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 = 0.2

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=0.200-n_states=050-alpha=1.0100-tau=1.0100-lambda_w=000.100-init_name=bestauc_gibbs_K050_f0.200-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

-28.9


0.008 
found               

0.008 
i'm                 

0.007 
suppose             

0.007 
learn               

0.007 
case                

0.007 
origin              

0.006 
figure              

0.006 
close               

0.006 
head                

0.006 
spend               

0.006 
hand                

0.005 
product             

0.005 
money               

0.005 
hollywood           

0.005 
writer              

34/50

-5.9


0.009 
editor              

0.008 
mind                

0.008 
thinks              

0.007 
runtime             

0.007 
talk                

0.007 
meets               

0.007 
screenwriter        

0.007 
main                

0.006 
chang               

0.006 
miss                

0.006 
present             

0.006 
screenwriters       

0.006 
nature              

0.006 
telling             

0.006 
return              

6/50

-3.5


0.038 
island              

0.028 
plane               

0.027 
crash               

0.022 
ship                

0.017 
boat                

0.016 
land                

0.015 
sea                 

0.015 
piano               

0.014 
titan               

0.014 
moon                

0.012 
pilot               

0.011 
air                 

0.011 
lane                

0.011 
board               

0.009 
cliff               

4/50

-3.0


0.017 
rate                

0.014 
mpaa                

0.012 
adult               

0.012 
narrated            

0.010 
bit                 

0.009 
provide             

0.009 
create              

0.008 
plenty              

0.008 
situated            

0.007 
familiar            

0.007 
sort                

0.007 
feels               

0.007 
fact                

0.006 
half                

0.006 
appeal              

24/50

-2.6


0.074 
dr                  

0.045 
doctor              

0.027 
professor           

0.019 
death               

0.017 
patient             

0.014 
evil                

0.013 
room                

0.013 
secret              

0.012 
hospital            

0.012 
mystery             

0.012 
monster             

0.011 
cross               

0.011 
nurse               

0.010 
medic               

0.010 
power               

39/50

-2.5


0.063 
god                 

0.040 
church              

0.031 
priest              

0.030 
religious           

0.018 
religion            

0.018 
catholic            

0.017 
duvall              

0.017 
saint               

0.016 
funeral             

0.013 
kilmer              

0.012 
sonny               

0.012 
believed            

0.011 
miracle             

0.010 
val                 

0.009 
belief              

47/50

-2.5


0.057 
length              

0.039 
aspect              

0.037 
mpaa                

0.034 
date                

0.032 
theatrical          

0.030 
state               

0.027 
classification      

0.023 
unit                

0.023 
limit               

0.022 
mature              

0.020 
ratio               

0.018 
1996                

0.018 
wide                

0.018 
motion              

0.016 
distributor         

13/50

-2.4


0.022 
boss                

0.022 
crime               

0.021 
gang                

0.019 
cop                 

0.016 
criminal            

0.015 
money               

0.014 
gangster            

0.014 
brother             

0.013 
car                 

0.012 
bank                

0.012 
city                

0.012 
hit                 

0.012 
cops                

0.011 
mob                 

0.011 
steal               

2/50

-2.1


0.042 
general             

0.031 
universe            

0.023 
office              

0.018 
choice              

0.016 
extreme             

0.016 
confuse             

0.016 
stanford            

0.016 
counsel             

0.015 
fall                

0.013 
stage               

0.012 
tone                

0.011 
sequence            

0.011 
clear               

0.011 
tension             

0.010 
prove               

42/50

-1.8


0.039 
women               

0.022 
nudity              

0.022 
actress             

0.021 
male                

0.018 
water               

0.018 
body                

0.018 
girl                

0.018 
fish                

0.017 
talk                

0.016 
number              

0.015 
credit              

0.014 
food                

0.013 
blue                

0.012 
color               

0.012 
hair                

38/50

-0.8


0.047 
horror              

0.036 
blood               

0.021 
ghost               

0.020 
scream              

0.016 
gore                

0.013 
death               

0.013 
event               

0.013 
dead                

0.012 
shock               

0.012 
nightmare           

0.012 
vampire             

0.012 
lynch               

0.011 
scary               

0.010 
lost                

0.010 
genre               

3/50

-0.3


0.109 
school              

0.061 
girls               

0.051 
student             

0.036 
boys                

0.034 
teacher             

0.032 
college             

0.028 
class               

0.020 
girl                

0.020 
teen                

0.018 
teach               

0.013 
lives               

0.012 
parent              

0.011 
pretty              

0.010 
kiss                

0.010 
graduate            

46/50

0.0


0.082 
