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 = 1.0

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=1.000-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/lap0009300.000_topic_model_snapshot

12/50

-32.0


0.976 
moronic             

0.956 
griffith            

0.887 
discern             

0.882 
unintentional       

0.871 
humorless           

0.838 
lifeless            

0.817 
thankless           

0.802 
dreary              

0.761 
downright           

0.750 
unwatchable         

0.747 
whatsoever          

0.742 
tedium              

0.737 
yell                

0.714 
blatant             

0.711 
regain              

46/50

-4.9


0.992 
trainspotting       

0.990 
carlyle             

0.989 
marijuana           

0.986 
overdose            

0.970 
posey               

0.954 
parker              

0.948 
addict              

0.941 
boyle               

0.916 
hartley             

0.914 
hippie              

0.890 
miner               

0.889 
drugs               

0.834 
dope                

0.825 
dylan               

0.815 
usage               

34/50

-4.2


0.978 
nyc                 

0.951 
bourgeois           

0.947 
thusly              

0.902 
upper-class         

0.814 
workplace           

0.812 
madden              

0.805 
anymore             

0.791 
remainder           

0.777 
disillusioned       

0.732 
permission          

0.719 
beg                 

0.711 
onscreen            

0.677 
1999                

0.649 
runtime             

0.578 
voiceover           

6/50

-3.0


0.996 
dicaprio            

0.990 
fisherman           

0.989 
leonardo            

0.947 
passenger           

0.914 
plane               

0.914 
sand                

0.900 
cabin               

0.882 
willy               

0.860 
titan               

0.850 
boat                

0.846 
aboard              

0.803 
island              

0.781 
ship                

0.769 
chaos               

0.766 
sea                 

3/50

-2.4


0.972 
classmate           

0.964 
campus              

0.939 
roommate            

0.912 
teens               

0.905 
student             

0.891 
teacher             

0.847 
girls               

0.835 
grade               

0.810 
teen                

0.768 
school              

0.755 
principal           

0.740 
holland             

0.736 
17-year-old         

0.735 
graduate            

0.724 
sebastian           

24/50

-2.4


0.959 
patient             

0.945 
cure                

0.941 
lab                 

0.925 
surgeon             

0.924 
medic               

0.897 
psychologist        

0.849 
professor           

0.834 
dr                  

0.827 
awake               

0.805 
medicine            

0.792 
doctor              

0.785 
wells               

0.747 
invisible           

0.708 
nurse               

0.681 
doc                 

2/50

-1.7


0.997 
stanford            

0.994 
nolte               

0.994 
costner             

0.992 
reiner              

0.978 
counsel             

0.957 
robbin              

0.956 
sarandon            

0.862 
unsatisfying        

0.854 
newman              

0.794 
hats                

0.760 
detour              

0.739 
immortal            

0.728 
newton              

0.710 
twilight            

0.678 
baldwin             

39/50

-1.5


0.996 
kilmer              

0.986 
val                 

0.984 
sonny               

0.979 
saint               

0.979 
christians          

0.976 
christ              

0.972 
religion            

0.966 
church              

0.953 
pray                

0.936 
bishop              

0.929 
priest              

0.880 
catholic            

0.849 
pit                 

0.823 
resign              

0.790 
feisty              

38/50

-1.2


0.994 
blair               

0.994 
williamson          

0.993 
craven              

0.980 
slasher             

0.976 
vampire             

0.976 
crow                

0.957 
carpenter           

0.903 
witch               

0.900 
gore                

0.874 
wes                 

0.839 
cemetery            

0.833 
barrymore           

0.823 
ghost               

0.778 
macabre             

0.762 
scream              

5/50

-1.1


0.997 
le                  

0.996 
pierre              

0.996 
michel              

0.990 
alain               

0.981 
parisian            

0.976 
francois            

0.973 
french              

0.971 
philippe            

0.969 
paris               

