This page shows visualizations of some width-6 1-d convolutional filters from Google's lm_1b language model. Each column corresponds to one position in the filter, and shows the characters with the most positive weights. Use the checkbox in the bottom-right to also see the most negative weights (may be slow).
Below that are examples of words for which the filter emits the highest values. A filter's response is its maximum value over all substrings it sees in the word. So if a filter has high weights on 'c' in the first position, then 'a', then 't', it will assign equally high scores to 'cat', 'fatcat', 'concatenate', etc. The portion of the string in blue is the substring the filter is responding to.
'^' and '$' represent beginning and end of word markers, respectively. '_' is a padding character. Literal versions of those characters are escaped with a backslash.
Use the links at the top to see filters of other widths.
Check out my blog post here for a bit more context.
Filter 0 (bias = -0.61) #
5
-
K
h
C
.
B
u
,
m
I
g
2
r
9
y
S
b
3
d
F
q
6
v
4
T
U
o
s
H
8
Y
7
'
z
\163
A
x
Z
p
Q
j
!
v
Y
t
?
D
:
e
&
T
Z
d
b
f
V
-
"
p
A
J
U
o
(
0
.
i
a
P
R
F
/
M
G
c
'
l
X
n
v
g
B
G
f
y
N
Y
9
i
n
m
x
O
\194
H
F
p
q
h
6
S
I
r
8
T
a
E
.
A
,
V
R
M
d
1
J
j
5
\163
u
x
H
p
T
f
D
.
-
S
J
m
R
A
E
a
M
c
j
l
1
K
I
b
d
s
2
n
U
'
3
z
\195
,
9
w
P
C
r
V
f
g
,
c
/
u
l
T
K
v
L
-
Q
E
X
G
S
D
F
0
x
r
B
d
\194
\163
6
R
5
k
W
z
m
w
N
1
$
j
h
b
d
Y
D
B
U
h
P
V
C
k
y
W
t
x
z
N
m
r
s
q
p
9
l
"
L
S
I
E
,
R
c
Q
n
4
/
X
u
J
1
Non-zero for 13.3% of words.
^KABUL$ ____ (4.6) ^successful$ ____ (4.5) ^unsuccessful$ ____ (4.5) ^stressful$ ____ (4.5) ^Vauxh all$____(4.3) ^Kabul$ ____ (4.0) ^Abdul$ ____ (4.0) ^Kandah ar$____ (3.9) ^successfull y$____ (3.6) ^unsuccessfull y$____ (3.6) ^Januar y$____ (3.5) ^meaningful$ ____ (3.5) ^Anelk a$____(3.5) ^fearful$ ____ (3.5) ^Bradfo rd$____ (3.4) ^stumb led$____(3.4) ^Manufa cturers$____ (3.3) ^Manufa cturing$____ (3.3) ^Axelr od$____(3.3) ^Raul$ ____(3.2) ^Abdull ah$____ (3.1) ^Abdulm utallab$____ (3.0) ^Columb ia$____ (2.9) ^Columb us$____ (2.9) ^awful$ ____ (2.9) ^unlawful$ ____ (2.9) ^powerful$ ____ (2.9) ^wonderful$ ____ (2.9) ^Youth $____(2.9) ^squar e$____(2.8) ^Bradle y$____ (2.8) ^Calif$ ____ (2.8) ^D-Calif$ ____ (2.8) ^Califo rnia$____ (2.8) ^faithful$ ____ (2.8) ^youthful$ ____ (2.8) ^stuff $____(2.7) ^stuff ed$____(2.7) ^Cavali ers$____ (2.7) ^Young $____(2.7) Filter 1 (bias = -0.43) #
<BOS>
x
w
p
r
h
.
d
N
l
Q
i
M
s
Z
L
n
f
I
S
q
P
X
6
t
a
-
v
/
F
R
5
'
y
^
,
0
G
S
u
x
U
l
r
Y
n
W
k
5
R
G
D
:
)
p
T
\194
M
h
P
O
H
X
?
6
Z
7
\195
4
C
V
I
%
N
o
t
g
c
W
o
X
-
6
r
Q
g
4
m
E
c
F
p
2
n
B
y
\194
G
e
R
7
u
8
l
"
C
5
z
9
\195
V
'
q
O
S
P
3
D
A
f
a
M
g
o
H
F
i
-
Y
D
I
m
W
'
V
c
1
j
2
.
k
N
4
y
w
e
q
v
G
u
b
t
X
d
z
K
E
n
v
p
B
r
T
e
u
O
Y
-
c
I
U
f
\194
P
M
E
k
S
m
j
C
2
D
d
Z
3
h
\163
V
F
z
i
0
g
R
s
A
Q
Q
A
"
p
\194
g
-
h
$
i
u
c
'
n
X
y
R
w
d
B
f
o
x
K
k
r
a
_
F
G
Non-zero for 16.5% of words.
^SEATT LE$____(4.1) ^leak$ ____(3.6) ^Sean$ ____(3.5) ^Yeah$ ____(3.2) ^leave $____(3.2) ^leave s$____(3.2) ^peak$ ____(3.2) ^wheat$ ____ (3.2) ^Shah$ ____(3.2) ^Saab$ ____(3.1) ^MSNBC$ ____ (3.1) ^Novak$ ____ (3.1) ^bleak$ ____ (3.0) ^claim$ ____ (3.0) ^reclaim$ ____ (3.0) ^ISLAMABAD$ ____ (3.0) ^Ivanovic$ ____ (2.9) ^Aviv$ ____(2.9) ^Chamberlain$ ____ (2.9) ^lean$ ____(2.9) ^clean$ ____ (2.8) ^Sept$ ____(2.8) ^heave n$____(2.8) ^Slam$ ____(2.8) ^Swat$ ____(2.8) ^critic$ ____ (2.7) ^Stan$ ____(2.7) ^Clean$ ____ (2.7) ^leavi ng$____(2.7) ^cleanu p$____ (2.7) ^Celtic$ ____ (2.7) ^toxic$ ____ (2.7) ^leaks $____(2.6) ^Arabic$ ____ (2.6) ^Gustav$ ____ (2.5) ^GMAC$ ____(2.5) ^heat$ ____(2.5) ^Orleans $____ (2.5) ^terrific$ ____ (2.5) ^horrific$ ____ (2.5) Filter 2 (bias = -0.42) #
<BOS>
U
S
u
f
w
F
Z
Q
H
j
z
O
g
p
a
x
A
\194
m
'
1
"
i
e
\195
,
L
N
G
l
T
t
v
X
k
r
b
o
y
Z
-
2
h
5
p
X
m
Q
u
K
o
8
k
6
r
A
'
N
g
L
f
4
v
9
T
I
i
7
j
3
t
&
y
B
l
w
x
/
d
W
n
T
R
X
-
m
j
v
C
K
u
E
r
"
s
z
J
w
F
\163
7
O
h
t
9
y
o
B
N
p
f
e
l
Q
3
q
'
a
\195
Y
B
'
f
C
e
Q
E
\194
y
-
F
V
N
G
a
$
U
g
w
R
u
l
K
7
h
z
L
X
H
A
_
q
M
t
R
D
Q
d
k
l
Y
m
b
t
V
-
"
e
r
p
C
T
h
f
9
P
'
i
x
j
Z
L
8
J
A
o
S
y
N
v
$
M
B
O
u
f
H
p
A
x
U
S
T
'
D
Q
h
\194
g
X
1
P
R
"
_
V
Z
F
\195
6
N
l
L
,
w
r
E
B
c
Non-zero for 24.5% of words.
^MSNBC$_ ___ (3.2) ^ITV$_ ___(2.8) ^TORONTO$_ ___ (2.7) ^DETROIT$__ __ (2.7) ^CITY$_ ___ (2.7) ^Sam$__ __ (2.6) ^NATO$_ ___ (2.6) ^Rafael$_ ___ (2.5) ^government-ru n$____ (2.4) ^NW$__ __(2.4) ^AT$__ __(2.4) ^2m$__ __(2.4) ^NEW$__ __ (2.4) ^fatigu e$____ (2.3) ^front-ru nner$____ (2.3) ^OFT$__ __ (2.2) ^IT$__ __(2.2) ^ATP$_ ___(2.2) ^ABC$_ ___(2.2) ^Say$__ __ (2.1) ^BT$__ __(2.1) ^favora ble$____ (2.1) ^fat$__ __ (2.1) ^jam$__ __ (2.1) ^Zelay a$____(2.1) ^IOC$_ ___(2.1) ^NBC$_ ___(2.1) ^jazz$_ ___ (2.1) ^WTO$_ ___(2.0) ^ET$__ __(2.0) ^three-ru n$____ (2.0) ^VAT$__ __ (2.0) ^favori te$____ (2.0) ^favori tes$____ (2.0) ^BBC$_ ___(1.9) ^Am$__ __(1.9) ^jewelry $____ (1.9) ^playgro und$____ (1.9) ^Blackbu rn$____ (1.9) ^two-ru n$____ (1.9) Filter 3 (bias = -0.60) #
U
g
s
h
F
p
<BOS>
q
f
w
Q
G
,
o
R
0
C
T
/
c
'
v
P
b
S
Y
I
-
\194
i
"
1
u
e
x
J
W
Y
F
W
j
z
)
K
e
a
d
!
D
w
C
m
f
l
\$
o
c
A
E
:
s
&
u
/
k
%
S
L
P
X
R
O
4
B
M
b
g
7
m
E
n
8
c
4
w
6
.
3
p
Q
f
2
o
9
k
5
t
1
-
"
'
X
v
F
z
H
g
S
y
I
l
0
b
e
C
W
M
\194
p
H
f
u
y
Y
c
6
r
9
O
4
P
7
m
W
K
$
G
X
g
V
o
Q
z
"
t
R
e
8
F
v
s
q
\163
Z
S
J
x
d
w
D
K
7
W
F
o
j
i
8
O
h
f
0
t
\194
I
L
N
6
B
x
a
C
k
G
r
c
,
g
n
v
p
V
m
9
A
4
\195
r
L
k
6
I
M
p
5
t
4
g
Z
b
8
Q
3
R
1
'
K
\163
D
A
J
q
W
P
9
.
y
a
0
j
o
-
m
C
Y
E
u
Non-zero for 19.3% of words.
^whatsoever $____ (4.8) ^slaver y$____ (4.1) ^BERLI N$____(3.6) ^soundt rack$____ (3.5) ^UAE$__ __ (3.5) ^lever age$____(3.5) ^lever aged$____(3.5) ^Cadbur y$____ (3.4) ^adver tising$____(3.3) ^adver se$____(3.3) ^adver tisers$____(3.3) ^adver tisements$____(3.3) ^adver tised$____(3.3) ^adver tisement$____(3.3) ^adult s$____(3.2) ^adult $____(3.2) ^Legislatur e$____ (3.2) ^legislatur e$____ (3.2) ^Ashcr oft$____(3.1) ^disaster $____ (3.1) ^disaster s$____ (3.1) ^Boulevar d$____ (3.1) ^Adver tising$____(3.1) ^Weber $____(3.0) ^Ulster $____ (3.0) ^failur e$____ (2.9) ^failur es$____ (2.9) ^disorder $____ (2.9) ^disorder s$____ (2.9) ^Bever ly$____(2.9) ^Father $____ (2.8) ^bever age$____(2.8) ^bever ages$____(2.8) ^flavor $____ (2.8) ^Fisher $____ (2.8) ^BAGHDA D$____ (2.7) ^silver $____ (2.7) ^inadver tently$____ (2.7) ^laundr y$____ (2.7) ^father $____ (2.6) Filter 4 (bias = -0.44) #
.
p
Z
P
M
d
n
O
N
T
h
z
w
I
H
G
A
r
B
D
V
l
/
i
W
\163
4
E
\194
-
<EOS>
J
u
0
L
\195
m
o
F
j
I
m
Q
.
;
f
X
s
r
F
R
v
P
c
Y
j
1
t
W
x
2
M
\195
e
3
u
p
h
9
L
7
D
q
d
H
S
O
-
:
g
K
c
I
g
J
v
l
h
L
u
5
y
X
.
B
T
,
-
/
d
6
k
3
'
2
\163
7
t
A
m
P
"
n
r
9
x
N
e
Z
s
u
m
R
p
Q
t
U
v
8
T
9
g
N
w
7
i
"
k
3
l
s
c
r
z
d
j
F
M
Z
B
H
o
L
V
I
G
2
K
1
0
-
C
J
p
E
y
w
c
M
,
e
k
N
U
b
A
j
d
X
t
.
i
\195
s
9
P
Z
h
v
a
q
F
o
S
u
1
W
n
"
D
c
H
x
i
'
l
C
T
f
t
8
I
F
J
Q
A
s
j
"
h
Z
Y
.
u
9
1
G
E
b
L
K
q
y
-
n
D
V
e
k
\195
Non-zero for 19.5% of words.
