LEGEND_NAME = MED_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_v20170929/20170930-mod_name=slda__np-frac_labels=0.200-n_states=050-alpha=0.0100-tau=0.0100-lambda_w=0.001-c_svm=1.0-init_name=rand_smooth_background-alg_name=med_lda_gibbs_sampler-n_batches=1/3/lap0001700.000_topic_model_snapshot

30/50

-51.6


0.658 
mess                

0.647 
routine             

0.642 
flat                

0.622 
superficial         

0.612 
window              

0.605 
unfunny             

0.599 
lack                

0.597 
cross               

0.591 
you're              

0.591 
foolish             

0.588 
pain                

0.580 
average             

0.574 
obvious             

0.566 
credible            

0.565 
check               

49/50

-1.9


0.891 
lonelier            

0.834 
ass                 

0.834 
thusly              

0.834 
penetrate           

0.829 
jealous             

0.827 
signs               

0.815 
lobby               

0.815 
longtime            

0.815 
disdain             

0.797 
refuse              

0.790 
upper-class         

0.759 
canada              

0.759 
impoverished        

0.759 
clarity             

0.759 
outcome             

10/50

-1.5


0.983 
hoffman             

0.949 
trainspotting       

0.944 
marijuana           

0.931 
bust                

0.872 
wasteland           

0.866 
inhabit             

0.822 
wrench              

0.810 
happiness           

0.799 
meal                

0.791 
honey               

0.789 
eat                 

0.787 
milk                

0.777 
pity                

0.773 
laundry             

0.773 
bearable            

35/50

-1.3


0.982 
penn                

0.976 
dicaprio            

0.960 
leonardo            

0.947 
winona              

0.925 
stanford            

0.922 
downey              

0.889 
counsel             

0.888 
unsympathetic       

0.888 
unimaginable        

0.864 
fable               

0.853 
sarandon            

0.833 
womanizer           

0.829 
loner               

0.806 
heels               

0.806 
faster              

36/50

-1.2


0.983 
cage                

0.959 
slater              

0.952 
limo                

0.952 
tail                

0.894 
kit                 

0.878 
launch              

0.878 
reunion             

0.877 
buscemi             

0.868 
rodriguez           

0.867 
roses               

0.856 
previews            

0.847 
willy               

0.834 
hollywood           

0.834 
clerk               

0.826 
stardom             

17/50

-1.0


0.984 
gus                 

0.982 
ricci               

0.981 
sorvino             

0.963 
julianne            

0.963 
mira                

0.936 
theron              

0.930 
pose                

0.926 
bacon               

0.921 
charlize            

0.898 
fleet               

0.869 
games               

0.854 
drove               

0.850 
o'neil              

0.846 
stir                

0.809 
boot                

47/50

-1.0


0.974 
toro                

0.960 
burke               

0.911 
batman              

0.870 
incarnate           

0.857 
judged              

0.843 
terminally          

0.840 
bunch               

0.836 
schwarzenegger      

0.835 
goodman             

0.835 
entry               

0.834 
del                 

0.829 
excess              

0.821 
live-action         

0.797 
vengeance           

0.793 
seriousness         

5/50

-0.9


0.975 
dancer              

0.972 
ballet              

0.966 
concert             

0.945 
rental              

0.914 
spice               

0.905 
compose             

0.902 
barrymore           

0.893 
permanent           

0.886 
inch                

0.871 
bone                

0.853 
berlin              

0.852 
prosecutor          

0.852 
anniversary         

0.844 
attribute           

0.818 
mann                

16/50

-0.8


0.953 
sullivan            

0.941 
ship                

0.927 
o'connor            

0.921 
voyage              

0.910 
crash               

0.899 
bullock             

0.876 
sea                 

0.836 
thespian            

0.800 
boat                

0.787 
movie-going         

0.773 
treasure            

0.773 
engine              

0.765 
board               

0.761 
perceive            

0.741 
dine                

34/50

-0.8


0.971 
robbery             

0.924 
double-cross        

0.904 
trunk               

0.870 
cliché              

0.822 
hires               

0.803 
gritty              

0.785 
