON', 'MULVANEY', 'PAULINE', 'NEWSMAN', 'VI', 'TV NEWSMAN', 'CLAREMONT', 'DOMINO', 'CHOCO', 'CIGLIUTI', 'KEG PRESIDENT', 'LATEESHA', 'TARYN', 'ZIERING', 'WEISS', 'KIMMIE', 'LASHINDRA', 'LASHANDRA', 'RADIO RAHEEM', "BUGGIN' OUT", 'CLIFTON', 'JADE', 'MOOKIE', 'ML', 'COCONUT SID', 'MOTHER SISTER', 'DA MAYOR', 'KOREAN CLERK', 'MISTER SE�OR LOVE DADDY', 'SWEET DICK WILLIE', 'PINO', 'VITO', 'CALE', 'CHING CHONG', 'TURK', "JESSICA'S DAD", 'MRS. DUNNE', 'MS. HELLER', 'PRINCIPAL COLLINS', 'TEN YEAR-OLD KID', 'ZIMMER', 'MOFFIT', 'PITER', 'KYNES', 'DUKE LETO', 'EMPEROR', 'REVEREND MOTHER', 'NAVIGATOR', 'GURNEY', 'STILGAR', 'MAPES', 'THUFIR', 'BELA', 'CRISWELL', 'BUNNY', 'CAMERAMAN BILL', 'DOLORES', 'RUDE BOSS', 'MR. FELDMAN', 'TOR', 'ORSON WELLES', 'VAMPIRA', 'PAUL MARCO', 'REVEREND LEMON', "ED'S VOICE", 'TAD', 'SCHARLACH', 'DR. GELLER', 'JEANETTE', 'MR. SCHARLACH', 'MARCIA', 'FELICIA', 'SHARI', 'CLASS', 'MS. HOY', 'DIANE', 'JO', 'MISS BEEDER', 'TAMMY', 'SHERRY', 'BOXER', 'DUDLEY', 'STENSLAND', 'MRS. LEFFERTS', 'EXLEY', 'PATCHETT', 'STOMPANATO', 'PINKER', 'COHEN', 'HUDGEONS', 'YOUNG OFFICER', 'LOEW', 'VICE CAPTAIN', '"BRILL"', 'ALFONSO', 'ZAVITZ', 'BRILL', 'SENATOR ALBERT', 'SALES CLERK', 'MORELOS', 'DESK CLERK', 'DEPINTO', 'PRATT', 'SILVERBERG', 'L.T.', 'LEVIN', 'FRANKIE', 'FIEDLER', 'HAMERSLEY', 'SHAFFER', 'KATHARINE', 'ALM�SY', 'MADOX', 'CORPORAL', 'HANA', 'CARAVAGGIO', 'M�LLER', 'THE PATIENT', 'JAN', 'KIP', 'STUART', 'LADY HAMPTON', 'GIN', 'CRUZ', 'QUI', 'THIBADEAUX', 'BAUM', 'DEFENDING LAWYER', 'POTTER', 'EMBRY', 'FRANKEL', 'ROSALIND', 'MATTHEW', 'THERESA', 'MANDY', 'MRS. MORALES', 'PAULSEN', 'VADER', 'ADMIRAL', 'ADMIRAL PIETT', 'YODA', 'LANDO', 'CHEWIE', 'HAN', 'LEIA', 'DECK SERGEANT', 'RIEEKAN', 'THREEPIO', 'PIETT', 'AIDE', 'STEVIE', 'ZIRA', 'MALLOY', 'BRAZEN', 'UTOPIA', 'CUERVO JONES', 'MAP TO THE STARS EDDIE', 'HERSHE', 'SPINAL', 'PLISSKEN', 'PENDEJO BOB', 'PIPELINE', 'TASLIMA', 'PERCEVAL', 'LANCELOT', 'MORDRED', 'SIR ECTOR', 'GUENEVERE', 'MORGANA', 'UTHER', 'CARDINAL', 'KARRAS', 'CLINIC DIRECTOR', 'KINDERMAN', 'DR. KLEIN', 'REGAN', 'FATHER DYER', 'DR. TANNEY', 'REGAN/DEMON', 'MRS.KARRAS', 'MERRIN', 'UNCLE', 'DR. BEASLEY', 'MRS. BAKER', 'MRS. BAKER', 'MR. DANIELS', 'NINA', 'WAXY', 'ARCHER', 'LAZARRO', 'SASHA', 'DIETRICH', 'POLLUX', 'TITO', 'DR. GARDNER', 'CASTOR', 'WANDA', 'BIG ED', 'CASH', 'SAM WONG', 'TONY THE DOORMAN', 'MRS. PETERSON', 'LASSITER', 'REID', 'CORA', 'DUVAL', 'OWENS', "OWENS' VOICE", "MICHAELS' VOICE", 'TROOPER', 'GRIMSRUD', 'DETECTIVE SIBERT', 'HOOKER ONE', 'HOOKER TWO', 'YOUNGER MAN', "SCOTT'S VOICE", 'SHEP', 'ANGEL FACE', 'BANDAGED PROPRIETOR', 'BOSS', 'DETECTIVE STERN', 'MARLA', "TYLER'S VOICE", 'WOUNDED BARTENDER', 'SECURITY TFM', 'CLEAR', 'RORY', 'DANO', 'DETECTIVE SUBY', 'ISABELLA', 'SHAINA', 'MR. BURROUGHS', 'WEINE', 'MR. BLUDWORTH', 'DE FRAVIO', 'BREWER', 'RAMBO', 'CO', 'TRAUTMAN', 'KIRKHILL', 'TECH', 'PRISONER', 'PARRY', 'EDWIN', 'GAY BUM', 'LEATHER', 'ELTON', 'RAYETTE', 'PALM', 'TWINKY', 'TITA', 'SAMIA', 'SECOND ENGINEER', 'CARL0S', 'JENETTE', 'FLETCH', 'BOYD', 'CUMMINGS', 'MR. STANWYK', 'DR. DOLEN', 'FAT SAM', 'RECORDS NURSE', 'GILLETT', 'GAIL', 'GUMMY', 'STANWYK', 'VELMA', 'MRS. STANWYK', 'WALKER', 'MR. UNDERHILL', 'FORD', 'BAND', 'JAZZ', 'SLEAZY GUY', 'ZUZU', 'THE KID', 'LT. AMOS', 'SMILEY', 'GRENDEL', 'MELODI', 'BLACK PUSHER', 'DEVEREAUX', 'CHARNIER', 'NICOLI', 'LA VALLE', 'RUSSO', 'DANCER', 'MUTCHIE', 'MULDERIG', 'WEINSTOCK', 'DARYL', 'SHEPARD', 'DESK SGT.', 'GIBSON', 'SATCH', 'ABEL', 'CORT', 'LIZBETH', 'CAMPBELL', 'DIANA', 