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 = 0.1

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=0.100-n_states=050-alpha=1.0100-tau=1.0100-lambda_w=000.100-init_name=bestauc_gibbs_K050_f0.100-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

-32.9


0.011 
dead                

0.009 
i'm                 

0.008 
found               

0.008 
figure              

0.008 
hand                

0.008 
case                

0.008 
writer              

0.008 
lines               

0.008 
hollywood           

0.007 
talent              

0.007 
suppose             

0.007 
close               

0.007 
origin              

0.007 
lack                

0.006 
worth               

39/50

-7.2


0.058 
god                 

0.036 
church              

0.029 
priest              

0.025 
religious           

0.019 
believed            

0.016 
religion            

0.016 
catholic            

0.015 
saint               

0.012 
city                

0.012 
funeral             

0.012 
belief              

0.012 
sonny               

0.011 
kilmer              

0.010 
miracle             

0.009 
val                 

34/50

-6.5


0.009 
telling             

0.009 
thinks              

0.007 
girl                

0.007 
talk                

0.007 
editor              

0.007 
question            

0.007 
lives               

0.006 
runtime             

0.006 
chance              

0.006 
chang               

0.006 
screenwriter        

0.006 
return              

0.005 
realize             

0.005 
house               

0.005 
inside              

2/50

-3.8


0.047 
general             

0.030 
universe            

0.027 
office              

0.018 
extreme             

0.015 
sequence            

0.015 
stanford            

0.015 
counsel             

0.014 
choice              

0.012 
wrong               

0.012 
clear               

0.012 
tension             

0.012 
perfect             

0.011 
pace                

0.010 
stage               

0.010 
atmosphere          

24/50

-2.1


0.077 
dr                  

0.047 
doctor              

0.029 
professor           

0.020 
hospital            

0.018 
patient             

0.014 
death               

0.013 
evil                

0.013 
mystery             

0.012 
medic               

0.011 
light               

0.011 
cross               

0.011 
mental              

0.011 
secret              

0.011 
power               

0.010 
graham              

1/50

-1.5


0.059 
night               

0.046 
gay                 

0.038 
moore               

0.037 
tony                

0.034 
brother             

0.022 
anderson            

0.013 
julianne            

0.013 
reynolds            

0.011 
homosexual          

0.011 
ricci               

0.010 
goodman             

0.010 
vince               

0.010 
tucci               

0.009 
baker               

0.009 
friendship          

47/50

-1.3


0.064 
length              

0.043 
mpaa                

0.039 
aspect              

0.038 
state               

0.036 
theatrical          

0.032 
wide                

0.030 
unit                

0.030 
classification      

0.028 
date                

0.028 
limit               

0.025 
mature              

0.022 
ratio               

0.021 
1996                

0.015 
2                   

0.015 
35                  

48/50

-0.4


0.080 
war                 

0.029 
soldier             

0.028 
battle              

0.023 
fight               

0.020 
army                

0.017 
captain             

0.016 
major               

0.016 
command             

0.015 
military            

0.012 
fire                

0.010 
office              

0.010 
russian             

0.010 
vietnam             

0.009 
attack              

0.009 
colonel             

17/50

-0.3


0.066 
age                 

0.039 
series              

0.023 
gave                

0.022 
thought             

0.021 
10                  

0.020 
pg                  

0.020 
favorite            

0.020 
3                   

0.017 
2                   

0.015 
9                   

0.014 
ages                

0.013 
8                   

0.013 
televised           

0.012 
episode             

0.011 
imagine             

13/50

-0.2


0.023 
crime               

0.023 
boss                

0.021 
gang                

0.020 
cop                 

0.018 
criminal            

0.014 
car                 

0.013 
gangster            

0.012 
gun                 

0.012 
cops                

0.012 
city                

0.012 
hit                 

0.011 
steal               

0.011 
bank                

0.011 
mob                 

0.010 
robbery             

38/50

-0.2


0.047 
horror              

0.036 
blood               

0.027 
scream              

0.021 
ghost               

0.016 
gore                

0.014 
nightmare           

0.012 
vampire             

0.012 
lynch               

0.011 
genre               

0.011 
scary               

0.011 
death               

0.010 
shock               

0.010 
event               

0.010 
halloween           

0.010 
carpenter           

42/50

-0.1


0.053 
women               

0.032 
male                

0.023 
female              

0.021 
water               

0.021 
eat                 

0.020 
food                

0.019 
fish                

0.019 
talk                

0.018 
actress             

0.016 
dress               

0.015 
body                

0.015 
apartment           

0.011 
design              

0.011 
cook                

0.011 
blue                

3/50

-0.0