^half-c entury$____ (3.6) ^world-c lass$____ (3.6) ^Index $____(3.5) ^Blu-r ay$____(3.1) ^phrases $____ (3.0) ^techniques $____ (2.9) ^insec ts$____(2.9) ^indec ent$____(2.9) ^Blues $____(2.8) ^better-than-ex pected$____ (2.6) ^values $____ (2.6) ^old-f ashioned$____(2.6) ^Indep endent$____(2.5) ^Indep endence$____(2.5) ^rises $____(2.5) ^blues $____(2.5) ^phrase$ ____ (2.5) ^Hernandez $____ (2.5) ^Fernandez $____ (2.5) ^rides $____(2.5) ^McBride$ ____ (2.5) ^index $____(2.5) ^index es$____(2.5) ^Indus try$____(2.4) ^Indus trial$____(2.4) ^Indus tries$____(2.4) ^unique$ ____ (2.4) ^technique$ ____ (2.4) ^Hansen $____ (2.4) ^compares $____ (2.4) ^wilder ness$____ (2.3) ^billionaire$ ____ (2.3) ^millionaire$ ____ (2.3) ^Millionaire$ ____ (2.3) ^expires $____ (2.3) ^indirec t$____ (2.3) ^Minnes ota$____ (2.3) ^Blue$ ____(2.3) ^risen $____(2.2) ^indef initely$____(2.2) Filter 5 (bias = -0.43) #
<BOS>
d
b
D
V
o
Q
t
B
y
k
-
"
p
X
i
Y
1
Z
n
9
g
W
c
\194
O
U
j
R
l
'
h
K
u
^
I
<EOS>
T
x
H
D
f
&
p
L
k
d
i
Q
w
\194
x
!
j
U
e
.
S
(
F
Y
-
/
n
u
s
T
g
z
J
X
M
A
b
:
r
"
E
?
V
A
-
B
d
S
e
k
D
Q
1
s
g
U
u
z
v
C
y
,
j
R
2
K
0
'
J
l
p
/
E
V
q
Y
h
t
H
b
\163
\194
6
P
x
d
h
-
S
D
o
I
B
Z
A
1
Y
j
b
J
W
2
a
n
k
7
.
6
t
H
c
X
O
C
N
u
s
M
K
\195
w
3
v
n
-
C
E
D
b
/
g
,
r
B
e
K
\163
c
p
L
G
A
"
N
s
t
k
5
j
M
u
o
d
\194
w
F
x
y
J
Z
V
1
Q
Q
f
r
v
Y
d
X
s
R
p
H
x
"
m
N
i
7
z
$
c
V
w
Z
o
A
t
b
-
q
y
U
n
,
a
u
Non-zero for 13.2% of words.
^NASDAQ $____ (3.6) ^abusing $____ (3.5) ^USDA$ ____(3.4) ^burnt$ ____ (3.2) ^contributing $____ (3.1) ^distributing $____ (3.1) ^baking $____ (3.0) ^DALLA S$____(3.0) ^Lady$ ____(2.9) ^basic$ ____ (2.9) ^busine ss$____ (2.8) ^busine sses$____ (2.8) ^busine ssman$____ (2.8) ^busine ssmen$____ (2.8) ^DUP$_ ___(2.8) ^didn$ ____(2.8) ^Dmitr y$____(2.7) ^Quinn$ ____ (2.7) ^Ltd.$ ____(2.7) ^abused$ ____ (2.6) ^debating $____ (2.6) ^turbulent $____ (2.6) ^DVDs$__ __ (2.6) ^buses$ ____ (2.5) ^abuses$ ____ (2.5) ^turbulenc e$____ (2.4) ^Zardar i$____ (2.4) ^Asda$ ____(2.3) ^ESPN$ ____(2.3) ^donor s$____(2.3) ^donor $____(2.3) ^hadn$ ____(2.2) ^contributed$ ____ (2.2) ^distributed$ ____ (2.2) ^attributed$ ____ (2.2) ^debuted$ ____ (2.2) ^Dawn$ ____(2.2) ^Dad$_ ___(2.2) ^US-le d$____(2.2) ^Busine ss$____ (2.2) Filter 6 (bias = -0.40) #
7
y
9
t
J
f
<BOS>
w
6
m
V
A
R
.
0
o
\194
h
8
r
X
a
Q
N
Y
p
j
c
P
O
4
e
Z
q
G
n
5
K
2
,
W
l
w
L
u
F
?
b
v
%
c
j
-
P
"
f
1
r
)
A
2
p
M
x
i
m
U
S
o
e
3
J
y
.
(
\195
4
D
T
:
Y
w
l
E
S
e
h
Z
i
N
C
2
\194
.
t
q
o
a
k
U
'
K
p
\163
j
M
V
8
g
\195
x
X
R
F
T
u
,
9
s
I
w
d
B
p
N
l
U
g
K
j
R
S
\195
D
J
F
u
h
9
C
W
c
E
m
a
x
Z
y
q
G
I
'
2
t
r
\194
3
s
o
7
Q
P
\194
p
"
T
Y
m
W
k
N
D
$
t
o
e
x
j
S
g
/
d
8
F
9
i
.
v
7
U
z
_
c
r
f
r
v
P
-
Q
g
f
w
R
E
K
t
N
T
,
d
B
c
b
D
F
j
y
e
/
0
Y
z
k
u
L
.
H
2
A
\163
\195
s
8
G
Non-zero for 20.6% of words.
^upwar d$____(4.2) ^upwar ds$____(4.2) ^Minor ity$____(3.6) ^thwar ted$____(3.6) ^Schwar zenegger$____ (3.4) ^Schwar tz$____ (3.4) ^forward-look ing$____ (3.4) ^Wizar ds$____(3.3) ^JERUSA LEM$____ (3.3) ^Junior $____ (3.3) ^TSB$_ ___(3.2) ^Howar d$____(3.2) ^ignor ed$____(3.1) ^ignor e$____(3.1) ^ignor ing$____(3.1) ^ignor ance$____(3.1) ^towar d$____(3.1) ^towar ds$____(3.1) ^cow$_ ___(3.1) ^24-hour $____ (3.1) ^Viktor $____ (3.0) ^advisor y$____ (3.0) ^advisor $____ (3.0) ^Advisor y$____ (3.0) ^advisor s$____ (3.0) ^chron ic$____(2.9) ^Osbor ne$____(2.9) ^Who$_ ___(2.9) ^Volvo$ ____ (2.9) ^who$_ ___(2.8) ^Galaxy $____ (2.7) ^Winfr ey$____(2.7) ^MSNBC $____(2.7) ^uproa r$____(2.7) ^awkwar d$____ (2.7) ^John$_ ___ (2.7) ^cows$ ____(2.7) ^junior $____ (2.7) ^Jaguar $____ (2.7) ^Johann esburg$____ (2.6) Filter 7 (bias = -0.65) #
8
k
7
t
6
f
Z
i
\194
E
9
p
n
r
D
O
d
T
1
m
.
S
X
s
5
w
0
B
/
U
Q
b
L
P
C
z
4
e
2
K
k
-
h
n
Y
D
b
w
S
o
R
d
A
K
V
p
U
M
B
f
s
c
H
/
u
m
"
e
a
!
x
O
F
y
E
.
Q
J
4
P
w
-
W
u
K
x
O
h
c
j
z
R
E
f
A
k
X
b
G
J
Q
P
2
l
/
r
Z
F
t
d
y
v
N
n
.
'
T
i
$
p
j
x
M
p
T
c
J
a
l
C
D
s
Y
y
H
n
t
k
X
g
e
d
L
z
E
w
-
U
\194
'
N
G
u
.
O
8
R
\163
/
b
k
p
u
x
R
e
H
G
C
E
t
L
Y
d
U
f
'
K
T
5
$
0
\194
l
n
o
I
O
B
2
Q
P
M
J
A
y
/
\163
V
6
x
u
f
D
b
H
V
d
k
T
B
g
'
1
K
-
Q
E
S
t
p
y
F
h
"
A
9
I
\194
2
X
i
P
_
,
w
8
e
v
j
Non-zero for 19.8% of words.
^nightclub $____ (4.2) ^halt$ ____(3.6) ^Azerb aijan$____(3.5) ^Actua lly$____(3.4) ^Volks wagen$____(3.4) ^Manhatta n$____ (3.3) ^Halif ax$____(3.2) ^answers $____ (3.2) ^Hartf ord$____(3.2) ^Raikk onen$____(3.2) ^answer$ ____ (3.2) ^belts $____(3.1) ^Felix $____(3.1) ^Hertf ordshire$____(3.1) ^belt$ ____(3.1) ^Salt$ ____(3.1) ^Beckett$ ____ (3.1) ^hook$ ____(3.1) ^ATLANTA$ ____ (3.1) ^instrum ents$____ (3.0) ^instrum ent$____ (3.0) ^instrum ental$____ (3.0) ^make-up $____ (3.0) ^FEMA$ ____(3.0) ^qualif ied$____ (3.0) ^qualif y$____ (3.0) ^qualif ying$____ (3.0) ^qualif ications$____ (3.0) ^actua lly$____(3.0) ^actua l$____(3.0) ^Talks $____(3.0) ^exacerb ated$____ (2.9) ^Talk$ ____(2.9) ^Scots $____(2.9) ^seeks $____(2.9) ^Scot$ ____(2.9) ^seek$ ____(2.9) ^Switz erland$____(2.8) ^scrum $____(2.8) ^salt$ ____(2.8) Filter 8 (bias = -0.59) #
v
y
<BOS>
L
\194
m
V
O
9
l
c
o
Q
f
C
K
0
P
k
r
7
p
'
U
g
H
"
,
4
A
x
i
8
\195
6
/
.
D
Z
T
G
u
p
H
O
h
c
B
P
k
D
t
z
.
d
n
K
A
8
b
0
q
y
-
Q
w
2
j
X
m
1
f
\163
N
"
M
C
i
6
l
G
h
K
v
z
k
L
u
Z
t
X
j
U
-
Q
q
O
n
/
f
E
i
2
H
w
x
A
T
m
F
5
R
r
'
o
d
M
p
o
k
t
a
\194
P
/
r
N
g
m
b
j
C
K
d
X
x
.
U
W
G
$
1
D
s
T
R
l
\163
L
i
w
h
-
z
e
A
h
-
H
v
Y
f
A
z
i
j
y
c
r
D
k
.
W
s
a
M
q
e
1
d
p
w
T
J
3
F
4
0
"
'
Q
n
,
m
g
K
g
U
j
y
l
K
V
f
.
u
b
o
X
N
S
P
v
,
e
R
E
n
\194
B
-
r
Y
M
q
C
w
D
Q
\195
t
1
G
/
7
9
Non-zero for 18.3% of words.
^heavyweig ht$____ (5.2) ^pathe tic$____(4.5) ^investig ation$____ (4.4) ^investig ators$____ (4.4) ^investig ating$____ (4.4) ^investig ate$____ (4.4) ^Georg e$____(4.4) ^Georg ia$____(4.4) ^Georg ian$____(4.4) ^Georg etown$____(4.4) ^Kathl een$____(4.3) ^cathe dral$____(4.1) ^path$ ____(4.0) ^Kathe rine$____(3.9) ^damag e$____(3.9) ^damag ed$____(3.9) ^damag ing$____(3.9) ^damag es$____(3.9) ^patie nts$____(3.6) ^patie nt$____(3.6) ^patie nce$____(3.6) ^paths $____(3.6) ^clerg y$____(3.5) ^Cathe rine$____(3.4) ^Cathe dral$____(3.4) ^12th$ ____(3.3) ^explore $____ (3.3) ^explore d$____ (3.3) ^Explore r$____ (3.3) ^JPMorg an$____ (3.3) ^catal ogue$____(3.3) ^catal og$____(3.3) ^delig hted$____(3.2) ^delig ht$____(3.2) ^exploit $____ (3.2) ^exploit ed$____ (3.2) ^exploit ation$____ (3.2) ^exploit ing$____ (3.2) ^Immig ration$____(3.2) ^25th$ ____(3.2) Filter 9 (bias = -0.43) #
M
g
<BOS>
p
m
d
Y
c
K
x
Q
v
/
0
U
a
"
n
Z
I
X
1
L
q
V
w
^
h
B
i
R
2
'
t
\194
\163
C
e
R
y
V
D
b
T
w
d
n
h
-
p
'
t
Z
1
s
c
k
e
J
O
r
\163
g
H
I
W
!
L
z
m
Q
v
\195
,
.
P
&
6
A
-
Q
u
.
i
r
f
C
J
c
v
X
M
a
m
l
o
/
s
I
k
L
w
q
j
N
U
g
3
D
P
7
E
t
e
z
6
4
m
d
b
c
r
v
A
0
l
1
B
D
L
G
.
2
H
s
N
p
M
E
/
C
X
5
Y
z
Z
8
V
g
f
\163
\195
4
Q
6
q
i
W
j
y
l
U
f
"
-
Y
F
1
t
T
.
G
n
8
S
Z
e
X
s
H
o
a
J
Q
r
2
N
k
L
c
I
\163
'
3
x
9
5
S
p
Y
w
h
g
8
-
"
I
9
n
\194
.
4
r
M
a
6
d
B
z
L
q
3
t
R
m
F
P
x
A
5
k
u
\163
7
c
N
i
Non-zero for 20.2% of words.
