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 = 0.1

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=0.100-n_states=050-alpha=1.0100-tau=1.0100-lambda_w=000.100-init_name=bestauc_gibbs_K050_f0.100-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

-32.9


0.953 
unfunny             

0.940 
hackney             

0.935 
nonsense            

0.916 
unwatchable         

0.916 
yell                

0.888 
drivel              

0.879 
retread             

0.872 
mindless            

0.826 
pointless           

0.817 
sake                

0.812 
bore                

0.801 
unimaginable        

0.799 
hoped               

0.792 
obligatory          

0.791 
uninspired          

39/50

-7.2


0.996 
saint               

0.996 
religion            

0.996 
church              

0.994 
priest              

0.992 
sonny               

0.992 
god                 

0.989 
catholic            

0.989 
pray                

0.988 
christ              

0.984 
bishop              

0.976 
holy                

0.972 
kilmer              

0.972 
deceased            

0.966 
beatty              

0.947 
waves               

34/50

-6.5


0.965 
nyc                 

0.922 
onscreen            

0.836 
exploitive          

0.833 
upper-class         

0.832 
thusly              

0.680 
comprehend          

0.676 
remainder           

0.672 
ruin                

0.671 
1999                

0.644 
madden              

0.620 
workplace           

0.605 
retrieve            

0.583 
fool                

0.571 
partnership         

0.560 
anymore             

2/50

-3.8


0.996 
stanford            

0.996 
counsel             

0.979 
costner             

0.935 
detour              

0.905 
architect           

0.882 
newman              

0.869 
calculate           

0.851 
newton              

0.849 
nolte               

0.841 
sufficient          

0.803 
universe            

0.781 
general             

0.760 
baldwin             

0.760 
margin              

0.729 
bang                

24/50

-2.1


0.985 
invisible           

0.971 
lab                 

0.970 
cure                

0.967 
awake               

0.965 
doctor              

0.964 
medicine            

0.955 
patient             

0.940 
dr                  

0.916 
medic               

0.904 
nurse               

0.882 
surgeon             

0.881 
shrink              

0.868 
hospital            

0.853 
atom                

0.829 
professor           

1/50

-1.5


0.995 
reynolds            

0.994 
tucci               

0.994 
julianne            

0.991 
gay                 

0.989 
seymour             

0.978 
godard              

0.976 
donovan             

0.970 
heterosexual        

0.962 
fargo               

0.961 
diego               

0.952 
anderson            

0.948 
burt                

0.948 
ricci               

0.934 
reilly              

0.913 
homosexual          

47/50

-1.3


0.998 
classification      

0.998 
ratio               

0.995 
length              

0.994 
85                  

0.992 
avail               

0.985 
66                  

0.978 
wide                

0.966 
theatrical          

0.960 
full-length         

0.943 
35                  

0.869 
philadelphia        

0.838 
distribute          

0.832 
aspect              

0.785 
0                   

0.778 
mpaa                

48/50

-0.4


0.998 
soldier             

0.993 
colonel             

0.986 
col                 

0.986 
military            

0.985 
civilian            

0.981 
troop               

0.957 
fought              

0.950 
navy                

0.945 
army                

0.903 
patton              

0.895 
sgt                 

0.894 
boot                

0.890 
lt                  

0.879 
ww11                

0.879 
war                 

17/50

-0.3


0.930 
ages                

0.895 
oz                  

0.884 
9                   

0.869 
age                 

0.861 
3                   

0.853 
8                   

0.826 
wizard              

0.822 
lucky               

0.820 
lovable             

0.792 
7                   

0.789 
batman              

0.785 
11                  

0.769 
pg                  

0.759 
ranger              

0.754 
10                  

13/50

-0.2


0.994 
robbery             

0.992 
gang                

0.991 
heist               

0.984 
toro                

0.982 
crook               

0.982 
ransom              

0.981 
del                 

0.980 
