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 = 0.05

0.050.10.2
1.0

N_STATES = 50.0

10.025.050.0
100.0nan
SNAPSHOT_SRCFILE:
/results/bow_pang_movie_reviews_v20170929/20170930-mod_name=slda__np-frac_labels=0.050-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/lap0003100.000_topic_model_snapshot

12/50

-64.5


0.975 
moronic             

0.969 
drivel              

0.905 
lifeless            

0.890 
unwatchable         

0.868 
uninspired          

0.862 
griffith            

0.826 
retread             

0.820 
hackney             

0.807 
unintentional       

0.754 
bearable            

0.725 
whatsoever          

0.723 
discern             

0.708 
o'donnel            

0.703 
banal               

0.656 
humorless           

48/50

-21.4


0.994 
soldier             

0.988 
civilian            

0.983 
troop               

0.969 
col                 

0.965 
fought              

0.944 
boot                

0.942 
colonel             

0.894 
military            

0.883 
patriot             

0.878 
ww11                

0.830 
navy                

0.825 
lt                  

0.802 
sgt                 

0.799 
capt                

0.791 
sergeant            

47/50

-19.4


0.999 
classification      

0.998 
ratio               

0.983 
85                  

0.944 
avail               

0.932 
length              

0.905 
66                  

0.815 
mpaa                

0.812 
point-of-view       

0.793 
meander             

0.792 
wide                

0.791 
42                  

0.790 
philadelphia        

0.777 
0                   

0.756 
35                  

0.752 
aspect              

24/50

-15.6


0.986 
medicine            

0.919 
lab                 

0.909 
medic               

0.897 
patient             

0.877 
dr                  

0.868 
doctor              

0.818 
invisible           

0.799 
disease             

0.788 
professor           

0.770 
surgeon             

0.764 
awake               

0.751 
surgery             

0.735 
psychologist        

0.717 
shrink              

0.715 
doc                 

34/50

-15.6


0.977 
nyc                 

0.946 
onscreen            

0.929 
upper-class         

0.848 
workplace           

0.807 
thusly              

0.749 
anymore             

0.735 
1999                

0.722 
madden              

0.713 
disillusioned       

0.635 
childish            

0.585 
voiceover           

0.581 
remainder           

0.577 
formal              

0.574 
readily             

0.570 
ably                

39/50

-13.5


0.997 
saint               

0.997 
kilmer              

0.994 
beatty              

0.989 
christians          

0.982 
religion            

0.980 
church              

0.968 
hypocrisy           

0.957 
bishop              

0.954 
sonny               

0.950 
pray                

0.941 
christ              

0.919 
val                 

0.905 
priest              

0.886 
bible               

0.876 
catholic            

2/50

-11.1


0.997 
counsel             

0.997 
stanford            

0.979 
bass                

0.978 
costner             

0.907 
newton              

0.884 
lasts               

0.858 
instinct            

0.832 
thankless           

0.829 
newman              

0.809 
well-paced          

0.746 
gimmicky            

0.680 
detour              

0.670 
inconsequential     

0.652 
russo               

0.634 
adept               

38/50

-9.3


0.994 
blair               

0.993 
craven              

0.973 
slasher             

0.968 
vampire             

0.925 
carpenter           

0.876 
wes                 

0.862 
cemetery            

0.861 
witch               

0.860 
hollow              

0.843 
gore                

0.823 
gruesome            

0.785 
grotesque           

0.776 
highway             

0.754 
scream              

0.754 
sleepy              

21/50

-8.5


0.957 
good-spirited       

0.947 
aptly               

0.933 
admonishes          

0.923 
34                  

0.916 
skirt               

0.903 
cornucopia          

0.895 
barks               

0.805 
brags               

0.791 
ridicules           

0.731 
replied             

0.729 
nominee             

0.625 
infuriate           

0.610 
aghast              

0.590 
surrounds           

0.582 
dares               

32/50

-5.7


0.980 
dumber              

0.977 
gags                

0.975 
flatulence          

0.884 
sophomoric          

0.868 
chuckle             

0.857 
brady               

