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


0.319 
moronic             

0.281 
laughable           

0.269 
mpaa                

0.261 
distributor         

0.242 
motion              

0.239 
unwatchable         

0.237 
they're             

0.237 
85                  

0.235 
obvious             

0.233 
we're               

0.231 
suppose             

0.227 
ratio               

0.222 
awful               

0.218 
occasional          

0.212 
length              

13/50

-18.0


0.480 
runtime             

0.347 
editor              

0.345 
accidently          

0.339 
ww11                

0.308 
nyc                 

0.307 
psychic             

0.293 
exploitive          

0.284 
thusly              

0.255 
cliché              

0.245 
anymore             

0.232 
screenwriters       

0.227 
workplace           

0.222 
phony               

0.209 
1999                

0.198 
remainder           

42/50

-16.1


0.823 
*-1/2               

0.770 
**                  

0.563 
*                   

0.420 
dialog              

0.335 
mine                

0.303 
thumb               

0.297 
reflect             

0.289 
recommend           

0.289 
employ              

0.275 
12                  

0.263 
incorrectly         

0.261 
27                  

0.260 
language            

0.259 
meant               

0.255 
pg                  

33/50

-8.9


0.358 
charlize            

0.333 
underwear           

0.318 
ridicules           

0.313 
32                  

0.309 
oral                

0.293 
ai                  

0.272 
mtv                 

0.263 
depress             

0.257 
brags               

0.253 
cell                

0.252 
morose              

0.247 
phone               

0.246 
vain                

0.242 
frontal             

0.241 
theron              

44/50

-7.2


0.737 
robbery             

0.639 
robber              

0.588 
bank                

0.586 
prison              

0.508 
criminal            

0.507 
tucker              

0.487 
cops                

0.480 
fbi                 

0.479 
undercover          

0.472 
crook               

0.424 
jewelry             

0.423 
gang                

0.413 
jail                

0.405 
pimp                

0.400 
caper               

31/50

-4.4


0.927 
student             

0.892 
teacher             

0.839 
school              

0.751 
campus              

0.737 
roommate            

0.736 
classmate           

0.662 
stanford            

0.574 
counsel             

0.549 
principal           

0.546 
teen                

0.546 
adolescent          

0.486 
college             

0.457 
class               

0.445 
teach               

0.432 
teens               

46/50

-4.1


0.975 
plane               

0.967 
crash               

0.857 
snipes              

0.823 
foster              

0.773 
pilot               

0.748 
flight              

0.705 
accident            

0.644 
car                 

0.632 
compute             

0.626 
zone                

0.483 
turbulent           

0.472 
airline             

0.467 
passenger           

0.444 
brave               

0.436 
traffic             

32/50

-2.9


0.945 
french              

0.928 
paris               

0.907 
michel              

0.890 
subtitles           

0.885 
pierre              

0.845 
jacques             

0.842 
franc               

0.840 
le                  

0.827 
alain               

0.797 
dance               

0.783 
isabelle            

0.764 
english             

0.707 
parisian            

0.690 
du                  

0.682 
jean-pierre         

38/50

-1.9


0.990 
house               

0.978 
dream               

0.935 
stevens             

0.915 
powell              

0.816 
hopkin              

0.740 
servant             

0.679 
household           

0.614 
paragraph           

0.543 
suburb              

0.520 
housekeeper         

0.490 
macdonald           

0.462 
estate              

0.453 
merchant            

0.438 
butler              

0.425 
haunt               

27/50

-1.3


0.985 
island              

0.944 
kilmer              

0.907 
sebastian           

0.905 
secret              

0.896 
beach               

0.793 
treasure            

0.778 
val                 

0.778 
insect              

0.734 
farmer              

0.686 
saint               

0.683 
jungle              

0.637 
wells               

0.623 
shark               

0.576 
paradis             

0.548 
pacific             

41/50

-0.6


0.972 
church              

0.970 
god                 

0.948 
priest              

0.937 
religion            

0.911 
von                 

0.900 
heaven              

0.890 
religious           

0.878 
catholic            

0.801 
pray                

0.737 
watson              

0.708 
dogma               

0.639 
waves               

0.498 
christ              

0.463 
kingdom             

0.424 
spiritual           

18/50

-0.3


0.971 
gas                 

0.946 
seagal              

0.918 
walsh               

0.908 
burn                

0.812 
bomb                

0.806 
chamber             

0.797 
basil               

0.780 
explosion           

0.689 
habit               

0.573 
breakdown           

0.553 
nerve               

0.550 
boston              

0.544 
seconds             

0.539 
rod                 

0.532 
blown               

0/50

-0.2


0.972 
boss                

0.972 
boys                

0.938 
mob                 

0.915 
worker              

0.779 
gangster            

0.706 
money               