drug                

0.037 
parker              

0.037 
smoke               

0.031 
drugs               

0.020 
alcohol             

0.019 
dealer              

0.019 
addict              

0.017 
heroin              

0.013 
strong              

0.011 
drink               

0.011 
usage               

0.010 
boyle               

0.010 
abuse               

0.010 
message             

0.010 
society             

15/50

0.0


0.034 
german              

0.031 
camp                

0.025 
von                 

0.024 
hopkin              

0.024 
jewish              

0.021 
ii                  

0.021 
nazi                

0.018 
concentrate         

0.017 
otto                

0.016 
jews                

0.014 
schindler           

0.014 
holocaust           

0.014 
germany             

0.013 
spielberg           

0.013 
nazis               

31/50

0.1


0.043 
version             

0.029 
shadow              

0.026 
shakespeare         

0.022 
bergman             

0.022 
branagh             

0.020 
al                  

0.015 
pacino              

0.014 
ingmar              

0.014 
pass                

0.014 
juliet              

0.013 
hamlet              

0.013 
godfather           

0.012 
wolf                

0.012 
restore             

0.012 
romeo               

14/50

0.1


0.072 
black               

0.050 
white               

0.033 
prison              

0.026 
law                 

0.025 
lawyer              

0.022 
trial               

0.019 
judge               

0.017 
case                

0.015 
convict             

0.015 
court               

0.014 
justice             

0.013 
system              

0.012 
guard               

0.011 
accuse              

0.011 
attorney            

41/50

0.1


0.055 
stone               

0.052 
jones               

0.033 
jackson             

0.023 
rob                 

0.022 
gray                

0.021 
heaven              

0.021 
davis               

0.019 
walker              

0.014 
fraser              

0.013 
elliot              

0.013 
stallone            

0.012 
nature              

0.012 
eye                 

0.011 
disaster            

0.011 
abandon             

5/50

0.2


0.050 
french              

0.045 
affair              

0.040 
lover               

0.030 
paris               

0.021 
english             

0.019 
husband             

0.018 
romance             

0.017 
franc               

0.015 
italian             

0.014 
subtitles           

0.013 
emotion             

0.011 
de                  

0.011 
marriage            

0.011 
passion             

0.011 
pierre              

1/50

0.2


0.099 
night               

0.052 
gay                 

0.048 
tony                

0.044 
moore               

0.025 
anderson            

0.015 
hoffman             

0.015 
julianne            

0.015 
reynolds            

0.014 
homosexual          

0.012 
ricci               

0.011 
goodman             

0.011 
bar                 

0.011 
tucci               

0.010 
vince               

0.010 
aids                

48/50

0.3


0.084 
war                 

0.031 
battle              

0.029 
soldier             

0.024 
fight               

0.022 
army                

0.018 
captain             

0.017 
command             

0.016 
russian             

0.015 
military            

0.012 
fire                

0.011 
office              

0.011 
general             

0.010 
major               

0.010 
hero                

0.009 
american            

27/50

0.6


0.039 
alien               

0.033 
space               

0.025 
earth               

0.025 
science             

0.021 
special             

0.020 
human               

0.020 
park                

0.017 
crew                

0.016 
planet              

0.016 
trek                

0.013 
fiction             

0.013 
stewart             

0.012 
compute             

0.011 
scientist           

0.011 
mission             

23/50

0.6


0.072 
free                

0.070 
word                

0.064 
letter              

0.048 
week                

0.047 
send                

0.035 
recommend           

0.033 
video               

0.025 
valley              

0.025 
subject             

0.023 
email               

0.023 
state               

0.023 
subscribe           

0.022 
unit                

0.015 
opens               

0.015 
silicon             

43/50

0.7


0.037 
angell              

0.030 
club                

0.029 
york                

0.022 
irish               

0.022 
penn                

0.021 
los                 

0.020 
collin              

0.019 
altman              

0.019 
cage                

0.018 
city                

0.017 
pitt                

0.016 
quinn               

0.016 
mickey              

0.016 
ireland             

0.016 
robbin              

16/50

0.8


0.085 
game                

0.043 
team                

0.036 
player              

0.025 
sport               

0.021 
basketball          

0.021 
win                 

0.019 
coach               

0.016 
baseball            

0.015 
football            

0.013 
match               

0.011 
air                 

0.011 
race                

0.010 
boxing              

0.010 
ball                

0.010 
chess               

30/50

0.8


0.072 
bond                

0.055 
agent               

0.044 
chan                

0.021 
sequence            

0.019 
secret              

0.016 
kong                

0.016 
fbi                 

0.015 
fight               

0.015 
spy                 

0.015 
connery             