'EVA', 'MCCULLOCH', 'MISS VAN DEUSEN', 'YOUNG RENNIE', 'RENNIE', 'RADIO OFFICER', 'ELLIOT', 'PAISLEY', 'FIRST MAN', 'JOANNA', 'TOYOTA', 'SECOND MAN', 'BA', 'GANDHI', 'BOURKE-WHITE', 'COLLINS', 'NEHRU', 'MIRABEHN', 'JINNAH', 'PATEL', 'SMUTS', 'SENIOR POLICE OFFICER', 'JEROME', 'ANTON', 'GENETICIST', 'ANTONIO', 'INVESTIGATOR', 'DETECTIVE HUGO', 'DIRECTOR JOSEF', 'GERMAN', 'BEYNON', 'LAUGHLIN', 'BRUMBY', 'THORPE', 'GLENDA', 'DOREEN', 'KINNEAR', 'CON', 'AARONOW', 'ROMA', 'LEVENE', 'WILLIAMSON', 'BAYLEN', 'LINGK', 'CICCI', 'DON FRANCESCO', 'FANUCCI', 'PENTANGELI', 'FBI MAN #1', 'GENCO', 'NERI', 'SENATOR GEARY', 'SENATOR KANE', 'KLINGMAN', 'ROTH', 'SAM ROTH', 'OLA', 'ROSATO', 'ROBERTO', 'HANNA', 'WHALE', 'DR. PAYNE', 'ERNEST THESIGER', 'ELSA LANCHESTER', 'PRINCESS MARGARET', 'MEMPHIS', 'ATLEY JACKSON', 'CALITRI', 'DETECTIVE CASTLEBECK', 'DETECTIVE DRYCOFF', 'OTTO', 'DONNY ASTRICKY', 'FREB', 'HELEN RAINES', 'JUDGE CROFT', 'TUMBLER', 'MIRROR MAN', 'SWAY', 'VARIO', 'TODDY', "KAREN'S MOTHER", 'MCDONALD', 'CHUCKIE', 'SKYLAR', 'DYTRESS', 'HYPNOTIST', 'PEKEC', 'LAMBEAU', 'TIMMY', 'PSYCHOLOGIST', 'PA', 'CASY', 'BLONDE GIRL', 'MAE', 'MIGRANT', 'ROSASHARN', 'DAVIS', 'MULEY', 'FIRST BOY', 'GRAMPA', 'RUTHIE', 'WINFIELD', "WINFIELD'S VOICE", "RUTHIE'S VOICE", 'ARLENE', 'CLUB MEMBER #1', 'CLUB MEMBER #2', 'DEBI', 'DR. OATMAN', 'KEN', 'MCCULLERS', 'MARCELLA', 'SOUTHTEC GUARD', 'MR. NEWBERRY', 'DAVID GOTTSCHALK', 'JUDITH', 'TWIN', 'RONA', 'AGENT BOB', 'AGENT RAY', 'RAZOR', 'CEREAL', 'DADE', 'NIKON', 'PHREAK', 'MRS. MURPHY', 'PLAGUE', 'BRADY', 'DR. HOFFMAN', 'MEEKER', 'LINDSAY', 'SAYER', 'BRACKETT', 'LYNDA', 'LAURIE', 'BOYFRIEND', 'SISTER', 'APRIL', 'NORMAN', 'DR. ABEL', 'DUSTY', 'FREDERICK', 'KRISHNA LEADER', 'PAZZI', 'BRIGHAM', 'COMMITTEE MEMBER', 'COP ONE', 'VERGER', 'CORDELL', 'LECHTER', 'CRAWFORD', 'KRENDLER', 'DRUMGO', 'MRS. PAZZI', 'FELL', 'GENTLEMAN', 'MAPP', 'RICCI', 'SUPERIOR', 'PIXEL', 'ANDREW', 'DONALD', 'WICHITA', 'HAYLEY', 'TALIA', 'WICHITA ]', 'WENDY ]', 'HEATHER CHANDLER', 'HEATHER MCNAMARA', 'HEATHER DUKE', 'RAM', 'WHITNEY JAMES', 'HERBERT', 'JULIET', 'HONORA', 'BRET', 'DR. AMBROSE', 'GIVENS', 'LANGE', 'PARAMEDIC', 'SAGE', 'TAWNY', 'BUBBER', 'GALE', 'CHUCKY', 'DEAKINS', 'HIDER', 'BULLY', 'REAL-ESTATE LADY', "NEIL'S FRIEND #1", 'ROBBERY DETECTIVE', 'BEDSOE', 'DETECTIVE GRELEY', 'MCCLEOD', 'CAVANAUGH', 'HOODED MAN', 'VIEIRA', 'ISABELLE', 'PROFESSOR DAJORSKI', 'KILVARA', 'MACLEOD', 'MR. PARKER', 'TALLEY', 'ANDERS', "ANDERS' VOICE", 'BELDONE', 'CASTELLANO', 'TUZEE', 'BENZA', 'FISCHER', 'MARS', 'DILL', 'HOWELL', 'SEYMORE', 'JORGENSON', 'KLAUS', "LOUISE'S VOICE", "MIKKELSON'S VOICE", 'THE WATCHMAN', "THE WATCHMAN'S VOICE", 'BENEDICT', 'BIK', 'COLONEL OLIVER', 'GENERAL BIZIMUNGU', 'JOCK', 'GREGOIRE', 'MILITIAMAN #1', 'MR. GARINDI', 'XAVIER', 'SABENA PRESIDENT', 'ZOZO', 'REFUGEE', 'BLACKBURN', 'PRITCHETT', 'MELISSA', 'JENZEN', 'KIRSTEN', 'SCHECTER', 'SHEA', 'SEAMUS', 'AUBREY', 'MAURA', 'ELLIOTT', 'TERRI', 'JP', 'KAPLAN', 'ALMOND JOY', 'SNICKERS', 'MINERVA', 'DARWIN', 'GATES', 'AD MAN #2', 'AD MAN #1', 'MUSSBURGER', 'MOSES', 'SMITTY', 'NORVILLE', 'EDITOR', 'ANCIENT SORTER', 'BARMAN', 'HUDSUCKER', 'INTERCOM', 'MRS. MUSSBURGER', 'VETERAN #2', 'VETERAN #1', 'COACHMAN', 'MRS. RAND', 'DR. MAXWELL', 'WILKENS', 'HOLLAND', 'JEFFRIES', 'LIBBETS', 'CHIEF NYBACK', 'FARRELL', 'HAP', 'TANYA', 'LESTAT', 'BROOKS', 'TITUS', 'DERRICK', 'DR. DROSSOS', 'THEA', 'MISS WOLLSTEN', 'ST. AUBYN', "CLARENCE'S VOICE", "JOSEPH'S VOICE", "FRANKLIN'S VOICE", 'DR. CAMPBELL', 'MA BAILEY', 'MARTINI', 