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


0.957 
unfunny             

0.946 
hackney             

0.919 
drivel              

0.910 
mindless            

0.907 
muddled             

0.881 
unimaginable        

0.839 
laughably           

0.828 
retread             

0.822 
downright           

0.806 
preposterous        

0.756 
masquerade          

0.731 
trite               

0.729 
laughable           

0.713 
nonsense            

0.696 
hoped               

34/50

-5.9


0.916 
accidently          

0.844 
workplace           

0.828 
comprehend          

0.800 
madden              

0.797 
thusly              

0.779 
reception           

0.751 
nyc                 

0.731 
exploitive          

0.717 
onscreen            

0.714 
psychopath          

0.692 
1999                

0.668 
evoked              

0.646 
coward              

0.645 
retrieve            

0.631 
remainder           

6/50

-3.5


0.992 
island              

0.992 
dicaprio            

0.989 
leonardo            

0.988 
plane               

0.987 
titan               

0.987 
crash               

0.984 
cabin               

0.975 
piano               

0.966 
chuck               

0.962 
pilot               

0.954 
fisherman           

0.930 
willy               

0.927 
boat                

0.913 
ocean               

0.906 
sand                

4/50

-3.0


0.978 
film-making         

0.974 
sub-plot            

0.969 
film-makers         

0.966 
film-maker          

0.896 
exposition          

0.816 
circa               

0.813 
vaguely             

0.788 
sub-plots           

0.750 
dizzying            

0.719 
existential         

0.709 
bros                

0.695 
notable             

0.685 
half-hearted        

0.668 
outset              

0.657 
90                  

24/50

-2.6


0.985 
invisible           

0.968 
nurse               

0.966 
lab                 

0.947 
patient             

0.947 
caine               

0.946 
doctor              

0.944 
dr                  

0.941 
psychic             

0.921 
shrink              

0.911 
awake               

0.884 
disease             

0.878 
medic               

0.876 
surgeon             

0.833 
cure                

0.812 
atom                

39/50

-2.5


0.997 
church              

0.996 
saint               

0.996 
catholic            

0.996 
religion            

0.995 
priest              

0.994 
god                 

0.993 
sonny               

0.992 
religious           

0.989 
christ              

0.988 
pray                

0.984 
kilmer              

0.983 
beatty              

0.948 
bishop              

0.940 
holy                

0.859 
bible               

47/50

-2.5


0.998 
classification      

0.997 
ratio               

0.994 
85                  

0.993 
length              

0.991 
avail               

0.982 
66                  

0.980 
philadelphia        

0.964 
theatrical          

0.950 
35                  

0.948 
full-length         

0.864 
aspect              

0.854 
wide                

0.824 
distribute          

0.818 
point-of-view       

0.765 
date                

13/50

-2.4


0.994 
robbery             

0.992 
gangster            

0.991 
heist               

0.989 
mob                 

0.986 
gang                

0.986 
toro                

0.977 
del                 

0.968 
double-cross        

0.960 
boyz                

0.957 
mobster             

0.955 
ex-con              

0.945 
shootout            

0.942 
mafia               

0.934 
crook               

0.918 
arizona             

2/50

-2.1


0.996 
counsel             

0.996 
stanford            

0.991 
costner             

0.969 
newman              

0.935 
architect           

0.912 
newton              

0.853 
bass                

0.817 
instinct            

0.804 
calculate           

0.795 
baldwin             

0.786 
universe            

0.779 
sufficient          

0.750 
punctuated          

0.721 
general             

0.717 
margin              

42/50

-1.8


0.988 
porn                

0.946 
chef                

0.939 
kitchen             

0.921 
chocolate           

0.901 
outfits             

0.867 
nude                

0.854 
oral                

0.813 
chick               

0.810 
buck                

0.781 
gender              

0.775 
frontal             

0.767 
page                

0.765 
lesbian             

0.762 
nc-17               

0.744 
reid                

38/50

-0.8


0.995 
vampire             

0.992 
slasher             

0.992 
craven              

0.991 
carpenter           

0.990 
blair               

0.989 
gore                

0.981 
witch               

0.978 
horror              

0.956 
ghost               

0.947 
macabre             

0.943 
grotesque           

0.923 
blood               

0.912 
highway             

0.893 
hollow              

0.866 
scream              

3/50

-0.3


0.996 
student             

0.994 
teen                

0.992 
girls               

0.991 
school              

0.990 
teacher             

0.990 
campus              

0.989 
classmate           

0.973 
teens               

0.942 
bully               

0.926 
boys                

0.918 
math                

0.904 
sebastian           

0.859 
graduate            

0.838 
coming-of-age       

0.822 
college             

46/50

0.0


0.996 
addict              

0.995 
drugs               

0.994 
parker              

0.993 
drug                

0.990 
dope                

0.990 
posey               

