LEGEND_NAME = Gibbs_LDA

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_v20170929/20170930-mod_name=slda__np-frac_labels=0.100-n_states=050-alpha=0.1000-tau=0.0100-lambda_w=0.001-init_name=rand_smooth_background-alg_name=mallet_gibbs_sampler-n_batches=1/5/lap0003200.000_topic_model_snapshot

12/50

-37.8


0.974 
moronic             

0.956 
griffith            

0.879 
drivel              

0.874 
retread             

0.850 
hackney             

0.847 
lifeless            

0.845 
uninspired          

0.806 
unwatchable         

0.781 
discern             

0.770 
previews            

0.765 
mtv                 

0.715 
awful               

0.712 
banal               

0.701 
shamelessly         

0.695 
unimaginable        

39/50

-11.8


0.997 
catholic            

0.997 
saint               

0.989 
kilmer              

0.982 
religion            

0.975 
beatty              

0.959 
christ              

0.956 
church              

0.938 
sonny               

0.935 
pray                

0.933 
priest              

0.902 
val                 

0.886 
bishop              

0.880 
god                 

0.852 
bible               

0.814 
religious           

34/50

-11.1


0.977 
nyc                 

0.951 
workplace           

0.946 
onscreen            

0.929 
upper-class         

0.920 
articulate          

0.831 
childish            

0.813 
thusly              

0.788 
anymore             

0.686 
1999                

0.685 
madden              

0.640 
rail                

0.629 
exploitive          

0.627 
hysterical          

0.609 
embittered          

0.582 
unimportant         

2/50

-8.2


0.997 
stanford            

0.997 
counsel             

0.993 
costner             

0.925 
bass                

0.890 
detour              

0.831 
newman              

0.825 
bodyguard           

0.802 
well-paced          

0.776 
light-hearted       

0.771 
unsatisfying        

0.724 
russo               

0.694 
sarandon            

0.692 
upscale             

0.680 
overlong            

0.671 
newton              

24/50

-6.5


0.980 
lab                 

0.887 
patient             

0.879 
invisible           

0.877 
medic               

0.867 
dr                  

0.864 
doctor              

0.839 
nurse               

0.824 
medicine            

0.813 
psychologist        

0.808 
professor           

0.807 
surgeon             

0.798 
shrink              

0.785 
cure                

0.753 
disease             

0.737 
surgery             

1/50

-5.7


0.997 
julianne            

0.996 
tucci               

0.987 
reynolds            

0.960 
seymour             

0.942 
jean-luc            

0.937 
heterosexual        

0.893 
godard              

0.892 
burt                

0.888 
donovan             

0.887 
gay                 

0.877 
reilly              

0.875 
mimi                

0.840 
garcia              

0.819 
fever               

0.813 
homosexuality       

47/50

-5.6


0.999 
classification      

0.998 
ratio               

0.989 
66                  

0.977 
avail               

0.974 
85                  

0.911 
length              

0.882 
full-length         

0.843 
wide                

0.839 
35                  

0.830 
mpaa                

0.816 
philadelphia        

0.811 
theatrical          

0.758 
43                  

0.743 
mature              

0.740 
37                  

17/50

-4.0


0.854 
oz                  

0.825 
8                   

0.819 
11                  

0.788 
mile                

0.778 
nefarious           

0.758 
grin                

0.744 
lovable             

0.740 
7                   

0.730 
****                

0.724 
ages                

0.708 
sequels             

0.703 
pg                  

0.700 
wizard              

0.681 
terminally          

0.653 
bearable            

48/50

-3.8


0.998 
soldier             

0.995 
colonel             

0.988 
civilian            

0.977 
col                 

0.970 
navy                

0.950 
boot                

0.896 
fought              

0.894 
military            

0.887 
patriot             

0.885 
ww11                

0.872 
troop               

0.845 
army                

0.820 
capt                

0.810 
sgt                 

0.809 
sergeant            

3/50

-3.7


0.981 
campus              

0.945 
classmate           

0.932 
teen                

0.921 
student             

0.911 
bully               

0.883 
teacher             

0.875 