^baby$ ____(3.5) ^KABUL $____(3.4) ^MIAMI$ ____ (3.4) ^Wembley$ ____ (3.3) ^wary$ ____(3.3) ^TEHRAN$_ ___ (3.2) ^marry$ ____ (3.2) ^Ralph $____(3.1) ^Mullah $____ (3.1) ^embarke d$____ (3.0) ^MRSA$_ ___ (3.0) ^Army$ ____(3.0) ^JERUSALEM $____ (3.0) ^normally$ ____ (3.0) ^formally$ ____ (3.0) ^Ranch $____(3.0) ^RAF$_ ___(2.9) ^embargo $____ (2.9) ^L.A.$_ ___ (2.8) ^hungry$ ____ (2.7) ^library$ ____ (2.7) ^Library$ ____ (2.7) ^balco ny$____(2.7) ^summary$ ____ (2.7) ^narco tics$____(2.6) ^GAAP$ ____(2.6) ^Cumbria$ ____ (2.6) ^AAA$_ ___(2.6) ^Baby$ ____(2.6) ^formerly$ ____ (2.6) ^country$ ____ (2.5) ^Country$ ____ (2.5) ^Murray $____ (2.5) ^walk$ ____(2.5) ^Obama$ ____ (2.5) ^countrys ide$____ (2.5) ^walks $____(2.5) ^anniversary$ ____ (2.5) ^Malays ia$____ (2.5) ^Malays ian$____ (2.5) Filter 10 (bias = -0.52) #
.
i
g
B
c
f
Z
o
Q
J
G
l
X
k
e
,
\163
P
D
R
y
u
E
x
"
v
M
U
w
p
F
\195
r
K
^
a
8
Y
t
u
p
U
f
s
m
R
o
)
K
C
l
Q
w
(
x
&
b
4
n
"
r
\194
e
7
y
H
%
E
q
I
-
Y
P
8
J
S
M
9
.
Y
c
l
C
h
r
S
n
i
k
W
.
L
F
6
t
x
w
4
v
X
D
3
'
5
U
7
f
H
d
\194
Z
J
\163
o
u
O
g
V
e
u
p
M
l
H
S
D
x
U
G
T
g
N
i
Z
z
y
s
.
V
"
5
q
O
v
j
Q
b
B
o
R
A
t
Y
c
J
d
f
/
P
O
v
K
.
p
u
P
t
3
c
Q
D
,
T
r
g
X
A
W
d
"
h
i
m
G
j
R
F
8
b
Y
l
9
L
7
q
2
z
1
e
m
u
X
R
V
o
L
r
l
N
Q
E
6
t
Z
k
\194
T
p
I
b
w
/
B
x
U
'
_
$
A
G
h
P
c
.
O
\195
J
Non-zero for 16.3% of words.
^soup$ ____(4.0) ^curriculum$ ____ (3.6) ^ultim ately$____(3.5) ^ultim ate$____(3.5) ^regularl y$____ (3.5) ^sour$ ____(3.4) ^Ultim ately$____(3.4) ^regular$ ____ (3.2) ^difficulty$ ____ (3.2) ^faculty$ ____ (3.2) ^particularl y$____ (3.2) ^multim edia$____ (3.2) ^group$ ____ (3.1) ^Citigroup$ ____ (3.1) ^particular$ ____ (3.0) ^spectacular$ ____ (3.0) ^secular$ ____ (3.0) ^cardiovascular$ ____ (3.0) ^difficultie s$____ (2.9) ^stimulus$ ____ (2.9) ^spur$ ____(2.9) ^resourc es$____ (2.9) ^resourc e$____ (2.9) ^Resourc es$____ (2.9) ^Your$ ____(2.8) ^Churc h$____(2.8) ^Churc hill$____(2.8) ^Chapm an$____(2.8) ^coupl e$____(2.8) ^coupl es$____(2.8) ^coupl ed$____(2.8) ^Johannesburg $____ (2.8) ^Arthur$ ____ (2.8) ^custom ers$____ (2.7) ^custom er$____ (2.7) ^custom s$____ (2.7) ^custom $____ (2.7) ^slump $____(2.7) ^slump ed$____(2.7) ^slump ing$____(2.7) Filter 11 (bias = -0.47) #
I
g
,
m
Q
M
P
-
9
b
C
h
8
.
7
w
6
j
1
u
2
e
5
E
\194
G
/
v
d
T
K
H
p
k
a
y
3
Y
R
V
v
i
.
p
\194
h
-
A
M
k
X
H
?
P
"
%
w
r
Q
U
W
a
(
g
N
C
&
y
c
s
D
1
e
F
/
l
'
,
!
S
K
-
f
T
x
u
Z
j
L
g
8
t
F
v
,
d
5
H
B
i
/
h
Q
r
N
D
U
J
s
q
C
k
9
I
a
E
S
l
A
Y
T
-
K
x
r
d
c
u
A
s
B
h
t
i
N
v
M
l
O
6
k
'
Q
\194
E
f
D
n
X
a
C
7
F
.
G
o
Z
4
w
m
H
S
n
z
1
t
Z
s
h
O
3
v
4
E
u
l
7
o
8
f
C
.
9
-
y
'
q
e
2
c
6
G
A
j
i
T
L
\194
N
m
X
A
Q
l
9
s
"
t
8
i
W
U
6
z
M
g
Z
o
N
u
\194
m
7
p
V
a
q
C
v
y
4
h
e
_
2
d
$
O
b
L
Non-zero for 19.3% of words.
^Ivory$ ____ (3.6) ^warne d$____(3.3) ^Warne r$____(3.3) ^warn$ ____(3.3) ^vary$ ____(3.2) ^varie ty$____(3.1) ^varie d$____(3.1) ^varie ties$____(3.1) ^Icahn$ ____ (3.0) ^earne d$____(3.0) ^earne st$____(3.0) ^earne rs$____(3.0) ^Coach$ ____ (2.9) ^Inverne ss$____ (2.9) ^vain$ ____(2.9) ^earn$ ____(2.9) ^vague $____(2.9) ^WITH$ ____(2.9) ^warhe ads$____(2.8) ^Wagne r$____(2.7) ^Mary$ ____(2.7) ^Macy$ ____(2.7) ^Wayne $____(2.7) ^Marie $____(2.6) ^Mann$ ____(2.6) ^define d$____ (2.6) ^define $____ (2.6) ^aesthe tic$____ (2.6) ^Lawson$ ____ (2.6) ^Dawson$ ____ (2.6) ^Conan$ ____ (2.6) ^Dawn$ ____(2.6) ^death$ ____ (2.6) ^innovativ e$____ (2.5) ^cathe dral$____(2.5) ^Maine $____(2.5) ^governe d$____ (2.5) ^worn$ ____(2.5) ^Rescue $____ (2.5) ^McQue en$____(2.5) Filter 12 (bias = -0.50) #
y
E
h
w
x
J
Y
I
"
z
W
-
\194
j
o
U
,
<BOS>
8
s
/
k
p
\195
S
R
6
b
c
u
1
e
X
g
7
P
L
r
Q
v
u
A
-
a
D
w
M
x
R
p
j
g
"
b
d
h
\194
B
T
i
P
n
Q
l
)
z
v
K
J
W
'
q
;
.
9
L
8
!
(
%
7
-
5
f
C
m
6
r
4
O
0
y
8
o
A
p
\194
P
h
w
1
U
9
E
V
u
n
K
X
k
Z
s
L
'
F
M
D
\195
2
e
-
h
Z
t
w
D
V
T
'
A
M
p
m
d
b
F
.
y
$
,
J
a
X
1
Q
S
Y
l
R
H
"
L
n
P
c
i
O
X
u
L
-
K
k
Q
g
p
j
d
M
a
h
,
R
/
r
6
w
P
H
l
i
8
J
z
v
D
s
5
E
7
t
O
T
\194
'
2
b
E
n
"
l
O
a
G
d
S
A
M
m
Q
p
K
H
W
i
T
L
9
.
8
q
R
C
Y
h
c
-
N
I
e
x
3
,
$
P
\163
f
Non-zero for 11.4% of words.
^10-K$ ____(4.0) ^37-ye ar-old$____(3.8) ^17-ye ar-old$____(3.8) ^35-ye ar-old$____(3.7) ^15-ye ar-old$____(3.7) ^27-ye ar-old$____(3.7) ^45-ye ar-old$____(3.6) ^36-ye ar-old$____(3.6) ^16-ye ar-old$____(3.6) ^25-ye ar-old$____(3.6) ^34-ye ar-old$____(3.5) ^14-ye ar-old$____(3.5) ^30-ye ar-old$____(3.5) ^30-ye ar$____(3.5) ^10-ye ar$____(3.4) ^10-ye ar-old$____(3.4) ^26-ye ar-old$____(3.4) ^38-ye ar-old$____(3.4) ^18-ye ar-old$____(3.4) ^24-ye ar-old$____(3.4) ^40-ye ar-old$____(3.3) ^20-ye ar-old$____(3.3) ^20-ye ar$____(3.3) ^31-ye ar-old$____(3.3) ^11-ye ar-old$____(3.2) ^39-ye ar-old$____(3.2) ^28-ye ar-old$____(3.2) ^19-ye ar-old$____(3.2) ^fourth-quar ter$____ (3.2) ^50-ye ar-old$____(3.1) ^21-ye ar-old$____(3.1) ^US-le d$____(3.1) ^29-ye ar-old$____(3.0) ^32-ye ar-old$____(3.0) ^12-ye ar-old$____(3.0) ^33-ye ar-old$____(2.8) ^22-ye ar-old$____(2.8) ^13-ye ar-old$____(2.8) ^non-pr ofit$____ (2.8) ^high-end$ ____ (2.7) Filter 13 (bias = -0.46) #
Y
d
K
F
W
D
<BOS>
n
M
j
O
p
"
-
X
e
o
P
B
u
V
I
Q
s
<EOS>
.
G
g
^
f
\194
a
S
C
t
c
\163
I
h
d
m
P
B
Q
M
C
S
!
L
p
b
1
f
7
E
R
%
-
e
n
x
2
A
r
v
'
T
8
t
?
F
9
w
&
o
X
l
u
p
\194
f
D
y
R
b
J
P
Y
r
-
k
j
m
0
K
o
a
l
e
5
\163
7
F
9
x
1
w
v
O
6
W
C
Q
n
E
H
q
n
g
f
G
,
z
B
T
N
c
M
E
H
\163
F
v
/
d
K
p
3
.
9
b
Z
D
i
0
U
e
R
O
C
-
4
q
u
l
5
r
b
p
B
g
u
c
"
t
v
C
Y
O
9
D
V
G
\194
d
W
A
Q
y
x
I
X
z
q
i
M
o
R
S
J
j
k
1
Z
l
8
n
S
L
C
m
Q
f
s
d
k
e
Y
u
R
.
V
D
G
q
$
v
O
-
'
y
g
J
"
l
I
n
b
\195
a
N
x
Non-zero for 14.4% of words.
^dunk$ ____(4.8) ^dumb$ ____(4.5) ^Club$ ____(4.1) ^doubt $____(3.9) ^doubt s$____(3.9) ^doubt ful$____(3.9) ^Bronx$ ____ (3.7) ^Pink$ ____(3.5) ^Cumbr ia$____(3.4) ^pink$ ____(3.2) ^done$ ____(3.1) ^shrunk$ ____ (3.1) ^punis hment$____(3.1) ^punis hed$____(3.1) ^punis h$____(3.1) ^punis hing$____(3.1) ^old-fas hioned$____ (3.1) ^clubs $____(3.1) ^infus ion$____(3.0) ^donat ions$____(3.0) ^donat ed$____(3.0) ^donat ion$____(3.0) ^donat e$____(3.0) ^responsibi lity$____ (3.0) ^responsibi lities$____ (3.0) ^non-G AAP$____(3.0) ^trunk$ ____ (3.0) ^continuous $____ (2.9) ^continuous ly$____ (2.9) ^refus ed$____(2.9) ^refus ing$____(2.9) ^refus e$____(2.9) ^refus al$____(2.9) ^refus es$____(2.9) ^1939$ ____(2.9) ^sunk$ ____(2.8) ^doubl e$____(2.8) ^doubl ed$____(2.8) ^doubl es$____(2.8) ^doubl e-digit$____(2.8) Filter 14 (bias = -0.42) #
N
p
W
m
Q
g
"
z
q
C
X
d
E
s
K
v
O
l
<BOS>
-
3
k
8
j
H
P
2
i
B
'
9
c
/
G
e
V
r
n
4
U
x
T
.
P
5
H
\$
r
9
U
8
u
N
D
6
k
W
m
\194
t
f
;
4
i
S
y
w
p
(
R
:
O
n
\195
!
Y
7
g
Q
M
L
p
Z
h
J
k
5
y
6
T
z
r
/
t
w
c
9
q
s
g
K
i
2
\163
l
H
n
"
X
O
U
Y
7
v
.
x
3
W
N
'
B
-
A
j
W
g
a
'
N
J
y
R
E
n
K
V
q
C
L
i
Q
p
U
G
T
P
,
l
F
s
t
m
h
u
"
d
X
r
H
k
I
M
S
u
O
-
,
m
Q
j
A
e
z
f
W
b
a
v
t
J
s
F
\194
Z
$
r
h
y
g
D
n
c
.