'MRS. BAILEY', 'GOWER', 'UNCLE BILLY', "SAM'S VOICE", 'PETERSON', 'ELKINS', 'PATROL VOICE', 'RED', 'POLO', 'OVERMAN', 'IKE', 'HOAGIE', 'LOUISA', 'POLLY', 'BERLIN', 'CITRINE', 'BLATTIS', 'GOODRIDGE', 'AVERY', 'CHAD', 'CUSH', 'DOOLER', 'TIDWELL', 'FIRESTONE', 'MARCEE', 'SUGAR', 'TEE PEE', 'AJAY', 'ROLAND', 'JUTTSON', 'LUDLOW', 'NEDRY', 'DODGSON', 'GENNARO', 'HARDING', 'ROSTAGNO', 'BILLER', "BRUCE'S VOICE", 'KWAN', 'SENA', 'KAFKA', 'ASSISTANTS', 'BEARDED ANARCHIST', 'POCKMARKED ANARCHIST', 'BIZZLEBEK', 'BURGEL', 'GABRIELA', 'CHIEF CLERK', 'OSKAR', 'MURNAU', 'KEEPER', 'LUDWIG', 'DENHAM', 'LORD DARROW', 'ENGLEHORN', 'MR GINTING', 'BREE', 'ARLYN', 'TRINA', 'MR. FABER', 'SPANGLER', 'LELA', 'TRASK', 'KLUTE', "CABLE'S VOICE", 'STREIGER', 'ALVAREZ', 'GRESSEN', 'SHAUNESSY', "O'CONNOR", 'SATURDAY FATHER', "SHAUNESSY'S VOICE", 'SURGEON', 'BODYGUARD', 'TENZIN GYATSO', 'LUKHANGWA', 'GENERAL CHIANG', 'GENERAL CHIANG CHIN-WU', 'KASHAG MEMBER', 'LHAMO', 'LING RINPOCHE', 'LOBSANG', 'LORD CHAMBERLAIN', 'MAO TSE TUNG', 'NOBLE BOY', 'NORBU THUNDRUP', 'TAKSTER RINPOCHE', 'TAKTRA RINPOCHE', 'TIBETAN WOMAN', 'BICKERMAN', 'KEOUGH', 'GARE', 'OKUBO', 'CLARICE', 'ARDELIA', 'CHILTON', 'MR. YOW', 'MR. GUMB', 'PILCHER', 'DR. LECTER', 'DR. DANIELSON', 'SEN. MARTIN', 'RODEN', 'HEYWARD', 'MAGUA', 'SERGEANT MAJOR', 'MONTCALM', 'SENTRY', 'BECK', 'SIXPACK', "WILLIE'S VOICE", 'DEJESUS', 'BACON', 'SOAP', 'SAMOAN JO', 'HATCHET', 'JD', 'BIG CHRIS', "JOHN O'DRISCOLL", 'DOG', 'LITTLE CHRIS', 'PLANK', 'J', 'TRAFFIC WARDEN', 'PALOMA', 'AMADO', 'PILAR', 'ATHENA', 'PRISCILLA', 'CHUCHO', 'CODY', 'ELADIO', 'YOUNG MERCEDES', 'FENTON', 'H.L.', 'MARISOL', 'MINNIE', 'YOUNG OTIS', 'YOUNG SAM', 'YOUNG PILAR', 'BUTTERFIELD', 'VALENTIN', 'DOROTHEA', 'CULTISTS', 'EDDISON', 'VINOVICH', 'TOFFLER', 'NIX', 'RECEPTION', 'FATHER JAMES', 'MR. SILBERMAN', 'DEFENSE ATTORNEY', 'VIZNICK', 'DR. ALLEN', 'LAREAUX', 'FATHER FRANK', 'TOWNSEND', 'MRS. QUINTANA', 'CAMILLE', 'NONA', 'COACH MILLER', 'ZEKE', 'KYRA', 'QUINCY', 'SIDRA', 'SHAWNEE', 'AVI', 'JIM KURRING', 'CLAUIDA', 'COCKTAIL WAITRESS', 'WORM', 'DIXON', 'THURSTON', 'SOLOMON', 'DR. LANDON', 'FEMALE VOICE', 'GWENOVIER', 'MIDDLE AGED GUY', 'KLIGMAN', 'YOUNG PHARMACY KID', 'PINK DOT GIRL', "D'ARTAGNAN", 'ARAMIS', 'ATHOS', 'PORTHOS', 'PHILLIPPE', 'MAN IN THE IRON MASK', 'PIERRE', 'MARVOSA', 'D.T.', 'LURCH', 'ZYDOWSKI', 'TUBBS', 'BLOOM', 'CHESTER', 'DOLLARHYDE', 'REBA', 'RED DRAGON', 'LOUNDS', 'DR. CHILTON', 'LECKTOR', 'GRADUATE STUDENT', 'SPRINGFIELD', 'SPURGEN', 'MAYNARD', 'LYNNE', 'JACK BURNS', 'LAWLER', 'ZMUDA', 'YOGI', 'OLD DOCTOR', 'BOOKER', 'TONY CLIFTON', 'JANICE', 'SAD SACK', 'AGENT SMITH', 'AGENT JONES', 'MORPHEUS', 'SWITCH', 'APOC', 'CHOI', 'NEO', 'CYPHER', 'TRINITY', 'TANK', 'ORACLE', 'BOY #1', 'BOY #2', 'JOHNNY BOY', 'GIOVANNI', 'MARIO', 'DREW', 'PARRISH', 'QUINCE', 'AMBROSE', 'BONTECOU', 'COYLE', 'SLOANE', 'EASTER', 'NATALIE', 'DODD', 'MRS. JANKIS', "LEONARD'S WIFE", 'LEONARD\t\t\t\t\t\t\t *', 'CROCKETT', 'CASTILLO', 'FUJIMA', 'COLEMAN', 'EL TIBURON', 'JOS� YERO', 'TRUDY', 'MONTOYA', 'CASS', 'RICH LADY', 'RATSO', 'TOWNY', "O'DANIEL", 'MARINE', 'VETERAN', 'ERICH', 'ZIAT', 'YESIL', 'MANNY', 'SIRI', 'SINDELL', 'LIBBY', 'STAMP', 'NYAH', 'MCCLOY', 'ETHAN', 'WALLIS', "BILLY'S VOICE", 'SWANBECK', 'NEKHORVICH', 'KASIMOV', 'ANATOLY', 'KITTRIDGE', 'PHELPS', 'KRIEGER', 'GUARD RANDALL', 'MATTHIAS', 'AVA', 'MR. JOHNNY', 'COSMO', 'FELIX', 'RONNY', 'SHY WAITER', 'PERRY', "PERRY'S VOICE", "ROSE'S VOICE", 'BEDEVERE', 'SOOTHSAYER', 'TALL KNIGHT', 'BLACK KNIGHT', 'GOD', 'FIRST