math                

0.849 
nerd                

0.827 
sebastian           

0.806 
girls               

0.799 
school              

0.748 
angst               

0.723 
pupil               

0.717 
hunk                

0.715 
academic            

4/50

-3.1


0.981 
film-making         

0.974 
film-maker          

0.971 
film-makers         

0.969 
sub-plot            

0.956 
sub-plots           

0.781 
half-hearted        

0.734 
set-up              

0.731 
unconventional      

0.702 
exposition          

0.679 
circa               

0.663 
sketchy             

0.632 
bros                

0.623 
dizzying            

0.615 
misguided           

0.602 
existential         

13/50

-3.0


0.995 
robbery             

0.991 
heist               

0.990 
toro                

0.981 
ransom              

0.976 
shootout            

0.974 
boyz                

0.961 
del                 

0.946 
gangster            

0.926 
ex-con              

0.914 
gang                

0.899 
mob                 

0.894 
robber              

0.863 
caper               

0.846 
porter              

0.830 
double-cross        

21/50

-2.4


0.958 
good-spirited       

0.906 
32                  

0.866 
flies               

0.804 
make-up             

0.773 
barks               

0.753 
replied             

0.749 
34                  

0.667 
admonishes          

0.625 
trim                

0.621 
brags               

0.604 
enormous            

0.604 
cornucopia          

0.578 
ridicules           

0.571 
stitch              

0.546 
comedic             

42/50

-1.3


0.951 
porn                

0.936 
chef                

0.931 
chocolate           

0.830 
chick               

0.764 
frontal             

0.723 
whore               

0.723 
self-conscious      

0.702 
restrict            

0.683 
oral                

0.679 
breast              

0.663 
kitchen             

0.659 
wives               

0.645 
richards            

0.638 
ah                  

0.628 
giddy               

8/50

-0.8


0.933 
documentary         

0.845 
representation      

0.822 
kane                

0.809 
network             

0.804 
footage             

0.804 
segment             

0.801 
interview           

0.777 
format              

0.753 
clips               

0.699 
blur                

0.675 
valid               

0.669 
hand-held           

0.653 
spike               

0.653 
chronicle           

0.641 
media               

14/50

-0.6


0.994 
courtroom           

0.965 
attorney            

0.955 
trial               

0.934 
judge               

0.887 
district            

0.886 
lawyer              

0.870 
prosecutor          

0.825 
chamber             

0.760 
legal               

0.746 
racism              

0.698 
law                 

0.667 
justice             

0.657 
jury                

0.656 
punish              

0.636 
chillingly          

38/50

-0.3


0.993 
craven              

0.992 
slasher             

0.983 
vampire             

0.953 
carpenter           

0.942 
macabre             

0.938 
blair               

0.914 
cemetery            

0.901 
witch               

0.894 
gore                

0.833 
wes                 

0.829 
scream              

0.768 
highway             

0.749 
halloween           

0.744 
lopez               

0.742 
sixth               

45/50

-0.2


0.962 
puttnam             

0.938 
'80s                

0.927 
tristar             

0.912 
aptitude            

0.908 
atypical            

0.886 
underused           

0.840 
likewise            

0.814 
forty-five          

0.804 
standout            

0.800 
one-hundred         

0.799 
offspring           

0.781 
attain              

0.759 
gap                 

0.741 
'50s                

0.726 
legitimate          

9/50

-0.2


0.948 
*-1/2               

0.870 
afterall            

0.852 
meant               

0.838 
mine                

0.782 
opinion             

0.774 
reflect             

0.771 
thumb               

0.731 
overpowers          

0.729 
employ              

0.708 
incorrectly         

0.674 
february            

0.655 
**-1/2              

0.620 
january             

0.588 
excel               

0.584 
50s                 

16/50

0.3


0.995 
coach               

0.993 
theron              

0.991 
championship        

0.991 
basketball          

0.991 
charlize            

0.973 
boxing              

0.962 
chess               

0.959 
soccer              

0.940 