0.821 
myers               

0.818 
zany                

0.816 
jokes               

0.790 
poke                

0.782 
laugh               

0.768 
mean-spirited       

0.765 
spoof               

0.740 
screwball           

0.734 
analyze             

8/50

-5.1


0.972 
documentary         

0.953 
clips               

0.865 
interview           

0.825 
footage             

0.742 
kane                

0.694 
autobiography       

0.684 
icon                

0.656 
chronicle           

0.629 
african-american    

0.628 
spike               

0.604 
network             

0.591 
60                  

0.588 
clip                

0.572 
media               

0.572 
incredulous         

17/50

-3.6


0.825 
batman              

0.787 
bullies             

0.777 
wizard              

0.774 
8                   

0.761 
ages                

0.742 
11                  

0.738 
****                

0.724 
charmer             

0.722 
lovable             

0.719 
inappropriate       

0.718 
7                   

0.718 
oz                  

0.691 
9                   

0.673 
terminally          

0.666 
1961                

41/50

-3.2


0.992 
stallone            

0.990 
fraser              

0.970 
mick                

0.914 
peak                

0.908 
elliot              

0.877 
brendan             

0.837 
butcher             

0.827 
toast               

0.823 
pigs                

0.811 
daylight            

0.803 
python              

0.776 
cohen               

0.774 
stone               

0.772 
tunnel              

0.744 
lake                

4/50

-3.1


0.981 
film-making         

0.974 
film-maker          

0.971 
film-makers         

0.970 
sub-plot            

0.928 
priceless           

0.914 
circa               

0.830 
sub-plots           

0.727 
half-hearted        

0.721 
vaguely             

0.717 
showcase            

0.698 
set-up              

0.669 
opts                

0.638 
nod                 

0.619 
outset              

0.592 
existential         

13/50

-2.2


0.995 
robbery             

0.992 
heist               

0.990 
toro                

0.990 
robber              

0.949 
del                 

0.943 
mobster             

0.927 
gangster            

0.916 
boyz                

0.910 
porter              

0.908 
caper               

0.905 
mob                 

0.890 
mafia               

0.848 
gang                

0.826 
ransom              

0.811 
ex-con              

35/50

-1.2


0.998 
woody               

0.865 
publish             

0.840 
magazine            

0.819 
rehearse            

0.779 
playwright          

0.766 
novelist            

0.739 
canvas              

0.732 
abstract            

0.730 
liz                 

0.685 
artist              

0.681 
womanizer           

0.663 
snippets            

0.654 
model               

0.654 
biography           

0.627 
painter             

1/50

-0.4


0.997 
julianne            

0.994 
seymour             

0.990 
reynolds            

0.982 
tucci               

0.908 
gay                 

0.905 
burt                

0.892 
godard              

0.889 
jean-luc            

0.879 
heterosexual        

0.876 
donovan             

0.868 
fever               

0.862 
homosexual          

0.851 
goodman             

0.816 
garcia              

0.813 
homosexuality       

9/50

-0.1


0.985 
*-1/2               

0.961 
afterall            

0.926 
february            

0.854 
mine                

0.853 
meant               

0.804 
50s                 

0.803 
thumb               

0.743 
reflect             

0.737 
employ              

0.711 
opinion             

0.687 
canonical           

0.664 
***-1/2             

0.641 
**                  

0.630 
incorrectly         

0.620 
**-1/2              

3/50

0.1


0.992 
campus              

0.952 
student             

0.917 
teen                

0.911 
classmate           

0.880 
bully               

0.860 
teacher             

0.828 
17-year-old         

0.794 
girlfriends         

0.791 
math                

0.791 
teens               

0.780 
girls               

0.764 
nerd                

0.758 
scorn               

0.756 
adolescent          

0.747 
substitute          

14/50

0.1


0.984 
prosecutor          

0.981 
judge               

0.980 
trial               

0.974 
attorney            

0.959 
courtroom           

0.935 
district            

0.879 
lawyer              

0.796 
warden              