G
u
c
f
p
-
X
n
Q
B
g
H
0
h
O
N
z
l
\163
o
C
s
"
t
8
U
2
J
D
R
7
m
V
i
W
L
1
.
Z
F
Non-zero for 17.6% of words.
^Nawaz$ ____ (4.6) ^N.J.$_ ___ (4.2) ^exotic $____ (3.5) ^sexual$ ____ (3.5) ^homosexual$ ____ (3.5) ^Nasa$_ ___ (3.5) ^snatc hed$____(3.3) ^DALLAS$ ____ (3.0) ^slapp ed$____(2.9) ^snapp ed$____(2.9) ^snapp ing$____(2.9) ^Swat$ ____(2.8) ^Nadal$ ____ (2.8) ^Nash$_ ___ (2.8) ^citizenship $____ (2.7) ^Naval$ ____ (2.7) ^Nolan$ ____ (2.7) ^obstac les$____ (2.7) ^obstac le$____ (2.7) ^Wales$ ____ (2.7) ^Wallac e$____ (2.7) ^relationship $____ (2.6) ^championship $____ (2.6) ^Championship $____ (2.6) ^relationship s$____ (2.6) ^flat$ ____(2.6) ^onstag e$____ (2.6) ^homosexuali ty$____ (2.6) ^sexuali ty$____ (2.6) ^drastic $____ (2.5) ^drastic ally$____ (2.5) ^Fletc her$____(2.5) ^Baltic $____ (2.5) ^Kansas$ ____ (2.4) ^Arkansas$ ____ (2.4) ^Nazis$ ____ (2.4) ^NFL$__ __ (2.4) ^sexuall y$____ (2.4) ^MSNBC$ ____ (2.4) ^exact$ ____ (2.4) Filter 15 (bias = -0.68) #
w
p
W
F
<BOS>
P
E
f
I
x
z
d
Q
D
.
h
^
y
U
j
2
l
O
r
C
L
c
0
n
8
7
b
Y
m
R
f
"
F
Q
L
r
s
9
U
G
A
?
t
7
n
0
%
O
w
8
l
o
.
q
,
;
y
\194
a
X
B
T
e
W
i
(
K
M
x
W
p
E
l
O
A
K
h
3
b
w
g
-
.
2
F
"
a
u
k
J
C
Z
c
$
n
U
r
X
q
T
f
6
d
1
S
/
t
y
k
D
w
F
i
d
R
8
b
L
-
M
Y
e
l
6
g
"
A
P
z
c
B
K
v
X
J
f
n
Q
I
Z
\195
\163
a
/
V
2
o
G
t
.
H
b
i
-
k
Q
T
L
I
x
B
'
u
m
A
X
h
"
1
l
q
Z
,
K
a
z
U
/
n
o
2
8
C
Y
4
\194
w
x
j
a
P
.
r
v
O
q
M
W
T
h
J
8
m
c
G
\194
i
n
p
9
l
6
R
B
g
N
t
d
S
5
-
4
k
2
I
7
E
Non-zero for 15.7% of words.
^two-yea r$____ (5.9) ^9-yea r-old$____(4.3) ^29-yea r-old$____ (4.3) ^Cowboys$ ____ (4.1) ^7-yea r-old$____(4.1) ^27-yea r-old$____ (4.0) ^four-yea r$____ (4.0) ^20-yea r-old$____ (4.0) ^20-yea r$____ (4.0) ^28-yea r-old$____ (4.0) ^wooden $____ (3.8) ^39-yea r-old$____ (3.7) ^3-yea r-old$____(3.7) ^23-yea r-old$____ (3.7) ^21-yea r-old$____ (3.7) ^wheelc hair$____ (3.6) ^Hollywood$_ ___ (3.6) ^wood$_ ___ (3.6) ^Westwood$_ ___ (3.6) ^Collingwood$_ ___ (3.6) ^Bollywood$_ ___ (3.6) ^40-yea r-old$____ (3.6) ^woods$ ____ (3.6) ^Roy$_ ___(3.6) ^37-yea r-old$____ (3.5) ^Woodwa rd$____ (3.5) ^30-yea r-old$____ (3.5) ^30-yea r$____ (3.5) ^year-over-yea r$____ (3.5) ^38-yea r-old$____ (3.4) ^two-day $____ (3.4) ^4-yea r-old$____(3.3) ^50-yea r-old$____ (3.3) ^24-yea r-old$____ (3.3) ^2-yea r-old$____(3.3) ^Guy$_ ___(3.3) ^19-yea r-old$____ (3.2) ^22-yea r-old$____ (3.2) ^destroyed $____ (3.2) ^26-yea r-old$____ (3.2) Filter 16 (bias = -0.33) #
F
-
h
z
H
w
6
o
7
s
X
U
\194
\195
8
r
4
O
D
R
Q
J
q
<EOS>
"
G
5
E
C
K
1
a
M
u
V
m
j
I
T
b
?
k
!
p
.
f
d
i
(
B
Q
m
-
C
:
t
E
S
"
l
u
P
2
j
8
V
W
K
&
F
\$
r
X
n
6
%
D
T
q
;
C
g
n
b
,
x
I
E
/
G
P
h
t
-
H
.
F
v
f
Y
M
o
U
z
D
S
K
\163
1
e
B
r
Z
w
y
0
i
J
6
s
o
j
K
F
N
-
O
i
z
H
c
e
a
V
W
f
A
m
B
d
Q
P
G
M
"
g
Y
u
.
k
y
s
r
J
U
4
/
n
8
t
H
x
M
c
W
v
2
p
w
b
X
k
Z
r
4
f
3
h
I
a
i
.
E
o
/
d
$
C
6
F
1
B
O
'
5
l
R
q
X
U
7
f
4
m
6
o
V
c
W
y
2
t
Q
s
5
z
j
u
Y
K
8
r
3
B
\194
k
H
A
q
C
1
_
g
R
9
n
"
,
Non-zero for 13.0% of words.
^shadow$ ____ (3.4) ^Shadow$ ____ (3.4) ^overshadowe d$____ (3.4) ^phenome non$____ (3.4) ^chance$ ____ (3.3) ^enhance$ ____ (3.3) ^withdraw$ ____ (3.1) ^hence$ ____ (3.1) ^ethanol$ ____ (2.9) ^enhanced $____ (2.9) ^withdrawi ng$____ (2.9) ^day-to-d ay$____ (2.9) ^performance-enhancin g$____ (2.8) ^enhancin g$____ (2.8) ^ancie nt$____(2.8) ^snow$ ____(2.8) ^Chancel lor$____ (2.8) ^chancel lor$____ (2.8) ^redundancie s$____ (2.7) ^D.C.$_ ___ (2.7) ^Dance$ ____ (2.7) ^Ghana$_ ___ (2.6) ^unawa re$____(2.6) ^anoth er$____(2.6) ^WITH$ ____(2.5) ^Ph.D.$_ ___ (2.5) ^anywh ere$____(2.5) ^enoug h$____(2.5) ^back-to-b ack$____ (2.4) ^FEMA$_ ___ (2.3) ^conjuncti on$____ (2.3) ^juncti on$____ (2.3) ^injuncti on$____ (2.3) ^shutout $____ (2.3) ^financie r$____ (2.3) ^withdrawa l$____ (2.3) ^withdrawa ls$____ (2.3) ^S.C.$_ ___ (2.3) ^Dancin g$____ (2.3) ^dance$ ____ (2.2) Filter 17 (bias = -0.66) #
p
u
P
.
K
-
X
t
Q
g
8
v
y
A
O
w
6
h
"
l
2
s
3
j
7
n
W
k
G
m
1
R
,
o
9
b
5
z
4
T
t
G
v
!
T
g
M
z
e
A
f
r
j
Z
D
?
\194
R
F
C
d
a
6
b
u
U
W
\195
h
V
m
s
-
Q
H
n
q
&
l
w
T
-
X
g
Q
w
Y
n
\194
s
B
o
H
r
t
J
A
f
W
x
/
j
L
u
m
R
"
E
l
c
$
G
D
p
,
e
6
\195
3
R
y
j
m
Q
f
E
K
7
o
u
L
-
p
9
w
"
a
V
x
I
A
r
,
k
n
J
l
Y
.
g
B
$
t
8
/
\194
W
4
c
-
A
"
c
E
C
9
m
7
y
Q
n
J
t
6
p
\194
k
j
U
8
K
X
z
e
i
v
g
u
w
4
,
d
B
3
a
2
_
R
f
n
E
r
T
.
t
Z
S
R
e
-
W
\195
v
C
F
b
i
'
h
/
4
z
j
A
M
Q
O
l
6
L
B
a
2
g
f
V
5
m
D
Non-zero for 20.5% of words.
^Speaker $____ (4.4) ^speaker $____ (4.4) ^speaker s$____ (4.4) ^petrol $____ (3.9) ^petrol eum$____ (3.9) ^Petrol eum$____ (3.7) ^affluen t$____ (3.6) ^competed$ ____ (3.6) ^year-a go$____ (3.5) ^MTV$_ ___(3.5) ^Blu-r ay$____(3.5) ^Shakespeare$ ____ (3.5) ^TARP$ ____(3.5) ^appearan ce$____ (3.4) ^appearan ces$____ (3.4) ^disappearan ce$____ (3.4) ^pets$_ ___ (3.4) ^Spitzer $____ (3.4) ^appearin g$____ (3.4) ^disappearin g$____ (3.4) ^speakin g$____ (3.3) ^Speakin g$____ (3.3) ^compete$_ ___ (3.3) ^appeared $____ (3.3) ^disappeared $____ (3.3) ^peaked $____ (3.3) ^taken $____(3.3) ^Pete$_ ___ (3.1) ^17-year-o ld$____ (3.1) ^19-year-o ld$____ (3.1) ^20-year-o ld$____ (3.1) ^23-year-o ld$____ (3.1) ^18-year-o ld$____ (3.1) ^22-year-o ld$____ (3.1) ^appear$_ ___ (3.1) ^disappear$_ ___ (3.1) ^speak$_ ___ (3.1) ^peak$_ ___ (3.1) ^depths$_ ___ (3.0) ^pet$__ __ (3.0) Filter 18 (bias = -0.60) #
G
k
Q
B
<BOS>
f
z
h
.
i
O
F
X
H
/
t
"
u
^
v
\194
T
Z
q
n
x
b
p
j
r
P
e
j
w
D
a
F
W
d
m
7
k
0
B
5
b
S
i
8
p
6
q
)
A
C
K
\$
U
e
y
4
;
\194
!
9
?
J
z
M
o
c
\195
Q
-
X
n
W
o
S
u
"
.
E
c
Y
v
4
w
V
f
H
m
7
g
6
d
B
J
2
'
F
j
8
\195
A
r
T
x
$
M
l
O
u
K
F
p
h
G
.
T
s
X
L
W
H
o
A
z
a
w
U
M
d
0
n
Y
x
J
y
c
f
v
4
V
N
"
C
$
8
P
R
D
x
O
V
T
h
U
b
r
i
R
f
I
g
Q
4
z
v
t
k
/
n
d
w
N
F
P
j
u
m
\195
5
o
p
A
6
"
S
L
W
-
B
g
o
d
t
Z
K
2
N
E
T
V
f
4
,
w
A
G
l
e
S
X
O
7
R
6
k
.
r
1
c
\163
C
Q
L
u
D
j
h
Non-zero for 15.2% of words.
^Depre ssion$____(4.5) ^jazz$ ____(3.9) ^FOXNe ws.com$____(3.9) ^Davyd enko$____(3.8) ^Fitzg erald$____(3.7) ^Depos it$____(3.6) ^depre ssion$____(3.6) ^depre ssed$____(3.6) ^depre ciation$____(3.6) ^depre ssing$____(3.6) ^Favre $____(3.6) ^Flood $____(3.4) ^FEMA$ ____(3.4) ^DETRO IT$____(3.3) ^Georg e$____(3.3) ^Georg ia$____(3.3) ^Georg ian$____(3.3) ^Georg etown$____(3.3) ^Floyd $____(3.2) ^projecte d$____ (3.2) ^Flore nce$____(3.2) ^BOSTON$ ____ (3.2) ^depri ved$____(3.1) ^droug ht$____(3.0) ^jaile d$____(3.0) ^SEOUL $____(3.0) ^projects $____ (3.0) ^Darre n$____(3.0) ^Fair$ ____(3.0) ^Septe mber$____(2.9) ^Capt. $____(2.9) ^project$ ____ (2.9) ^Project$ ____ (2.9) ^demog raphic$____(2.8) ^Fabre gas$____(2.8) ^jails $____(2.8) ^decre ase$____(2.8) ^decre ased$____(2.8) ^decre e$____(2.8) ^shotg un$____(2.8) Filter 19 (bias = -0.50) #
\194
r
Y
a
X
U
6
f
<BOS>
A
7
s
W
w
V
.
"
y
4
z
^
c
Q
E
9
b
5
p
8
g
M
m
H
\195
0
L
1
F
o
I
M
p
m
r
L
d
B
O
f
R
Z
Q
J
\163
K
s
n
E
V
a
l
P
X
z
6
g
F
C
j
G
v
"
b
k
.