football            

0.917 
game                

0.895 
baseball            

0.886 
golf                

0.866 
athlete             

0.845 
pro                 

0.822 
sport               

15/50

0.8


0.998 
nazi                

0.997 
otto                

0.997 
holocaust           

0.997 
germany             

0.997 
nazis               

0.996 
berlin              

0.994 
schindler           

0.992 
anti-semite         

0.987 
hitler              

0.977 
camps               

0.967 
jews                

0.946 
jew                 

0.935 
von                 

0.887 
stevens             

0.871 
hopkin              

46/50

0.9


0.992 
trainspotting       

0.992 
posey               

0.990 
carlyle             

0.989 
addict              

0.988 
marijuana           

0.933 
dope                

0.920 
pot                 

0.917 
parker              

0.903 
drugs               

0.899 
usage               

0.895 
tapes               

0.879 
overdose            

0.873 
cocaine             

0.803 
drug                

0.783 
boyle               

23/50

1.4


0.998 
email               

0.998 
subscribe           

0.997 
silicon             

0.995 
amc                 

0.988 
nationwide          

0.957 
cinemas             

0.891 
clichéd             

0.876 
friday              

0.857 
valley              

0.850 
2001                

0.830 
letter              

0.814 
week                

0.811 
send                

0.707 
free                

0.691 
12                  

30/50

1.8


0.999 
chan                

0.997 
kong                

0.997 
connery             

0.996 
hong                

0.995 
007                 

0.969 
seagal              

0.947 
bond                

0.899 
cia                 

0.849 
woo                 

0.849 
brosnan             

0.847 
spy                 

0.841 
fleming             

0.830 
spies               

0.799 
majesty             

0.797 
martial             

35/50

1.8


0.984 
woody               

0.890 
publish             

0.863 
magazine            

0.803 
liz                 

0.780 
abstract            

0.762 
bette               

0.716 
rehearse            

0.703 
artist              

0.680 
biography           

0.645 
model               

0.635 
reader              

0.630 
appetite            

0.629 
canvas              

0.620 
norton              

0.589 
literary            

27/50

1.9


0.995 
mars                

0.989 
outer               

0.989 
robot               

0.974 
jurassic            

0.969 
alien               

0.947 
data                

0.901 
space               

0.885 
planet              

0.870 
trek                

0.828 
sci-fi              

0.813 
science             

0.813 
trooper             

0.813 
mutant              

0.811 
species             

0.787 
rocket              

41/50

2.0


0.997 
fraser              

0.983 
elliot              

0.972 
stallone            

0.934 
mick                

0.895 
drip                

0.882 
lake                

0.881 
tunnel              

0.871 
brendan             

0.852 
plunge              

0.823 
daylight            

0.820 
peak                

0.812 
stone               

0.789 
skull               

0.766 
puppet              

0.742 
shaw                

25/50

2.1


0.984 
spoiler             

0.984 
paragraph           

0.738 
peters              

0.682 
accidently          

0.638 
cab                 

0.612 
bennett             

0.574 
harper              

0.557 
station             

0.516 
wakes               

0.492 
driver              

0.487 
mr                  

0.485 
surly               

0.485 
flees               

0.476 
nightmarish         

0.475 
inherit             

6/50

3.3


0.995 
dicaprio            

0.994 
leonardo            

0.990 
fisherman           

0.917 
titan               

0.912 
passenger           

0.911 
island              

0.909 
cabin               

0.886 
gump                

0.882 
boat                

0.880 
plane               

0.878 
ill-fated           

0.850 
willy               

0.846 
aboard              

0.820 
ship                

0.800 
liner               

19/50

3.7


0.996 
inspector           

0.964 
serial              

0.944 
killings            

0.885 
detect              

0.875 
femme               

0.838 
fatale              

0.779 
killer              

0.779 
suspenseful         

0.772 
diabolical          

0.769 
suspicion           

0.767 