0.968 
jean-pierre         

0.965 
isabelle            

0.961 
cafe                

0.910 
jacques             

0.899 
luc                 

0.879 
franc               

41/50

-0.9


0.997 
fraser              

0.992 
mick                

0.980 
mia                 

0.932 
elliot              

0.875 
butcher             

0.875 
brendan             

0.871 
peak                

0.867 
flip                

0.863 
angell              

0.844 
dante               

0.830 
catastrophe         

0.821 
los                 

0.798 
lake                

0.791 
drip                

0.791 
pool                

4/50

-0.9


0.980 
film-making         

0.973 
film-maker          

0.970 
film-makers         

0.943 
sub-plot            

0.837 
half-hearted        

0.831 
vaguely             

0.818 
circa               

0.804 
sub-plots           

0.720 
sluggish            

0.692 
bros                

0.632 
sketchy             

0.611 
unconventional      

0.591 
ill-advised         

0.575 
off-beat            

0.572 
90                  

13/50

-0.8


0.995 
robbery             

0.993 
del                 

0.992 
heist               

0.990 
toro                

0.990 
mobster             

0.964 
shootout            

0.943 
small-time          

0.915 
gang                

0.913 
pimp                

0.868 
jewelry             

0.860 
double-cross        

0.857 
trunk               

0.835 
caper               

0.833 
robber              

0.832 
mafia               

33/50

-0.7


0.994 
seagal              

0.993 
stallone            

0.992 
snipes              

0.964 
daylight            

0.887 
ernie               

0.872 
explosions          

0.871 
adrenaline          

0.864 
conspiracy          

0.789 
fbi                 

0.726 
twister             

0.720 
zone                

0.704 
fugit               

0.698 
snake               

0.689 
woo                 

0.670 
blown               

32/50

-0.6


0.996 
gags                

0.995 
carrey              

0.981 
dumber              

0.975 
flatulence          

0.919 
sophomoric          

0.867 
joke                

0.847 
liar                

0.835 
brady               

0.796 
murray              

0.792 
bodily              

0.782 
goofy               

0.774 
jokes               

0.765 
pokes               

0.723 
murphy              

0.714 
laugh               

1/50

-0.6


0.997 
julianne            

0.993 
godard              

0.985 
tucci               

0.977 
reynolds            

0.933 
burt                

0.925 
seymour             

0.911 
reilly              

0.884 
jean-luc            

0.877 
ricci               

0.873 
gay                 

0.833 
garcia              

0.814 
preachy             

0.803 
sins                

0.791 
heterosexual        

0.784 
vince               

16/50

-0.5


0.993 
theron              

0.992 
championship        

0.991 
charlize            

0.991 
basketball          

0.970 
coach               

0.947 
boxing              

0.946 
chess               

0.936 
game                

0.908 
baseball            

0.897 
athlete             

0.892 
boxer               

0.881 
soccer              

0.879 
football            

0.872 
ball                

0.869 
sport               

25/50

-0.4


0.984 
paragraph           

0.984 
spoiler             

0.834 
accidently          

0.790 
fuller              

0.785 
1951                

0.778 
peters              

0.776 
wakes               

0.760 
motel               

0.655 
sparkle             

0.634 
mrs                 

0.613 
1950                

0.584 
shoots              

0.544 
tacky               

0.524 
harper              

0.518 
prompt              

42/50

-0.2


0.978 
porn                

0.905 
stripper            

0.887 
chef                

0.847 
chocolate           

0.799 
moon                

0.788 
breast              

0.752 
gender              

0.726 
unprintable         

0.706 
frontal             

0.697 
nc-17               

0.682 
males               

0.669 
cook                

0.668 
turner              

0.666 
dizzying            

0.665 
cruz                

17/50

0.0


0.898 
oz                  

0.870 
wizard              

0.850 
myers               

0.847 
9                   

0.820 
install             

0.817 
hughes              

0.782 
toys                

0.781 
sequel              

0.741 
incarnate           

0.734 
outfits             