0.014 
chase               

0.013 
mission             

0.012 
weapon              

0.012 
series              

0.012 
seagal              

35/50

0.9


0.068 
art                 

0.055 
artist              

0.033 
write               

0.029 
woody               

0.023 
model               

0.023 
paint               

0.019 
york                

0.019 
book                

0.014 
fashion             

0.014 
famous              

0.014 
writer              

0.013 
magazine            

0.012 
author              

0.011 
publish             

0.011 
talent              

18/50

1.0


0.057 
brother             

0.048 
sister              

0.047 
child               

0.045 
boy                 

0.044 
parent              

0.037 
children            

0.031 
house               

0.028 
daughter            

0.028 
girl                

0.023 
baby                

0.014 
mom                 

0.013 
dad                 

0.011 
adult               

0.011 
older               

0.010 
childhood           

22/50

1.1


0.079 
animal              

0.047 
dog                 

0.041 
disney              

0.035 
voice               

0.019 
voiced              

0.018 
cartoon             

0.016 
dogs                

0.014 
king                

0.014 
beast               

0.013 
giant               

0.013 
hughes              

0.013 
human               

0.012 
cat                 

0.011 
adventure           

0.011 
adult               

0/50

1.2


0.066 
de                  

0.037 
award               

0.036 
oscar               

0.033 
academy             

0.030 
la                  

0.025 
won                 

0.023 
nominal             

0.022 
talent              

0.021 
brook               

0.019 
win                 

0.015 
perfect             

0.015 
fonda               

0.014 
pick                

0.014 
chance              

0.014 
niro                

28/50

1.2


0.059 
smith               

0.037 
brown               

0.028 
mel                 

0.022 
tarantino           

0.021 
cusack              

0.020 
gibson              

0.019 
clerk               

0.017 
quentin             

0.016 
pulp                

0.014 
fiction             

0.013 
goldberg            

0.013 
silent              

0.012 
comic               

0.011 
chase               

0.011 
keitel              

29/50

1.3


0.038 
dream               

0.036 
city                

0.021 
images              

0.019 
death               

0.016 
tale                

0.015 
memory              

0.015 
lost                

0.014 
dark                

0.012 
dead                

0.012 
vision              

0.012 
journey             

0.012 
mood                

0.012 
stun                

0.011 
build               

0.009 
poet                

11/50

1.7


0.035 
rock                

0.034 
dance               

0.031 
sing                

0.028 
singer              

0.027 
danced              

0.027 
song                

0.026 
band                

0.024 
opera               

0.022 
number              

0.019 
group               

0.019 
songs               

0.017 
stage               

0.015 
dancer              

0.014 
member              

0.012 
concert             

17/50

1.8


0.073 
age                 

0.038 
kid                 

0.029 
favorite            

0.025 
series              

0.024 
pg                  

0.021 
gave                

0.020 
thought             

0.018 
3                   

0.017 
10                  

0.015 
8                   

0.015 
televised           

0.015 
9                   

0.014 
episode             

0.013 
ages                

0.012 
sweet               

8/50

1.8


0.042 
documentary         

0.027 
camera              

0.024 
interview           

0.015 
found               

0.012 
remember            

0.011 
news                

0.011 
footage             

0.011 
event               

0.011 
public              

0.010 
report              

0.010 
filmmaker           

0.009 
kane                

0.009 
hollywood           

0.009 
segment             

0.009 
talk                

25/50

1.9


0.036 
mr                  

0.034 
car                 

0.023 
mrs                 

0.019 
train               

0.016 
house               

0.015 
room                

0.014 
driver              

0.013 
station             

0.012 
night               

0.012 
return              

0.012 
escape              

0.011 
editor              

0.010 
husband             

0.010 
stop                

0.010 
head                

26/50

1.9


0.053 
country             

0.039 
american            

0.032 
polite              

0.024 
english             

0.023 
village             

0.016 
subtitles           

0.014 
culture             

0.014 
chinese             

0.013 
america             

0.012 
history             

0.010 
govern              

0.010 
china               

0.010 
helped              

0.010 
communist           

0.010 
spanish             

36/50

2.2


0.086 
town                

0.026 
local               

0.022 
west                

0.018 
indian              

0.017 
mountain            

0.015 
western             

0.014 
horse               

0.014 
gold                

0.013 
wild                

0.012 
legend              

0.012 
cowboy              

0.010 
farm                

0.009 
river               

0.009 
head                

0.009 
texas               

40/50

2.3


0.054 
money               

0.031 
business            

0.027 
pay                 

0.023 
company             

0.017 