VILLAGER', 'BODY', 'LARGE MAN', 'BRIDGEKEEPER', 'LAUNCELOT', 'CART DRIVER', 'CONCORDE', 'FIRST GUARD', 'ZOOT', 'GALAHAD', 'PIGLET', 'OTHER KNIGHTS', 'SINGERS', 'BROWN', 'ASSISTANT DRESSER', 'DISRAELI', 'BERTIE', "BERTIE'S VALET", 'PONSONBY', 'DEAN WELLSELLY', 'JENNER', 'LADY ELY', 'PRINCESS ALEXANDRA', 'DIFFORD', 'STILTS', "ALEX'S MOTHER", 'HOTEL MANAGER', 'COCO', 'DARK-HAIRED WOMAN', 'SERGEANT BAXTER', 'MIDDLE-AGED WOMAN', 'PARAMOUNT GUARD', 'DETECTIVE HARRY MCKNIGHT', 'DETECTIVE NEAL DOMGAARD', 'LANEY', 'ANNOUNCER', 'ZACH', 'SAUNDRA', 'FRED THOMISON', 'JOHN C. MCCAY', 'VADA', 'HILLARY', 'MR. OWETT', 'BOY#2', 'DR WELTY', 'MR. BIXLER', 'NURSE RANDALL', 'THOMAS J', 'DIGGER', 'JULIANNE', 'ALBUQUERQUE', 'LINNEA', 'BARBARA JEAN', 'BARNETT', 'TRIPLETTE', 'OPAL', 'L.A. JOAN', 'SUELEEN', 'MALLORY', 'MCCLUSKY', 'SCAGNETTI', 'MOVIE MALLORY', 'MOVIE MICKEY', 'WURLITZER', 'PITNEY', 'DUFF', 'EFFIE', 'UNDERTAKER', 'JOCKO', 'REVEREND DAWSON', 'OMAR', '3JANE', 'RIVIERA', 'CASE', 'AEROL', 'ARMITAGE', 'BAO/WINTERMUTE', 'RATZ', 'MCCOY', 'MAELCOM', 'DIXIE', 'LINDA LEE', 'JULIUS/WINTERMUTE', 'ALDYS', 'GIBBY', 'MONTY', 'LOCK', 'BARREL', 'SHOCK', 'EVIL SCIENTIST', 'VARIOUS PEOPLE', 'KERRY', 'MRS. POLETTI', 'KINCAID', 'LORENZO', 'THIEF', 'SPIKE', 'MALE LEAD', 'RITZ MAN', 'SECURITY', 'TARQUIN', 'BIG NURSE', 'MCMURPHY', 'BROMDEN', 'CHESWICK', 'FREDRICKSON', 'SEFELT', 'SCANLON', 'NURSE PILBOW', 'PATIENTS', 'TABER', 'TURKLE', 'NURSE ITSU', 'MISS PILBOW', 'NIGHT SUPERVISOR', 'CONCIERGE', "DAMON'S MOTHER", 'DWAYNE', 'PHONE', 'HIM', 'BIG MAC', 'COUNSEL', 'CHARLEY', 'FATHER BARRY', 'EDIE', 'GLOVER', 'J.P.', 'SKINS', 'MRS. COLLINS', 'MUTT', 'PRINCESS OF DARKNESS', 'THE MUMMY', 'THE WOLF MAN', 'CHINO', "CHINO'S VOICE", 'BURDON', 'GLENN', 'PUP', 'HEJIRA', 'MOSELLE', 'WHITE BOY BOB', 'RAFE', 'BRITISH AIR COMMANDER', 'COMA', 'MECHANIC', 'DORIE', 'YAMAMOTO', 'GENDA', 'ROOSEVELT', 'GENERAL MARSHALL', 'NISHIKURA', 'PEGGY', 'MADDY', 'MR. KELCHER', 'MRS. KELCHER', 'ROSALIE', 'YOLANDER', 'RUDMAN', 'MARJORIE', 'GEOFF', 'SEIDMAN', 'KENTON', 'ANTHEA', 'DR. ARMBRUSTER', 'LAIRD', 'MRS. FINLEY', 'JUDGE GARNETT', 'RIDDICK', 'PARIS', 'FRY', 'JOHNS', 'IMAM', 'SHAZZA', 'ZAIUS', 'GALEN', 'HONORIUS', 'JULIUS', 'LUCIUS', 'MAXIMUS', 'ELIAS', 'BIG HAROLD', 'RHAH', 'WOLFE', 'LERNER', 'KILLAINE', 'GOBLE', 'CLARENDON', 'MAGRUDER', 'GORE', 'MCKECHNIE', 'CARMEN', 'GOLD', 'MR. PENFIELD', 'UTAH', 'BODHI', 'FIBERGLASS', 'HARP', 'DILLON', 'PHILIPS', 'RAMIREZ', 'BRIDGET', 'VIVIAN', 'KROSS', 'MR. THOMAS', 'STUCKEY', 'LANDLORD', 'SALESWOMAN', 'ALBINO', 'BUTTERCUP', 'HUMPERDINCK', 'MAN IN BLACK', 'FEZZIK', 'VIZZINI', 'INIGO', 'YELLIN', 'RUGEN', 'MIRACLE MAX', 'BIALYSTOCK', 'DE BRIS', 'BLOOM AND DRUNK', 'LIEBKIND', 'ULLA', 'LITTLE OLD LADY', 'BIALYSTOCK AND BLOOM', 'LSD', 'GOEBBELS', 'ARBOGAST', 'CAR DEALER', "CAROLINE'S VOICE", "LOWERY'S VOICE", 'MRS. CHAMBERS', "NORMAN'S VOICE", '2ND EMBALMER', '1ST EMBALMER', '2ND OFFICER', 'BUCKLEY', 'GOOF', 'MRS. BUCKLEY', 'NIKOLAS', 'L�ONE', 'MARC', 'THE SICK-ROOM', 'THE DRAWING-ROOM', 'SPARROW', 'FLORENCE', 'IGOR', 'FIRST DETECTIVE', 'WINTON', 'GOLATILY', 'WORTH', 'PENTCHO', 'MIA', 'BROTHER', 'WASKI', 'DADDY', 'DOLL', 'WILLCOX HILLYER', 'DR. MARTINSON', 'DAVE WILKIE', 'DR. WINTON', '"SCHOOL-MARM"', 'KITTLE', 'BILLY-BOY', 'NENA', 'CAPTAIN ALBERT', 'D.A. RAVICH', 'ZIMMERMANN', 'POP-SWEET', 'ACKBAR', 'BOUSHH', 'JERJERROD', 'WEDGE', 'NINEDENINE', 'FAMILY', 'RIFF RAFF', 'DR SCOTT', 'GUESTS', 'MAGENTA', 'APOLLO', 'JERGENS', 'COMMENTATOR', 'CHIPPED TOOTH', 'CLEANER', 'COMMENTATOR #2', 