psychopath          

0.758 
homicide            

0.744 
hitchcock           

0.681 
clues               

0.680 
blackmail           

29/50

3.8


0.994 
poet                

0.980 
eggs                

0.782 
mud                 

0.713 
imagery             

0.707 
landscape           

0.681 
winter              

0.681 
meditate            

0.680 
crow                

0.680 
fog                 

0.677 
barren              

0.673 
poetry              

0.655 
clarity             

0.648 
incomprehensible    

0.644 
birds               

0.625 
close-up            

5/50

3.8


0.996 
michel              

0.992 
philippe            

0.991 
jean-pierre         

0.990 
isabelle            

0.986 
parisian            

0.976 
paris               

0.972 
pierre              

0.965 
alain               

0.959 
french              

0.950 
francois            

0.896 
madam               

0.875 
jacques             

0.867 
frederic            

0.839 
du                  

0.824 
franc               

40/50

3.9


0.997 
vegas               

0.994 
las                 

0.950 
loan                

0.849 
gambler             

0.838 
broker              

0.829 
sydney              

0.801 
salesman            

0.793 
scam                

0.789 
casino              

0.781 
lucrative           

0.772 
salary              

0.744 
corporal            

0.735 
hustler             

0.727 
sale                

0.722 
lobby               

28/50

4.5


0.998 
mel                 

0.998 
gibson              

0.997 
quentin             

0.993 
tarantino           

0.982 
reservoir           

0.960 
buscemi             

0.913 
till                

0.911 
clerk               

0.905 
whoopi              

0.890 
goldberg            

0.880 
pulp                

0.860 
meek                

0.843 
smith               

0.789 
malkovich           

0.742 
assorted            

22/50

5.2


0.991 
aladdin             

0.974 
disney              

0.972 
walt                

0.954 
lion                

0.952 
circus              

0.950 
live-action         

0.926 
animal              

0.913 
babe                

0.894 
beast               

0.869 
cats                

0.862 
darn                

0.836 
bugs                

0.827 
voiced              

0.816 
jungle              

0.782 
pig                 

26/50

6.1


0.991 
li                  

0.984 
regime              

0.977 
communist           

0.970 
revolution          

0.904 
spain               

0.903 
spanish             

0.861 
immigrant           

0.851 
japan               

0.783 
climate             

0.779 
revolutionary       

0.776 
chen                

0.776 
china               

0.734 
poverty             

0.732 
intolerant          

0.731 
peasant             

36/50

6.8


0.984 
towns               

0.984 
ranch               

0.954 
locals              

0.912 
mayor               

0.874 
wolves              

0.851 
small-town          

0.850 
hors                

0.845 
indian              

0.842 
cowboy              

0.817 
farmer              

0.813 
westerns            

0.802 
railroad            

0.782 
mexican             

0.778 
western             

0.774 
town                

18/50

7.0


0.956 
precocious          

0.823 
normalcy            

0.808 
siblings            

0.760 
incest              

0.683 
lad                 

0.660 
guardian            

0.654 
route               

0.641 
normal              

0.635 
pains               

0.624 
orphan              

0.623 
noah                

0.618 
surrogate           

0.611 
banks               

0.611 
8-year-old          

0.601 
baby                

32/50

7.1


0.981 
dumber              

0.975 
flatulence          

0.933 
gags                

0.930 
brady               

0.914 
sophomoric          

0.859 
chuckle             

0.856 
jokes               

0.806 
murphy              

0.802 
murray              

0.761 
myers               

0.761 
goofy               

0.754 
laugh               

0.747 
sporadic            

0.739 
joke                

0.722 
bodily              

31/50

7.6


0.998 
bergman             

0.998 
branagh             

0.997 
pacino              

0.997 
ingmar              

0.997 
juliet              

0.996 
romeo               

0.995 
ryder               

0.993 
winona              

0.992 
sorvino             

0.978 
mira                

0.976 
el                  

0.953 
coppola             

0.940 