porter              

0.759 
jewelry             

0.734 
snowy               

0.729 
shady               

0.729 
ex-con              

0.727 
crook               

0.719 
noir                

0.716 
shoot               

0.715 
underworld          

21/50

-0.7


0.988 
michel              

0.986 
pierre              

0.966 
le                  

0.957 
jean-pierre         

0.943 
paris               

0.910 
jacques             

0.900 
diary               

0.882 
irrelevant          

0.873 
umbrella            

0.863 
french              

0.849 
alain               

0.845 
philippe            

0.840 
franc               

0.838 
wolf                

0.838 
belle               

38/50

-0.7


0.983 
mutant              

0.950 
civilian            

0.908 
soldier             

0.840 
sergeant            

0.836 
devise              

0.834 
base                

0.806 
combat              

0.803 
revolt              

0.796 
versus              

0.779 
lieutenant          

0.754 
dense               

0.746 
incomplet           

0.746 
underlies           

0.736 
root                

0.731 
kings               

4/50

-0.6


0.958 
wells               

0.956 
steel               

0.890 
moriarty            

0.888 
cats                

0.866 
36                  

0.859 
pet                 

0.825 
kieslowski          

0.823 
judd                

0.752 
variety             

0.745 
trilogy             

0.737 
proceed             

0.735 
eye                 

0.727 
complaint           

0.719 
double              

0.712 
trend               

40/50

-0.6


0.952 
halt                

0.927 
shine               

0.918 
noah                

0.894 
yuppie              

0.887 
screenwriting       

0.876 
pals                

0.874 
altman              

0.855 
warns               

0.849 
semblance           

0.813 
torch               

0.811 
monument            

0.811 
homeless            

0.793 
endear              

0.785 
taught              

0.781 
assemble            

3/50

-0.5


0.926 
soccer              

0.906 
heartfelt           

0.903 
youth               

0.863 
90s                 

0.863 
underwear           

0.825 
fuel                

0.825 
contrary            

0.798 
grow                

0.784 
touch               

0.783 
everyday            

0.764 
grade               

0.756 
adolescent          

0.754 
buddies             

0.749 
youngster           

0.734 
pile                

6/50

-0.5


0.977 
tribe               

0.959 
swing               

0.929 
videos              

0.920 
forty               

0.913 
update              

0.911 
sleepless           

0.880 
sparkle             

0.873 
cox                 

0.852 
degree              

0.841 
ill-fated           

0.820 
wrap                

0.812 
gallery             

0.805 
incomprehensible    

0.796 
cafe                

0.775 
sydney              

22/50

-0.4


0.977 
witch               

0.952 
williamson          

0.919 
aloud               

0.909 
nutty               

0.907 
dumber              

0.907 
flatulence          

0.890 
hey                 

0.855 
fat                 

0.851 
blair               

0.846 
patch               

0.830 
improvise           

0.830 
automobile          

0.812 
casts               

0.792 
unconscious         

0.790 
trees               

46/50

-0.4


0.985 
santa               

0.919 
latin               

0.914 
catholic            

0.908 
reilly              

0.891 
christmas           

0.888 
claus               

0.872 
priest              

0.867 
laughably           

0.864 
laps                

0.862 
commodity           

0.829 
sums                

0.827 
church              

0.797 
busy                

0.789 
epilogue            

0.784 
jungle              

12/50

-0.4


0.979 
harper              

0.977 
snipes              

0.955 
collin              

0.910 
freeman             

0.886 
zone                

0.878 
turmoil             

0.872 
57                  

0.861 
chamber             

0.857 
ground              

0.847 
controversy         

0.843 
inmate              

0.803 
chaotic             

0.793 
northern            

0.791 
glued               

0.781 
seats               

32/50

-0.4


0.997 
chan                

0.987 
kilmer              

0.977 
wang                

0.971 
val                 

0.947 
saint               

0.944 
li                  

0.933 
suspend             

0.907 
faint               