sell                

0.016 
hotel               

0.015 
office              

0.013 
worker              

0.013 
vegas               

0.012 
firm                

0.011 
buy                 

0.011 
000                 

0.011 
price               

0.010 
rich                

0.010 
pull                

19/50

2.3


0.059 
murder              

0.045 
killer              

0.042 
police              

0.034 
thriller            

0.028 
detect              

0.025 
investigate         

0.023 
suspect             

0.021 
mystery             

0.014 
crime               

0.013 
serial              

0.012 
dead                

0.011 
death               

0.011 
victim              

0.011 
inspector           

0.010 
case                

32/50

2.4


0.065 
laugh               

0.025 
comic               

0.025 
fun                 

0.019 
jokes               

0.018 
satire              

0.018 
hilarious           

0.015 
parody              

0.012 
amused              

0.012 
gags                

0.011 
series              

0.011 
joke                

0.010 
refer               

0.010 
buddy               

0.009 
murray              

0.009 
cameo               

37/50

2.8


0.060 
origin              

0.039 
williams            

0.030 
christmas           

0.025 
ford                

0.021 
store               

0.019 
north               

0.018 
return              

0.018 
eve                 

0.016 
blue                

0.015 
wars                

0.015 
season              

0.015 
silver              

0.015 
harrison            

0.015 
kieslowski          

0.013 
holiday             

9/50

2.9


0.035 
reflect             

0.033 
employ              

0.032 
opinion             

0.032 
meant               

0.031 
mine                

0.025 
recommend           

0.011 
excel               

0.010 
1996                

0.009 
award               

0.009 
nudity              

0.008 
thumb               

0.008 
rate                

0.008 
1997                

0.008 
favorite            

0.007 
edit                

20/50

3.3


0.033 
preside             

0.024 
polite              

0.023 
washington          

0.017 
figure              

0.015 
american            

0.013 
campaign            

0.012 
travolta            

0.012 
senate              

0.011 
conspiracy          

0.011 
eastwood            

0.011 
nation              

0.011 
theory              

0.011 
state               

0.010 
candid              

0.010 
govern              

21/50

3.4


0.016 
language            

0.009 
explain             

0.009 
i'm                 

0.008 
pg-13               

0.008 
large               

0.008 
full                

0.007 
asks                

0.007 
order               

0.006 
older               

0.006 
2                   

0.006 
cut                 

0.006 
fast                

0.005 
bit                 

0.005 
strong              

0.005 
press               

49/50

4.7


0.029 
king                

0.021 
british             

0.016 
century             

0.014 
lady                

0.013 
queen               

0.012 
adapt               

0.011 
england             

0.011 
carter              

0.010 
figure              

0.010 
book                

0.009 
product             

0.009 
london              

0.009 
thompson            

0.009 
jude                

0.009 
costume             

33/50

4.9


0.031 
van                 

0.024 
summer              

0.019 
suppose             

0.015 
ice                 

0.013 
hero                

0.013 
speed               

0.013 
hunt                

0.012 
wood                

0.012 
jr                  

0.011 
schwarzenegger      

0.011 
carrey              

0.010 
hollywood           

0.010 
excite              

0.010 
chase               

0.010 
hour                

10/50

6.1


0.029 
emotion             

0.014 
husband             

0.011 
drama               

0.011 
matter              

0.010 
trouble             

0.010 
left                

0.010 
forced              

0.009 
situated            

0.009 
heart               

0.008 
finds               

0.008 
lives               

0.008 
easy                

0.008 
complex             

0.007 
spend               

0.007 
marriage            

44/50

6.2


0.027 
romantic            

0.023 
romance             

0.017 
wonders             

0.016 
charm               

0.016 
meet                

0.014 
delight             

0.014 
wed                 

0.013 
couple              

0.011 
women               

0.011 
married             

0.011 
nice                

0.010 
enjoy               

0.010 
writer              

0.009 
talk                

0.009 
date                

45/50

6.5


0.012 
motion              

0.009 
distributor         

0.009 
element             

0.008 
level               

0.007 
impress             

0.007 
entertain           

0.007 
dialogue            

0.006 
fact                

0.006 
present             

0.006 
occasional          

0.006 
solid               

0.005 
rare                

0.005 
previous            

0.005 
half                

0.005 
sequence            

7/50

11.5


0.012 
question            

0.011 
learn               

0.011 
human               

0.010 
close               

0.009 
perfect             

0.009 
understand          

0.008 
view                

0.008 
power               

0.008 
chang               

0.008 
create              

0.007 
intelligent         

0.007 
present             

0.007 
believed            

0.007 
secret              

0.006 
remain