0.761 
legal               

0.750 
accuse              

0.705 
justice             

0.691 
chamber             

0.651 
racism              

0.646 
inmate              

0.645 
law                 

40/50

0.2


0.997 
vegas               

0.986 
sales               

0.981 
las                 

0.870 
loan                

0.846 
sale                

0.795 
casino              

0.784 
sydney              

0.783 
employee            

0.771 
corporal            

0.752 
broker              

0.736 
gamble              

0.713 
gambler             

0.704 
bills               

0.693 
scam                

0.689 
salesman            

43/50

1.0


0.996 
penn                

0.996 
sheridan            

0.994 
downey              

0.993 
aidan               

0.991 
quinn               

0.979 
pitt                

0.974 
snipes              

0.973 
ireland             

0.966 
altman              

0.964 
irish               

0.945 
collin              

0.919 
madeleine           

0.918 
cage                

0.887 
robbin              

0.840 
burns               

10/50

1.2


0.961 
trauma              

0.828 
reconcile           

0.789 
impotent            

0.773 
heartbreak          

0.763 
catharsis           

0.725 
agonized            

0.714 
harrow              

0.693 
maudlin             

0.684 
closure             

0.664 
resonant            

0.647 
uplifting           

0.639 
goldwyn             

0.611 
churn               

0.608 
thrust              

0.573 
necessity           

29/50

3.5


0.933 
mud                 

0.927 
poet                

0.897 
snowy               

0.889 
imagery             

0.875 
crow                

0.741 
landscape           

0.711 
despondent          

0.708 
unforgettable       

0.696 
shell               

0.693 
intact              

0.666 
impose              

0.653 
brazil              

0.649 
winter              

0.646 
barren              

0.641 
salvation           

28/50

3.7


0.998 
gibson              

0.997 
quentin             

0.995 
tarantino           

0.994 
reservoir           

0.993 
mel                 

0.950 
whoopi              

0.930 
buscemi             

0.906 
pulp                

0.900 
till                

0.879 
smith               

0.868 
goldberg            

0.840 
cocktail            

0.812 
clerk               

0.745 
malkovich           

0.694 
lethal              

49/50

3.8


0.996 
sir                 

0.992 
helena              

0.989 
19th                

0.988 
jude                

0.986 
hardy               

0.972 
rupert              

0.899 
palace              

0.896 
aristocrat          

0.865 
scottish            

0.861 
castle              

0.796 
scotland            

0.792 
impeccable          

0.765 
scholar             

0.755 
nigel               

0.747 
merchant            

25/50

4.1


0.983 
spoiler             

0.983 
paragraph           

0.980 
accidently          

0.793 
tacky               

0.740 
cab                 

0.619 
wreck               

0.609 
parlor              

0.594 
station             

0.553 
motel               

0.552 
fires               

0.522 
wakes               

0.513 
dismay              

0.505 
truck               

0.502 
1950                

0.500 
shoots              

30/50

5.1


0.999 
chan                

0.997 
kong                

0.997 
connery             

0.996 
seagal              

0.996 
hong                

0.995 
007                 

0.993 
martial             

0.926 
bond                

0.883 
spy                 

0.853 
woo                 

0.832 
cia                 

0.823 
majesty             

0.804 
brosnan             

0.724 
spies               

0.706 
adversary           

19/50

5.8


0.996 
inspector           

0.972 
fatale              

0.949 
serial              

0.935 
femme               

0.929 
detect              

0.871 
killings            

0.860 
blink               

0.820 
diabolical          

0.808 
homicide            

0.786 
hitchcock           

0.766 
killer              

0.701 
investigate         

0.680 
clues               

0.675 
suspect             

0.645 
policeman           

46/50

6.0


0.997 
addict              

0.991 
posey               

0.988 
marijuana           

0.959 
usage               

0.952 
drugs               

0.946 
dope                

0.935 
overdose            

0.930 
trainspotting       

0.920 
cocaine             

0.898 
parker              

0.869 