0.891 
hong                

0.877 
kong                

0.862 
twin                

0.862 
martial             

0.797 
arts                

0.792 
priceless           

0.782 
i'd                 

28/50

-0.3


0.972 
pacino              

0.942 
courtroom           

0.934 
defense             

0.914 
morton              

0.901 
philadelphia        

0.877 
attorney            

0.862 
conform             

0.862 
16-year-old         

0.839 
engage              

0.806 
innocent            

0.802 
legal               

0.798 
justice             

0.797 
risk                

0.796 
harvard             

0.783 
clean               

44/50

-0.2


0.989 
email               

0.979 
silicon             

0.964 
amc                 

0.957 
subscribe           

0.945 
cinemas             

0.941 
friday              

0.940 
nationwide          

0.922 
palpable            

0.892 
week                

0.867 
blond               

0.845 
desolate            

0.831 
barber              

0.822 
video               

0.811 
content             

0.796 
valley              

2/50

-0.1


0.972 
robot               

0.965 
alien               

0.936 
frankenstein        

0.893 
underwater          

0.893 
gigantic            

0.891 
mars                

0.879 
hal                 

0.870 
mankind             

0.870 
sci-fi              

0.861 
scientist           

0.847 
lab                 

0.840 
monster             

0.840 
space               

0.832 
giant               

0.824 
breed               

0/50

0.0


0.979 
sebastian           

0.977 
malkovich           

0.938 
carlo               

0.937 
trick               

0.929 
quaid               

0.926 
jazz                

0.909 
schreiber           

0.900 
tip                 

0.883 
payoff              

0.863 
alley               

0.834 
hoped               

0.834 
sublime             

0.831 
broadway            

0.826 
scam                

0.811 
banter              

11/50

0.0


0.981 
las                 

0.934 
ostensible          

0.934 
vegas               

0.921 
broken              

0.902 
fresh               

0.899 
niro                

0.882 
freeze              

0.876 
madison             

0.876 
1954                

0.858 
super               

0.827 
runaway             

0.813 
reverend            

0.786 
rhames              

0.786 
fear                

0.764 
arrow               

31/50

0.2


0.975 
jude                

0.970 
italy               

0.969 
fiennes             

0.964 
germany             

0.952 
stevens             

0.929 
von                 

0.906 
thanksgiving        

0.886 
propaganda          

0.886 
patience            

0.881 
nazis               

0.861 
hardy               

0.858 
testament           

0.830 
jewish              

0.796 
acquire             

0.795 
smitten             

19/50

0.4


0.991 
disney              

0.962 
aladdin             

0.946 
mighty              

0.943 
voiced              

0.912 
voice               

0.912 
idle                

0.878 
princess            

0.869 
bugs                

0.852 
bloom               

0.848 
babe                

0.841 
distress            

0.820 
forgettable         

0.812 
dame                

0.802 
offend              

0.740 
spirit              

15/50

0.6


0.965 
weaver              

0.957 
sigourney           

0.944 
madeleine           

0.918 
resents             

0.918 
ensure              

0.893 
behave              

0.877 
quinn               

0.872 
broadcast           

0.872 
barbs               

0.862 
price               

0.851 
declare             

0.848 
missteps            

0.839 
moved               

0.811 
masks               

0.806 
humorless           

8/50

0.6


0.921 
poison              

0.891 
suspect             

0.876 
inspector           

0.854 
flees               

0.827 
donovan             

0.748 
aloof               

0.746 
ordeal              

0.746 
surgeon             

0.737 
catch               

0.737 
assist              

0.728 
commit              

0.715 
shell               

0.701 
scotland            

0.693 
housekeeper         

0.691 
deputy              

14/50

0.6


0.959 
roommate            

0.949 
dates               

0.940 
campus              

0.916 
nail                

0.903 
african-american    

0.902 
snippets            

0.868 
label               

0.863 
insecure            

0.862 
dogma               

0.857 
male                

0.851 