mimic               

0.939 
mann                

0.939 
shakespeare         

37/50

8.0


0.996 
krzysztof           

0.990 
eve                 

0.990 
harrison            

0.977 
santa               

0.973 
kieslowski          

0.972 
claus               

0.956 
christmas           

0.875 
holiday             

0.855 
williams            

0.827 
empire              

0.790 
1947                

0.787 
ford                

0.767 
nuts                

0.748 
solo                

0.746 
thanksgiving        

49/50

8.5


0.993 
helena              

0.990 
jude                

0.943 
hardy               

0.925 
sir                 

0.915 
impeccable          

0.896 
palace              

0.818 
scottish            

0.806 
sting               

0.788 
scholar             

0.777 
19th                

0.774 
merchant            

0.774 
aristocrat          

0.765 
castle              

0.759 
rupert              

0.745 
monty               

33/50

8.6


0.997 
schwarzenegger      

0.997 
depp                

0.996 
spacey              

0.996 
bacon               

0.992 
sigourney           

0.989 
reeves              

0.989 
gus                 

0.973 
keanu               

0.963 
crowe               

0.956 
weaver              

0.921 
carrey              

0.910 
roses               

0.907 
liar                

0.864 
ernie               

0.859 
bowl                

10/50

8.7


0.974 
uplifting           

0.965 
heartbreak          

0.857 
impotent            

0.847 
trauma              

0.845 
maudlin             

0.785 
sympathize          

0.780 
catharsis           

0.711 
reconcile           

0.644 
eclipse             

0.638 
necessity           

0.632 
simplicity          

0.630 
resent              

0.606 
tears               

0.604 
empathize           

0.579 
closure             

11/50

9.3


0.978 
disco               

0.973 
dancer              

0.965 
concert             

0.936 
elvis               

0.924 
danced              

0.916 
ballet              

0.896 
band                

0.847 
ballroom            

0.843 
dance               

0.832 
singer              

0.787 
folk                

0.776 
rock                

0.769 
musician            

0.766 
sing                

0.762 
sung                

0/50

10.4


0.997 
niro                

0.996 
judd                

0.995 
paltrow             

0.987 
fonda               

0.976 
gwyneth             

0.886 
oscars              

0.853 
portman             

0.827 
nominal             

0.821 
brook               

0.783 
cookie              

0.777 
scorsese            

0.773 
buck                

0.769 
bull                

0.768 
cards               

0.758 
capra               

43/50

11.2


0.997 
pitt                

0.996 
downey              

0.992 
altman              

0.987 
irish               

0.987 
aidan               

0.986 
penn                

0.981 
cage                

0.978 
collin              

0.955 
robbin              

0.953 
ireland             

0.943 
sheridan            

0.940 
quinn               

0.926 
snipes              

0.904 
madeleine           

0.884 
kansas              

20/50

12.6


0.997 
travolta            

0.995 
hackman             

0.994 
denzel              

0.993 
preside             

0.993 
reese               

0.991 
senate              

0.989 
presidential        

0.977 
republican          

0.940 
elect               

0.897 
washington          

0.882 
campaign            

0.858 
candid              

0.843 
democrat            

0.829 
eastwood            

0.824 
kennedy             

44/50

15.7


0.985 
marisa              

0.984 
sleepless           

0.858 
mia                 

0.850 
seattle             

0.826 
chemistry           

0.795 
sitcom              

0.777 
sunrise             

0.728 
romantic            

0.720 
fiance              

0.704 
wed                 

0.694 
janeane             

0.645 
likable             

0.599 
smitten             

0.598 
bachelor            

0.556 
dumps               

7/50

17.2


0.880 
sublime             

0.843 
intricate           

0.834 
mamet               

0.787 
intellect           

0.767 
sony                

0.767 
imperfect           

0.706 
boundary            

0.645 
illusion            

0.634 
grips               

0.627 
deaf                

0.622 
keen                

0.617 
perception          

0.595 
yield               

0.591 
enigmatic           

0.581 
vibrant