gangster            

0.979 
mob                 

0.963 
double-cross        

0.957 
boyz                

0.957 
jewelry             

0.949 
ex-con              

0.948 
shootout            

0.937 
mobster             

38/50

-0.2


0.994 
vampire             

0.992 
slasher             

0.991 
craven              

0.991 
blair               

0.990 
gore                

0.988 
carpenter           

0.985 
witch               

0.985 
scream              

0.952 
horror              

0.951 
ghost               

0.940 
grotesque           

0.933 
cemetery            

0.903 
halloween           

0.900 
macabre             

0.896 
blood               

42/50

-0.1


0.988 
porn                

0.985 
chef                

0.941 
chocolate           

0.922 
male                

0.918 
eat                 

0.918 
kitchen             

0.881 
turner              

0.873 
cook                

0.868 
food                

0.847 
chick               

0.845 
companionship       

0.815 
whore               

0.783 
restaurant          

0.766 
female              

0.761 
reid                

3/50

-0.0


0.996 
student             

0.993 
teen                

0.991 
school              

0.990 
campus              

0.989 
girls               

0.989 
classmate           

0.989 
teacher             

0.982 
boys                

0.965 
teens               

0.949 
graduate            

0.941 
math                

0.932 
sebastian           

0.916 
bully               

0.863 
college             

0.829 
angst               

27/50

0.1


0.997 
alien               

0.994 
space               

0.992 
mars                

0.991 
planet              

0.991 
robot               

0.987 
science             

0.985 
outer               

0.982 
jurassic            

0.976 
trooper             

0.975 
data                

0.974 
stewart             

0.961 
mutant              

0.936 
trek                

0.931 
sci-fi              

0.857 
paxton              

6/50

0.1


0.994 
island              

0.994 
dicaprio            

0.991 
leonardo            

0.990 
plane               

0.989 
passenger           

0.986 
cabin               

0.981 
crash               

0.974 
titan               

0.974 
boat                

0.967 
gump                

0.965 
ocean               

0.959 
beach               

0.947 
moon                

0.944 
willy               

0.941 
sea                 

46/50

0.2


0.996 
addict              

0.995 
drug                

0.994 
drugs               

0.991 
trainspotting       

0.991 
parker              

0.991 
usage               

0.990 
posey               

0.988 
dope                

0.985 
marijuana           

0.964 
overdose            

0.958 
cocaine             

0.951 
tapes               

0.950 
pot                 

0.941 
habit               

0.928 
heroin              

15/50

0.2


0.997 
nazi                

0.997 
otto                

0.996 
holocaust           

0.996 
nazis               

0.996 
jews                

0.995 
germany             

0.995 
schindler           

0.995 
berlin              

0.993 
von                 

0.992 
hopkin              

0.991 
anti-semite         

0.989 
jew                 

0.989 
hitler              

0.987 
camps               

0.978 
slave               

16/50

0.2


0.997 
basketball          

0.997 
coach               

0.996 
game                

0.994 
boxing              

0.992 
football            

0.991 
theron              

0.989 
championship        

0.988 
charlize            

0.986 
athlete             

0.979 
sport               

0.971 
chess               

0.963 
baseball            

0.962 
boxer               

0.947 
pro                 

0.945 
soccer              

8/50

0.2


0.996 
documentary         

0.990 
interview           

0.988 
footage             

0.985 
kane                

0.957 
network             

0.943 
segment             

0.937 
format              

0.832 
clips               

0.830 
spike               

0.783 
branch              

0.769 
representation      

0.765 
60                  

0.743 
broadcast           

0.729 
mere                

0.727 
filmmaker           

21/50

0.3


0.943 
good-spirited       

0.870 
cornucopia          

0.858 
admonishes          

0.845 
replied             

0.840 
barks               

0.835 
flies               

0.728 
kit                 

0.712 
size                

0.689 
34                  

0.684 
