LEGEND_NAME = PC_sLDA

BP_sLDAGibbs_LDAMED_sLDA
PC_sLDAlogistic_regr

LABEL_NAME = more_than_2_out_of_4_stars

more_than_2_out_of_4_stars

FRAC_LABELS = 0.05

0.050.10.2
1.0

N_STATES = 50.0

10.025.050.0
100.0nan
SNAPSHOT_SRCFILE:
/results/bow_pang_movie_reviews_v20170929/20171011frombest-mod_name=slda__tf-frac_labels=0.050-n_states=050-alpha=1.0100-tau=1.0100-lambda_w=000.001-init_name=bestauc_gibbs_K050_f0.050-weight_x=1.0-weight_y=0100.0-qinit=0.1-decay_rate=adam-step_size=0.1000-n_batches=1/1/lap0000050.000_topic_model_snapshot

12/50

-59.5


0.015 
suppose             

0.010 
case                

0.010 
found               

0.009 
worst               

0.009 
i'm                 

0.009 
dead                

0.008 
worse               

0.008 
bore                

0.008 
formula             

0.008 
couple              

0.008 
worth               

0.007 
poor                

0.007 
flat                

0.007 
obvious             

0.007 
you're              

34/50

-16.9


0.010 
telling             

0.009 
editor              

0.008 
girl                

0.008 
thinks              

0.007 
runtime             

0.007 
chance              

0.006 
thought             

0.006 
realize             

0.006 
found               

0.006 
question            

0.006 
screenwriter        

0.006 
talk                

0.006 
taking              

0.006 
attract             

0.005 
return              

48/50

-16.7


0.068 
war                 

0.026 
soldier             

0.026 
battle              

0.021 
fight               

0.018 
army                

0.015 
captain             

0.013 
military            

0.013 
command             

0.012 
fire                

0.012 
major               

0.011 
russian             

0.010 
office              

0.010 
private             

0.010 
attack              

0.010 
american            

47/50

-14.8


0.057 
length              

0.042 
aspect              

0.038 
mpaa                

0.032 
state               

0.031 
limit               

0.030 
theatrical          

0.029 
wide                

0.027 
classification      

0.026 
unit                

0.026 
date                

0.024 
mature              

0.020 
ratio               

0.018 
1996                

0.017 
motion              

0.014 
nudity              

24/50

-11.2


0.072 
dr                  

0.047 
doctor              

0.031 
professor           

0.017 
hospital            

0.016 
patient             

0.014 
monster             

0.013 
medic               

0.012 
power               

0.012 
death               

0.011 
cross               

0.011 
mental              

0.010 
evil                

0.009 
graham              

0.009 
strang              

0.009 
secret              

39/50

-8.8


0.059 
god                 

0.039 
church              

0.030 
priest              

0.029 
religious           

0.019 
duvall              

0.018 
believed            

0.018 
religion            

0.017 
catholic            

0.016 
saint               

0.014 
belief              

0.012 
kilmer              

0.012 
miracle             

0.012 
sonny               

0.012 
break               

0.011 
val                 

2/50

-7.4


0.047 
general             

0.034 
universe            

0.024 
office              

0.017 
sequence            

0.015 
extreme             

0.013 
stanford            

0.013 
counsel             

0.013 
wrong               

0.012 
happen              

0.012 
tension             

0.011 
clear               

0.009 
establish           

0.009 
simply              

0.009 
basic               

0.008 
lack                

38/50

-7.3


0.042 
horror              

0.030 
blood               

0.026 
dead                

0.023 
scream              

0.019 
ghost               

0.014 
gore                

0.013 
death               

0.013 
lost                

0.012 
genre               

0.012 
nightmare           

0.011 
shock               

0.011 
vampire             

0.011 
lynch               

0.010 
dark                

0.009 
scary               

21/50

-7.3


0.014 
language            

0.007 
large               

0.007 
writer              

0.007 
pg-13               

0.007 
explain             

0.006 
fast                

0.006 
strong              

0.006 
asks                

0.006 
nudity              

0.006 
older               

0.006 
i'm                 

0.006 
typical             

0.006 
full                

0.005 
rest                

0.005 
quick               

8/50

-4.4


0.043 
black               

0.036 
documentary         

0.030 
white               

0.020 
interview           

0.014 
camera              

0.012 
remember            

0.009 
footage             

0.009 
short               

0.008 
month               

0.008 
america             

0.008 
kane                

0.007 
group               

0.007 
segment             

0.007 
narrated            

0.007 
talk                

32/50

-3.1


0.063 
laugh               

0.020 
comic               

0.018 
jokes               

0.017 
fun                 

0.016 
amused              

0.015 
parody              

0.014 
joke                

0.014 
satire              

0.013 
murphy              

0.012 
hilarious           

0.012 
gags                

0.012 
series              

0.010 
murray              

0.010 
buddy               

0.009 
cameo               

13/50

-1.9


0.021 
boss                

0.019 
crime               

0.019 
gang                

0.015 
cop                 

0.015 
criminal            

0.015 
city                

0.014 
gun                 

0.013 
bank                

0.013 
