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 = 0.05

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=0.050-n_states=050-alpha=1.0100-tau=1.0100-lambda_w=000.001-init_name=bestauc_gibbs_K050_f0.050-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

-59.5


0.966 
uninspired          

0.846 
pointless           

0.833 
affable             

0.819 
moronic             

0.800 
annoy               

0.791 
o'donnel            

0.789 
retread             

0.776 
griffith            

0.776 
unreal              

0.772 
laughably           

0.771 
bore                

0.770 
box-office          

0.762 
uninterested        

0.758 
drivel              

0.755 
pad                 

34/50

-16.9


0.965 
nyc                 

0.917 
thusly              

0.883 
workplace           

0.873 
upper-class         

0.803 
onscreen            

0.747 
1999                

0.728 
madden              

0.680 
exploitive          

0.640 
anymore             

0.604 
disillusioned       

0.575 
comprehend          

0.574 
ruin                

0.541 
arouse              

0.529 
phony               

0.524 
vulgar              

48/50

-16.7


0.997 
soldier             

0.989 
colonel             

0.986 
troop               

0.985 
col                 

0.983 
civilian            

0.966 
military            

0.960 
ww11                

0.937 
capt                

0.934 
lt                  

0.932 
fought              

0.915 
patriot             

0.914 
navy                

0.911 
army                

0.868 
sgt                 

0.852 
vietnam             

47/50

-14.8


0.998 
classification      

0.998 
ratio               

0.994 
85                  

0.992 
length              

0.980 
66                  

0.978 
avail               

0.977 
wide                

0.965 
philadelphia        

0.928 
full-length         

0.894 
theatrical          

0.886 
distribute          

0.881 
aspect              

0.802 
35                  

0.778 
limit               

0.774 
mpaa                

24/50

-11.2


0.990 
doctor              

0.981 
medic               

0.978 
invisible           

0.978 
lab                 

0.965 
medicine            

0.950 
dr                  

0.920 
patient             

0.918 
professor           

0.917 
disease             

0.891 
surgery             

0.872 
nurse               

0.867 
psychologist        

0.849 
surgeon             

0.846 
atom                

0.818 
shrink              

39/50

-8.8


0.998 
church              

0.997 
saint               

0.996 
religion            

0.995 
kilmer              

0.994 
priest              

0.994 
sonny               

0.993 
religious           

0.989 
beatty              

0.989 
bishop              

0.989 
pray                

0.987 
christ              

0.983 
duvall              

0.971 
christians          

0.967 
god                 

0.967 
holy                

2/50

-7.4


0.996 
stanford            

0.996 
counsel             

0.985 
costner             

0.972 
newton              

0.909 
instinct            

0.900 
newman              

0.883 
universe            

0.882 
detour              

0.874 
bass                

0.833 
general             

0.798 
adept               

0.778 
sufficient          

0.722 
baldwin             

0.698 
russo               

0.691 
nolte               

38/50

-7.3


0.992 
vampire             

0.992 
craven              

0.990 
blair               

0.989 
slasher             

0.985 
carpenter           

0.977 
witch               

0.975 
cemetery            

0.971 
gore                

0.966 
ghost               

0.964 
horror              

0.958 
scream              

0.948 
caine               

0.936 
wes                 

0.934 
grotesque           

0.900 
macabre             

21/50

-7.3


0.883 
barks               

0.879 
brags               

0.873 
good-spirited       

0.871 
cornucopia          

0.849 
admonishes          

0.787 
replied             

0.715 
34                  

0.654 
kit                 

0.642 
nominee             

0.636 
aptly               

0.631 
make-up             

0.629 
ridicules           

0.571 
comedic             

0.565 
size                

0.565 
enormous            

8/50

-4.4


0.997 
documentary         

0.963 
footage             

0.951 
kane                

0.930 
interview           

0.906 
network             

0.850 
clips               

0.841 
grainy              

0.812 