brags               

0.661 
32                  

0.648 
ridicules           

0.642 
make-up             

0.609 
comedic             

0.594 
53                  

5/50

0.3


0.997 
paris               

0.996 
french              

0.995 
michel              

0.994 
pierre              

0.989 
isabelle            

0.987 
philippe            

0.985 
jean-pierre         

0.984 
francois            

0.974 
franc               

0.973 
madam               

0.968 
parisian            

0.967 
jacques             

0.963 
affair              

0.962 
alain               

0.956 
luc                 

41/50

0.3


0.996 
fraser              

0.993 
elliot              

0.993 
stallone            

0.983 
brendan             

0.982 
peak                

0.982 
lake                

0.977 
mick                

0.973 
stone               

0.970 
jones               

0.965 
gray                

0.956 
walker              

0.955 
daylight            

0.907 
devil               

0.885 
tunnel              

0.872 
butcher             

14/50

0.3


0.994 
trial               

0.992 
judge               

0.991 
courtroom           

0.990 
lawyer              

0.982 
attorney            

0.972 
prosecutor          

0.968 
legal               

0.967 
district            

0.966 
law                 

0.957 
racism              

0.911 
mississippi         

0.904 
convict             

0.877 
racial              

0.867 
justice             

0.848 
chamber             

4/50

0.4


0.983 
film-making         

0.973 
film-makers         

0.973 
film-maker          

0.968 
sub-plot            

0.826 
vaguely             

0.809 
sub-plots           

0.805 
circa               

0.771 
set-up              

0.762 
half-hearted        

0.740 
fragment            

0.729 
exposition          

0.709 
bros                

0.674 
dizzying            

0.671 
unconventional      

0.656 
shred               

29/50

0.5


0.992 
poet                

0.896 
eggs                

0.892 
landscape           

0.881 
journey             

0.866 
birds               

0.853 
winter              

0.844 
imagery             

0.827 
despondent          

0.783 
crow                

0.777 
meditate            

0.741 
wings               

0.737 
snow                

0.734 
gaze                

0.726 
orange              

0.725 
dream               

35/50

0.6


0.997 
woody               

0.987 
publish             

0.974 
model               

0.969 
magazine            

0.940 
art                 

0.936 
artist              

0.928 
norton              

0.927 
bette               

0.803 
rehearse            

0.797 
paint               

0.768 
jazz                

0.740 
abstract            

0.734 
sullivan            

0.729 
literary            

0.722 
gallery             

40/50

0.6


0.994 
vegas               

0.990 
las                 

0.979 
sydney              

0.962 
loan                

0.918 
lucrative           

0.907 
salesman            

0.883 
pay                 

0.855 
casino              

0.822 
sell                

0.822 
bills               

0.812 
sales               

0.800 
money               

0.790 
scam                

0.789 
company             

0.786 
gambler             

30/50

0.7


0.999 
chan                

0.997 
bond                

0.997 
connery             

0.996 
kong                

0.996 
007                 

0.995 
hong                

0.993 
seagal              

0.989 
spy                 

0.983 
martial             

0.983 
woo                 

0.966 
cia                 

0.939 
fbi                 

0.918 
agent               

0.885 
majesty             

0.876 
brosnan             

23/50

0.7


0.998 
email               

0.998 
subscribe           

0.996 
silicon             

0.996 
nationwide          

0.994 
amc                 

0.991 
send                

0.989 
letter              

0.989 
free                

0.988 
cinemas             

0.987 
week                

0.985 
valley              

0.973 
word                

0.924 
friday              

0.922 
clichéd             

0.876 
2001                

25/50

0.7


0.980 
spoiler             

0.974 
paragraph           

0.929 
bus                 

0.894 
cab                 

0.892 
truck               

0.886 
accidently          

0.860 
dexter              

0.832 
station             

0.801 
mr                  

0.791 
mrs                 

0.770 
driver              