money               

0.012 
car                 

0.012 
gangster            

0.012 
escape              

0.011 
cops                

0.010 
hit                 

0.010 
mob                 

17/50

-1.7


0.065 
age                 

0.028 
series              

0.026 
thought             

0.021 
gave                

0.020 
2                   

0.019 
pg                  

0.018 
3                   

0.018 
origin              

0.018 
10                  

0.016 
favorite            

0.015 
imagine             

0.013 
9                   

0.013 
8                   

0.012 
sweet               

0.011 
ages                

4/50

-0.7


0.014 
rate                

0.011 
mpaa                

0.010 
bit                 

0.010 
adult               

0.008 
plenty              

0.008 
simply              

0.007 
fact                

0.007 
provide             

0.007 
situated            

0.007 
narrated            

0.007 
half                

0.007 
finds               

0.006 
create              

0.006 
idea                

0.006 
comic               

41/50

-0.4


0.053 
jones               

0.048 
stone               

0.027 
jackson             

0.024 
rob                 

0.019 
davis               

0.018 
gray                

0.017 
walker              

0.016 
heaven              

0.016 
devil               

0.012 
fraser              

0.012 
lake                

0.012 
elliot              

0.011 
nature              

0.011 
stallone            

0.010 
disaster            

14/50

0.4


0.047 
prison              

0.025 
lawyer              

0.024 
case                

0.021 
trial               

0.021 
law                 

0.019 
judge               

0.016 
convict             

0.015 
court               

0.014 
accuse              

0.014 
justice             

0.013 
murder              

0.013 
sentence            

0.013 
system              

0.013 
death               

0.012 
black               

1/50

0.5


0.058 
night               

0.046 
gay                 

0.041 
tony                

0.041 
moore               

0.023 
anderson            

0.015 
campbell            

0.014 
hoffman             

0.014 
julianne            

0.013 
reynolds            

0.013 
homosexual          

0.011 
goodman             

0.011 
vince               

0.010 
straight            

0.010 
tucci               

0.009 
burt                

35/50

0.6


0.056 
art                 

0.046 
artist              

0.030 
book                

0.025 
write               

0.024 
woody               

0.024 
york                

0.023 
paint               

0.021 
model               

0.019 
writer              

0.015 
critic              

0.011 
magazine            

0.011 
famous              

0.010 
read                

0.010 
wrote               

0.010 
author              

3/50

0.9


0.101 
school              

0.053 
girls               

0.048 
student             

0.033 
college             

0.032 
boys                

0.032 
teacher             

0.028 
class               

0.020 
girl                

0.019 
teen                

0.015 
teach               

0.011 
parent              

0.010 
graduate            

0.010 
lives               

0.008 
teens               

0.007 
youth               

43/50

1.5


0.038 
angell              

0.024 
jr                  

0.024 
los                 

0.024 
club                

0.022 
irish               

0.021 
penn                

0.019 
collin              

0.018 
altman              

0.018 
cage                

0.017 
mickey              

0.017 
pitt                

0.016 
quinn               

0.015 
short               

0.015 
ireland             

0.015 
robbin              

40/50

2.3


0.064 
money               

0.023 
business            

0.023 
company             

0.022 
pay                 

0.014 
sell                

0.012 
vegas               

0.012 
rich                

0.012 
firm                

0.011 
000                 

0.011 
worker              

0.011 
office              

0.009 
price               

0.009 
dollar              

0.009 
phil                

0.009 
buy                 

10/50

2.8


0.040 
emotion             

0.018 
drama               

0.011 
lives               

0.010 
heart               

0.009 
struggle            

0.009 
power               

0.008 
forced              

0.008 
situated            

0.008 
import              

0.008 
human               

0.007 
stories             

0.007 
dramatic            

0.007 
focus               

0.007 
individual          

0.007 
affect              

9/50

3.5


0.032 
reflect             

0.032 
opinion             

0.030 
employ              

0.029 
meant               

0.029 
mine                

0.024 
recommend           

0.010 
1996                

0.009 
award               

0.009 
excel               

0.008 
1997                

0.008 
nudity              

0.008 
thumb               

0.008 
rate                

0.008 
full                

0.008 
favorite            

49/50

4.1


0.041 
king                

0.021 
century             

0.020 
british             

0.018 
queen               

0.015 
adapt               

0.014 
fox                 

0.013 
england             

0.012 
london              

0.011 
thompson            

0.011 
lady                

0.010 
jude                

0.010 
sir                 

0.009 
full                

0.009 
costume             

0.008 
lord                

28/50

4.8


0.054 
smith               

0.034 
brown               

0.026 
mel                 

0.020 
tarantino           

0.018 
gibson              

0.017 