0.988 
smoke               

0.988 
usage               

0.987 
trainspotting       

0.985 
marijuana           

0.972 
boyle               

0.971 
tapes               

0.948 
cocaine             

0.945 
dealer              

0.931 
carlyle             

15/50

0.0


0.997 
nazi                

0.996 
otto                

0.996 
holocaust           

0.996 
jews                

0.996 
nazis               

0.996 
schindler           

0.995 
germany             

0.994 
berlin              

0.994 
von                 

0.993 
hitler              

0.991 
hopkin              

0.991 
anti-semite         

0.990 
camps               

0.989 
jew                 

0.986 
jewish              

31/50

0.1


0.998 
branagh             

0.997 
bergman             

0.997 
pacino              

0.996 
juliet              

0.996 
ingmar              

0.996 
romeo               

0.995 
shakespeare         

0.994 
sorvino             

0.994 
ryder               

0.993 
coppola             

0.992 
winona              

0.992 
mira                

0.988 
el                  

0.986 
mann                

0.985 
hamlet              

14/50

0.1


0.994 
trial               

0.991 
courtroom           

0.991 
judge               

0.990 
lawyer              

0.980 
attorney            

0.974 
law                 

0.974 
district            

0.972 
legal               

0.971 
prosecutor          

0.943 
racism              

0.917 
racial              

0.894 
cell                

0.875 
mississippi         

0.875 
chamber             

0.874 
convict             

41/50

0.1


0.996 
fraser              

0.992 
elliot              

0.989 
stallone            

0.988 
stone               

0.986 
mick                

0.981 
peak                

0.979 
brendan             

0.972 
gray                

0.962 
walker              

0.959 
daylight            

0.949 
tunnel              

0.931 
jones               

0.885 
quaid               

0.880 
shelter             

0.870 
lake                

5/50

0.2


0.997 
paris               

0.996 
french              

0.995 
michel              

0.994 
pierre              

0.988 
isabelle            

0.987 
philippe            

0.984 
franc               

0.983 
francois            

0.983 
jacques             

0.980 
jean-pierre         

0.979 
madam               

0.964 
alain               

0.959 
mistress            

0.945 
luc                 

0.945 
affair              

1/50

0.2


0.996 
julianne            

0.995 
reynolds            

0.995 
gay                 

0.995 
tucci               

0.986 
tony                

0.986 
seymour             

0.985 
homosexual          

0.978 
anderson            

0.972 
burt                

0.971 
donovan             

0.964 
aids                

0.963 
heterosexual        

0.958 
ricci               

0.957 
reilly              

0.951 
fargo               

48/50

0.3


0.998 
soldier             

0.989 
army                

0.987 
col                 

0.986 
troop               

0.985 
civilian            

0.984 
colonel             

0.980 
military            

0.960 
fought              

0.936 
sgt                 

0.924 
boot                

0.923 
patriot             

0.918 
lt                  

0.903 
war                 

0.899 
patton              

0.891 
navy                

27/50

0.6


0.997 
alien               

0.994 
space               

0.993 
mars                

0.992 
robot               

0.992 
planet              

0.987 
jurassic            

0.983 
science             

0.980 
outer               

0.975 
trooper             

0.953 
stewart             

0.953 
data                

0.937 
trek                

0.925 
sci-fi              

0.896 
earth               

0.847 
rocket              

23/50

0.6


0.998 
email               

0.998 
subscribe           

0.997 
silicon             

0.996 
nationwide          

0.994 
amc                 

0.993 
letter              

0.991 
send                

0.990 
week                

0.989 
free                

0.989 
cinemas             

0.988 
valley              

0.977 
2001                

0.961 
word                

0.936 
friday              

0.690 
clichéd             

43/50

0.7


0.997 
altman              

0.997 
penn                

0.997 
irish               

0.997 
pitt                

0.996 
collin              

0.996 
cage                

0.995 
downey              

0.995 
ireland             

0.994 
quinn               

0.992 
snipes              

0.991 
sheridan            

0.990 
robbin              

0.990 
madeleine           

0.984 
aidan               

0.983 
burns               

16/50

0.8


0.997 
basketball          

0.997 
coach               

0.996 
game                

0.994 
boxing              

0.991 
football            

0.991 
theron              

0.989 
championship        

0.988 
charlize            

0.988 
chess               

0.987 
sport               

0.976 
baseball            

0.958 
soccer              

0.956 
boxer               

0.954 
golf                

0.954 
morton              

30/50

0.8


0.999 
chan                

0.998 
bond                

0.997 
connery             

0.996 
kong                

0.995 
007                 

0.995 
hong                

0.989 
seagal              

0.989 
spy                 

0.988 
fbi                 

0.988 
martial             

0.985 
woo                 

0.979 
agent               

0.969 
cia                 

0.910 
wong                

