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 = 1.0

0.050.10.2
1.0

N_STATES = 50.0

10.025.050.0
100.0nan
SNAPSHOT_SRCFILE:
/results/bow_pang_movie_reviews_v20170929/20170930rebal-mod_name=slda__tf-frac_labels=1.000-n_states=050-alpha=1.0100-tau=1.0100-lambda_w=000.001-init_name=rand_smooth_background-weight_x=1.0-weight_y=1000.0-qinit=0.1-decay_rate=adam-step_size=0.1000-n_batches=10/2/lap0000300.000_topic_model_snapshot

2/50

-22.0


0.004 
suppose             

0.004 
fact                

0.004 
sequence            

0.004 
mpaa                

0.004 
situated            

0.004 
product             

0.004 
motion              

0.003 
they're             

0.003 
case                

0.003 
create              

0.003 
nature              

0.003 
obvious             

0.003 
general             

0.003 
distributor         

0.003 
rate                

13/50

-18.0


0.006 
editor              

0.005 
girl                

0.005 
runtime             

0.004 
telling             

0.004 
thinks              

0.004 
found               

0.004 
screenwriter        

0.004 
taking              

0.004 
daughter            

0.004 
learn               

0.004 
told                

0.004 
attract             

0.004 
left                

0.004 
happen              

0.003 
book                

42/50

-16.1


0.007 
language            

0.007 
recommend           

0.007 
mine                

0.007 
employ              

0.006 
reflect             

0.006 
opinion             

0.006 
meant               

0.005 
age                 

0.005 
full                

0.005 
pg-13               

0.004 
writer              

0.004 
nudity              

0.004 
2                   

0.004 
older               

0.004 
favorite            

33/50

-8.9


0.009 
women               

0.006 
narrated            

0.006 
color               

0.006 
actress             

0.005 
true                

0.005 
period              

0.004 
nudity              

0.004 
book                

0.004 
daughter            

0.004 
talk                

0.004 
phone               

0.004 
depress             

0.004 
smoke               

0.004 
sweet               

0.003 
female              

44/50

-7.2


0.027 
prison              

0.015 
police              

0.012 
criminal            

0.011 
cop                 

0.010 
money               

0.010 
car                 

0.010 
gun                 

0.010 
gang                

0.010 
escape              

0.009 
bank                

0.009 
agent               

0.008 
robbery             

0.008 
cops                

0.008 
crime               

0.007 
rob                 

31/50

-4.4


0.053 
school              

0.029 
student             

0.019 
teacher             

0.013 
college             

0.010 
class               

0.009 
teach               

0.008 
stanford            

0.008 
counsel             

0.007 
emotion             

0.007 
teen                

0.007 
narrated            

0.007 
universe            

0.006 
adult               

0.006 
social              

0.006 
feels               

46/50

-4.1


0.047 
car                 

0.029 
crash               

0.029 
plane               

0.017 
accident            

0.016 
compute             

0.010 
air                 

0.010 
pilot               

0.010 
flight              

0.010 
driver              

0.009 
foster              

0.008 
control             

0.008 
snipes              

0.005 
disturb             

0.005 
push                

0.005 
traffic             

32/50

-2.9


0.039 
french              

0.035 
english             

0.025 
subtitles           

0.022 
dance               

0.020 
paris               

0.012 
franc               

0.011 
opera               

0.011 
danced              

0.008 
american            

0.008 
le                  

0.008 
pierre              

0.007 
michel              

0.007 
dancer              

0.007 
italian             

0.006 
jacques             

38/50

-1.9


0.126 
house               

0.076 
dream               

0.017 
hopkin              

0.015 
husband             

0.010 
stevens             

0.009 
servant             

0.009 
household           

0.008 
haunt               

0.008 
night               

0.007 
powell              

0.007 
married             

0.007 
innocent            

0.007 
estate              

0.006 
american            

0.005 
remain              

27/50

-1.3


0.076 
secret              

0.049 
island              

0.023 
beach               

0.013 
kilmer              

0.011 
val                 

0.011 
saint               

0.010 
paradis             

0.010 
sebastian           

0.010 
treasure            

0.010 
farmer              

0.008 
jungle              

0.007 
insect              

0.006 
company             

0.006 
adventure           

0.005 
shark               

41/50

-0.6


0.043 
god                 

0.030 
church              

0.023 
priest              

0.019 
religious           

0.017 
heaven              

0.015 
von                 

0.013 
religion            

0.012 
catholic            

0.009 
child               

0.007 
break               

0.007 
power               

0.006 
spiritual           

0.006 
watson              

0.006 
community           

0.006 
believed            

18/50

-0.3


0.024 
gas                 

0.020 
burn                

0.019 
bomb                

0.015 
explosion           

0.015 
walsh               

0.014 
seagal              

0.011 
chamber             

0.010 
habit               

0.008 
fire                

0.006 
prison              

0.006 
breakdown           