0.722 
batman              

0.705 
sequels             

0.700 
****                

0.693 
grin                

0.691 
terminally          

14/50

0.1


0.996 
attorney            

0.993 
courtroom           

0.937 
district            

0.937 
legal               

0.926 
prosecutor          

0.901 
trial               

0.881 
lawyer              

0.877 
inmate              

0.856 
judge               

0.849 
punish              

0.794 
racism              

0.754 
accuse              

0.737 
chamber             

0.729 
jury                

0.725 
justice             

23/50

0.2


0.998 
subscribe           

0.997 
nationwide          

0.995 
email               

0.995 
amc                 

0.993 
cinemas             

0.991 
silicon             

0.933 
valley              

0.915 
friday              

0.850 
2001                

0.840 
send                

0.829 
week                

0.797 
letter              

0.766 
clichéd             

0.734 
12                  

0.731 
free                

9/50

0.2


0.984 
*-1/2               

0.903 
meant               

0.898 
february            

0.823 
mine                

0.819 
thumb               

0.816 
opinion             

0.802 
incorrectly         

0.796 
reflect             

0.777 
03                  

0.769 
dimensional         

0.749 
employ              

0.685 
29                  

0.635 
**                  

0.609 
**-1/2              

0.609 
50s                 

18/50

0.5


0.834 
lad                 

0.776 
siblings            

0.732 
aunt                

0.720 
lawn                

0.712 
baby                

0.691 
precocious          

0.673 
pains               

0.670 
banks               

0.667 
twins               

0.649 
dad                 

0.639 
garage              

0.630 
suburb              

0.620 
joyous              

0.612 
irresponsible       

0.608 
12-year-old         

36/50

0.8


0.991 
ranch               

0.986 
canyon              

0.985 
towns               

0.983 
wolves              

0.949 
hors                

0.917 
indian              

0.915 
mayor               

0.882 
railroad            

0.877 
locals              

0.861 
westerns            

0.860 
mexican             

0.852 
tribe               

0.852 
small-town          

0.849 
mountain            

0.809 
horse               

19/50

0.8


0.989 
inspector           

0.981 
serial              

0.981 
fatale              

0.962 
homicide            

0.857 
femme               

0.854 
detect              

0.835 
blink               

0.820 
killings            

0.804 
suspicion           

0.776 
clues               

0.735 
killer              

0.729 
enable              

0.717 
hitchcock           

0.678 
investigate         

0.677 
lunatic             

27/50

0.9


0.995 
robot               

0.979 
mars                

0.973 
jurassic            

0.966 
alien               

0.960 
trooper             

0.957 
outer               

0.944 
trek                

0.911 
planet              

0.909 
data                

0.892 
space               

0.882 
rocket              

0.858 
sci-fi              

0.840 
science             

0.786 
mutant              

0.770 
species             

26/50

0.9


0.971 
wang                

0.964 
communist           

0.925 
regime              

0.904 
chen                

0.857 
japan               

0.854 
spain               

0.851 
revolution          

0.790 
revolutionary       

0.770 
immigrant           

0.762 
japanese            

0.736 
climate             

0.730 
cohesive            

0.700 
chinese             

0.692 
china               

0.679 
unfamiliar          

21/50

1.0


0.940 
nominee             

0.932 
brags               

0.903 
cornucopia          

0.895 
barks               

0.792 
ridicules           

0.783 
admonishes          

0.700 
good-spirited       

0.667 
dares               

0.647 
stitch              

0.634 
infuriate           

0.616 
skirt               

0.615 
incessant           

0.611 
32                  

0.600 
trim                

0.598 
enormous            

15/50

1.2


0.996 
holocaust           

0.996 
nazis               

0.995 
berlin              

0.994 
camps               

0.991 
anti-semite         

0.987 
jews                

0.985 
schindler           

0.977 
otto                

0.976 
germany             

0.964 
nazi                

0.912 
jew                 

0.877 