'COMMENTATOR #1', 'DIPPER', 'GAZZO', 'REPORTER #2', 'BABY HERMAN', 'VALIANT', 'BETTY BOOP', 'ROGER RABBIT', 'DOOM', 'JESSICA RABBIT', 'LT. SANTINO', 'MAROON', 'ABRAHAM', 'ROMEO', 'BALTHASAR', 'MERCUTIO', 'BENVOLIO', 'CAPULET', 'TYBALT', 'CRUSTY', 'FATHER LAWRENCE', 'LADY CAPULET', 'DAPPER GENT', 'DEIRDRE', 'EDVARD', 'FRANCOIS', 'MIKHI', 'SWEDE', 'JEAN-PIERRE', 'BOOTH', "EARL'S MOTHER", 'CAPTAIN DIEL', 'CRAPS DEALER', 'DOORMAN #1', 'RICKY TAN', 'HOSTESS', 'STEVEN REIGN', 'SPECIAL AGENT STERLING', 'SUPERINDENDENT CHIN', 'MASTER FU', 'DIEL', 'WHITNEY', 'RUSS', 'LAFONTAINE', "SANG'S VOICE", 'SOON YOUNG', 'FISHER', 'MRS. PRESSMAN', 'MRS. TROUT', 'WHEEDLE', 'DET. WHEEDLE', 'JONAH', 'DR. MARCIA FIELDSTONE', 'LULU', 'RAM�N', 'ESPERANZA', 'ESTELLA', 'HARTWELL', 'DANNY/TOM', 'BOOKMAN', 'COLETTE', 'TRAHN', 'VERNE', 'POOH-BEAR', 'GARCETTI', 'KUJO', 'COLONEL ANDERSON', 'UPHAM', 'REIBEN', 'SUPPLY SERGEANT', 'SARGE', 'AGENT SIMS', 'ASSISTANT', 'DC', "COURT'S ATTORNEY", 'U.S. ATTORNEY', 'MRS COURT', 'GUY 2', 'MISS EVANS', 'VALHERE', 'SCHINDLER', 'BRINNLITZ GUY 2', 'EMILIE', 'GESTAPO', 'GOETH', 'PFEFFERBERG', 'LOWENSTEIN', 'RASCH', 'SCHERNER', 'TOFFEL', 'CAPTAIN TYLER', 'CICI', 'GIRL ON PHONE', 'DAWNIE', 'COTTON', 'DEBBIE SALT', 'HALLIE', 'IN THE THEATER', 'ON SCREEN', 'MAUREEN', 'ANGELINA', 'TYSON', 'DETECTIVE KINCAID', 'ROMAN', 'SHERIFF BURKE', 'TATUM', 'GIRL #1', 'GIRL #2', 'MR. PRESCOTT', 'MILLS', 'SOMERSET', 'CRAZED MAN', 'DELIVERYMAN', 'JOHN DOE', 'MRS GOULD', 'GREENHILL', 'MOSE', 'FUTTERMAN', 'KEEFER', 'MRS. JORGENSEN', 'JORGENSEN', 'MRS. LINDNER', 'LINDNER', 'PROF. ROTH', 'ALLEYN', 'BOATMAN', 'BURBAGE', 'MARLOWE', 'HENSLOWE', 'DR. MOTH', 'FENNYMAN', 'VIOLA', 'VIOLA AS ROMEO', 'NOL AS BENVOLIO', 'WESSEX', 'SAM AS JULIET', 'RALPH AS NURSE', 'ROSALINE', 'SIR ROBERT', 'TILNEY', 'URCHIN', 'VIOLA AS THOMAS', 'LUMSDEN', 'ANJANETTE', "GEORGE'S VOICE", "FELICIA'S VOICE", 'LORNA', 'PETTIS', "TINA'S VOICE", "JILL'S VOICE", 'IZZY', 'SID ROTH', 'POPE', 'PRODUCER', 'HALLORAN', 'HERMIE', 'ULLMAN', 'WATSON', 'UNCLE AL', 'NAN', 'MOTHER SUPERIOR', "BISHOP O'HARA", 'CHARLENE', 'CHOIR', 'LAWANDA', 'RONELLES', 'MARY PATRICK', 'MARY LAZARUS', 'MARY ROBERT', 'MARY PATRICK AND ROBERT', 'TATE', "O'HARA", 'BALTUS', 'ICHABOD', 'BROM', 'DOCTOR LANCASTER', 'FATHER STEENWYCK', 'HARDENBROOK', 'HIGH CONSTABLE', 'KILLIAN', 'PHILIPSE', 'YOUNG MASBATH', 'KATRINA', 'LADY VAN TASSEL', 'VAN RIPPER', 'OLD CRONE', 'THIRD MAN', 'YOUNG ICHABOD', 'SCOOTER', 'WOOLRIDGE', 'MELINDA', 'RASHID', 'AUGGIE', 'VINNIE', 'AUNT EM', 'CYRUS', 'FELICITY', 'KABUO', 'NELS', 'DR. WHITMAN', 'HOOKS', 'ETTA', 'GILLANDERS', 'HATSUE', 'ISHMAEL', 'MAPLES', 'WHALEY', 'OLE', 'LEVANT', 'SUSAN MARIE', 'CHURCH', 'MEKUM', 'BELLHOP', 'BIENSTOCK', 'SPATS', 'FIRST HENCHMAN', 'POLIAKOFF', 'OSGOOD', 'NELLIE', 'MOZARELLA', 'TOOTHPICK CHARLIE', 'PARADISE', 'TJ', 'WOODY', 'DAVID LEE', "DAVID'S IMAGES", "CAMILLE'S VOICE OVER", 'MRS. BOATWRIGHT', 'NATHAN LEE', 'MRS BOATWRIGHT', 'JOSIE MAE', 'MR HOWARD', 'SHERIFF YOUNG', 'BIG THING', "KYLE'S MOTHER", 'CANADIAN MINISTER OF MOVIES', 'DOCTOR PANGLOSS', 'CARTMAN', 'MR. GARRISON', 'THE MOLE', "CARTMAN'S MOTHER", 'MR. MACKEY', 'SATAN', 'SADDAM HUSSEIN', "STAN'S MOTHER", 'PRINCIPAL VICTORIA', 'TERRANCE', 'PHILLIP', 'DELBERT', 'ALFIE', 'ALFREDA', 'BREEZE', 'KASTLE', 'MRS. JACKSON', 'EDMUNDS', 'NAVY SEAMAN', 'BLUE LEADER', 'CONTROLLER', 'INTERCOM VOICE', 'DELADIER', 'DIZZY', 'GILLESPIE', 'RASCZAK', 'INTELLIGENCE OFFICER', 'SUGAR WATKINS', 'ZIM', 'PSYCH OFFICER', 'RODGER YOUNG', '"ILIA"', 'DECKER', 'ILIA', 