0.006 
cars                

0.006 
seconds             

0.005 
execute             

0.005 
blown               

0/50

-0.2


0.063 
money               

0.046 
boys                

0.045 
boss                

0.023 
worker              

0.015 
gangster            

0.014 
mob                 

0.012 
pay                 

0.010 
crime               

0.009 
gang                

0.008 
business            

0.007 
company             

0.007 
contract            

0.007 
vince               

0.006 
dancer              

0.006 
johnson             

29/50

-0.1


0.074 
game                

0.030 
team                

0.026 
player              

0.022 
sport               

0.019 
lies                

0.019 
basketball          

0.016 
coach               

0.013 
football            

0.012 
baseball            

0.012 
win                 

0.009 
robbin              

0.007 
athlete             

0.007 
chess               

0.007 
air                 

0.006 
wrestle             

14/50

-0.0


0.037 
hunt                

0.026 
cat                 

0.025 
vegas               

0.016 
casino              

0.016 
hotel               

0.015 
las                 

0.015 
batman              

0.014 
burton              

0.011 
goldberg            

0.011 
sydney              

0.011 
gamble              

0.010 
paltrow             

0.008 
chloe               

0.008 
gwyneth             

0.006 
affleck             

45/50

0.0


0.073 
dog                 

0.051 
tony                

0.032 
summer              

0.015 
hoffman             

0.013 
mafia               

0.013 
sutherland          

0.012 
sheen               

0.011 
weekend             

0.009 
chicken             

0.009 
skip                

0.008 
ranger              

0.007 
platt               

0.006 
meet                

0.005 
rocky               

0.004 
bishop              

37/50

0.2


0.056 
williams            

0.035 
professor           

0.023 
shadow              

0.022 
angell              

0.016 
miller              

0.013 
los                 

0.013 
goodman             

0.013 
baldwin             

0.012 
pierce              

0.011 
independent         

0.009 
carpenter           

0.008 
human               

0.008 
alec                

0.008 
crow                

0.007 
attack              

24/50

0.2


0.026 
ship                

0.025 
crew                

0.018 
sea                 

0.014 
speed               

0.014 
captain             

0.014 
titan               

0.012 
cruise              

0.012 
disaster            

0.011 
bus                 

0.011 
board               

0.011 
bullock             

0.011 
special             

0.009 
deep                

0.008 
event               

0.008 
paxton              

35/50

0.2


0.071 
parent              

0.040 
children            

0.019 
rob                 

0.015 
wood                

0.015 
child               

0.015 
north               

0.014 
dad                 

0.013 
cage                

0.011 
news                

0.011 
fonda               

0.011 
magic               

0.009 
network             

0.009 
simple              

0.007 
adult               

0.007 
reiner              

23/50

0.3


0.026 
walker              

0.023 
golden              

0.023 
otto                

0.022 
spanish             

0.020 
circle              

0.017 
flesh               

0.012 
flower              

0.011 
built               

0.011 
spain               

0.010 
el                  

0.010 
bruno               

0.009 
puzzle              

0.006 
belle               

0.005 
images              

0.005 
cruz                

12/50

0.4


0.068 
drug                

0.040 
stone               

0.025 
drugs               

0.017 
dealer              

0.017 
addict              

0.014 
penn                

0.010 
mickey              

0.010 
del                 

0.009 
heroin              

0.008 
toro                

0.008 
boxing              

0.007 
usage               

0.007 
diamond             

0.006 
alcohol             

0.006 
brady               

49/50

0.5


0.044 
jackson             

0.031 
bar                 

0.030 
dogs                

0.023 
tarantino           

0.019 
carrey              

0.019 
quentin             

0.017 
pulp                

0.016 
walken              

0.013 
fiction             

0.013 
ace                 

0.012 
liar                

0.010 
buscemi             

0.009 
mask                

0.009 
pet                 

0.008 
reservoir           

21/50

0.7


0.040 
pleasant            

0.030 
irish               

0.024 
widow               

0.021 
buddies             

0.021 
ireland             

0.015 
float               

0.014 
keitel              

0.012 
sheridan            

0.011 
lily                

0.011 
australia           

0.011 
mail                

0.010 
stiller             

0.009 
bites               

0.009 
doyle               

0.008 
pie                 

17/50

0.7


0.036 
white               

0.036 
town                

0.035 
black               

0.023 
lawyer              

0.020 
law                 

0.019 
case                

0.018 
trial               

0.018 
judge               

0.013 
court               

0.009 
kieslowski          

0.009 
client              

0.008 
justice             

0.008 
attorney            

0.008 
eastwood            

0.008 
jones               

40/50

0.7


0.029 
blond               

0.027 
mad                 

0.026 
travolta            

0.021 
cusack              

0.016 
dick                

0.015 
reunion             

0.015 
gross               