U
/
1
w
X
r
D
x
m
S
Z
h
L
o
d
k
6
R
P
f
M
s
U
N
/
c
2
'
H
g
z
O
T
t
J
p
1
C
l
B
\194
F
V
n
J
y
j
p
X
s
5
U
6
d
4
c
B
z
M
O
Z
'
V
r
7
u
H
a
9
k
N
P
e
o
0
-
2
m
L
\163
3
G
n
"
d
k
-
B
D
r
/
f
\194
b
1
F
Z
x
$
N
X
S
6
E
m
R
G
h
.
a
A
e
K
p
q
s
\195
s
T
V
t
C
e
7
f
Y
M
Q
o
A
-
x
p
8
m
Z
O
4
w
R
v
S
y
G
D
9
P
5
K
U
r
L
q
\194
j
a
J
Non-zero for 20.7% of words.
^adjus ted$____(4.4) ^adjus t$____(4.4) ^adjus tments$____(4.4) ^adjus tment$____(4.4) ^confirmed$ ____ (4.2) ^pledg ed$____(4.0) ^pledg e$____(4.0) ^pledg es$____(4.0) ^pledg ing$____(4.0) ^seeds $____(3.7) ^invaded$ ____ (3.6) ^sends $____(3.6) ^Adjus ted$____(3.5) ^Mohamed$ ____ (3.5) ^ashamed$ ____ (3.5) ^amid$ ____(3.4) ^Reed$ ____(3.3) ^dividends $____ (3.2) ^ambus h$____(3.2) ^WITH$_ ___ (3.2) ^tripled$ ____ (3.1) ^died$ ____(3.1) ^seed$ ____(3.1) ^blamed$ ____ (3.1) ^22nd$ ____(3.1) ^ITV$_ ___(3.1) ^EDF$_ ___(3.0) ^165$_ ___(3.0) ^send$ ____(3.0) ^PHILADE LPHIA$____ (3.0) ^Hamid$ ____ (3.0) ^Wade$_ ___ (3.0) ^tends $____(3.0) ^performed$ ____ (3.0) ^formed$ ____ (3.0) ^informed$ ____ (3.0) ^transformed$ ____ (3.0) ^kinds $____(2.9) ^provided$ ____ (2.9) ^divided$ ____ (2.9) Filter 20 (bias = -0.53) #
<BOS>
h
Q
x
X
y
I
c
V
g
\194
.
^
o
"
f
R
m
7
d
Y
u
/
v
e
L
p
a
A
-
D
b
E
C
e
k
O
n
f
V
%
Y
S
Z
j
)
-
c
o
H
\$
R
l
?
K
h
J
'
t
u
F
A
w
U
\163
1
s
!
2
B
N
\194
Q
u
c
-
p
J
W
j
X
o
z
R
a
f
A
M
k
h
C
3
.
L
V
H
"
l
\163
9
b
N
G
e
w
D
'
i
m
\195
K
E
Y
c
H
v
-
D
r
d
R
x
V
0
Q
y
J
F
l
8
I
z
X
\163
$
C
\195
p
i
5
/
G
a
e
E
h
s
X
f
\194
m
Q
g
6
r
"
k
W
n
7
y
9
h
2
A
8
F
I
s
$
c
d
p
D
x
0
w
v
.
1
b
t
C
i
D
S
Z
f
C
x
c
s
A
-
U
j
n
E
1
e
T
O
z
i
H
o
0
'
L
h
q
p
\195
F
I
"
B
l
a
W
X
b
/
Non-zero for 24.3% of words.
^ear$_ ___(4.1) ^Year$_ ___ (3.8) ^EBITD A$____(3.7) ^DIEGO$_ ___ (3.7) ^Real$_ ___ (3.6) ^far$_ ___(3.4) ^ECB$_ ___(3.3) ^epide mic$____(3.3) ^Early $____(3.2) ^Ecuad or$____(3.1) ^eat$_ ___(3.1) ^Bear$_ ___ (3.1) ^Earl$ ____(3.1) ^Rep.$_ ___ (3.1) ^Oak$_ ___(3.0) ^Emman uel$____(3.0) ^Beck$_ ___ (3.0) ^early $____(3.0) ^ETA$_ ___(3.0) ^Webb$_ ___ (2.9) ^Oct$_ ___(2.9) ^Salva dor$____(2.8) ^Zealan d$____ (2.7) ^Earli er$____(2.7) ^Sam$_ ___(2.7) ^FRANCISCO$_ ___ (2.7) ^Eye$_ ___(2.6) ^fan$_ ___(2.6) ^E.$__ __(2.6) ^Yeah$_ ___ (2.6) ^ego$_ ___(2.6) ^jam$_ ___(2.6) ^Scien ce$____(2.6) ^Scien tists$____(2.6) ^Scien ces$____(2.6) ^Scien tific$____(2.6) ^Sprin t$____(2.5) ^Sprin g$____(2.5) ^Sprin gs$____(2.5) ^Sprin gfield$____(2.5) Filter 21 (bias = -0.44) #
A
T
l
v
N
m
n
P
S
p
/
e
.
y
,
d
o
E
5
M
C
-
<EOS>
\163
L
u
<BOS>
k
R
G
\194
b
Q
D
I
U
7
g
a
i
y
j
K
g
1
S
8
-
D
t
P
.
U
s
6
l
Z
E
9
b
X
e
2
k
W
r
3
F
/
A
,
h
c
w
d
'
"
\$
C
f
7
w
V
t
x
.
j
y
J
m
b
o
9
c
6
U
F
u
4
O
8
N
0
M
S
/
Y
-
P
T
5
n
h
W
l
A
3
K
G
z
R
d
Y
p
N
e
o
P
k
F
B
D
r
l
"
f
M
L
Q
j
$
6
'
x
W
2
w
y
K
\163
9
m
V
E
Z
a
\194
-
/
i
u
g
-
p
R
c
"
A
N
F
o
C
Q
G
\195
S
U
k
/
i
\194
5
$
V
r
j
.
t
Y
0
9
x
'
h
J
e
M
4
w
f
T
n
E
Z
g
V
t
K
h
/
u
'
D
M
d
X
A
m
\163
x
c
F
z
9
v
6
a
Q
O
8
r
5
_
,
I
P
0
$
H
Non-zero for 16.0% of words.
^compoun d$____ (4.0) ^compoun ds$____ (4.0) ^compoun ded$____ (4.0) ^turnaroun d$____ (3.6) ^Accoun tability$____ (3.6) ^Cyprus $____ (3.4) ^Auburn $____ (3.4) ^labour $____ (3.3) ^reboun ds$____ (3.2) ^reboun d$____ (3.2) ^reboun ded$____ (3.2) ^nonprof it$____ (3.2) ^labor$ ____ (3.0) ^Cloon ey$____(3.0) ^Calderon $____ (3.0) ^Groun d$____(3.0) ^chron ic$____(2.9) ^adjour ned$____ (2.9) ^Chron icle$____(2.9) ^aroun d$____(2.8) ^anchor$ ____ (2.8) ^anybody $____ (2.8) ^Taylor$ ____ (2.8) ^Baylor$ ____ (2.8) ^Labour $____ (2.8) ^Thorn ton$____(2.7) ^shrun k$____(2.7) ^profoun d$____ (2.7) ^profoun dly$____ (2.7) ^Netanyahu$ ____ (2.7) ^Peru$ ____(2.6) ^Playboy$ ____ (2.6) ^abrup tly$____(2.5) ^album $____(2.5) ^album s$____(2.5) ^Labor$ ____ (2.5) ^environ ment$____ (2.5) ^environ mental$____ (2.5) ^Environ mental$____ (2.5) ^Environ ment$____ (2.5) Filter 22 (bias = -0.51) #
<BOS>
p
N
m
Q
i
R
g
"
l
\194
L
-
s
9
A
'
F
o
G
r
P
q
z
^
E
/
e
.
U
W
f
X
S
x
y
h
G
f
z
h
E
k
c
i
D
x
&
B
g
m
O
H
Q
n
?
F
!
,
Z
t
.
u
2
;
0
l
\163
'
w
v
X
M
(
p
d
b
p
F
d
b
i
M
O
N
l
Z
z
f
1
.
T
V
D
B
o
j
,
r
t
e
y
k
I
9
a
R
P
x
G
Q
A
'
Y
n
W
8
X
R
W
U
Q
l
2
z
y
u
6
s
e
J
M
o
"
b
4
\195
q
L
Z
B
8
r
$
Y
c
A
F
k
\194
a
7
_
5
G
1
E
O
x
I
h
$
F
Q
f
W
b
Y
.
z
n
\194
c
i
y
B
q
L
v
r
a
m
N
e
A
k
G
f
c
l
V
-
g
a
Z
d
0
n
M
x
Y
.
C
,
T
q
k
p
E
o
z
y
R
u
9
L
S
H
"
t
X
i
4
I
j
h
Non-zero for 27.1% of words.
^Gay$_ ___(3.2) ^God$_ ___(3.0) ^LONDON$_ ___ (3.0) ^circle$_ ___ (2.9) ^Circle$_ ___ (2.9) ^Google$_ ___ (2.8) ^Got$_ ___(2.8) ^logic$_ ___ (2.8) ^Gap$_ ___(2.8) ^cynic al$____(2.7) ^GOP$_ ___(2.7) ^uncle$_ ___ (2.7) ^civic $____(2.7) ^Eye$_ ___(2.7) ^increasingly$_ ___ (2.7) ^strongly$_ ___ (2.7) ^seemingly$_ ___ (2.7) ^surprisingly$_ ___ (2.7) ^ugly$_ ___ (2.7) ^margin$_ ___ (2.7) ^Virgin$_ ___ (2.7) ^Glasg ow$____(2.6) ^citiz ens$____(2.6) ^citiz en$____(2.6) ^citiz enship$____(2.6) ^single$_ ___ (2.6) ^jungle$_ ___ (2.6) ^angle$_ ___ (2.6) ^EDF$_ ___(2.6) ^Did$_ ___(2.6) ^narcotic s$____ (2.6) ^consc ious$____(2.6) ^consc iousness$____(2.6) ^consc ience$____(2.6) ^technologies$ ____ (2.6) ^Technologies$ ____ (2.6) ^circles$ ____ (2.5) ^organic $____ (2.5) ^allergies$ ____ (2.5) ^Eddie $____(2.5) Filter 23 (bias = -0.49) #
<BOS>
x
W
p
I
r
w
f
H
h
U
c
Q
l
^
F
u
o
\194
L
2
y
i
b
Z
G
g
D
P
e
j
0
d
L
u
x
g
K
T
%
c
l
t
b
?
6
H
5
-
B
r
z
k
S
y
X
h
:
C
a
M
f
n
Q
D
s
j
8
R
9
1
J
q
k
l
"
d
h
I
R
p
S
D
c
n
Y
L
r
P
b
-
u
t
s
/
E
z
M
X
x
i
'
J
y
6
U
,
F
1
8
m
V
2
7
k
g
B
-
f
5
m
1
U
G
T
0
t
d
b
8
K
n
P
6
F
C
v
4
M
3
E
j
a
\194
e
9
w
.
y
D
u
Y
r
X
u
F
s
K
U
M
-
N
z
8
d
j
a
e
i
9
w
B
t
7
I
Q
.
f
g
J
v
5
A
6
k
b
m
V
'
r
C
0
n
Q
n
O
H
"
u
S
i
'
h
K
a
G
1
r
w
$
q
M
A
X
2
P
4
\194
v
f
d
Y
-
c
J
R
g
x
I
3
Non-zero for 24.3% of words.
^Warner $____ (3.4) ^Wayne$ ____ (3.0) ^Wagner $____ (3.0) ^Tribune$ ____ (2.8) ^funer al$____(2.8) ^Port-au-Pr ince$____ (2.8) ^stagger ing$____ (2.7) ^wardro be$____ (2.7) ^renewable$ ____ (2.7) ^shoe$ ____(2.7) ^target $____ (2.7) ^target s$____ (2.7) ^target ed$____ (2.7) ^target ing$____ (2.7) ^Kyle$ ____(2.6) ^Shop$ ____(2.5) ^Luxem bourg$____(2.5) ^June$ ____(2.5) ^bubble$ ____ (2.5) ^rubble$ ____ (2.5) ^Hubble$ ____ (2.5) ^by-el ection$____(2.5) ^privilege$ ____ (2.5) ^Short ly$____(2.4) ^Short $____(2.4) ^awarded $____ (2.4) ^rewarded $____ (2.4) ^able$ ____(2.3) ^valuable$ ____ (2.3) ^Target $____ (2.3) ^aggre ssive$____(2.3) ^aggre ssively$____(2.3) ^aggre gate$____(2.3) ^aggre ssion$____(2.3) ^warned $____ (2.3) ^Shore $____(2.3) ^Lynn$ ____(2.3) ^shop$ ____(2.3) ^shoes $____(2.3) ^Order $____(2.3) Filter 24 (bias = -0.48) #
.
p
Q
k
<BOS>
P
/
i
L
J
\194
0
X
v
^
G
A
c
l
T
"
z
H
R
m
E
g
1
o
C
w
j
2
n
p
4
z
9
l
Z
T
8
m
N
%
(
P
M
O
3
t
7
b
5
;
C
a
?