0.690 
contract            

0.681 
mobster             

0.579 
vince               

0.517 
peters              

0.454 
pay                 

0.443 
factory             

0.412 
dancer              

0.408 
debt                

0.384 
gang                

29/50

-0.1


0.983 
game                

0.969 
basketball          

0.963 
coach               

0.944 
football            

0.909 
sport               

0.864 
baseball            

0.852 
chess               

0.798 
athlete             

0.790 
robbin              

0.782 
championship        

0.765 
player              

0.755 
golf                

0.645 
team                

0.633 
league              

0.605 
wrestle             

14/50

-0.0


0.975 
vegas               

0.973 
cat                 

0.958 
las                 

0.951 
casino              

0.946 
paltrow             

0.937 
gwyneth             

0.932 
sydney              

0.910 
hunt                

0.875 
goldberg            

0.863 
whoopi              

0.844 
chloe               

0.840 
burton              

0.832 
gamble              

0.815 
batman              

0.769 
affleck             

45/50

0.0


0.987 
dog                 

0.982 
tony                

0.931 
sheen               

0.910 
platt               

0.894 
weekend             

0.891 
mafia               

0.889 
chicken             

0.841 
sutherland          

0.784 
skip                

0.756 
ranger              

0.701 
hoffman             

0.648 
summer              

0.643 
pigeon              

0.513 
hippie              

0.485 
bishop              

37/50

0.2


0.973 
williams            

0.941 
goodman             

0.924 
professor           

0.922 
pierce              

0.914 
brosnan             

0.888 
shadow              

0.840 
crow                

0.823 
baldwin             

0.822 
alec                

0.806 
carpenter           

0.802 
atom                

0.783 
mutant              

0.781 
miller              

0.767 
beatty              

0.752 
angell              

24/50

0.2


0.940 
ship                

0.935 
titan               

0.921 
paxton              

0.901 
bullock             

0.893 
crew                

0.821 
twister             

0.800 
sea                 

0.793 
willy               

0.778 
cruise              

0.766 
aboard              

0.710 
elliot              

0.689 
daylight            

0.676 
reeves              

0.672 
bates               

0.655 
bus                 

35/50

0.2


0.931 
cage                

0.922 
parent              

0.874 
reiner              

0.818 
fonda               

0.805 
network             

0.799 
wood                

0.758 
north               

0.690 
dad                 

0.673 
banks               

0.670 
patton              

0.625 
rob                 

0.579 
children            

0.556 
compass             

0.543 
capra               

0.540 
broadway            

23/50

0.3


0.965 
spanish             

0.959 
walker              

0.957 
otto                

0.918 
golden              

0.910 
spain               

0.888 
bruno               

0.877 
flower              

0.851 
el                  

0.771 
flesh               

0.761 
circle              

0.757 
puzzle              

0.707 
belle               

0.663 
gate                

0.653 
built               

0.635 
diego               

12/50

0.4


0.969 
drug                

0.948 
addict              

0.941 
stone               

0.915 
toro                

0.914 
drugs               

0.912 
dealer              

0.855 
del                 

0.818 
penn                

0.809 
boxing              

0.751 
usage               

0.731 
trainspotting       

0.713 
mickey              

0.694 
brady               

0.681 
ernie               

0.673 
boxer               

49/50

0.5


0.976 
tarantino           

0.973 
carrey              

0.970 
quentin             

0.937 
liar                

0.937 
pulp                

0.936 
walken              

0.935 
jackson             

0.931 
buscemi             

0.910 
ace                 

0.894 
reservoir           

0.868 
dogs                

0.831 
bar                 

0.803 
bartender           

0.664 
rodriguez           

0.644 
pet                 

21/50

0.7


0.970 
ireland             

0.967 
irish               

0.929 
pleasant            

0.924 
buddies             

0.900 
float               

0.894 
sheridan            

0.883 
bites               

0.871 
stiller             

0.862 
widow               

0.856 
mail                

0.854 
pie                 

0.852 
australia           

0.831 
lily                

0.803 
keitel              

0.781 
mcdonald            

17/50

0.7


0.961 
lawyer              

0.941 
trial               

0.930 
judge               

0.912 
kieslowski          

0.892 
krzysztof           

0.888 
courtroom           

0.773 
eastwood            

0.764 
attorney            

0.756 
racism              

0.741 
law                 

0.721 
legal               

0.667 
client              

0.656 
white               

0.646 
racial              

0.613 
jury                

40/50

0.7


0.970 
travolta            

0.952 
sorvino             

0.948 
wings               

0.935 
blond               

0.931 
woo                 

0.920 
reunion             

0.880 
cusack              

0.876 
meyer               

0.858 
mira                

0.856 
gross               

0.842 
blank               

0.841 
dick                

0.831 
page                

0.756 
mad                 