0.015 
woo                 

0.013 
wings               

0.013 
sorvino             

0.013 
blank               

0.011 
page                

0.011 
meyer               

0.010 
ring                

0.008 
mira                

48/50

0.7


0.068 
mr                  

0.066 
dr                  

0.046 
mrs                 

0.045 
doctor              

0.029 
parker              

0.019 
patient             

0.018 
hospital            

0.012 
altman              

0.011 
night               

0.010 
medic               

0.010 
nurse               

0.009 
julianne            

0.008 
room                

0.008 
moore               

0.007 
cuts                

43/50

0.7


0.024 
camp                

0.021 
german              

0.017 
jewish              

0.015 
nazi                

0.014 
spielberg           

0.013 
jews                

0.011 
schindler           

0.011 
holocaust           

0.010 
germany             

0.010 
fiennes             

0.009 
nazis               

0.008 
list                

0.008 
slave               

0.007 
african             

0.007 
concentrate         

34/50

0.8


0.066 
art                 

0.047 
artist              

0.032 
van                 

0.031 
paint               

0.025 
cinema              

0.012 
harris              

0.011 
poet                

0.008 
poetry              

0.006 
madeleine           

0.006 
monkey              

0.006 
images              

0.005 
blood               

0.005 
publish             

0.005 
style               

0.004 
create              

15/50

0.8


0.052 
romantic            

0.038 
romance             

0.028 
lover               

0.022 
affair              

0.021 
marriage            

0.021 
wed                 

0.019 
married             

0.017 
husband             

0.016 
gay                 

0.013 
kiss                

0.011 
meet                

0.010 
attract             

0.009 
chemistry           

0.009 
couple              

0.009 
date                

7/50

0.9


0.111 
city                

0.032 
christmas           

0.026 
ghost               

0.024 
street              

0.019 
eve                 

0.013 
farm                

0.012 
moon                

0.012 
santa               

0.011 
dark                

0.011 
holiday             

0.009 
babe                

0.007 
nightmare           

0.007 
season              

0.007 
claus               

0.007 
store               

30/50

0.9


0.052 
water               

0.033 
food                

0.027 
eat                 

0.023 
mom                 

0.020 
cook                

0.016 
dinner              

0.014 
drink               

0.014 
ethan               

0.014 
restaurant          

0.011 
fraser              

0.009 
feast               

0.009 
chocolate           

0.008 
kitchen             

0.007 
chef                

0.007 
brendan             

1/50

1.0


0.030 
mel                 

0.026 
roberts             

0.025 
brook               

0.022 
graham              

0.021 
gibson              

0.018 
kidnap              

0.017 
conspiracy          

0.013 
quinn               

0.012 
nolte               

0.012 
theory              

0.012 
ransom              

0.008 
porter              

0.007 
hackman             

0.006 
boyle               

0.006 
flynn               

25/50

1.0


0.022 
wars                

0.018 
kane                

0.017 
stern               

0.016 
jude                

0.016 
snow                

0.016 
beloved             

0.012 
mamet               

0.012 
spacey              

0.010 
empire              

0.007 
citizen             

0.007 
august              

0.007 
private             

0.006 
parts               

0.006 
special             

0.006 
trilogy             

47/50

1.0


0.021 
town                

0.020 
mountain            

0.019 
indian              

0.019 
west                

0.017 
western             

0.016 
gold                

0.013 
cowboy              

0.013 
legend              

0.011 
giant               

0.009 
wild                

0.008 
leary               

0.007 
land                

0.006 
mexican             

0.006 
native              

0.006 
brother             

5/50

1.2


0.032 
washington          

0.019 
duvall              

0.018 
carter              

0.018 
horse               

0.014 
hanks               

0.011 
sonny               

0.011 
blade               

0.010 
southern            

0.009 
denzel              

0.008 
gump                

0.008 
green               

0.007 
texas               

0.007 
thornton            

0.006 
preacher            

0.005 
stars               

16/50

1.2


0.062 
king                

0.030 
queen               

0.025 
guest               

0.016 
vampire             

0.015 
princess            

0.014 
sir                 

0.012 
castle              

0.011 
grave               

0.010 
prince              

0.009 
wolf                

0.008 
rupert              

0.007 
harper              

0.007 
horror              

0.007 
court               

0.006 
england             

39/50

1.2


0.069 
de                  

0.027 
la                  

0.018 
shakespeare         

0.016 
branagh             

0.015 
version             

0.012 
niro                

0.010 
frankenstein        

0.009 
costume             

0.009 
juliet              

0.009 
scorsese            

0.008 
hamlet              

0.008 
adapt               

0.008 
romeo               

0.008 
lady                

0.007 
tale                

3/50

1.3


0.049 
hero                

0.019 
lies                

0.018 
murray              