'SONAK', "SCOTT'S INTERCOM VOICE", 'DOC WILSON', 'FIRST A.D.', 'COSTUME DESIGNER', 'MORRIS', 'SPUD', 'UBERTO', 'ANNABELLE', 'DR. SWEIKERT', 'SCOOBY', 'FERN', 'CONAN', 'CONSUELO', 'MR SCOTT', 'MR. DEMARCO', 'PAM', 'ALONZO', 'FILMORE', 'OLO', 'SEN. FILMORE', 'STOCKTON', 'PRESIDENT MUFFLEY', 'AMBASSADOR DE SADE', 'GENERAL SCHMUCK', 'MAJOR MANDRAKE', 'COLONEL "BAT" GUANO', 'COLONEL GUANO', 'COLONEL PUNTRICH', 'SWITCHBOARD OPERATOR', 'GENERAL "BUCK" SCHMUCK', 'GENERAL FACEMAN', 'GENERAL JACK D. RIPPER', 'GENERAL RIPPER', 'MAJOR KONG', 'LT. BALLMUFF', 'LT. QUIFFER', 'LT. ZOGG', 'LT. TOEJAM', 'VON KLUTZ', 'BEE-BEE', 'SOOZE', 'BUFF', 'NAZEER', 'PONY', 'SCUFF', "SOOZE'S MOM", 'KANSAS', 'CLEO', 'LOAN OFFICER', 'DIM SUM CHARLIE', 'GRANDMOTHER', 'MRS. HILL', 'DEMILLE', '1ST ASSISTANT', 'GILLIS', 'DE MILLE', 'NO. 1', 'MORINO', 'HEAD OF HOMICIDE', 'HOLMBY HILLS CAPTAIN', 'ZALTAR', 'ALURA', 'SELENA', 'ELDERLY MAN', 'SUPERGIRL', 'ZOR-EL', 'MR. DANVERS', 'NIGEL', 'LANA', 'SUPERMAN', 'LORELEI', 'MISS HENDERSON', 'LUTHOR', 'FIRST CONTROLLER', 'SECOND CONTROLLER', 'ZOD', 'SPOKESMAN', 'SECOND REPORTER', 'URSA', 'LACY', 'HOWLER', 'WARFIELD', 'NUCLEAR MAN', 'JOR-EL', 'FIRST ELDER', 'RISA', 'HARTLEY', 'STEWARDESS', 'BARTHA', "D'ANGELO", 'ELWELL', 'HUNSECKER', 'KELLO', 'TEMPLE', 'WELDON', 'DYSON', 'TARISSA', 'TERMINATOR', 'SILBERMAN', 'VIDEO SARAH', 'VIDEO SILBERMAN', 'EMMI', 'DYMSHITZ', 'FURTW�NGLER', 'RODE', 'SCHLEE', 'WERNER', 'BREEN', 'VUKOVICH', 'ALAN BAER', 'BUSINESSMAN 2', 'COUNSELOR', 'FEINGOLD', 'PLUMP GUY', 'SUTHERLAND', 'NELL', 'MARROW', 'MR. DUDLEY', 'MRS. DUDLEY', 'ADHARA', 'CREEP', 'FEATHER', 'FIELDING', 'GRAMMS', 'UNCLE JOHN', 'BIRDY', 'CARCANOGUES', 'CREIGHTON', 'DIEDRICKSON', 'RIEDENSCHNEIDER', 'KREBS', 'PERSKY', "D'AGOSTA", 'BEAUREGARD', 'CUTHBERT', 'PENDERGAST', 'IPPOLITO', 'FROCK', 'KAWAKITA', 'DR. ZIEWZIC', 'CHRISTOF', 'SIMEON', 'DAUGHTER', 'GUARD 2', 'GUARD 1', 'MARLON', 'MERYL', '2ND BOY', 'SCULLY', 'MULDER', 'BARMAID', 'BYERS', 'CIGARETTE SMOKING MAN', 'DR. BRONSCHWEIG', 'WELL-MANICURED MAN', 'FIELD AGENT', 'KURTZWEIL', 'YOUNG NAVAL GUARD', 'SKINNER', 'STRUGHOLD', 'MIRIAM', 'NOVAK', 'TEDDY LEE', 'RAMSEY', 'MARTINS', 'POPESCU', 'CALLOWAY', 'RUSSIAN', 'CRABBIN', 'WINKEL', 'U.S.M.P.', 'DAFFY', 'ETIENNE', 'FRANCOISE', '12-YEAR-OLD DANNY', 'RAV ZINGESSER', 'CARLETON', 'BRAND', "CARLA'S VOICE", 'MRS. MOEBIUS', "LINDA'S VOICE", 'LINA', 'FIRST WAITER', 'DRAKE', 'HATE COUNSELOR', 'RABBI', 'BONITA', 'JOHANA', 'ENZO', 'NOIREUTER', 'UNCLE LOUIS', 'NOVELLI', 'HAMMER', 'MRS. CARVER', 'TIKVA', 'MOHAMMED', 'SANTA', 'TINY TIM', 'BRUNTON', 'CLO-CLO', 'GALBRAITH', 'ROSITA', 'ELOISE', 'KIKI', 'ROBLES', 'LOMBARD', 'DIRECTORY ENQUIRIES OPERATOR', 'EFFEMINATE WAITER', 'FRIEDMAN', 'GIANT', 'HYATT OPERATOR', 'MRS SPITZ', 'MAN�S VOICE', 'RHIAN', 'OLD COWBOY', 'NATHALIE', 'THE ITALIAN', 'MOREAU', 'MAN WITH ITALIAN ACCENT', 'MAN ON DAIS', 'AULON', 'JEANNE', 'DUNOIS', 'BEAUPERE', 'YOLANDE', 'CAUCHON', 'BURGUNDY', 'DIJON', 'TREMOILLE', "D'ESTIVET", 'REGNAULT', 'XAINTRAILLES', 'LA HIRE', 'GILLES', 'JEAN LE MAISTRE', 'JEAN MIDI', 'MAITRE MAURICE', 'BENEK', 'SZPILMAN', 'DOROTA', 'MICHAL', 'GEBCZYNSKI', 'HALINA', 'HENRYK', 'JANINA', 'JEHUDA', 'JUREK', "KITTEN'S VOICE", "PUPPYDOG'S VOICE", 'MAJOREK', 'SZALAS', 'THE GERMAN CAPTAIN', 'NESSIE', 'AUNT MORAG', 'STEWART', 'FLORA', 'HIRA', 'BAINES', 'BILLIE', 'SNYDER', 'SINGLETON', 'STRANGER', 'TWIST', 'BOUDREAU', 'HOOKER', 'LONNEGAN', 'COMBS', 'GRANGER', 'EIRIE KID', 'GARFIELD', 'NILES', 'GONDORFF', 'GUNMAN', 'POLK', 'RILEY', '1ST REPORTER', 