hitler              

0.817 
fascist             

0.807 
camp                

0.807 
hopkin              

35/50

1.3


0.991 
woody               

0.926 
phoenix             

0.920 
norton              

0.917 
publish             

0.883 
liz                 

0.846 
magazine            

0.836 
bette               

0.824 
quoted              

0.815 
rehearse            

0.760 
novelist            

0.756 
playwright          

0.754 
artist              

0.710 
canvas              

0.706 
sullivan            

0.683 
painter             

48/50

1.5


0.993 
troop               

0.989 
navy                

0.989 
ww11                

0.981 
civilian            

0.973 
col                 

0.965 
soldier             

0.940 
colonel             

0.887 
fought              

0.883 
military            

0.839 
capt                

0.835 
boot                

0.821 
das                 

0.818 
sgt                 

0.794 
duty                

0.787 
sergeant            

31/50

1.6


0.998 
branagh             

0.997 
pacino              

0.997 
ingmar              

0.997 
juliet              

0.997 
romeo               

0.996 
coppola             

0.995 
ryder               

0.995 
mira                

0.994 
winona              

0.985 
sorvino             

0.985 
el                  

0.978 
bard                

0.962 
depp                

0.958 
bergman             

0.952 
godfather           

30/50

1.7


0.999 
chan                

0.998 
kong                

0.997 
hong                

0.996 
007                 

0.996 
dragon              

0.995 
brosnan             

0.995 
martial             

0.990 
connery             

0.954 
bond                

0.938 
majesty             

0.905 
fleming             

0.849 
wong                

0.848 
spy                 

0.764 
dispose             

0.737 
tiger               

49/50

1.7


0.992 
helena              

0.985 
hardy               

0.938 
jude                

0.893 
monty               

0.866 
scottish            

0.844 
aristocrat          

0.836 
sir                 

0.834 
scotland            

0.816 
19th                

0.793 
lavish              

0.793 
scholar             

0.764 
castle              

0.742 
servant             

0.709 
merchant            

0.686 
behold              

47/50

2.7


0.999 
classification      

0.994 
ratio               

0.975 
85                  

0.947 
avail               

0.939 
66                  

0.920 
length              

0.868 
theatrical          

0.842 
mpaa                

0.826 
35                  

0.799 
aspect              

0.744 
mature              

0.723 
38                  

0.712 
37                  

0.704 
42                  

0.695 
distribute          

11/50

2.7


0.990 
dancer              

0.944 
concert             

0.912 
band                

0.869 
ballet              

0.825 
musician            

0.818 
dance               

0.792 
danced              

0.765 
sing                

0.752 
singer              

0.742 
sings               

0.735 
rock                

0.734 
fever               

0.707 
songs               

0.706 
tunes               

0.694 
blues               

40/50

2.8


0.949 
broker              

0.888 
loan                

0.849 
decline             

0.826 
sales               

0.745 
salesman            

0.720 
reassures           

0.690 
corporal            

0.675 
automat             

0.672 
sale                

0.647 
lucrative           

0.635 
profit              

0.633 
advertise           

0.632 
firm                

0.627 
paid                

0.620 
manufacture         

22/50

3.1


0.993 
walt                

0.991 
aladdin             

0.956 
circus              

0.956 
disney              

0.946 
cats                

0.944 
animal              

0.925 
lion                

0.923 
babe                

0.845 
beast               

0.825 
voiced              

0.824 
live-action         

0.821 
jungle              

0.797 
bugs                

0.761 
mouse               

0.755 
darn                

43/50

3.2


0.998 
irish               

0.997 
quinn               

0.997 
ireland             

0.993 
aidan               

0.993 
altman              

0.992 
duvall              

0.990 
downey              

0.980 
pitt                

0.976 
penn                

0.973 
kansas              

0.970 
collin              

0.938 
sheridan            

0.916 
burns               