0.015 
schwarzenegger      

0.011 
instinct            

0.010 
ned                 

0.009 
devito              

0.009 
one-liners          

0.007 
enjoy               

0.006 
larger              

0.005 
entertain           

0.005 
guys                

0.005 
bacon               

0.005 
bound               

0.005 
slater              

26/50

1.3


0.030 
blue                

0.019 
fish                

0.014 
naked               

0.013 
lynch               

0.010 
piano               

0.010 
erotic              

0.009 
garden              

0.008 
mystery             

0.008 
downey              

0.007 
lost                

0.007 
silver              

0.007 
nc-17               

0.007 
shine               

0.006 
nudity              

0.006 
arquette            

9/50

1.3


0.060 
york                

0.034 
brown               

0.026 
ford                

0.018 
al                  

0.017 
devil               

0.014 
harrison            

0.013 
pacino              

0.012 
keaton              

0.011 
godfather           

0.011 
pitt                

0.010 
depp                

0.009 
coppola             

0.009 
iii                 

0.008 
ii                  

0.007 
virgin              

10/50

1.4


0.060 
animal              

0.030 
disney              

0.027 
chan                

0.020 
voice               

0.014 
voiced              

0.011 
cartoon             

0.010 
kong                

0.010 
beast               

0.010 
chinese             

0.009 
dinosaur            

0.009 
king                

0.008 
human               

0.008 
china               

0.008 
park                

0.008 
adult               

8/50

1.4


0.051 
girls               

0.041 
documentary         

0.027 
rock                

0.025 
interview           

0.019 
band                

0.016 
singer              

0.015 
sing                

0.015 
group               

0.013 
songs               

0.013 
record              

0.009 
concert             

0.009 
song                

0.008 
crowe               

0.007 
ice                 

0.007 
member              

6/50

1.4


0.037 
woody               

0.032 
club                

0.027 
davis               

0.019 
anderson            

0.016 
hughes              

0.015 
women               

0.013 
train               

0.010 
judd                

0.009 
jazz                

0.007 
hall                

0.006 
roth                

0.006 
norton              

0.006 
wives               

0.005 
husband             

0.004 
safe                

28/50

2.9


0.032 
laugh               

0.017 
comic               

0.015 
smith               

0.014 
satire              

0.012 
hilarious           

0.011 
jokes               

0.009 
gags                

0.008 
buddy               

0.008 
joke                

0.007 
fun                 

0.007 
parody              

0.006 
murphy              

0.006 
moore               

0.006 
turner              

0.005 
amused              

22/50

3.8


0.054 
murder              

0.039 
killer              

0.031 
police              

0.030 
thriller            

0.021 
detect              

0.018 
investigate         

0.016 
crime               

0.013 
suspect             

0.012 
mystery             

0.011 
serial              

0.011 
cop                 

0.011 
horror              

0.010 
victim              

0.010 
noir                

0.009 
case                

19/50

4.0


0.055 
war                 

0.025 
polite              

0.019 
soldier             

0.017 
battle              

0.017 
preside             

0.014 
american            

0.011 
army                

0.010 
fight               

0.009 
country             

0.008 
military            

0.007 
command             

0.007 
british             

0.007 
general             

0.007 
russian             

0.007 
govern              

11/50

4.3


0.038 
bond                

0.026 
alien               

0.020 
space               

0.017 
science             

0.012 
earth               

0.009 
scientist           

0.009 
planet              

0.009 
dr                  

0.008 
email               

0.008 
series              

0.008 
subscribe           

0.008 
agent               

0.008 
trek                

0.008 
mission             

0.008 
monster             

4/50

15.9


0.005 
editor              

0.005 
girl                

0.005 
return              

0.004 
daughter            

0.004 
telling             

0.004 
money               

0.004 
thinks              

0.004 
question            

0.004 
told                

0.004 
runtime             

0.004 
learn               

0.004 
screenwriter        

0.004 
town                

0.004 
death               

0.004 
shot                

36/50

17.9


0.007 
recommend           

0.006 
reflect             

0.006 
mine                

0.006 
opinion             

0.006 
language            

0.005 
employ              

0.005 
age                 

0.005 
meant               

0.004 
2                   

0.004 
nudity              

0.004 
writer              

0.004 
full                

0.004 
award               

0.004 
favorite            

0.004 
thought             

20/50

21.6


0.006 
motion              

0.006 
present             

0.005 
fact                

0.005 
mpaa                

0.005 
distributor         

0.005 
entertain           

0.004 
element             

0.004 
perfect             

0.004 
true                

0.004 
support             

0.004 
emotion             

0.004 
impress             

0.004 
sequence            

0.004 
situated            

0.004 
human