0.108 
school              

0.060 
girls               

0.051 
student             

0.045 
boys                

0.034 
teacher             

0.034 
college             

0.022 
teach               

0.021 
class               

0.020 
teen                

0.020 
girl                

0.012 
kiss                

0.011 
graduate            

0.009 
teens               

0.009 
parent              

0.008 
youth               

27/50

0.1


0.038 
alien               

0.032 
space               

0.024 
science             

0.024 
earth               

0.019 
human               

0.018 
special             

0.017 
park                

0.016 
planet              

0.015 
trek                

0.014 
crew                

0.013 
stewart             

0.013 
compute             

0.013 
fiction             

0.011 
monster             

0.009 
scientist           

6/50

0.1


0.040 
island              

0.030 
plane               

0.029 
crash               

0.024 
ship                

0.020 
sea                 

0.020 
beach               

0.020 
boat                

0.017 
air                 

0.017 
board               

0.015 
moon                

0.015 
titan               

0.015 
land                

0.014 
piano               

0.011 
pilot               

0.010 
passenger           

46/50

0.2


0.081 
drug                

0.036 
parker              

0.031 
drugs               

0.024 
smoke               

0.018 
addict              

0.018 
dealer              

0.016 
heroin              

0.014 
alcohol             

0.014 
group               

0.012 
habit               

0.011 
usage               

0.009 
drink               

0.009 
abuse               

0.009 
strong              

0.008 
happiness           

15/50

0.2


0.035 
german              

0.031 
camp                

0.024 
von                 

0.024 
hopkin              

0.020 
nazi                

0.019 
jewish              

0.017 
otto                

0.015 
jews                

0.015 
concentrate         

0.014 
schindler           

0.013 
holocaust           

0.013 
germany             

0.013 
spielberg           

0.013 
nazis               

0.013 
slave               

16/50

0.2


0.084 
game                

0.037 
team                

0.035 
player              

0.025 
sport               

0.021 
win                 

0.021 
basketball          

0.019 
coach               

0.015 
baseball            

0.015 
football            

0.012 
match               

0.012 
games               

0.011 
athlete             

0.010 
air                 

0.010 
boxing              

0.010 
wrestle             

8/50

0.2


0.044 
documentary         

0.026 
interview           

0.020 
camera              

0.014 
remember            

0.013 
short               

0.013 
import              

0.012 
fascinate           

0.012 
narrated            

0.011 
footage             

0.011 
segment             

0.010 
month               

0.010 
kane                

0.010 
report              

0.009 
shot                

0.009 
filmmaker           

21/50

0.3


0.017 
language            

0.009 
pg-13               

0.009 
explain             

0.008 
large               

0.007 
rest                

0.007 
older               

0.007 
fast                

0.007 
strong              

0.007 
i'm                 

0.007 
nudity              

0.007 
asks                

0.006 
full                

0.006 
order               

0.006 
quick               

0.005 
2                   

5/50

0.3


0.050 
french              

0.047 
affair              

0.045 
lover               

0.030 
paris               

0.020 
husband             

0.017 
franc               

0.017 
english             

0.016 
italian             

0.016 
de                  

0.013 
subtitles           

0.012 
romance             

0.012 
couple              

0.011 
pierre              

0.011 
michel              

0.010 
passion             

41/50

0.3


0.060 
jones               

0.052 
stone               

0.030 
jackson             

0.025 
rob                 

0.021 
devil               

0.021 
gray                

0.019 
walker              

0.017 
heaven              

0.015 
talk                

0.014 
head                

0.014 
lake                

0.014 
fraser              

0.013 
elliot              

0.012 
stallone            

0.011 
disaster            

14/50

0.3


0.068 
black               

0.049 
white               

0.025 
law                 

0.025 
lawyer              

0.022 
trial               

0.019 
prison              

0.019 
case                

0.019 
judge               

0.016 
convict             

0.014 
court               

0.014 
justice             

0.014 
system              

0.011 
death               

0.011 
murder              

0.011 
attorney            

4/50

0.4


0.015 
rate                

0.012 
mpaa                

0.011 
bit                 

0.011 
adult               

0.009 
plenty              

0.008 
narrated            

0.008 
provide             

0.008 
simply              

0.008 
situated            

0.007 
fact                

0.006 
create              

0.006 
half                

0.006 
idea                

0.006 
finds               

0.006 
familiar            

29/50

0.5


0.036 
dream               

0.024 
death               

0.022 
images              

0.021 
city                

0.015 
dead                

0.014 
dark                

0.013 
journey             

0.012 
vision              

0.012 
lost                

0.011 
cold                

0.011 