clerk               

0.016 
pulp                

0.016 
silent              

0.016 
con                 

0.015 
quentin             

0.015 
fiction             

0.015 
cusack              

0.014 
comic               

0.012 
walken              

0.012 
goldberg            

5/50

4.8


0.045 
french              

0.043 
husband             

0.038 
affair              

0.031 
lover               

0.027 
paris               

0.017 
english             

0.014 
franc               

0.014 
italian             

0.013 
subtitles           

0.012 
couple              

0.011 
de                  

0.011 
passion             

0.010 
pierre              

0.010 
michel              

0.010 
marriage            

29/50

4.9


0.028 
city                

0.022 
death               

0.021 
dark                

0.020 
dream               

0.018 
images              

0.013 
tale                

0.011 
memory              

0.011 
light               

0.010 
magic               

0.010 
visual              

0.010 
journey             

0.010 
vision              

0.010 
dead                

0.009 
lost                

0.009 
miller              

30/50

4.9


0.066 
bond                

0.050 
agent               

0.040 
chan                

0.020 
sequence            

0.019 
fight               

0.015 
kong                

0.015 
fbi                 

0.014 
secret              

0.014 
connery             

0.014 
spy                 

0.013 
chase               

0.011 
govern              

0.011 
seagal              

0.010 
mission             

0.010 
operate             

19/50

5.1


0.054 
murder              

0.044 
killer              

0.040 
police              

0.033 
thriller            

0.028 
mystery             

0.028 
detect              

0.025 
investigate         

0.022 
suspect             

0.014 
crime               

0.013 
serial              

0.012 
death               

0.011 
victim              

0.011 
noir                

0.011 
case                

0.011 
inspector           

25/50

5.1


0.031 
mr                  

0.031 
car                 

0.023 
room                

0.021 
house               

0.021 
mrs                 

0.012 
night               

0.012 
train               

0.012 
hotel               

0.012 
driver              

0.011 
station             

0.010 
editor              

0.009 
drive               

0.009 
return              

0.008 
told                

0.008 
stay                

46/50

5.3


0.071 
drug                

0.031 
parker              

0.030 
smoke               

0.027 
drugs               

0.018 
alcohol             

0.017 
group               

0.017 
drink               

0.016 
addict              

0.014 
heroin              

0.013 
dealer              

0.012 
message             

0.010 
usage               

0.009 
boyle               

0.008 
days                

0.008 
nc-17               

31/50

7.3


0.067 
version             

0.025 
shadow              

0.022 
origin              

0.022 
shakespeare         

0.019 
bergman             

0.018 
branagh             

0.017 
al                  

0.014 
restore             

0.013 
pacino              

0.012 
pass                

0.012 
ingmar              

0.012 
souls               

0.012 
iii                 

0.011 
juliet              

0.011 
hamlet              

22/50

7.7


0.071 
animal              

0.040 
dog                 

0.037 
disney              

0.033 
voice               

0.017 
voiced              

0.017 
cartoon             

0.016 
cat                 

0.014 
dogs                

0.014 
human               

0.014 
princess            

0.012 
beast               

0.012 
giant               

0.011 
adventure           

0.011 
hughes              

0.011 
forest              

27/50

7.8


0.034 
alien               

0.029 
space               

0.022 
science             

0.020 
earth               

0.019 
human               

0.016 
special             

0.016 
compute             

0.015 
park                

0.015 
planet              

0.014 
trek                

0.012 
mission             

0.011 
fiction             

0.011 
stewart             

0.010 
crew                

0.009 
contact             

23/50

7.8


0.060 
free                

0.059 
word                

0.059 
video               

0.053 
letter              

0.040 
week                

0.039 
send                

0.030 
recommend           

0.029 
subject             

0.021 
valley              

0.020 
email               

0.019 
subscribe           

0.019 
state               

0.017 
unit                

0.015 
opens               

0.014 
theater             

16/50

8.3


0.077 
game                

0.037 
team                

0.036 
player              

0.023 
sport               

0.019 
win                 

0.019 
basketball          

0.017 
coach               

0.014 
baseball            

0.013 
football            

0.013 
match               

0.010 
race                

0.010 
games               

0.010 
athlete             

0.010 
air                 

0.009 
boxing              

26/50

8.7


0.037 
country             

0.030 
american            

0.026 
english             

0.024 
polite              

0.021 
village             

0.015 
subtitles           

0.014 
culture             

0.013 
history             

0.012 
chinese             

0.012 
japanese            

0.009 
chang               

0.009 
govern              

0.009 
china               

0.009 
spanish             

0.009 
communist           

6/50

8.9


0.039 
island              

0.029 
crash               

0.028 