crush               

0.804 
suitor              

0.797 
devilish            

0.796 
sitcom              

0.780 
lesbian             

42/50

0.6


0.977 
reiner              

0.969 
kline               

0.900 
screwball           

0.892 
gypsy               

0.879 
monty               

0.878 
birthday            

0.871 
heartbreak          

0.871 
manifest            

0.846 
eve                 

0.843 
invest              

0.840 
cocktail            

0.835 
rea                 

0.826 
brendan             

0.818 
tucci               

0.810 
normal              

25/50

0.7


0.949 
rolls               

0.945 
bette               

0.930 
journal             

0.905 
32                  

0.881 
useless             

0.879 
fonda               

0.808 
flawless            

0.773 
bull                

0.769 
feather             

0.763 
boyfriend           

0.759 
savor               

0.746 
jealousy            

0.746 
crying              

0.740 
bourgeois           

0.717 
needed              

20/50

0.7


0.983 
hors                

0.983 
ranch               

0.928 
winds               

0.928 
1949                

0.906 
thunder             

0.906 
dexter              

0.886 
hart                

0.854 
crowe               

0.853 
recurred            

0.830 
stops               

0.815 
mexican             

0.815 
dust                

0.813 
horse               

0.811 
wrestle             

0.811 
flavor              

48/50

0.9


0.986 
kane                

0.978 
craven              

0.957 
nicholson           

0.953 
capra               

0.952 
wolves              

0.948 
gibson              

0.911 
york                

0.910 
lens                

0.898 
carpenter           

0.896 
globe               

0.893 
lethal              

0.833 
willed              

0.827 
spike               

0.796 
03                  

0.795 
hungry              

37/50

0.9


0.990 
jurassic            

0.983 
branagh             

0.947 
shakespeare         

0.944 
invisible           

0.937 
dinosaur            

0.933 
cemetery            

0.909 
colonel             

0.900 
brain               

0.866 
spielberg           

0.857 
holm                

0.833 
fairy               

0.824 
prime               

0.801 
movie-goers         

0.799 
shakespearean       

0.764 
kingdom             

9/50

0.9


0.984 
eastwood            

0.965 
russo               

0.953 
keanu               

0.914 
rave                

0.909 
fugit               

0.908 
bernstein           

0.901 
frederic            

0.896 
wolfgang            

0.891 
hackman             

0.872 
patton              

0.862 
harrison            

0.826 
ford                

0.824 
assassin            

0.820 
1956                

0.820 
experimental        

7/50

0.9


0.956 
dialog              

0.912 
***                 

0.912 
**-1/2              

0.849 
***-1/2             

0.835 
****                

0.820 
replied             

0.816 
27                  

0.806 
22                  

0.794 
34                  

0.794 
'em                 

0.781 
nominee             

0.781 
canonical           

0.778 
5                   

0.756 
thumb               

0.748 
good-spirited       

45/50

0.9


0.936 
media               

0.935 
demeanor            

0.932 
interview           

0.918 
begun               

0.917 
headline            

0.916 
scandal             

0.874 
thought-provoking   

0.848 
obscene             

0.807 
depicts             

0.797 
recognizable        

0.796 
beg                 

0.763 
false               

0.754 
documentary         

0.728 
born                

0.706 
jobs                

41/50

1.0


0.971 
sonny               

0.898 
communist           

0.879 
idealist            

0.879 
fictionalized       

0.875 
injustice           

0.833 
promise             

0.801 
scorsese            

0.785 
hustler             

0.773 
1968                

0.768 
liar                

0.763 
oppress             

0.732 
homes               

0.726 
scorn               

0.709 
shamelessly         

0.698 
optimist            

33/50

1.0


0.988 
classification      

0.961 
avail               

0.954 
ratio               

0.952 
liv                 

0.934 
distribute          

0.921 
66                  

0.909 
tangent             

0.871 
ingmar              

0.843 
pleasure            

0.842 
goldwyn             

0.824 
85                  

0.820 
one-hundred         

0.816 