left                

0.011 
spirit              

0.010 
mood                

0.010 
strang              

0.010 
magic               

35/50

0.6


0.067 
art                 

0.050 
artist              

0.028 
woody               

0.026 
write               

0.025 
model               

0.024 
book                

0.024 
paint               

0.016 
york                

0.015 
famous              

0.013 
magazine            

0.012 
fashion             

0.011 
publish             

0.010 
books               

0.010 
writer              

0.010 
create              

40/50

0.6


0.067 
money               

0.026 
pay                 

0.025 
company             

0.023 
business            

0.017 
sell                

0.013 
vegas               

0.012 
rich                

0.012 
worker              

0.012 
hotel               

0.011 
room                

0.010 
000                 

0.010 
firm                

0.009 
happy               

0.009 
boss                

0.009 
price               

30/50

0.7


0.073 
bond                

0.051 
agent               

0.045 
chan                

0.024 
sequence            

0.019 
mission             

0.016 
kong                

0.016 
secret              

0.016 
fight               

0.015 
connery             

0.015 
spy                 

0.015 
fbi                 

0.014 
de                  

0.012 
seagal              

0.012 
chase               

0.011 
weapon              

23/50

0.7


0.072 
word                

0.069 
free                

0.061 
letter              

0.046 
week                

0.044 
send                

0.040 
video               

0.030 
recommend           

0.028 
subject             

0.024 
valley              

0.022 
email               

0.022 
subscribe           

0.020 
state               

0.018 
unit                

0.015 
opens               

0.014 
theater             

25/50

0.7


0.032 
mr                  

0.030 
car                 

0.023 
mrs                 

0.014 
stop                

0.014 
train               

0.014 
editor              

0.013 
room                

0.013 
house               

0.013 
driver              

0.012 
husband             

0.012 
night               

0.012 
station             

0.010 
police              

0.010 
bus                 

0.010 
return              

19/50

0.7


0.063 
murder              

0.048 
killer              

0.038 
police              

0.035 
thriller            

0.030 
detect              

0.026 
investigate         

0.022 
suspect             

0.022 
mystery             

0.014 
serial              

0.013 
crime               

0.013 
death               

0.013 
victim              

0.011 
inspector           

0.011 
twist               

0.011 
noir                

28/50

0.8


0.055 
smith               

0.037 
brown               

0.027 
mel                 

0.021 
tarantino           

0.019 
gibson              

0.018 
clerk               

0.016 
quentin             

0.016 
cusack              

0.015 
pulp                

0.014 
hill                

0.013 
fiction             

0.012 
goldberg            

0.012 
chase               

0.012 
dogs                

0.011 
silent              

22/50

1.2


0.077 
animal              

0.042 
dog                 

0.040 
disney              

0.029 
voice               

0.018 
voiced              

0.017 
cat                 

0.017 
cartoon             

0.014 
adventure           

0.013 
beast               

0.013 
giant               

0.013 
dogs                

0.012 
human               

0.012 
hughes              

0.011 
king                

0.010 
adult               

9/50

1.5


0.035 
reflect             

0.033 
opinion             

0.033 
employ              

0.032 
meant               

0.031 
mine                

0.025 
recommend           

0.011 
1996                

0.010 
excel               

0.009 
rate                

0.009 
favorite            

0.009 
thumb               

0.008 
nudity              

0.008 
full                

0.008 
award               

0.008 
1997                

26/50

2.0


0.049 
country             

0.040 
american            

0.032 
polite              

0.028 
english             

0.023 
village             

0.018 
subtitles           

0.015 
culture             

0.014 
chinese             

0.013 
japanese            

0.012 
history             

0.011 
america             

0.010 
women               

0.010 
communist           

0.009 
china               

0.009 
revolution          

45/50

2.0


0.016 
motion              

0.013 
distributor         

0.011 
element             

0.008 
impress             

0.007 
level               

0.007 
occasional          

0.006 
they're             

0.006 
solid               

0.006 
present             

0.005 
entertain           

0.005 
dialogue            

0.005 
effort              

0.005 
sequence            

0.005 
leave               

0.005 
sort                

36/50

2.5


0.087 
town                

0.026 
local               

0.023 
wild                

0.019 
mountain            

0.018 
west                

0.018 
gold                

0.018 
indian              

0.015 
western             

0.014 
legend              

0.014 
horse               

0.012 
cowboy              

0.012 
head                

0.010 
sheriff             

0.009 
texas               

0.009 
river               

18/50

2.8


0.040 
child               

0.040 
boy                 

0.038 
children            

0.038 
sister              

0.037 