'GILBERT', 'WYNANT', 'MACAULAY', 'DR. WALTON', 'GUILD', 'NUNHEIM', 'MORELLI', 'PEPPLER', 'JAEGER', 'WOODS', '1ST VOICE', '2ND VOICE', 'THX', 'LUH', 'PTO', 'NIN', 'SEN', 'TWA', 'SRT', 'BEV', 'DISPATCHER VOICE', 'GLASS', 'POOCH', 'SWAN', 'PLUCHINSKY', 'WINTERS', 'RICE', 'BOLSHEVIK', 'MARIETTE', 'CLOSE SHOT GASTON', 'FRAN�OIS', 'GIRON', "MARIETTE'S VOICE", "GASTON'S VOICE", 'BODINE', 'LIZZY', 'BUELL', 'LOVEJOY', 'FABRIZIO', 'FLEET', 'HITCHINS', 'ISMAY', 'LIGHTOLLER', 'LOTHER', 'SUMMERS', 'MCKINNEY', 'BALLINGER', 'SHORTIE', 'DENBY', 'PURSER', 'STEWARD', 'BEHAN', 'CURLY BILL', 'DAKE', 'VERMILLION', 'MATTIE', 'MCMASTERS', 'VIRGIL', 'M', 'ADMIRAL ROEBUCK', 'MINISTER JOHNSTONE', 'HARMSWAY', 'BOND', 'CAPTAIN CHEONG', 'MONEYPENNY', 'Q', 'CAPTAIN MORTON', 'DOMINIQUE', 'JENNY WU', 'EXECUTIVE SECRETARY', 'FIRST OFFICER', 'HELMSMAN', 'YUNG', 'STAMPER', 'NUMBER THREE', 'BABE BROTHER', 'MARSH', 'HATTIE', 'MR. BAKER', 'OLD JOHN', 'MRS. DAVIS', 'BO PEEP', 'HAMM', 'MR. POTATO HEAD', 'SLINKY', 'SARGENT', 'FINN', 'JONATHON', 'A.D.A. KELLY', 'JAVIER', 'SOCIAL WORKER', 'CASTRO', 'FRANCISCO', 'SALAZAR', 'MARQUEZ', 'SKETCH', 'SHERIDAN', 'SPECIAL-AGENT-IN-CHARGE', 'BEGBIE', 'SICK BOY', 'RENTON', 'GAV', 'MAN 1', 'SWANNEY', 'SYBOK', 'BEING', "CHEKOV'S IMAGE", 'COMMANDERS IMAGE', 'RIDER', "J'ONN", 'VIXIS', 'KLAA', 'FLYNN', 'LORA', 'DILLINGER', 'BIT', 'MCP', 'DUMONT', 'TRON', 'YORI', 'SARK', 'FAISIL', 'TRILBY', 'GIB', 'MALIK', 'ALABAMA', 'DREXL', 'BIG D', 'ELVIS', 'COCCOTTI', 'RAVENCROFT', 'DIMES', 'KRINKLE', 'NICHOLSON', 'KANDI', 'ASTROPHYSICIST', 'ENGINEER', 'FALE', 'BOTANIST', 'RAILLY', 'DR. FLETCHER', 'MICROBIOLOGIST', 'DR. MASON', 'FRANKI', 'WOMAN CABBIE', 'BLIND MAN', 'DARRELL', 'FLO', 'MR. VESCI', 'MR. ARKADY', 'SERGEI', 'ANCIENT SECRETARY', 'BUSINESS MAN', "ELIJAH'S MOTHER", 'WALKIE', 'MAN IN SCRUBS', 'LITTLE BILL', 'SKINNY', 'DELILAH', 'ENGLISH BOB', 'MUNNY', 'WW', 'LITTLE SUE', 'BAER', 'KUJAN', 'BODI', 'KOVASH', 'KEATON', 'VERBAL', 'FENSTER', 'HOCKNEY', 'KOBAYASHI', 'REDFOOT', 'RAB IN', 'RABIN', 'VOICE #1', 'VOICE #2', 'MIDGE', 'ELSTER', 'SCOTTIE', "ELSTER'S VOICE", 'MANAGERESS', 'POP LEIBEL', 'MOORE', 'SUIT', 'MICHEAL', 'BARRY MORRIS', 'JUDGE TOWER', 'MR. FISHER', 'ENEDINA', 'DON AMALIO', 'POCA', 'DON JAIME', 'VIRIDIANA', 'HOBBLY', 'LUCIA', 'PEASANT', 'MONCHO', 'PELON', 'ALEXIEV', 'DEANE', 'COX', 'MADISON', 'LINDENMEYER', 'SID 6.7', 'BREAN', 'AMES', 'MR. YOUNG', 'SCHUMANN', 'ANGLE', 'FAD KING', 'CAIN', 'JOHNNY GREEN', 'SECOND MEDIA GUY', 'GEKKO', 'LYNCH', 'MARV', 'DARIEN', 'MANNHEIM', 'OLLIE', 'WILDMAN', 'WILMORE', 'CHINA', 'MR LINCOLN', 'INSPECTOR ROBERTS', 'JENKINS', 'MRS WEBSTER', 'SIR WILFRED', 'MARKS MOTHER', 'DR. DRAYTON', 'MRS. TEMPLETON', 'MR. FEUR', 'MRS. FEUR', 'MRS. FRANK', 'GIFFORD', 'CARLOTTA', 'SUZANNE', 'LASHER', 'LASHER THE MAN', "MAN'S VOICE [IN HER HEAD]", "ROWAN'S VOICE [IN HER HEAD]", 'DEZERAE', 'STECKLER', 'MIK', 'PRINCIPAL MERKIN', 'ZUKERMAN', 'ARTEMUS', 'PEMBERTON', 'MIGUELITO', 'RICHARDS', 'WALTERS', 'AIRK', 'MADMARTIGAN', 'CHERLINDREA', 'WILLOW', 'HIGH ALDWIN', 'SORSHA', 'RAZIEL', 'RANON', 'ROOL', 'TEEMO', 'BOOK', 'HOCHSTETLER', 'SCHAEFFER', 'LOCAL MAN', 'MCELROY', 'UNCLE HENRY', 'HICKORY', 'BARRISTER', "OZ'S VOICE", 'WITCH', 'GLINDA', 'MISS GULCH', 'TIN MAN', 'TIN MAN -- SCARECROW AND DOROTHY', 'LION', 'HUNK', 'SCARECROW', 'CHRISTMAS', 'DOCTOR GREATREX', 'LACHAISE', 'RENARD', 'ELEKTRA', 'ZUKOVSKY', 'ADAMSON', 'ANALYST', 'HYDE', 'RORSCHACH', 'DR. LONG', 'VEIDT', 'DR. MANHATTAN', 'DREIBERG', 'JON', 'SCHMIDT', 'MOLOCH', 'XANDER', 'GIBBONS', 'SAM TANNICK', 'JEFE', 'PETRA', 'YORGI', 'SHAVERS', 'SKY', 'SLOVO', 'VIRG', 'STORM', 'BEAST', 'MAGNETO', 'SABRETOOTH', 'CORNELIUS WALDMAN', 'BURGOMEISTER', 'CARLSON', 'HERR FALKSTEIN', 'MONSTER', 'FRAU BLUCHER', 'MEDICAL STUDENT', 'OLD VIOLINIST', 'BLOOMFIELD', 'BOY-PULLEN', 'CHELMSFORD', 'NORRIS-NEWMAN', 'DURNFORD', 'CREALOCK', 'STUART SMITH', 'COGHILL', 'MELVILL', 'VEREKER'] Number of characters: 5356