pot                 

0.868 
tapes               

0.856 
carlyle             

0.855 
drug                

0.817 
boyle               

5/50

7.1


0.996 
pierre              

0.996 
michel              

0.990 
isabelle            

0.987 
alain               

0.985 
parisian            

0.964 
paris               

0.964 
philippe            

0.963 
francois            

0.952 
french              

0.947 
madam               

0.931 
jacques             

0.899 
jean-pierre         

0.896 
flirt               

0.862 
cafe                

0.842 
franc               

23/50

7.1


0.998 
email               

0.998 
subscribe           

0.997 
silicon             

0.995 
amc                 

0.993 
cinemas             

0.981 
nationwide          

0.934 
friday              

0.894 
valley              

0.890 
2001                

0.845 
week                

0.838 
send                

0.811 
letter              

0.736 
clichéd             

0.719 
free                

0.700 
12                  

22/50

8.8


0.993 
walt                

0.991 
aladdin             

0.984 
disney              

0.965 
lion                

0.932 
animal              

0.931 
circus              

0.904 
babe                

0.887 
beast               

0.881 
cats                

0.823 
live-action         

0.811 
voiced              

0.793 
lions               

0.766 
darn                

0.763 
101                 

0.762 
dreamworks          

26/50

9.3


0.995 
revolution          

0.990 
li                  

0.986 
peasant             

0.984 
regime              

0.946 
china               

0.912 
spain               

0.879 
communist           

0.836 
immigrant           

0.834 
revolutionary       

0.804 
wang                

0.803 
spanish             

0.784 
chen                

0.778 
japan               

0.765 
cohesive            

0.729 
chinese             

16/50

10.6


0.998 
basketball          

0.998 
coach               

0.996 
boxing              

0.993 
theron              

0.991 
championship        

0.991 
charlize            

0.989 
soccer              

0.982 
golf                

0.939 
boxer               

0.930 
chess               

0.918 
sport               

0.903 
football            

0.901 
game                

0.887 
baseball            

0.852 
athlete             

42/50

10.8


0.995 
porn                

0.992 
chocolate           

0.863 
chef                

0.795 
reid                

0.767 
kitchen             

0.767 
chick               

0.720 
frontal             

0.652 
self-conscious      

0.649 
cruz                

0.646 
amateurish          

0.637 
giddy               

0.618 
breast              

0.614 
ladies              

0.612 
arouse              

0.611 
oral                

31/50

11.0


0.998 
bergman             

0.997 
pacino              

0.997 
ingmar              

0.997 
juliet              

0.996 
wolf                

0.996 
romeo               

0.996 
sorvino             

0.996 
coppola             

0.995 
ryder               

0.994 
mira                

0.994 
branagh             

0.993 
mann                

0.993 
winona              

0.986 
el                  

0.979 
bard                

45/50

11.0


0.952 
one-hundred         

0.937 
likewise            

0.934 
movie-goer          

0.926 
well-written        

0.926 
tristar             

0.910 
aptitude            

0.906 
atypical            

0.846 
puttnam             

0.824 
entries             

0.807 
attain              

0.777 
behind-the-scenes   

0.762 
exposure            

0.732 
movie-goers         

0.732 
asset               

0.725 
on-screen           

27/50

11.2


0.983 
jurassic            

0.967 
alien               

0.960 
mars                

0.940 
space               

0.939 
trooper             

0.934 
robot               

0.918 
data                

0.899 
trek                

0.884 
outer               

0.877 
planet              

0.824 
sci-fi              

0.823 
mutant              

0.807 
species             

0.794 
science             

0.786 
electrons           

6/50

12.9


0.994 
leonardo            

0.990 
dicaprio            

0.955 
passenger           

0.918 
plane               

0.906 
hanks               

0.888 
boat                

0.885 
cabin               

0.882 
island              

0.879 
aboard              

0.866 
willy               

0.864 
titan               

0.829 
ship                

0.828 