0.887 
brosnan             

35/50

0.9


0.997 
woody               

0.987 
publish             

0.966 
art                 

0.964 
artist              

0.962 
magazine            

0.904 
manhattan           

0.901 
model               

0.877 
norton              

0.855 
paint               

0.801 
rehearse            

0.783 
bette               

0.774 
abstract            

0.730 
write               

0.704 
playwright          

0.696 
photograph          

18/50

1.0


0.960 
child               

0.952 
mom                 

0.936 
sister              

0.925 
baby                

0.840 
siblings            

0.839 
lad                 

0.813 
precocious          

0.810 
boy                 

0.802 
incest              

0.785 
feel-good           

0.775 
aunt                

0.768 
twins               

0.747 
surrogate           

0.727 
normalcy            

0.710 
parent              

22/50

1.1


0.998 
disney              

0.996 
animal              

0.990 
lion                

0.990 
walt                

0.990 
beast               

0.989 
aladdin             

0.989 
dog                 

0.986 
circus              

0.985 
voiced              

0.983 
live-action         

0.962 
cartoon             

0.940 
cats                

0.929 
ernie               

0.929 
insect              

0.923 
babe                

0/50

1.2


0.996 
niro                

0.995 
fonda               

0.994 
judd                

0.994 
paltrow             

0.992 
gwyneth             

0.989 
brook               

0.984 
won                 

0.984 
academy             

0.982 
nominal             

0.979 
oscar               

0.955 
bull                

0.947 
nominations         

0.938 
florida             

0.895 
oscars              

0.888 
cannes              

28/50

1.2


0.998 
mel                 

0.997 
tarantino           

0.997 
gibson              

0.996 
quentin             

0.993 
clerk               

0.993 
smith               

0.992 
reservoir           

0.992 
buscemi             

0.991 
cusack              

0.964 
goldberg            

0.963 
whoopi              

0.951 
pulp                

0.948 
brown               

0.939 
till                

0.895 
destiny             

29/50

1.3


0.989 
poet                

0.915 
landscape           

0.879 
winter              

0.868 
eggs                

0.806 
flower              

0.798 
imagery             

0.794 
stun                

0.792 
journey             

0.791 
wings               

0.785 
meditate            

0.767 
fog                 

0.751 
stark               

0.749 
crow                

0.749 
snow                

0.734 
dream               

11/50

1.7


0.995 
dancer              

0.994 
danced              

0.992 
band                

0.991 
concert             

0.984 
singer              

0.979 
sing                

0.960 
song                

0.956 
rock                

0.954 
dance               

0.953 
opera               

0.933 
disco               

0.932 
chorus              

0.924 
sung                

0.918 
ballet              

0.873 
musician            

17/50

1.8


0.980 
age                 

0.967 
8                   

0.938 
9                   

0.927 
oz                  

0.909 
ages                

0.902 
pg                  

0.869 
lovable             

0.855 
balls               

0.841 
7                   

0.830 
kid                 

0.818 
3                   

0.779 
lucky               

0.766 
wizard              

0.747 
****                

0.720 
teeth               

8/50

1.8


0.996 
documentary         

0.989 
interview           

0.985 
footage             

0.965 
kane                

0.935 
network             

0.926 
clips               

0.916 
clip                

0.916 
format              

0.872 
broadcast           

0.870 
segment             

0.848 
angles              

0.829 
spike               

0.826 
soften              

0.766 
60                  

0.738 
grew                

25/50

1.9


0.981 
spoiler             

0.969 
paragraph           

0.908 
station             

0.897 
dexter              

0.889 
mr                  

0.867 
cab                 

0.778 
mrs                 

0.774 
runaway             

0.768 
truck               

0.732 
driver              

0.729 
wreck               

0.718 
bus                 

0.651 
car                 

0.636 
bennett             

0.602 
gas                 

26/50

1.9


0.993 
communist           

0.991 
revolution          

0.988 
li                  

0.980 
china               

0.975 
spanish             

0.971 
japan               

0.967 
country             

0.966 
peasant             

0.965 
regime              

0.959 
village             

0.919 
spain               

0.917 
chinese             

0.910 
wang                

0.901 
chen                

0.837 
poverty             

36/50

2.2


0.991 
town                

0.990 
ranch               

0.989 
indian              

0.987 
cowboy              

0.983 
western             

0.980 
mayor               

0.976 
horse               

0.969 
farm                

0.966 
towns               

0.960 
farmer              

0.957 
wolves              

0.939 
locals              

0.930 
westerns            

0.924 
tribe               

0.918 
railroad            

40/50

2.3


0.994 
vegas               

0.990 
las                 

0.972 
sydney              

0.970 
loan                

0.950 
gambler             

0.905 
pay                 

0.854 