spike               

0.810 
segment             

0.784 
format              

0.705 
60s                 

0.693 
blur                

0.639 
chronicle           

0.633 
autobiography       

0.623 
filmmakers          

32/50

-3.1


0.993 
gags                

0.980 
brady               

0.973 
laugh               

0.967 
dumber              

0.964 
flatulence          

0.944 
joke                

0.941 
jokes               

0.914 
sophomoric          

0.901 
murray              

0.871 
amused              

0.866 
chuckle             

0.854 
murphy              

0.849 
screwball           

0.841 
diaz                

0.835 
myers               

13/50

-1.9


0.994 
robbery             

0.991 
heist               

0.988 
toro                

0.986 
del                 

0.985 
gangster            

0.984 
mob                 

0.977 
robber              

0.970 
gang                

0.970 
mobster             

0.969 
porter              

0.960 
boyz                

0.958 
ransom              

0.953 
bank                

0.948 
ex-con              

0.931 
jewelry             

17/50

-1.7


0.940 
age                 

0.928 
9                   

0.904 
batman              

0.897 
8                   

0.875 
3                   

0.863 
ages                

0.858 
lovable             

0.851 
wizard              

0.833 
7                   

0.796 
pg                  

0.787 
11                  

0.742 
bullies             

0.739 
10                  

0.711 
****                

0.700 
whip                

4/50

-0.7


0.980 
film-making         

0.971 
film-maker          

0.971 
film-makers         

0.967 
sub-plot            

0.827 
vaguely             

0.803 
sub-plots           

0.775 
half-hearted        

0.730 
showcase            

0.695 
circa               

0.691 
90                  

0.685 
exposition          

0.669 
bros                

0.639 
moderate            

0.639 
shred               

0.611 
set-up              

41/50

-0.4


0.995 
fraser              

0.994 
stallone            

0.987 
elliot              

0.986 
stone               

0.986 
peak                

0.984 
mick                

0.981 
brendan             

0.966 
butcher             

0.962 
jones               

0.956 
tunnel              

0.941 
walker              

0.935 
lake                

0.933 
gray                

0.921 
meat                

0.912 
quaid               

14/50

0.4


0.996 
trial               

0.995 
judge               

0.992 
lawyer              

0.991 
attorney            

0.990 
courtroom           

0.976 
prosecutor          

0.974 
district            

0.974 
legal               

0.958 
accuse              

0.917 
warden              

0.903 
prison              

0.901 
convict             

0.897 
justice             

0.892 
law                 

0.888 
sentence            

1/50

0.5


0.995 
julianne            

0.995 
reynolds            

0.994 
tucci               

0.993 
gay                 

0.991 
seymour             

0.989 
homosexual          

0.988 
burt                

0.986 
anderson            

0.950 
donovan             

0.942 
diego               

0.937 
tony                

0.934 
heterosexual        

0.929 
reilly              

0.900 
reed                

0.888 
jean-luc            

35/50

0.6


0.997 
woody               

0.985 
publish             

0.979 
magazine            

0.951 
model               

0.946 
artist              

0.921 
art                 

0.850 
bette               

0.848 
rehearse            

0.833 
norton              

0.824 
paint               

0.790 
playwright          

0.773 
canvas              

0.768 
wrote               

0.737 
liz                 

0.691 
sullivan            

3/50

0.9


0.996 
student             

0.990 
campus              

0.987 
classmate           

0.986 
teen                

0.981 
school              

0.981 
teacher             

0.941 
girls               

0.935 
graduate            

0.935 
teens               

0.934 
bully               

0.921 
math                

0.913 
college             

0.874 
sebastian           

0.844 
holland             

0.824 
class               

43/50

1.5


0.997 
penn                

0.996 
pitt                

0.996 
altman              

0.996 
downey              

0.995 
quinn               

0.995 
sheridan            

0.994 
irish               

0.994 
snipes              

0.993 
ireland             

0.993 