parent              

0.037 
brother             

0.029 
house               

0.025 
girl                

0.025 
daughter            

0.021 
kid                 

0.014 
baby                

0.014 
adult               

0.012 
mom                 

0.011 
older               

0.010 
dad                 

32/50

2.9


0.060 
laugh               

0.025 
fun                 

0.023 
comic               

0.017 
hilarious           

0.016 
satire              

0.015 
amused              

0.014 
parody              

0.013 
jokes               

0.013 
joke                

0.012 
murphy              

0.012 
gags                

0.010 
refer               

0.009 
entertain           

0.009 
cameo               

0.009 
murray              

31/50

3.1


0.068 
version             

0.025 
origin              

0.022 
shadow              

0.022 
shakespeare         

0.019 
bergman             

0.018 
branagh             

0.017 
al                  

0.014 
pass                

0.014 
rooms               

0.013 
product             

0.013 
print               

0.013 
pacino              

0.012 
restore             

0.012 
ingmar              

0.011 
juliet              

37/50

3.6


0.055 
williams            

0.049 
origin              

0.030 
christmas           

0.024 
ford                

0.020 
return              

0.018 
north               

0.018 
eve                 

0.018 
wars                

0.016 
remake              

0.015 
harrison            

0.015 
kieslowski          

0.015 
silver              

0.014 
blue                

0.014 
season              

0.013 
street              

49/50

4.0


0.034 
king                

0.019 
british             

0.018 
century             

0.013 
england             

0.013 
lady                

0.013 
adapt               

0.011 
queen               

0.010 
sir                 

0.010 
uncle               

0.010 
london              

0.010 
jude                

0.009 
thompson            

0.009 
carter              

0.009 
fox                 

0.009 
daughter            

33/50

4.1


0.037 
van                 

0.024 
harris              

0.020 
hero                

0.016 
speed               

0.016 
hunt                

0.016 
ice                 

0.013 
schwarzenegger      

0.013 
carrey              

0.012 
wood                

0.012 
bullock             

0.011 
reeves              

0.011 
crowe               

0.010 
storm               

0.010 
chase               

0.010 
depp                

10/50

4.4


0.035 
emotion             

0.016 
drama               

0.013 
husband             

0.013 
heart               

0.009 
forced              

0.009 
lives               

0.009 
struggle            

0.009 
matter              

0.008 
easy                

0.008 
individual          

0.007 
import              

0.007 
situated            

0.007 
left                

0.007 
face                

0.007 
desperate           

11/50

4.7


0.030 
rock                

0.025 
dance               

0.025 
sing                

0.024 
singer              

0.022 
danced              

0.022 
band                

0.020 
song                

0.020 
opera               

0.020 
number              

0.019 
stage               

0.018 
group               

0.017 
songs               

0.015 
member              

0.013 
dancer              

0.012 
sound               

0/50

5.9


0.030 
de                  

0.027 
award               

0.024 
oscar               

0.024 
academy             

0.017 
move                

0.016 
nominal             

0.015 
brook               

0.015 
talent              

0.015 
buddy               

0.014 
chance              

0.013 
la                  

0.012 
hand                

0.012 
pick                

0.012 
won                 

0.011 
win                 

43/50

6.6


0.020 
york                

0.020 
city                

0.020 
prison              

0.015 
cuts                

0.014 
irish               

0.014 
club                

0.014 
penn                

0.014 
short               

0.014 
drop                

0.014 
escape              

0.013 
altman              

0.012 
cage                

0.012 
collin              

0.011 
angell              

0.011 
pitt                

20/50

8.0


0.023 
preside             

0.016 
washington          

0.015 
polite              

0.015 
figure              

0.015 
american            

0.013 
nation              

0.011 
news                

0.011 
ridicule            

0.010 
bridge              

0.010 
absolute            

0.010 
hollywood           

0.009 
campaign            

0.009 
govern              

0.009 
state               

0.008 
travolta            

44/50

11.1


0.023 
romantic            

0.020 
romance             

0.017 
wonders             

0.015 
miss                

0.014 
meet                

0.014 
delight             

0.013 
wed                 

0.012 
deliver             

0.011 
couple              

0.010 
enjoy               

0.010 
charm               

0.009 
manage              

0.009 
nice                

0.009 
writer              

0.008 
married             

7/50

12.6


0.012 
human               

0.012 
present             

0.012 
question            

0.012 
learn               

0.010 
power               

0.009 
close               

0.009 
chang               

0.008 
understand          

0.008 
tale                

0.008 
view                

0.007 
subject             

0.007 
true                

0.007 
create              

0.006 
remain              

0.006 
perfect