lucrative           

0.833 
sell                

0.832 
business            

0.823 
corporal            

0.777 
bargain             

0.773 
sale                

0.773 
bought              

0.770 
buy                 

0.756 
debts               

19/50

2.3


0.994 
serial              

0.994 
inspector           

0.991 
detect              

0.984 
killer              

0.971 
hitchcock           

0.933 
policeman           

0.918 
homicide            

0.906 
killings            

0.905 
thriller            

0.892 
investigate         

0.859 
femme               

0.858 
diabolical          

0.806 
murder              

0.759 
psycho              

0.749 
fatale              

32/50

2.4


0.983 
laugh               

0.982 
gags                

0.981 
brady               

0.970 
jokes               

0.953 
flatulence          

0.949 
dumber              

0.945 
goofy               

0.920 
hilarious           

0.884 
screwball           

0.866 
belly               

0.847 
sophomoric          

0.841 
reiner              

0.835 
turner              

0.811 
satire              

0.807 
sarcastic           

37/50

2.8


0.996 
eve                 

0.995 
santa               

0.994 
christmas           

0.994 
kieslowski          

0.994 
harrison            

0.994 
krzysztof           

0.989 
claus               

0.975 
ford                

0.972 
holiday             

0.967 
empire              

0.967 
silver              

0.961 
incarnate           

0.923 
williams            

0.905 
monkey              

0.904 
nuts                

9/50

2.9


0.992 
meant               

0.991 
mine                

0.987 
employ              

0.985 
reflect             

0.954 
opinion             

0.949 
thumb               

0.890 
*-1/2               

0.889 
afterall            

0.829 
50s                 

0.701 
february            

0.670 
**-1/2              

0.656 
january             

0.652 
incorrectly         

0.619 
excel               

0.604 
23                  

20/50

3.3


0.998 
preside             

0.993 
hackman             

0.992 
senate              

0.991 
denzel              

0.990 
travolta            

0.988 
reese               

0.981 
elect               

0.981 
leary               

0.980 
campaign            

0.979 
garner              

0.977 
conspiracy          

0.975 
politician          

0.974 
eastwood            

0.973 
candid              

0.964 
presidential        

21/50

3.4


0.965 
good-spirited       

0.932 
brags               

0.880 
barks               

0.862 
replied             

0.858 
admonishes          

0.825 
nominee             

0.811 
make-up             

0.768 
kit                 

0.691 
36                  

0.682 
aptly               

0.638 
needless            

0.633 
setup               

0.618 
cornucopia          

0.614 
comedic             

0.612 
size                

49/50

4.7


0.993 
jude                

0.988 
helena              

0.979 
hardy               

0.965 
palace              

0.961 
sir                 

0.922 
machinations        

0.919 
aristocrat          

0.913 
scholar             

0.908 
thompson            

0.906 
castle              

0.890 
carter              

0.889 
india               

0.876 
merchant            

0.858 
rupert              

0.845 
lavish              

33/50

4.9


0.995 
schwarzenegger      

0.993 
spacey              

0.991 
depp                

0.990 
carrey              

0.989 
weaver              

0.984 
keanu               

0.984 
sigourney           

0.979 
maguire             

0.973 
gus                 

0.972 
hopper              

0.970 
van                 

0.970 
liar                

0.967 
bacon               

0.961 
ice                 

0.959 
bullock             

10/50

6.1


0.910 
uplifting           

0.886 
shatter             

0.866 
heartbreak          

0.861 
maudlin             

0.847 
moved               

0.839 
impotent            

0.819 
trauma              

0.813 
catharsis           

0.758 
closure             

0.712 
autobiographical    

0.706 
necessity           

0.694 
difficulty          

0.694 
convey              

0.689 
undergo             

0.684 
weight              

44/50

6.2


0.942 
seattle             

0.942 
sleepless           

0.933 
marisa              

0.933 
bachelor            

0.889 
hanks               

0.867 
hunk                

0.836 
likeable            

0.769 
sunrise             

0.756 
bites               

0.742 
wry                 

0.736 
simpler             

0.715 
pairing             

0.701 
instant             

0.684 
likable             

0.674 
womanizer           

45/50

6.5


0.952 
entries             

0.922 
puttnam             

0.917 
standout            

0.883 
likewise            

0.868 
atypical            

0.860 
legitimate          

0.857 
unwanted            

0.804 
underused           

0.766 
uncertainty         

0.760 
offspring           

0.733 
behind-the-scenes   

0.723 
progress            

0.722 
attain              

0.713 
'50s                

0.711 
well-written        

7/50

11.5


0.906 
facet               

0.898 
silence             

0.884 
engross             

0.866 
crafted             

0.850 
sony                

0.849 
gentleman           

0.839 
idyllic             

0.839 
grip                

0.829 
imperfect           

0.794 
peculiar            

0.792 
vulnerable          

0.779 
hart                

0.773 
mirror              

0.764 
rations             

0.748 
dynamic