plane               

0.023 
ship                

0.021 
sea                 

0.020 
boat                

0.020 
beach               

0.016 
board               

0.015 
moon                

0.014 
crew                

0.014 
titan               

0.014 
piano               

0.012 
hanks               

0.012 
fly                 

0.012 
flight              

42/50

8.9


0.070 
women               

0.024 
male                

0.021 
female              

0.019 
water               

0.018 
dress               

0.018 
talk                

0.015 
fish                

0.013 
actress             

0.013 
food                

0.012 
body                

0.012 
party               

0.011 
walk                

0.009 
treat               

0.009 
color               

0.008 
cloth               

36/50

10.9


0.078 
town                

0.026 
local               

0.017 
mountain            

0.017 
west                

0.016 
indian              

0.015 
wild                

0.014 
gold                

0.013 
western             

0.012 
horse               

0.011 
cowboy              

0.010 
white               

0.010 
legend              

0.009 
ride                

0.008 
sheriff             

0.008 
texas               

37/50

11.4


0.059 
williams            

0.032 
christmas           

0.028 
ford                

0.020 
north               

0.020 
eve                 

0.019 
blue                

0.018 
wars                

0.016 
origin              

0.016 
harrison            

0.016 
kieslowski          

0.015 
silver              

0.014 
holiday             

0.013 
santa               

0.013 
season              

0.012 
empire              

33/50

11.5


0.037 
van                 

0.023 
harris              

0.021 
speed               

0.020 
hunt                

0.019 
hero                

0.017 
days                

0.016 
ice                 

0.015 
die                 

0.013 
schwarzenegger      

0.013 
carrey              

0.012 
cruise              

0.012 
reeves              

0.011 
crowe               

0.010 
storm               

0.010 
depp                

0/50

11.8


0.053 
de                  

0.031 
oscar               

0.031 
award               

0.026 
academy             

0.020 
won                 

0.020 
nominal             

0.018 
brook               

0.016 
win                 

0.015 
la                  

0.013 
perfect             

0.013 
fonda               

0.012 
niro                

0.011 
hall                

0.011 
prize               

0.010 
roth                

18/50

12.1


0.053 
brother             

0.041 
children            

0.039 
child               

0.036 
boy                 

0.035 
sister              

0.034 
parent              

0.028 
house               

0.017 
daughter            

0.014 
baby                

0.014 
girl                

0.014 
adult               

0.012 
older               

0.011 
younger             

0.010 
kid                 

0.010 
childhood           

45/50

12.9


0.013 
motion              

0.011 
element             

0.010 
distributor         

0.007 
occasional          

0.007 
impress             

0.006 
dialogue            

0.006 
entertain           

0.006 
product             

0.006 
level               

0.005 
present             

0.005 
they're             

0.005 
solid               

0.005 
fact                

0.005 
maker               

0.005 
credit              

20/50

15.8


0.031 
preside             

0.027 
polite              

0.022 
washington          

0.018 
public              

0.013 
nation              

0.013 
american            

0.012 
campaign            

0.011 
travolta            

0.011 
senate              

0.010 
report              

0.010 
eastwood            

0.010 
state               

0.010 
candid              

0.009 
elect               

0.009 
conspiracy          

44/50

16.3


0.044 
romantic            

0.038 
romance             

0.021 
wed                 

0.018 
meet                

0.016 
kiss                

0.015 
charm               

0.014 
attract             

0.013 
chemistry           

0.013 
married             

0.012 
delight             

0.011 
couple              

0.011 
wonders             

0.009 
lover               

0.009 
date                

0.009 
sweet               

15/50

18.1


0.025 
german              

0.024 
camp                

0.021 
von                 

0.020 
concentrate         

0.020 
hopkin              

0.017 
nazi                

0.017 
ii                  

0.016 
jewish              

0.014 
war                 

0.014 
otto                

0.013 
jews                

0.012 
schindler           

0.011 
list                

0.011 
holocaust           

0.011 
germany             

7/50

20.8


0.012 
present             

0.011 
understand          

0.010 
question            

0.010 
nature              

0.009 
human               

0.009 
truth               

0.009 
create              

0.009 
capture             

0.009 
camera              

0.008 
perfect             

0.008 
view                

0.008 
narrated            

0.008 
eyes                

0.007 
learn               

0.007 
intrigue            

11/50

24.5


0.032 
rock                

0.026 
dance               

0.024 
sing                

0.023 
singer              

0.023 
danced              

0.022 
band                

0.021 
number              

0.021 
opera               

0.020 
song                

0.018 
stage               

0.016 
songs               

0.015 
sound               

0.015 
group               

0.013 
dancer              

0.012 
record