0.722 
mimic               

48/50

0.7


0.977 
mr                  

0.962 
parker              

0.957 
mrs                 

0.938 
patient             

0.924 
doctor              

0.918 
altman              

0.911 
julianne            

0.830 
dr                  

0.805 
hospital            

0.798 
nurse               

0.757 
kansas              

0.723 
holland             

0.706 
medic               

0.696 
cure                

0.492 
patch               

43/50

0.7


0.952 
jews                

0.942 
holocaust           

0.928 
schindler           

0.928 
nazis               

0.911 
nazi                

0.910 
jewish              

0.898 
camp                

0.879 
germany             

0.876 
hitler              

0.871 
fiennes             

0.860 
spielberg           

0.855 
camps               

0.846 
anti-semite         

0.840 
jew                 

0.833 
berlin              

34/50

0.8


0.977 
art                 

0.935 
paint               

0.934 
van                 

0.914 
artist              

0.914 
poet                

0.855 
cinema              

0.812 
godard              

0.802 
madeleine           

0.758 
poetry              

0.745 
jean-luc            

0.683 
twilight            

0.631 
literature          

0.626 
harris              

0.598 
gallery             

0.596 
monkey              

15/50

0.8


0.969 
romantic            

0.900 
wed                 

0.836 
romance             

0.809 
marriage            

0.750 
affair              

0.719 
lover               

0.663 
gay                 

0.624 
kiss                

0.610 
heterosexual        

0.606 
sleepless           

0.542 
married             

0.526 
bride               

0.512 
spouse              

0.496 
bachelor            

0.442 
platonic            

7/50

0.9


0.982 
city                

0.973 
christmas           

0.953 
santa               

0.951 
eve                 

0.933 
ghost               

0.917 
claus               

0.875 
babe                

0.811 
farm                

0.778 
moon                

0.774 
holiday             

0.541 
street              

0.528 
malkovich           

0.509 
1947                

0.508 
pig                 

0.428 
jersey              

30/50

0.9


0.970 
food                

0.959 
cook                

0.922 
chocolate           

0.921 
chef                

0.898 
eat                 

0.878 
water               

0.868 
ethan               

0.855 
fraser              

0.848 
mom                 

0.846 
feast               

0.740 
restaurant          

0.731 
kitchen             

0.723 
brendan             

0.713 
dinner              

0.710 
meal                

1/50

1.0


0.980 
mel                 

0.970 
brook               

0.969 
roberts             

0.959 
graham              

0.951 
gibson              

0.947 
nolte               

0.927 
ransom              

0.926 
conspiracy          

0.890 
quinn               

0.829 
schreiber           

0.828 
liev                

0.811 
kidnap              

0.759 
porter              

0.748 
theory              

0.684 
aidan               

25/50

1.0


0.962 
jude                

0.957 
kane                

0.933 
wars                

0.901 
spacey              

0.889 
snow                

0.881 
beloved             

0.858 
mamet               

0.835 
stern               

0.806 
valentin            

0.791 
empire              

0.725 
hardy               

0.653 
trilogy             

0.609 
canyon              

0.608 
august              

0.547 
immortal            

47/50

1.0


0.949 
indian              

0.948 
western             

0.917 
mountain            

0.915 
cowboy              

0.907 
leary               

0.860 
ranch               

0.787 
giant               

0.742 
tribe               

0.722 
west                

0.715 
gold                

0.696 
wolves              

0.693 
westerns            

0.673 
legend              

0.672 
mexican             

0.651 
india               

5/50

1.2


0.954 
hanks               

0.942 
duvall              

0.941 
denzel              

0.927 
washington          

0.908 
gump                

0.863 
sonny               

0.834 
horse               

0.834 
carter              

0.807 
preacher            

0.760 
blade               

0.677 
thornton            

0.673 
hurricane           

0.656 
southern            

0.603 
mile                

0.579 
texas               

16/50

1.2


0.954 
queen               

0.949 
vampire             

0.927 
guest               

0.915 
sir                 

0.904 
castle              

0.856 
cemetery            

0.854 
king                

0.850 
rupert              

0.803 
wolf                

0.771 
harper              

0.746 
crown               

0.743 
princess            

0.704 
grave               

0.695 
prince              

0.641 
sullivan            

39/50

1.2


0.977 
de                  

0.964 
branagh             

0.957 
shakespeare         

0.945 
niro                

0.935 
juliet              

0.927 
frankenstein        

0.910 
romeo               

0.846 
la                  

0.814 
shakespearean       

0.801 
hamlet              

0.761 
bard                

0.675 
scorsese            

0.668 
winona              

0.635 
bull                

0.536 
19th                

3/50

1.3


0.959 
murray              

0.959 
schwarzenegger      

0.918 
ned                 

0.825 
instinct            

0.741 
devito              

0.740 
hero                

0.729 