G
F
E
6
d
H
\163
\$
U
)
r
1
A
R
\195
V
d
k
y
i
p
M
x
Z
.
j
o
w
D
H
a
J
f
B
c
4
\163
Y
r
C
O
A
q
R
L
g
"
I
P
n
-
5
8
3
v
a
-
Q
i
x
g
.
j
N
M
L
J
A
u
F
k
B
m
8
T
"
n
q
G
W
w
b
C
,
R
X
p
K
H
S
1
\194
V
/
P
C
p
\194
e
9
g
B
y
0
m
/
-
R
f
N
E
z
r
n
h
c
i
5
b
D
j
K
H
8
F
Q
P
Z
\163
7
d
o
s
6
k
L
k
K
v
m
-
y
w
X
u
l
t
P
R
/
I
D
g
G
q
Z
E
6
s
8
j
O
n
Y
i
p
r
Q
h
M
'
5
c
,
T
Non-zero for 15.1% of words.
^Lankan$ ____ (4.5) ^Annan$ ____ (4.4) ^Iranian$ ____ (4.2) ^Romanian$ ____ (4.2) ^Albanian$ ____ (4.2) ^Lanka$_ ___ (3.8) ^Rwand a$____(3.7) ^Anna$_ ___ (3.7) ^Circl e$____(3.6) ^Pennsylvania$_ ___ (3.5) ^Romania$_ ___ (3.5) ^Tanzania$_ ___ (3.5) ^Lithuania$_ ___ (3.5) ^Nicol as$____(3.5) ^Nicol e$____(3.5) ^Bosnian$ ____ (3.5) ^ISLAMABAD $____ (3.5) ^NASCA R$____(3.4) ^Cornwall $____ (3.4) ^'Mall ey$____(3.3) ^guardian.co.uk$__ __ (3.2) ^FRANCISCO $____ (3.2) ^Santand er$____ (3.2) ^Viaco m$____(3.2) ^Franken$ ____ (3.2) ^Iranians $____ (3.1) ^neatl y$____(3.1) ^NHL$_ ___(3.1) ^Smithsonian$ ____ (3.1) ^HSBC$ ____(3.1) ^Slovenia$_ ___ (3.0) ^Armenia$_ ___ (3.0) ^Brennan$ ____ (2.9) ^Nixon $____(2.9) ^NBA$_ ___(2.9) ^legacy $____ (2.9) ^technical $____ (2.9) ^technical ly$____ (2.9) ^MSNBC $____(2.9) ^Fiat$ ____(2.9) Filter 25 (bias = -0.43) #
Y
f
U
p
Q
n
"
-
W
t
<BOS>
j
R
e
9
d
G
.
Z
l
V
g
X
r
8
x
\194
F
^
m
z
h
3
q
K
o
E
c
4
y
-
B
g
k
G
T
o
F
s
P
w
t
.
H
!
;
5
q
?
U
O
a
&
b
S
f
j
v
z
A
(
m
c
,
'
I
n
r
3
e
m
h
X
N
Z
r
V
E
P
o
/
x
z
F
$
e
Q
S
U
t
6
B
G
c
f
q
j
u
R
v
k
A
h
P
o
m
Y
f
1
F
B
-
0
'
W
s
A
e
i
Q
H
r
q
d
N
b
5
U
4
p
x
j
3
.
9
Z
T
\163
n
E
v
M
I
v
A
x
W
f
w
F
Q
u
X
c
/
h
O
j
a
d
t
s
H
b
2
k
q
M
$
D
J
-
R
0
m
P
u
l
M
p
"
.
R
x
H
z
T
g
U
L
k
a
Y
A
y
w
$
n
t
b
h
5
'
G
W
0
i
c
\194
X
O
d
S
q
s
e
Non-zero for 12.9% of words.
^glow$ ____(3.7) ^Romo$_ ___ (3.3) ^slow$ ____(3.1) ^snow$ ____(3.0) ^slowi ng$____(3.0) ^Rodham $____ (2.9) ^magnitu de$____ (2.7) ^Woman$ ____ (2.7) ^spot$ ____(2.7) ^spott ed$____(2.6) ^smoot h$____(2.6) ^smoot hly$____(2.6) ^slot$ ____(2.6) ^Snow$ ____(2.6) ^Roman$ ____ (2.6) ^Smith $____(2.6) ^Smith sonian$____(2.6) ^glory $____(2.5) ^Romney $____ (2.5) ^Romani a$____ (2.4) ^Romani an$____ (2.4) ^smili ng$____(2.4) ^spots $____(2.4) ^Roma$_ ___ (2.4) ^Cuomo$_ ___ (2.4) ^grow$ ____(2.4) ^growt h$____(2.4) ^slots $____(2.3) ^Emanu el$____(2.3) ^Gallu p$____(2.3) ^last-minu te$____ (2.3) ^glori ous$____(2.3) ^pragmati c$____ (2.2) ^Growt h$____(2.2) ^growi ng$____(2.2) ^Yonhap $____ (2.2) ^slowe d$____(2.2) ^slowe r$____(2.2) ^Tomorr ow$____ (2.2) ^Union$ ____ (2.1) Filter 26 (bias = -0.56) #
Q
v
I
k
O
B
r
f
-
m
/
x
N
b
7
T
.
U
R
F
D
i
g
p
<BOS>
V
1
K
^
a
o
h
G
M
P
W
c
7
-
V
w
X
u
Y
U
Q
m
8
s
6
y
9
z
5
o
4
t
\194
a
S
d
C
f
F
E
0
.
h
%
j
O
3
i
"
v
x
?
A
p
L
x
.
f
/
i
D
-
Z
E
H
P
\194
o
l
k
M
e
C
O
Y
s
Q
w
X
\163
t
v
$
3
T
r
m
b
U
G
y
1
b
2
.
E
k
3
'
D
f
4
m
I
x
d
v
6
B
5
r
H
R
i
n
7
-
O
o
G
c
8
V
0
M
P
N
W
l
y
q
F
a
j
.
e
L
k
l
E
o
f
z
S
A
M
/
V
y
4
Y
s
d
J
m
3
U
9
\195
P
D
i
q
g
O
5
n
2
K
v
\194
p
u
O
H
S
L
G
.
c
A
Q
U
'
a
P
h
k
n
"
w
X
N
C
-
K
Z
V
s
T
q
\194
_
$
\195
Y
1
0
E
\163
J
Non-zero for 11.9% of words.
^Clipp ers$____(3.5) ^Cliff $____(3.3) ^Cliff ord$____(3.3) ^7.2$_ ___(3.3) ^1.25$ ____(3.1) ^Indep endent$____(3.1) ^Indep endence$____(3.1) ^Fleet $____(3.1) ^Flyer s$____(3.0) ^FDIC$ ____(2.9) ^WASHING TON$____ (2.9) ^Chief $____(2.8) ^Chief s$____(2.8) ^indep endent$____(2.8) ^indep endence$____(2.8) ^indep endently$____(2.8) ^indep endents$____(2.8) ^7.4$_ ___(2.7) ^6.1$_ ___(2.7) ^5.1$_ ___(2.7) ^4.1$_ ___(2.7) ^CHICAGO$ ____ (2.7) ^judic ial$____(2.7) ^judic iary$____(2.7) ^6.2$_ ___(2.6) ^5.2$_ ___(2.6) ^Video $____(2.6) ^4.2$_ ___(2.6) ^bluep rint$____(2.6) ^7.6$_ ___(2.6) ^7.5$_ ___(2.6) ^FRANCISC O$____ (2.6) ^Super $____(2.5) ^Super ior$____(2.5) ^Super intendent$____(2.5) ^Fletc her$____(2.5) ^Code$ ____(2.5) ^Steel ers$____(2.5) ^Steel $____(2.5) ^Steel e$____(2.5) Filter 27 (bias = -0.57) #
G
t
7
f
V
w
J
.
0
N
6
A
X
o
Y
a
8
,
P
B
j
y
Z
n
1
s
9
r
g
O
4
K
D
q
d
k
3
W
2
m
Q
y
I
h
R
m
z
o
k
g
9
H
B
L
&
i
b
M
V
p
\194
D
"
%
X
l
E
u
;
1
v
G
U
-
a
f
7
c
2
T
P
s
H
.
I
c
i
x
p
v
X
S
n
z
r
E
1
g
q
L
k
h
J
G
3
u
,
d
\195
D
W
F
K
U
2
b
0
\194
u
b
D
p
c
f
o
F
T
P
U
x
t
r
z
V
\194
e
v
k
d
j
C
X
.
J
/
S
1
B
y
E
$
7
-
Q
Y
q
s
K
Q
v
r
c
R
n
S
m
Y
o
"
K
h
p
E
D
H
w
b
z
k
f
s
d
F
0
V
y
A
M
7
T
u
t
$
l
4
i
g
5
u
f
E
A
v
p
-
l
9
t
0
r
G
m
J
n
8
,
2
F
4
a
6
y
3
k
"
B
1
.
R
q
7
K
d
/
Y
P
Z
L
Non-zero for 21.9% of words.
^Rich$ ____(3.3) ^spur$ ____(3.1) ^Rick$ ____(3.1) ^JPMorg an$____ (3.0) ^kicks $____(3.0) ^Singapore $____ (2.9) ^Prior$ ____ (2.9) ^Bruss els$____(2.9) ^kick$ ____(2.8) ^Indus try$____(2.8) ^Indus trial$____(2.8) ^Indus tries$____(2.8) ^free-kick$ ____ (2.8) ^Prius$ ____ (2.7) ^Gandhi $____ (2.7) ^Inc.$ ____(2.6) ^Inc$_ ___(2.6) ^Karadzic$_ ___ (2.6) ^Spurs $____(2.6) ^kits$ ____(2.6) ^Sichu an$____(2.6) ^kicke d$____(2.5) ^Vick$ ____(2.5) ^sandwich$ ____ (2.5) ^investigators $____ (2.5) ^Investigators $____ (2.5) ^Xinhu a$____(2.5) ^kicki ng$____(2.5) ^kicko ff$____(2.4) ^Panthe rs$____ (2.4) ^backu p$____(2.4) ^Venus$ ____ (2.4) ^CITY$ ____(2.4) ^Rica$ ____(2.4) ^investigator$ ____ (2.4) ^kids$ ____(2.4) ^predators $____ (2.4) ^IPCC$ ____(2.3) ^Richa rd$____(2.3) ^Richa rdson$____(2.3) Filter 28 (bias = -0.36) #
.
P
w
p
g
D
<BOS>
T
Z
,
b
F
-
i
A
1
z
C
m
h
a
f
<EOS>
0
E
d
Q
6
r
S
s
8
\195
7
U
9
N
x
n
j
Q
m
\194
b
I
f
"
n
t
x
W
L
(
p
S
Z
&
J
O
r
T
g
E
%
.
\195
w
K
B
l
M
y
m
a
L
W
M
w
F
q
j
p
Z
I
V
E
l
i
f
t
J
O
/
2
P
\163
D
1
K
g
'
T
b
o
C
d
6
h
X
v
\194
c
n
-
5
E
Z
r
1
e
3
v
C
T
6
t
4
d
7
.
V
\163
/
g
K
u
,
c
9
b
B
j
H
f
i
m
2
"
A
y
X
p
8
t
9
k
7
m
3
g
6
w
1
c
N
T
"
z
o
A
Y
p
4
b
R
v
Q
j
\194
e
u
F
5
f
h
B
/
C
2
.
W
s
k
L
Q
l
t
o
C
-
\194
J
"
G
v
m
T
g
B
i
c
p
F
y
I
h
'
\195
$
x
q
3
R
O
W
w
K
1
f
Non-zero for 13.9% of words.
^ATLANT A$____ (4.5) ^well-k nown$____ (3.3) ^BERLIN$ ____ (3.1) ^NASDAQ$ ____ (3.0) ^Innov ation$____(3.0) ^NASCAR$ ____ (3.0) ^Eliot $____(3.0) ^Newton$_ ___ (3.0) ^wound$ ____ (2.9) ^woman$ ____ (2.9) ^spokeswoman$ ____ (2.9) ^chairwoman$ ____ (2.9) ^wasn$_ ___ (2.8) ^Swann$_ ___ (2.7) ^Atlant a$____ (2.7) ^Atlant ic$____ (2.7) ^Atlant is$____ (2.7) ^Craigslist $____ (2.6) ^outlook $____ (2.6) ^ballot $____ (2.5) ^ballot s$____ (2.5) ^Batman$ ____ (2.5) ^will$_ ___ (2.4) ^goodwill$_ ___ (2.4) ^smoot h$____(2.4) ^smoot hly$____(2.4) ^Lawson$_ ___ (2.4) ^Dawson$_ ___ (2.4) ^Elliot t$____ (2.3) ^Patriot s$____ (2.3) ^compatriot $____ (2.3) ^Patriot $____ (2.3) ^patriot ic$____ (2.3) ^Unfortunat ely$____ (2.3) ^unfortunat e$____ (2.3) ^unfortunat ely$____ (2.3) ^fortunat e$____ (2.3) ^swim$__ __ (2.3) ^humiliat ion$____ (2.2) ^humiliat ing$____ (2.2) Filter 29 (bias = -0.44) #
V
u
S
-
G
d
Z
r
<BOS>
a
X
q
5
y
K
p
M
f
Y
P
C
H
Q
h
\194
I
4
o
6
\195
^
v
/
t
0
i
7
\163
<EOS>
T
-
c
J
x
u
h
j
p
P
a
M
C
;
A
%
y
\195
S
R
W
H
g
l
v
m
k
:
.