shore               

0.809 
fisherman           

0.768 
coyote              

18/50

13.2


0.847 
siblings            

0.828 
precocious          

0.766 
pains               

0.735 
aunt                

0.731 
lad                 

0.702 
twins               

0.694 
8-year-old          

0.680 
incest              

0.669 
household           

0.669 
baby                

0.619 
domestic            

0.617 
lawn                

0.611 
banks               

0.611 
noah                

0.606 
surrogate           

0/50

14.3


0.997 
fonda               

0.996 
judd                

0.995 
paltrow             

0.994 
gwyneth             

0.986 
niro                

0.975 
nominations         

0.927 
brook               

0.842 
portman             

0.841 
bull                

0.824 
nominal             

0.797 
cookie              

0.789 
armor               

0.762 
buck                

0.757 
taxi                

0.749 
centerpiece         

36/50

15.2


0.991 
ranch               

0.985 
towns               

0.948 
locals              

0.921 
mayor               

0.920 
indian              

0.900 
tribe               

0.879 
wolves              

0.861 
horse               

0.846 
hors                

0.840 
mountain            

0.812 
canyon              

0.794 
westerns            

0.792 
cowboy              

0.785 
farmer              

0.781 
railroad            

37/50

15.6


0.998 
eve                 

0.998 
kieslowski          

0.996 
krzysztof           

0.994 
harrison            

0.970 
claus               

0.958 
santa               

0.937 
christmas           

0.910 
williams            

0.822 
1947                

0.819 
holiday             

0.785 
wars                

0.780 
empire              

0.773 
ford                

0.764 
twentieth           

0.763 
solo                

33/50

15.7


0.997 
schwarzenegger      

0.997 
reeves              

0.997 
crowe               

0.996 
spacey              

0.996 
bacon               

0.996 
gus                 

0.993 
keanu               

0.992 
sigourney           

0.968 
depp                

0.937 
weaver              

0.893 
liar                

0.840 
hudson              

0.839 
ernie               

0.837 
van                 

0.817 
blown               

44/50

18.2


0.984 
sleepless           

0.823 
sunrise             

0.754 
fiance              

0.725 
perky               

0.721 
romantic            

0.720 
torch               

0.709 
seattle             

0.704 
triangle            

0.669 
acquaintances       

0.661 
janeane             

0.659 
wed                 

0.644 
jerk                

0.638 
diaz                

0.637 
mia                 

0.616 
sitcom              

20/50

19.8


0.997 
senate              

0.994 
denzel              

0.991 
republican          

0.985 
travolta            

0.967 
presidential        

0.957 
preside             

0.948 
democrat            

0.928 
elect               

0.904 
hackman             

0.881 
politician          

0.876 
campaign            

0.874 
washington          

0.868 
candid              

0.854 
governor            

0.846 
garner              

7/50

20.5


0.963 
boundary            

0.875 
sony                

0.867 
imperfect           

0.825 
thematically        

0.783 
intellect           

0.761 
mamet               

0.710 
vibrant             

0.708 
deliberate          

0.671 
stimulant           

0.644 
illusion            

0.637 
flourish            

0.604 
bubble              

0.573 
fragile             

0.567 
sublime             

0.566 
perception          

15/50

23.1


0.997 
otto                

0.997 
schindler           

0.997 
holocaust           

0.997 
nazis               

0.991 
von                 

0.990 
jews                

0.989 
anti-semite         

0.986 
camps               

0.983 
nazi                

0.983 
jew                 

0.975 
hitler              

0.972 
germany             

0.943 
berlin              

0.864 
hopkin              

0.854 
concentrate         

11/50

29.5


0.997 
dancer              

0.994 
disco               

0.974 
concert             

0.936 
elvis               

0.899 
dance               

0.877 
danced              

0.868 
band                

0.847 
singer              

0.847 
70s                 

0.817 
ballet              

0.814 
musician            

0.808 
stardom             

0.804 
rock                

0.799 
idol                

0.742 
sing