We now need to get the dictionary of words that are spoken by all characters. We will make use of the Natural Language Toolkit for tokenising our sentences. This can take some time to compute as this dictionary will be quite long.
In [26]:
import nltk
nltk.download('punkt')
dictionary = []
for row in range(data.shape[0]):
line = data.iloc[row]['Text']
tokens = nltk.word_tokenize(line)
for t in tokens:
# let's set t > 2 so that we remove stopwords and things like I, we, he, of, etc.
if t not in dictionary and len(t) > 2:
dictionary.append(t)
[nltk_data] Downloading package punkt to C:\Users\pa- [nltk_data] legg\AppData\Roaming\nltk_data... [nltk_data] Unzipping tokenizers\punkt.zip.
In [16]:
len(dictionary)
Out[16]:
0
Our dictionary contains 73925 words that appear in the movie dialog dataset. We now create a Numpy matrix that is 73925 by 304713, that will hold our relation data. For each row of the data, we get the text, and now we flag whether or not a word appears in the sentence, using our matrix.
In [ ]:
matrix = np.zeros([len(dictionary), data.shape[0]])
for row in range(data.shape[0]):
line = data.iloc[row]['Text']
tokens = nltk.word_tokenize(line)
for t in tokens:
if len(t) > 2:
index = dictionary.index(t)
matrix[index, row] = 1
In [ ]:
### We can inspect text that a particular user has said
data[data['ID4'] == 'MR. POTATO HEAD']
In [ ]:
### We can find all sentences that contain the keyword 'cake', and find
related keywords
keyword = 'cake'
i = dictionary.index(keyword)
cols = np.where(matrix[i, :] == 1)[0]
from collections import Counter
related_words = []
for c in range(len(cols)):
text = data.iloc[cols[c]]['Text']
tokens = nltk.word_tokenize(text)
for t in tokens:
if len(t) > 2:
related_words.append(t)
count = Counter(related_words).most_common(20)
count
Here we see that if we search the term cake, then we can find related words such as piece and birthday. Let's try another example where we now group all text based on user, to identify which user is most likely to have said our search term.
In [ ]:
import nltk
unique_characters = data['ID4'].unique().tolist()
user_matrix = np.zeros([len(dictionary), len(unique_characters)])
for row in range(data.shape[0]):
line = data.iloc[row]['Text']
user = data.iloc[row]['ID4']
user_id = unique_characters.index(user)
tokens = nltk.word_tokenize(line)
for t in tokens:
if len(t) > 2:
index = dictionary.index(t)
user_matrix[index, user_id] += 1
In [ ]:
user_matrix
In [ ]:
### Given a keyword, we can find who is the most likely to have said thi
s
keyword = 'Woody'
i = dictionary.index(keyword)
cols = np.where(user_matrix[i, :] > 0)[0]
for c in range(len(cols)):
print (unique_characters[cols[c]] + " : " + str(user_matrix[i, cols[
c]]))
In [ ]:
### Given two keywords, we can find who is the most likely to have said
this
keywords = ['Woody', 'lunchbox']
indexes = []
cols = []
for k in keywords:
i = dictionary.index(k)
cols.append(np.where(user_matrix[i, :] > 0)[0])
print (cols)
final_cols = []
for i in cols[0]:
if i in cols[1]:
final_cols.append(i)
for c in range(len(final_cols)):
print (unique_characters[final_cols[c]])