I
B
r
q
L
5
U
,
X
t
Z
\$
X
g
Q
k
6
y
7
p
\194
m
8
i
9
s
/
o
Z
h
5
r
L
c
I
f
2
t
N
T
D
G
q
O
$
S
4
u
w
-
k
o
R
p
r
d
H
x
V
y
Q
l
b
O
B
z
Z
c
F
L
M
G
u
m
I
D
j
K
N
5
9
f
\195
s
q
,
Y
i
J
a
x
m
9
H
8
.
c
A
0
-
v
g
o
w
5
I
B
t
S
l
C
r
6
u
\194
U
K
a
R
L
7
e
3
E
"
d
4
\195
f
y
f
g
B
-
K
E
m
u
x
j
,
R
n
G
L
r
b
d
P
h
X
s
F
Y
/
S
p
O
a
1
M
I
W
H
6
D
N
\163
Z
T
Non-zero for 14.2% of words.
^Jerom e$____(3.8) ^unexp ected$____(3.1) ^unexp ectedly$____(3.1) ^Merca ntile$____(2.7) ^Harva rd$____(2.7) ^4-6$__ __ (2.6) ^Merck $____(2.6) ^5-2$__ __ (2.6) ^6-7$__ __ (2.5) ^non-prof it$____ (2.5) ^Marco $____(2.5) ^Mervy n$____(2.5) ^7-6$__ __ (2.5) ^uncom fortable$____(2.5) ^uncom mon$____(2.5) ^Harol d$____(2.5) ^Marc$ ____(2.4) ^enrol led$____(2.4) ^enrol lment$____(2.4) ^unkno wn$____(2.3) ^Jerem y$____(2.3) ^5-4$__ __ (2.3) ^Perve z$____(2.3) ^3-6$__ __ (2.2) ^LeBron $____ (2.2) ^union $____(2.2) ^union s$____(2.2) ^junk$_ ___ (2.2) ^5-1$__ __ (2.2) ^Merce des$____(2.2) ^5-0$__ __ (2.2) ^Jason $____(2.2) ^mercy $____(2.2) ^clarif y$____ (2.2) ^Geneva $____ (2.1) ^Harve y$____(2.1) ^WASHINGT ON$____ (2.1) ^Perha ps$____(2.1) ^5-3$__ __ (2.1) ^unava ilable$____(2.1) Filter 30 (bias = -0.46) #
s
p
G
f
V
y
<BOS>
o
E
q
Q
t
S
m
z
T
U
n
Z
r
7
N
R
h
4
B
g
K
8
i
5
M
Y
,
9
H
\194
v
C
P
M
d
K
a
Z
h
V
l
Q
x
"
A
m
1
;
i
X
L
'
u
k
p
?
I
)
q
Y
s
G
n
r
H
b
D
R
%
T
\$
5
S
w
x
u
F
H
C
-
j
U
V
q
\194
a
'
y
p
N
s
\195
7
.
5
E
l
W
G
T
f
Z
c
I
0
m
8
A
Q
r
6
M
B
g
f
G
k
-
F
D
,
c
x
d
a
y
b
E
K
j
N
O
P
1
n
T
9
0
I
.
q
u
U
Y
A
h
l
M
V
\163
R
o
7
k
H
c
6
z
X
T
L
U
5
G
4
v
/
p
l
r
Q
o
\194
m
2
R
F
b
I
K
n
g
8
O
.
s
q
w
1
y
3
P
w
U
o
k
-
F
W
C
X
u
J
R
K
s
e
P
O
r
5
d
l
h
M
y
2
'
N
"
.
Q
j
8
0
b
g
a
E
c
q
H
Non-zero for 19.6% of words.
^TSB$_ ___(4.5) ^Meanw hile$____(3.9) ^PRNewswire-USNew swire$____ (3.8) ^McBri de$____(3.5) ^MVP$_ ___(3.5) ^PRNewswire-FirstCall $____ (3.4) ^JERUSALE M$____ (3.4) ^ECB$_ ___(3.1) ^himself$_ ___ (3.1) ^itself$_ ___ (3.1) ^herself$_ ___ (3.1) ^myself$_ ___ (3.1) ^yourself$_ ___ (3.1) ^self$_ ___ (3.1) ^HSBC$ ____(3.0) ^MS$__ __(2.9) ^McNam ee$____(2.9) ^meanw hile$____(2.8) ^explo sion$____(2.7) ^explo sives$____(2.7) ^explo ded$____(2.7) ^explo sive$____(2.7) ^explo re$____(2.7) ^explo ration$____(2.7) ^Mello n$____(2.7) ^Explo rer$____(2.7) ^MSNBC $____(2.6) ^Buffalo $____ (2.6) ^ISLAMABAD $____ (2.6) ^Minne sota$____(2.6) ^Minne apolis$____(2.6) ^TSA$_ ___(2.6) ^Off$_ ___(2.6) ^ESPN$ ____(2.5) ^PRNew swire$____(2.5) ^Vladi mir$____(2.5) ^Demjanj uk$____ (2.5) ^rifle $____(2.5) ^rifle s$____(2.5) ^Khali d$____(2.5) Filter 31 (bias = -0.62) #
<BOS>
x
Q
f
X
p
Y
c
H
v
^
n
W
o
"
F
\194
B
/
k
b
P
h
0
y
a
d
s
C
K
f
?
F
g
P
.
6
w
j
!
5
r
,
A
J
a
K
u
7
-
B
c
D
h
9
(
l
b
\194
Y
S
G
;
q
p
y
8
z
0
&
Q
o
X
p
"
x
T
f
W
n
E
l
\194
-
M
i
$
r
Z
s
H
h
V
g
6
y
2
a
4
,
L
\195
c
J
m
C
E
h
m
1
-
n
b
\194
r
7
.
5
w
4
e
0
z
6
f
9
U
,
G
i
O
H
L
8
\195
Y
s
v
K
B
\163
k
g
c
P
b
D
Z
t
k
O
V
T
B
l
x
p
U
d
u
o
.
j
w
0
s
I
'
1
f
i
a
S
9
P
n
,
m
G
R
c
N
5
F
g
y
-
K
j
B
g
a
l
W
s
x
u
,
J
f
'
p
R
N
.
q
E
8
d
A
t
U
G
1
\194
h
v
3
S
n
z
P
D
2
V
Non-zero for 20.6% of words.
^funny $____(5.6) ^Jenny $____(4.8) ^Kenny $____(4.6) ^penny $____(4.4) ^Denma rk$____(4.2) ^lucky $____(4.2) ^Petra eus$____(4.1) ^setba ck$____(4.0) ^setba cks$____(4.0) ^Pensi ons$____(3.9) ^OPEC$_ ___ (3.9) ^Lehma n$____(3.8) ^Janua ry$____(3.7) ^Derby $____(3.7) ^Derby shire$____(3.7) ^Jenki ns$____(3.6) ^fancy $____(3.5) ^Schwa rzenegger$____(3.5) ^Schwa rtz$____(3.5) ^Berba tov$____(3.4) ^derby $____(3.4) ^Prima ry$____(3.4) ^futur e$____(3.4) ^futur es$____(3.4) ^Danny $____(3.4) ^Kenya $____(3.3) ^Kenya n$____(3.3) ^SEC$_ ___(3.3) ^Beckh am$____(3.3) ^Mutua l$____(3.3) ^sensa tion$____(3.3) ^Penn$ ____(3.3) ^Kansa s$____(3.2) ^fearf ul$____(3.2) ^Futur e$____(3.1) ^Futur es$____(3.1) ^Lanka $____(3.1) ^Lanka n$____(3.1) ^Vienna $____ (3.1) ^triba l$____(3.1) Filter 32 (bias = -0.49) #
k
x
<BOS>
c
R
d
H
y
M
.
J
L
V
p
I
a
u
D
i
G
Y
o
j
h
-
z
B
l
T
\163
r
s
\195
8
Z
5
P
S
^
f
C
w
)
e
Y
f
R
E
U
o
D
O
u
-
V
p
Z
N
H
a
\194
.
1
x
7
q
k
W
c
r
8
K
9
%
6
t
0
b
&
\$
m
T
'
W
Z
E
.
i
F
o
f
t
P
v
r
B
Q
w
-
0
b
h
V
1
L
2
n
O
/
q
M
a
C
4
y
3
j
5
X
I
n
T
y
v
r
t
Q
j
H
E
Z
D
a
z
.
0
q
e
/
J
8
B
'
S
N
M
x
c
7
l
h
_
"
k
3
G
1
s
O
w
F
W
d
O
j
o
P
K
C
N
h
t
x
z
7
E
V
T
u
A
n
/
f
.
8
B
D
a
p
X
k
Q
s
q
g
$
6
I
R
x
U
.
u
h
-
V
i
F
T
8
P
Q
t
c
I
7
O
X
z
g
E
b
J
5
\195
Z
o
\194
w
S
s
4
R
C
d
6
m
9
_
Non-zero for 17.9% of words.
^Crawf ord$____(3.6) ^Crown $____(3.6) ^Murdoc h$____ (3.4) ^drawn $____(3.2) ^draw$ ____(3.0) ^Crowl ey$____(3.0) ^runawa y$____ (2.9) ^Hurric ane$____ (2.8) ^Hurric anes$____ (2.8) ^anywh ere$____(2.8) ^Brawn $____(2.8) ^unawa re$____(2.7) ^well-known $____ (2.6) ^best-known $____ (2.6) ^inmate s$____ (2.6) ^inmate $____ (2.6) ^grandfath er$____ (2.5) ^crown $____(2.5) ^crown ed$____(2.5) ^innoc ent$____(2.5) ^innoc ence$____(2.5) ^turnov er$____ (2.5) ^turnov ers$____ (2.5) ^Marath on$____ (2.5) ^Timoth y$____ (2.4) ^Runnin g$____ (2.4) ^drown ed$____(2.4) ^drown ing$____(2.4) ^unlawf ul$____ (2.4) ^Murray $____ (2.3) ^Craig $____(2.3) ^Craig slist$____(2.3) ^burnt$ ____ (2.3) ^thrown $____ (2.3) ^Hudson $____ (2.3) ^Judith $____ (2.3) ^Cruz$ ____(2.3) ^known $____(2.3) ^grandmoth er$____ (2.3) ^Mirror $____ (2.3) Filter 33 (bias = -0.42) #
X
s
<BOS>
y
6
f
V
u
M
p
W
U
Z
r
\194
d
Q
C
J
o
Y
k
0
-
B
a
7
i
9
n
5
'
T
h
2
,
q
x
^
c
n
T
P
g
F
h
R
W
Z
v
-
z
f
t
N
A
9
Y
J
c
r
a
j
G
7
x
I
S
Q
i
M
p
8
w
/
m
3
k
C
E
v
y
B
p
V
O
J
r
Y
f
u
e
k
S
\194
F
T
c
R
\163
b
d
z
E
Z
o
i
G
H
x
M
N
m
g
9
.
U
,
l
K
W
j
m
D
w
d
K
R
b
u
a
F
X
0
B
-
y
s
q
C
A
J
V
7
Z
9
Y
c
p
S
Q
E
.
5
k
1
/
I
H
P
Q
w
R
m
7
g
-
B
P
v
I
c
r
k
\194
A
9
a
d
h
/
x
X
i
$
b
8
z
"
y
j
t
D
W
N
T
J
U
6
E
b
y
k
L
r
o
Q
D
V
i
q
d
R
u
B
1
v
,
X
s
"
U
\163
m
'
/
9
l
I
5
F
O
g
H
j
n
E
h
e
3
Non-zero for 16.2% of words.
^Denmark $____ (3.7) ^numer ous$____(3.3) ^supermark et$____ (3.2) ^supermark ets$____ (3.2) ^Clark $____(3.0) ^Clark e$____(3.0) ^Clark son$____(3.0) ^rumor s$____(3.0) ^Juare z$____(2.8) ^fundr aising$____(2.7) ^fundr aiser$____(2.7) ^interval$ ____ (2.6) ^Ivy$_ ___(2.5) ^Dumfr ies$____(2.5) ^nearb y$____(2.4) ^invade d$____ (2.4) ^Bernank e$____ (2.4) ^flare d$____(2.4) ^Denver$ ____ (2.4) ^Pierr e$____(2.4) ^Ivan$ ____(2.3) ^Newark $____ (2.3) ^quirk y$____(2.3) ^Jim$_ ___(2.2) ^NBA$_ ___(2.2) ^Ruper t$____(2.2) ^Xavier $____ (2.1) ^influenza$_ ___ (2.1) ^Mervyn$ ____ (2.1) ^servant s$____ (2.1) ^servant $____ (2.1) ^Nevada $____ (2.1) ^interim$_ ___ (2.1) ^Mubara k$____ (2.1) ^fiber $____(2.1) ^Slovenia$_ ___ (2.1) ^Armenia$_ ___ (2.1) ^Hundr eds$____(2.1) ^Cumbr ia$____(2.1) ^broadb and$____ (2.0) Filter 34 (bias = -0.41) #
<BOS>
x
R
f
I
m
Q
y
j
p
7
a
D
b
\194
h
9
.