0.639 
gas                 

0.602 
runaway             

0.595 
harper              

0.591 
throat              

19/50

0.7


0.995 
inspector           

0.994 
serial              

0.991 
detect              

0.972 
killer              

0.961 
hitchcock           

0.952 
homicide            

0.944 
killings            

0.927 
femme               

0.886 
investigate         

0.842 
thriller            

0.816 
murder              

0.814 
psychopath          

0.810 
fatale              

0.807 
diabolical          

0.753 
suspect             

28/50

0.8


0.998 
mel                 

0.997 
tarantino           

0.997 
gibson              

0.997 
quentin             

0.992 
reservoir           

0.992 
buscemi             

0.991 
clerk               

0.991 
smith               

0.976 
brown               

0.962 
whoopi              

0.956 
goldberg            

0.950 
till                

0.943 
pulp                

0.887 
fell                

0.864 
silent              

22/50

1.2


0.997 
disney              

0.996 
animal              

0.990 
aladdin             

0.987 
voiced              

0.984 
lion                

0.984 
live-action         

0.984 
beast               

0.984 
walt                

0.984 
cat                 

0.982 
cats                

0.979 
circus              

0.960 
dog                 

0.932 
babe                

0.898 
pig                 

0.887 
mouse               

9/50

1.5


0.984 
meant               

0.983 
employ              

0.979 
reflect             

0.965 
opinion             

0.960 
thumb               

0.956 
mine                

0.915 
*-1/2               

0.868 
afterall            

0.845 
incorrectly         

0.695 
**-1/2              

0.651 
february            

0.643 
january             

0.603 
cuss                

0.594 
excel               

0.589 
***-1/2             

26/50

2.0


0.993 
communist           

0.992 
revolution          

0.988 
li                  

0.973 
china               

0.963 
regime              

0.960 
peasant             

0.958 
japan               

0.955 
spanish             

0.942 
village             

0.932 
japanese            

0.930 
chen                

0.926 
chinese             

0.911 
country             

0.896 
spain               

0.876 
immigrant           

45/50

2.0


0.957 
puttnam             

0.875 
standout            

0.874 
aptitude            

0.859 
tristar             

0.841 
atypical            

0.841 
one-hundred         

0.828 
likewise            

0.820 
'80s                

0.779 
attain              

0.769 
ninety              

0.743 
alas                

0.743 
on-screen           

0.728 
underused           

0.695 
entry               

0.681 
entries             

36/50

2.5


0.989 
ranch               

0.988 
town                

0.983 
indian              

0.977 
mountain            

0.977 
mayor               

0.974 
cowboy              

0.969 
tribe               

0.965 
railroad            

0.957 
towns               

0.942 
wolves              

0.936 
westerns            

0.930 
texas               

0.923 
western             

0.899 
hors                

0.885 
horse               

18/50

2.8


0.934 
mom                 

0.898 
child               

0.863 
8-year-old          

0.821 
orphan              

0.819 
siblings            

0.795 
sister              

0.793 
boy                 

0.782 
lad                 

0.752 
precocious          

0.727 
twins               

0.727 
children            

0.723 
birthday            

0.715 
incest              

0.712 
domestic            

0.710 
normal              

32/50

2.9


0.988 
gags                

0.984 
brady               

0.963 
flatulence          

0.961 
laugh               

0.939 
goofy               

0.931 
dumber              

0.929 
hilarious           

0.891 
screwball           

0.857 
amused              

0.853 
murphy              

0.835 
funniest            

0.832 
murray              

0.822 
joke                

0.817 
parody              

0.813 
jokes               

31/50

3.1


0.997 
branagh             

0.997 
bergman             

0.996 
pacino              

0.995 
juliet              

0.995 
ingmar              

0.995 
romeo               

0.993 
sorvino             

0.993 
shakespeare         

0.993 
ryder               

0.992 
coppola             

0.990 
winona              

0.989 
mira                

0.986 
shakespearean       