fierce              

0.814 
resort              

0.813 
lap                 

24/50

1.0


0.987 
dragon              

0.982 
chen                

0.957 
seagal              

0.925 
dreary              

0.912 
empire              

0.882 
blade               

0.881 
underscore          

0.860 
williams            

0.850 
unappealing         

0.844 
1980                

0.815 
impose              

0.808 
caine               

0.804 
darker              

0.802 
subtlety            

0.766 
invasion            

23/50

1.1


0.963 
reservoir           

0.933 
vampire             

0.918 
rapaport            

0.891 
dante               

0.877 
hans                

0.849 
induce              

0.840 
introspection       

0.829 
eats                

0.814 
thrust              

0.785 
count               

0.768 
applied             

0.744 
visceral            

0.725 
deeper              

0.706 
maniac              

0.692 
advise              

1/50

1.2


0.982 
boyle               

0.936 
cookie              

0.936 
squeeze             

0.936 
baffle              

0.907 
paltrow             

0.907 
gwyneth             

0.883 
flynn               

0.878 
stallone            

0.858 
squad               

0.839 
nerve               

0.837 
sub-plots           

0.831 
rewrite             

0.831 
daylight            

0.794 
long-time           

0.787 
1970                

27/50

1.6


0.905 
parade              

0.874 
1957                

0.874 
cream               

0.844 
penchant            

0.844 
treacherous         

0.813 
town                

0.809 
elusive             

0.807 
truck               

0.807 
paragraph           

0.787 
embittered          

0.784 
analysis            

0.779 
load                

0.772 
plastic             

0.768 
screenwriters       

0.767 
desert              

29/50

1.7


0.988 
connery             

0.981 
007                 

0.980 
bond                

0.975 
fleming             

0.946 
fatale              

0.934 
casino              

0.916 
majesty             

0.913 
outfits             

0.884 
spy                 

0.868 
pursuit             

0.835 
inconsequential     

0.799 
femme               

0.787 
myers               

0.778 
glove               

0.778 
dispatch            

39/50

2.1


0.936 
solid               

0.786 
creation            

0.786 
scope               

0.776 
noteworthy          

0.769 
principal           

0.766 
extraordinary       

0.766 
recognition         

0.755 
film-making         

0.750 
flair               

0.743 
entries             

0.730 
modern-day          

0.722 
sensation           

0.715 
chaos               

0.715 
film-maker          

0.715 
tend                

18/50

2.3


0.977 
coach               

0.951 
republican          

0.915 
democrat            

0.897 
campaign            

0.887 
bell                

0.876 
candid              

0.875 
laid                

0.872 
ads                 

0.854 
off-beat            

0.824 
cup                 

0.807 
chess               

0.800 
reese               

0.796 
senate              

0.795 
opponent            

0.792 
conserve            

26/50

2.8


0.964 
duvall              

0.951 
keitel              

0.932 
resign              

0.912 
sale                

0.902 
plummer             

0.892 
preacher            

0.847 
52                  

0.836 
firm                

0.834 
sell                

0.818 
goods               

0.815 
attitude            

0.806 
spacey              

0.799 
stray               

0.787 
eager               

0.783 
sales               

43/50

3.7


0.975 
beatty              

0.878 
route               

0.862 
motorcycle          

0.844 
1939                

0.774 
staff               

0.746 
tendency            

0.738 
otto                

0.727 
pilot               

0.695 
circle              

0.692 
myth                

0.686 
architect           

0.685 
hates               

0.681 
fragile             

0.671 
chain               

0.665 
comment             

13/50

50.2


0.635 
remark              

0.616 
rich                

0.615 
delicious           

0.612 
portray             

0.601 
easy                

0.600 
perfect             

0.588 
grip                

0.584 
challenge           

0.572 
subtle              

0.563 
equal               

0.560 
strength            

0.556 
memory              

0.555 
sad                 

0.551 
support             

0.550 
matter