0.876 
ned                 

0.828 
mickey              

28/50

3.2


0.998 
vegas               

0.997 
quentin             

0.997 
gibson              

0.994 
reservoir           

0.991 
las                 

0.981 
mel                 

0.978 
tarantino           

0.921 
whoopi              

0.843 
till                

0.837 
goldberg            

0.811 
cusack              

0.807 
cheek               

0.796 
pulp                

0.793 
clerk               

0.781 
smith               

8/50

3.4


0.975 
documentary         

0.894 
kane                

0.874 
branch              

0.752 
clips               

0.744 
interview           

0.741 
footage             

0.684 
behind-the-scenes   

0.649 
spike               

0.636 
format              

0.625 
representation      

0.608 
60                  

0.607 
taciturn            

0.561 
1971                

0.527 
autobiography       

0.521 
extension           

29/50

3.8


0.994 
poet                

0.851 
winter              

0.777 
desolate            

0.777 
snowy               

0.765 
whimsical           

0.757 
exquisite           

0.750 
scent               

0.747 
dillon              

0.744 
birds               

0.716 
culminate           

0.716 
snow                

0.686 
spans               

0.636 
spars               

0.628 
mystic              

0.623 
fog                 

45/50

4.0


0.959 
puttnam             

0.949 
one-hundred         

0.922 
tristar             

0.905 
aptitude            

0.826 
standout            

0.825 
'90s                

0.815 
'80s                

0.796 
movie-goer          

0.787 
forty-five          

0.783 
offspring           

0.776 
on-screen           

0.691 
movie-goers         

0.690 
oddly               

0.663 
comprise            

0.641 
occasional          

0/50

4.2


0.998 
fonda               

0.997 
niro                

0.995 
gwyneth             

0.991 
paltrow             

0.990 
judd                

0.989 
hanks               

0.971 
brook               

0.962 
chuck               

0.925 
gump                

0.903 
buck                

0.859 
rocky               

0.849 
sydney              

0.846 
scorsese            

0.824 
bull                

0.822 
taxi                

44/50

4.8


0.984 
sleepless           

0.895 
perky               

0.799 
sitcom              

0.755 
seattle             

0.755 
fiance              

0.735 
wed                 

0.733 
roses               

0.730 
romantic            

0.709 
fiancee             

0.706 
dumps               

0.677 
renew               

0.646 
bachelor            

0.635 
stiller             

0.618 
chemistry           

0.607 
torch               

37/50

5.4


0.998 
eve                 

0.998 
kieslowski          

0.988 
santa               

0.985 
claus               

0.983 
krzysztof           

0.981 
harrison            

0.964 
christmas           

0.931 
capra               

0.873 
williams            

0.846 
valentin            

0.844 
empire              

0.834 
monkey              

0.820 
1947                

0.784 
holiday             

0.721 
daniels             

20/50

5.9


0.996 
senate              

0.995 
spacey              

0.994 
denzel              

0.989 
presidential        

0.987 
hackman             

0.978 
crowe               

0.958 
republican          

0.957 
reese               

0.940 
preside             

0.931 
democrat            

0.924 
campaign            

0.917 
travolta            

0.907 
candid              

0.860 
washington          

0.854 
elect               

10/50

7.3


0.841 
heartbreak          

0.841 
empathize           

0.822 
melancholy          

0.765 
impotent            

0.742 
maudlin             

0.729 
trauma              

0.717 
uplifting           

0.688 
potent              

0.647 
eclipse             

0.645 
tears               

0.629 
wrench              

0.626 
pity                

0.625 
catharsis           

0.605 
anguish             

0.602 
bates               

7/50

10.0


0.942 
imperfect           

0.845 
mamet               

0.795 
stimulant           

0.751 
intricate           

0.736 
probe               

0.731 
comprehend          

0.714 
steady              

0.708 
regard              

0.671 
conquest            

0.663 
vibrant             

0.655 
uneasy              

0.635 
thought-provoking   

0.613 
incomplet           

0.612 
contemplate         

0.595 
deeper