collin              

0.992 
madeleine           

0.990 
cage                

0.989 
aidan               

0.986 
nicholson           

0.982 
robbin              

40/50

2.3


0.993 
vegas               

0.954 
sydney              

0.953 
las                 

0.932 
loan                

0.919 
scam                

0.867 
corporal            

0.865 
salesman            

0.865 
sales               

0.850 
casino              

0.808 
company             

0.796 
sale                

0.793 
bills               

0.775 
ticket              

0.772 
gamble              

0.769 
employee            

10/50

2.8


0.934 
emotion             

0.882 
reconcile           

0.881 
heartbreak          

0.810 
trauma              

0.784 
impotent            

0.741 
catharsis           

0.734 
uplifting           

0.726 
grief               

0.726 
resonant            

0.709 
maudlin             

0.700 
goldwyn             

0.697 
sympathize          

0.632 
closure             

0.615 
integral            

0.614 
tears               

9/50

3.5


0.983 
mine                

0.979 
meant               

0.976 
*-1/2               

0.975 
thumb               

0.971 
reflect             

0.970 
opinion             

0.959 
employ              

0.830 
february            

0.801 
afterall            

0.703 
incorrectly         

0.675 
50s                 

0.663 
**-1/2              

0.643 
overpowers          

0.604 
***-1/2             

0.597 
cuss                

49/50

4.1


0.994 
jude                

0.994 
sir                 

0.989 
helena              

0.982 
19th                

0.977 
hardy               

0.965 
rupert              

0.960 
aristocrat          

0.950 
monty               

0.938 
nigel               

0.936 
queen               

0.912 
merchant            

0.912 
andrews             

0.909 
palace              

0.901 
england             

0.897 
scholar             

28/50

4.8


0.998 
mel                 

0.997 
tarantino           

0.997 
gibson              

0.997 
quentin             

0.993 
smith               

0.992 
reservoir           

0.991 
pulp                

0.983 
clerk               

0.976 
buscemi             

0.964 
brown               

0.938 
con                 

0.937 
whoopi              

0.935 
till                

0.928 
goldberg            

0.901 
silent              

5/50

4.8


0.996 
paris               

0.995 
french              

0.995 
michel              

0.994 
pierre              

0.988 
isabelle            

0.985 
francois            

0.984 
philippe            

0.978 
alain               

0.978 
jacques             

0.972 
madam               

0.971 
cafe                

0.970 
jean-pierre         

0.958 
parisian            

0.911 
luc                 

0.911 
affair              

29/50

4.9


0.987 
poet                

0.931 
winter              

0.877 
imagery             

0.816 
miller              

0.790 
landscape           

0.769 
crow                

0.767 
fog                 

0.767 
journey             

0.766 
birds               

0.705 
mud                 

0.697 
wings               

0.661 
unforgettable       

0.640 
sublime             

0.630 
shell               

0.627 
snowy               

30/50

4.9


0.999 
chan                

0.996 
connery             

0.996 
kong                

0.996 
bond                

0.995 
seagal              

0.995 
007                 

0.995 
hong                

0.989 
martial             

0.981 
spy                 

0.975 
agent               

0.973 
woo                 

0.968 
cia                 

0.944 
fbi                 

0.886 
brosnan             

0.881 
majesty             

19/50

5.1


0.994 
inspector           

0.994 
detect              

0.993 
serial              

0.947 
killings            

0.944 
killer              

0.938 
hitchcock           

0.934 
homicide            

0.920 
femme               

0.891 
investigate         

0.879 
fatale              

0.855 
thriller            

0.801 
clues               

0.769 
suspect             

0.753 
psychopath          

0.742 
psycho              

25/50

5.1


0.979 
spoiler             

0.973 
paragraph           

0.903 
accidently          

0.845 
station             

0.791 
wakes               

0.778 
cab                 

0.771 
mr                  

0.739 
mrs                 

0.706 
harper              

0.700 
driver              

0.680 
bus                 