one-liners          

0.675 
larger              

0.599 
clone               

0.546 
slater              

0.535 
bacon               

0.532 
twins               

0.528 
mick                

0.489 
junior              

0.455 
bound               

26/50

1.3


0.906 
downey              

0.862 
blue                

0.849 
erotic              

0.824 
piano               

0.747 
naked               

0.737 
fish                

0.695 
nc-17               

0.693 
garden              

0.683 
lynch               

0.605 
highway             

0.571 
eroticism           

0.498 
silver              

0.496 
arquette            

0.486 
pool                

0.422 
rhames              

9/50

1.3


0.959 
al                  

0.957 
pacino              

0.945 
brown               

0.938 
coppola             

0.891 
godfather           

0.890 
ford                

0.845 
york                

0.823 
harrison            

0.789 
devil               

0.775 
depp                

0.722 
pitt                

0.721 
keaton              

0.695 
iii                 

0.580 
sleepy              

0.578 
snake               

10/50

1.4


0.979 
animal              

0.975 
disney              

0.968 
chan                

0.929 
kong                

0.909 
dinosaur            

0.878 
li                  

0.875 
hong                

0.864 
dragon              

0.856 
voiced              

0.841 
aladdin             

0.834 
china               

0.831 
beast               

0.793 
lion                

0.733 
live-action         

0.680 
cartoon             

8/50

1.4


0.971 
girls               

0.945 
documentary         

0.893 
concert             

0.891 
interview           

0.876 
band                

0.822 
rock                

0.758 
crowe               

0.684 
singer              

0.647 
songs               

0.634 
musician            

0.617 
clips               

0.563 
sing                

0.558 
ricci               

0.513 
record              

0.491 
spice               

6/50

1.4


0.983 
woody               

0.948 
club                

0.914 
judd                

0.893 
davis               

0.854 
anderson            

0.807 
jazz                

0.790 
norton              

0.786 
hughes              

0.679 
wives               

0.626 
ally                

0.571 
armstrong           

0.451 
roth                

0.449 
neurotic            

0.427 
slide               

0.406 
chorus              

28/50

2.9


0.765 
gags                

0.699 
hilarious           

0.662 
satire              

0.653 
goofy               

0.649 
laugh               

0.633 
flatulence          

0.632 
jokes               

0.616 
turner              

0.585 
smith               

0.575 
joke                

0.543 
clerk               

0.495 
farce               

0.493 
blair               

0.475 
reynolds            

0.474 
comic               

22/50

3.8


0.950 
killer              

0.917 
serial              

0.844 
thriller            

0.842 
murder              

0.792 
hitchcock           

0.767 
detect              

0.763 
craven              

0.759 
inspector           

0.736 
investigate         

0.673 
slasher             

0.660 
psycho              

0.610 
police              

0.587 
homicide            

0.548 
halloween           

0.537 
scream              

19/50

4.0


0.953 
war                 

0.895 
soldier             

0.787 
troop               

0.779 
preside             

0.754 
civilian            

0.751 
colonel             

0.746 
col                 

0.660 
sgt                 

0.645 
military            

0.637 
patriot             

0.618 
polite              

0.617 
sergeant            

0.606 
vietnam             

0.593 
democrat            

0.593 
army                

11/50

4.3


0.945 
bond                

0.913 
science             

0.910 
alien               

0.908 
007                 

0.850 
subscribe           

0.837 
email               

0.807 
space               

0.798 
connery             

0.752 
planet              

0.746 
robot               

0.663 
outer               

0.649 
sci-fi              

0.642 
2001                

0.633 
silicon             

0.618 
scientist           

4/50

15.9


0.376 
runtime             

0.289 
editor              

0.289 
anymore             

0.247 
thusly              

0.239 
nyc                 

0.237 
superbly            

0.226 
accidently          

0.220 
weaves              

0.210 
anxious             

0.205 
necessity           

0.204 
spoiler             

0.192 
lang                

0.187 
realize             

0.184 
sees                

0.184 
telling             

36/50

17.9


0.834 
**-1/2              

0.633 
***                 

0.480 
****                

0.395 
***-1/2             

0.385 
good-spirited       

0.331 
dialog              

0.306 
recommend           

0.293 
mine                

0.288 
reflect             

0.260 
barks               

0.259 
award               

0.257 
11                  

0.254 
12                  

0.239 
mesmerizing         

0.234 
employ              

20/50

21.6


0.410 
distributor         

0.386 
motion              

0.372 
ratio               

0.357 
occasional          

0.328 
mpaa                

0.328 
85                  

0.322 
thought-provoking   

0.310 
classification      

0.307 
solid               

0.277 
element             

0.261 
unforced            

0.259 
unexpected          

0.254 
length              

0.246 
fact                

0.239 
familiar