0.983 
wolf                

0.981 
al                  

37/50

3.6


0.996 
eve                 

0.995 
harrison            

0.995 
christmas           

0.994 
santa               

0.994 
kieslowski          

0.994 
krzysztof           

0.991 
williams            

0.991 
claus               

0.968 
silver              

0.955 
empire              

0.950 
ford                

0.922 
monkey              

0.917 
nuts                

0.901 
wars                

0.901 
valentin            

49/50

4.0


0.993 
jude                

0.989 
sir                 

0.989 
helena              

0.974 
merchant            

0.974 
hardy               

0.955 
aristocrat          

0.955 
palace              

0.939 
england             

0.910 
19th                

0.908 
castle              

0.898 
sword               

0.883 
thompson            

0.882 
scholar             

0.881 
rupert              

0.872 
servant             

33/50

4.1


0.996 
schwarzenegger      

0.994 
spacey              

0.994 
reeves              

0.993 
gus                 

0.993 
carrey              

0.993 
depp                

0.992 
bacon               

0.991 
weaver              

0.991 
bullock             

0.986 
sigourney           

0.986 
keanu               

0.985 
liar                

0.984 
maguire             

0.969 
van                 

0.968 
hopper              

10/50

4.4


0.918 
maudlin             

0.898 
tears               

0.898 
uplifting           

0.812 
closure             

0.796 
emotion             

0.795 
impotent            

0.729 
catharsis           

0.729 
trauma              

0.726 
sympathize          

0.725 
heartbreak          

0.706 
grief               

0.667 
convey              

0.664 
necessity           

0.657 
simplicity          

0.654 
goldwyn             

11/50

4.7


0.994 
dancer              

0.991 
danced              

0.990 
band                

0.985 
singer              

0.973 
concert             

0.946 
rock                

0.923 
sing                

0.920 
soundtrack          

0.914 
stardom             

0.898 
opera               

0.896 
ballet              

0.855 
song                

0.843 
meyer               

0.800 
disco               

0.796 
dance               

0/50

5.9


0.995 
niro                

0.993 
judd                

0.990 
fonda               

0.988 
nominal             

0.979 
academy             

0.977 
brook               

0.972 
dillon              

0.968 
paltrow             

0.953 
buck                

0.951 
gwyneth             

0.939 
oscar               

0.931 
cookie              

0.902 
nominations         

0.883 
florida             

0.875 
nominee             

43/50

6.6


0.995 
altman              

0.995 
pitt                

0.995 
irish               

0.993 
cage                

0.993 
downey              

0.992 
penn                

0.988 
quinn               

0.987 
snipes              

0.985 
aidan               

0.964 
ned                 

0.961 
kansas              

0.951 
collin              

0.939 
nicholson           

0.923 
robbin              

0.921 
burns               

20/50

8.0


0.997 
preside             

0.992 
senate              

0.990 
hackman             

0.986 
travolta            

0.980 
denzel              

0.979 
elect               

0.974 
reese               

0.972 
republican          

0.963 
campaign            

0.959 
presidential        

0.956 
assassin            

0.942 
eastwood            

0.927 
candid              

0.908 
democrat            

0.901 
conspiracy          

44/50

11.1


0.931 
wed                 

0.893 
hanks               

0.874 
bachelor            

0.866 
sunrise             

0.864 
meg                 

0.815 
affleck             

0.783 
honeymoon           

0.777 
pairing             

0.766 
milk                

0.761 
marisa              

0.708 
complicate          

0.704 
likeable            

0.692 
romantic            

0.669 
chemistry           

0.648 
arise               

7/50

12.6


0.893 
silence             

0.886 
sony                

0.865 
pity                

0.835 
flourish            

0.831 
layer               

0.820 
lifetime            

0.814 
rations             

0.790 
peculiar            

0.788 
imperfect           

0.782 
engross             

0.777 
knowledge           

0.747 
intricate           

0.747 
awaken              

0.738 
evocation           

0.734 
abrupt