0.678 
motel               

0.671 
truck               

0.652 
hotel               

0.623 
tacky               

46/50

5.3


0.996 
addict              

0.992 
drugs               

0.989 
posey               

0.988 
trainspotting       

0.987 
parker              

0.984 
drug                

0.984 
dope                

0.984 
marijuana           

0.979 
usage               

0.977 
boyle               

0.970 
smoke               

0.961 
overdose            

0.953 
tapes               

0.951 
cocaine             

0.932 
carlyle             

31/50

7.3


0.997 
branagh             

0.997 
bergman             

0.996 
pacino              

0.996 
juliet              

0.995 
ingmar              

0.995 
romeo               

0.994 
sorvino             

0.993 
coppola             

0.993 
ryder               

0.992 
wolf                

0.991 
mira                

0.990 
mann                

0.990 
winona              

0.989 
al                  

0.987 
restore             

22/50

7.7


0.998 
disney              

0.995 
animal              

0.989 
lion                

0.988 
walt                

0.985 
beast               

0.981 
circus              

0.980 
cats                

0.979 
aladdin             

0.977 
voiced              

0.974 
forest              

0.967 
live-action         

0.966 
cat                 

0.953 
dame                

0.947 
cartoon             

0.940 
babe                

27/50

7.8


0.996 
alien               

0.994 
space               

0.991 
jurassic            

0.988 
planet              

0.987 
mars                

0.970 
science             

0.967 
trooper             

0.953 
outer               

0.945 
data                

0.932 
trek                

0.924 
electrons           

0.896 
stewart             

0.850 
sci-fi              

0.843 
robot               

0.838 
technology          

23/50

7.8


0.998 
email               

0.998 
subscribe           

0.996 
silicon             

0.995 
nationwide          

0.993 
amc                 

0.990 
cinemas             

0.984 
week                

0.983 
valley              

0.980 
free                

0.979 
send                

0.977 
letter              

0.953 
word                

0.926 
friday              

0.912 
video               

0.896 
2001                

16/50

8.3


0.997 
basketball          

0.997 
coach               

0.994 
game                

0.994 
boxing              

0.990 
theron              

0.990 
sport               

0.989 
football            

0.988 
golf                

0.988 
championship        

0.988 
chess               

0.987 
charlize            

0.981 
athlete             

0.973 
boxer               

0.966 
baseball            

0.928 
wrestle             

26/50

8.7


0.992 
revolution          

0.988 
china               

0.987 
communist           

0.987 
li                  

0.964 
village             

0.961 
peasant             

0.958 
spanish             

0.952 
regime              

0.945 
immigrant           

0.944 
spain               

0.938 
japanese            

0.914 
poverty             

0.894 
chinese             

0.886 
japan               

0.845 
chen                

6/50

8.9


0.994 
dicaprio            

0.991 
passenger           

0.991 
hanks               

0.991 
leonardo            

0.986 
island              

0.981 
boat                

0.980 
crash               

0.979 
sea                 

0.977 
willy               

0.977 
cabin               

0.970 
aboard              

0.963 
ocean               

0.963 
beach               

0.956 
plane               

0.939 
moon                

42/50

8.9


0.986 
porn                

0.972 
chef                

0.947 
chocolate           

0.895 
women               

0.891 
reid                

0.852 
chick               

0.802 
breast              

0.775 
unprintable         

0.758 
males               

0.756 
dress               

0.756 
kitchen             

0.753 
male                

0.740 
oral                

0.718 
food                

0.718 
turner              

36/50

10.9


0.989 
ranch               

0.988 
indian              

0.976 
mountain            

0.974 
mayor               

0.973 
cowboy              

0.972 
locals              

0.966 
town                

0.948 
westerns            

0.930 
wolves              

0.929 
horse               

0.918 
towns               

0.915 
railroad            

0.909 
hors                

0.882 
tribe               

0.879 
western             

37/50

11.4


0.997 
eve                 

0.997 
kieslowski          

0.996 
harrison            

0.995 
krzysztof           

0.994 
christmas           

0.994 
santa               

0.994 
williams            

0.992 
claus               

0.987 
holiday             

0.977 
ford                

0.964 
empire              

0.961 
liberty             

0.947 
silver              

0.943 
monkey              

0.877 
north               

33/50

11.5


0.996 
schwarzenegger      

0.995 
crowe               

0.994 
reeves              

0.994 
spacey              

0.994 
gus                 

0.992 
bacon               

0.987 
sigourney           

0.987 
keanu               

0.986 
weaver              

0.984 
depp                

0.984 
liar                

0.975 
van                 

0.975 
carrey              

0.966 
maguire             

0.941 
roses               

0/50

11.8


0.995 
niro                

0.995 
fonda               

0.994 
judd                

0.993 
paltrow             

0.992 
brook               

0.992 
gwyneth             

0.984 
nominal             

0.980 
nominations         

0.980 
oscar               

0.950 
won                 

0.935 
academy             

0.922 
sundance            

0.916 
prize               

0.910 
bull                

0.909 
cookie              

18/50

12.1


0.912 
child               

0.817 
8-year-old          

0.810 
lad                 

0.802 
siblings            

0.794 
twins               

0.764 
sister              

0.757 
boy                 

0.747 
children            

0.747 
birthday            

0.737 
brother             

0.710 
incest              

0.703 
surrogate           

0.680 
childhood           

0.679 
household           

0.641 
grandmother         

45/50

12.9


0.942 
puttnam             

0.935 
entries             

0.883 
one-hundred         

0.834 
tristar             

0.820 
standout            

0.792 
'80s                

0.770 
aptitude            

0.758 
likewise            

0.746 
attain              

0.739 
occasional          

0.738 
atypical            

0.722 
alas                

0.714 
forty-five          

0.699 
on-screen           

0.688 
element             

20/50

15.8


0.995 
preside             

0.994 
senate              

0.992 
travolta            

0.991 
denzel              

0.987 
hackman             

0.985 
elect               

0.982 
presidential        

0.980 
democrat            

0.980 
republican          

0.976 
candid              

0.972 
campaign            

0.966 
conserve            

0.964 
reese               

0.943 
garner              

0.943 
washington          

44/50

16.3


0.923 
wed                 

0.905 
romance             

0.898 
romantic            

0.891 
sleepless           

0.864 
sunrise             

0.855 
chemistry           

0.808 
bites               

0.760 
smitten             

0.758 
kiss                

0.733 
triangle            

0.729 
fiance              

0.714 
mia                 

0.658 
janeane             

0.655 
reception           

0.635 
marisa              

15/50

18.1


0.997 
von                 

0.996 
otto                

0.996 
holocaust           

0.996 
jews                

0.995 
nazis               

0.995 
schindler           

0.992 
germany             

0.992 
hitler              

0.991 
camps               

0.990 
berlin              

0.989 
anti-semite         

0.989 
jew                 

0.988 
nazi                

0.985 
hopkin              

0.983 
concentrate         

7/50

20.8


0.928 
sony                

0.839 
silence             

0.795 
imperfect           

0.754 
flourish            

0.751 
perception          

0.732 
keen                

0.682 
deeper              

0.661 
mamet               

0.659 
boundary            

0.642 
bubble              

0.641 
lifetime            

0.628 
intellect           

0.610 
rations             

0.604 
intricate           

0.581 
illusion            

11/50

24.5


0.996 
dancer              

0.991 
concert             

0.979 
danced              

0.971 
elvis               

0.970 
band                

0.947 
rock                

0.945 
dance               

0.944 
opera               

0.907 
ballet              

0.900 
singer              

0.881 
sing                

0.867 
disco               

0.853 
musician            

0.852 
song                

0.815 
spice