0
o
J
L
X
n
^
w
2
K
E
l
C
B
Y
q
T
i
4
c
1
k
L
k
&
T
l
H
z
r
5
t
G
p
\194
i
s
y
.
f
S
M
:
P
x
m
7
q
Q
;
8
u
(
e
6
n
/
w
!
?
%
h
Q
f
\194
j
Z
h
X
i
.
S
z
e
C
F
c
l
$
E
"
y
W
p
v
o
9
m
/
J
q
g
'
s
8
r
O
H
-
d
M
p
m
I
B
C
w
7
k
P
T
D
K
1
Y
Q
b
n
W
8
h
2
u
l
E
0
f
6
U
-
o
a
N
5
H
z
t
9
S
K
.
M
x
P
v
O
c
r
s
J
d
T
\194
y
C
H
'
f
g
o
z
i
a
\195
n
N
Q
B
V
m
7
3
A
e
b
p
E
S
u
Q
-
C
o
p
J
c
n
"
w
F
N
k
H
s
L
'
\195
\194
M
V
l
G
q
\163
m
d
r
$
B
x
.
8
Z
P
A
7
_
Non-zero for 18.9% of words.
^Lady$ ____(5.2) ^lady$ ____(4.8) ^Sadr$ ____(4.6) ^Randy$ ____ (4.4) ^Roddic k$____ (4.3) ^ladie s$____(4.1) ^Andy$ ____(3.8) ^al-Sadr$ ____ (3.8) ^Banglades h$____ (3.8) ^scarc e$____(3.3) ^Andre w$____(3.3) ^Andre ws$____(3.3) ^Andre $____(3.3) ^Andre a$____(3.3) ^Vladim ir$____ (3.3) ^addic tion$____(3.3) ^addic ts$____(3.3) ^Randol ph$____ (3.2) ^Laden $____(3.2) ^FRANCIS CO$____ (3.1) ^Lane$ ____(3.0) ^Indep endent$____(3.0) ^Indep endence$____(3.0) ^sadly $____(3.0) ^Sadly $____(3.0) ^lanes $____(3.0) ^Addit ionally$____(2.9) ^Addit ional$____(2.9) ^Sandy$ ____ (2.9) ^Wade$ ____(2.9) ^abduc ted$____(2.8) ^abduc tion$____(2.8) ^Judic iary$____(2.8) ^Road$_ ___ (2.7) ^lane$ ____(2.7) ^lazy$ ____(2.7) ^addit ional$____(2.7) ^addit ion$____(2.7) ^addit ions$____(2.7) ^added $____(2.6) Filter 35 (bias = -0.84) #
M
a
V
p
F
d
<BOS>
-
Z
o
j
w
X
t
J
y
B
I
9
.
6
i
Y
O
8
q
b
n
7
z
4
A
L
g
Q
c
K
,
\194
s
W
J
t
L
Q
f
T
%
"
x
w
P
?
n
X
l
(
o
E
p
q
R
\194
\195
.
d
I
s
:
9
0
C
G
F
j
Q
-
N
i
"
m
K
g
X
h
E
x
r
n
R
l
8
j
U
p
9
v
O
f
B
s
I
d
Z
u
2
t
P
'
\163
o
W
w
D
k
f
T
x
u
F
I
l
H
L
t
b
1
S
U
V
i
m
E
j
W
.
d
'
a
K
q
5
k
n
2
M
D
Z
\163
/
v
J
w
s
y
x
T
b
D
h
t
V
M
s
P
S
y
g
m
.
O
Y
d
a
K
7
I
4
U
9
c
8
H
A
p
5
/
Q
,
R
1
G
u
3
_
x
H
p
u
W
r
d
A
z
k
v
n
6
R
"
h
\194
M
K
g
O
j
G
t
S
T
8
Z
5
C
X
U
Q
\195
f
N
s
B
2
_
Non-zero for 10.9% of words.
^Webb$ ____(4.0) ^Webbe r$____(3.9) ^Marsha ll$____ (3.9) ^Vauxha ll$____ (3.6) ^Wembl ey$____(3.5) ^Texas $____(3.2) ^TOKYO $____(3.2) ^metals$ ____ (3.2) ^March$ ____ (3.0) ^Wash$ ____(2.9) ^Walla ce$____(2.9) ^Wells $____(2.9) ^Staffo rdshire$____ (2.8) ^Staffo rd$____ (2.8) ^Serbs$ ____ (2.8) ^Staff$ ____ (2.8) ^Wall$ ____(2.8) ^Wang$ ____(2.8) ^treas ure$____(2.7) ^treas ury$____(2.7) ^telep hone$____(2.7) ^metres$ ____ (2.6) ^kilometres$ ____ (2.6) ^Walk$ ____(2.6) ^Xbox$ ____(2.6) ^Well$ ____(2.6) ^tumbl ed$____(2.6) ^tumbl ing$____(2.6) ^tumbl e$____(2.6) ^troop s$____(2.6) ^troop $____(2.6) ^taxes $____(2.6) ^Walke r$____(2.5) ^talks $____(2.5) ^stabbe d$____ (2.5) ^Melbo urne$____(2.5) ^tells $____(2.5) ^Wenge r$____(2.5) ^Bermud a$____ (2.5) ^VEGAS$ ____ (2.5) Filter 36 (bias = -0.46) #
<BOS>
d
N
p
W
P
Q
D
w
m
A
v
.
j
Y
f
"
-
<EOS>
T
/
y
^
i
B
l
X
c
S
F
Z
u
g
J
e
0
c
i
x
J
F
-
.
H
Q
u
\$
%
C
w
8
U
"
\195
f
I
S
m
?
E
\194
Y
'
;
N
j
y
P
v
l
\163
T
p
1
!
M
H
v
I
x
i
o
P
c
U
.
k
j
A
0
,
-
Q
b
C
e
W
J
y
D
1
h
/
f
p
E
a
S
Z
l
X
L
n
9
2
G
S
v
O
q
K
u
Q
h
s
n
G
-
/
T
L
d
U
0
,
H
f
1
r
i
P
w
F
k
"
x
$
g
c
a
B
J
M
d
Z
p
w
h
X
o
B
x
V
c
N
y
K
l
e
g
J
D
Q
s
F
G
H
z
W
C
2
v
E
a
I
u
4
O
b
S
/
0
Y
s
X
E
Z
t
J
a
M
U
n
f
V
F
-
e
/
k
7
S
R
d
\194
\163
9
y
$
A
o
x
0
p
Q
w
l
z
\195
v
i
Non-zero for 15.1% of words.
^showcase$ ____ (3.7) ^case$ ____(3.3) ^exercise$ ____ (3.2) ^racism$ ____ (3.1) ^crown $____(3.0) ^crown ed$____(3.0) ^Fife$ ____(3.0) ^Fire$ ____(3.0) ^cafe$ ____(2.9) ^care$ ____(2.9) ^calen dar$____(2.9) ^precise$ ____ (2.8) ^While$ ____ (2.8) ^cite$ ____(2.7) ^precisel y$____ (2.7) ^tackle$ ____ (2.7) ^reconcile$ ____ (2.7) ^WASHING TON$____ (2.6) ^came$ ____(2.6) ^fire$ ____(2.5) ^risen $____(2.5) ^crew$ ____(2.5) ^NHS$_ ___(2.5) ^while$ ____ (2.5) ^Meanwhile$ ____ (2.5) ^meanwhile$ ____ (2.5) ^worthwhile$ ____ (2.5) ^carbo n$____(2.4) ^racist$ ____ (2.4) ^suitcase$ ____ (2.3) ^Newcastl e$____ (2.3) ^file$ ____(2.3) ^Case$ ____(2.3) ^rise$ ____(2.3) ^hire$ ____(2.3) ^camer a$____(2.2) ^camer as$____(2.2) ^FRANCISCO $____ (2.2) ^FIFA$ ____(2.2) ^FTSE$ ____(2.2) Filter 37 (bias = -0.37) #
S
p
s
d
Y
P
x
D
V
r
B
y
R
I
4
q
k
e
\194
-
h
n
<EOS>
\163
9
m
v
H
W
X
5
T
<BOS>
1
b
\195
"
t
E
f
W
-
X
v
Q
g
6
c
4
u
3
z
8
.
H
t
K
j
:
d
,
T
7
D
"
w
5
o
Y
r
2
R
L
s
S
k
;
n
/
'
W
l
w
m
2
L
E
.
I
d
3
f
4
-
k
u
9
x
O
h
K
y
5
b
Q
D
G
F
1
'
0
a
B
s
V
r
X
P
i
j
m
j
b
I
v
d
B
r
Y
F
W
g
\194
s
X
-
V
e
"
E
T
n
k
1
K
p
M
S
z
D
Q
2
Z
3
$
C
U
5
q
O
p
U
j
u
g
B
0
s
X
a
d
N
7
.
P
L
I
y
D
f
G
A
C
m
l
b
5
w
1
K
V
h
6
R
c
E
T
o
i
H
F
m
I
U
n
Y
r
G
Q
z
q
o
j
L
C
K
7
i
N
T
e
y
d
u
.
O
'
s
t
M
9
W
f
l
P
B
8
J
2
h
Non-zero for 11.5% of words.
^Women $____(2.9) ^Hampt on$____(2.9) ^Weber $____(2.8) ^Siemen s$____ (2.6) ^Livin g$____(2.6) ^Simps on$____(2.6) ^Liber al$____(2.5) ^Liber ty$____(2.5) ^Liber ation$____(2.5) ^Liver pool$____(2.5) ^Kevin $____(2.4) ^hampe red$____(2.4) ^Wyomin g$____ (2.3) ^Bible $____(2.3) ^Yemen $____(2.2) ^Yemen i$____(2.2) ^segmen t$____ (2.2) ^segmen ts$____ (2.2) ^HSBC$ ____(2.2) ^aimin g$____(2.2) ^exhibit ion$____ (2.2) ^exhibit $____ (2.2) ^exhibit ions$____ (2.2) ^exhibit s$____ (2.2) ^Limit ed$____(2.2) ^Havin g$____(2.2) ^Lampa rd$____(2.1) ^Simon $____(2.1) ^Hamps hire$____(2.1) ^Haven $____(2.1) ^Xavie r$____(2.1) ^Wikip edia$____(2.1) ^seemin gly$____ (2.0) ^sewage $____ (2.0) ^Birmin gham$____ (2.0) ^Levin $____(2.0) ^Levin e$____(2.0) ^Alzheimer $____ (2.0) ^Somer set$____(2.0) ^ashamed $____ (2.0) Filter 38 (bias = -0.47) #
Y
j
W
F
b
C
a
c
m
p
L
d
B
g
X
t
.
D
<BOS>
f
q
s
"
e
\195
S
K
P
U
n
o
I
<EOS>
0
/
5
H
k
u
4
L
-
Z
I
K
i
/
p
y
j
U
T
C
v
8
t
F
g
&
E
Q
e
c
J
.
q
N
d
!
w
M
k
s
;
A
P
(
\163
,
r
v
m
p
.
W
M
q
o
d
r
2
L
6
s
0
-
1
n
x
/
T
l
8
f
7
A
\163
'
9
R
X
U
a
N
4
u
"
Z
E
w
E
f
I
n
2
M
z
m
g
'
G
u
O
r
W
F
w
R
i
N
1
B
5
k
p
x
A
b
a
y
d
h
S
o
\163
.
0
C
4
Z
X
F
Q
u
W
f
z
j
b
y
\194
M
a
t
Y
h
"
c
V
s
q
D
$
k
6
H
7
r
e
T
i
C
g
n
j
U
n
u
A
d
t
z
F
v
S
G
l
y
5
P
H
-
V
"
/
T
I
c
4
\163
,
E
N
a
C
b
M
p
X
\195
7
R
f
o
Non-zero for 22.4% of words.
^Legal $____(3.1) ^Aviat ion$____(3.1) ^Blackwat er$____ (3.0) ^Cambodian $____ (2.8) ^Ramadan $____ (2.7) ^understandabl e$____ (2.7) ^organizat ion$____ (2.6) ^organizat ions$____ (2.6) ^Organizat ion$____ (2.6) ^reorganizat ion$____ (2.6) ^Megan $____(2.5) ^Jacksonvill e$____ (2.4) ^aviat ion$____(2.4) ^Sebastian $____ (2.3) ^PlayStat ion$____ (2.3) ^spill $____(2.2) ^spill ed$____(2.2) ^Malaysian $____ (2.2) ^Mayweat her$____ (2.2) ^Nadal $____(2.2) ^Colombian $____ (2.2) ^financial $____ (2.1) ^Financial $____ (2.1) ^financial ly$____ (2.1) ^Logan $____(2.1) ^negat ive$____(2.1) ^guardian .co.uk$____ (2.1) ^Guardian $____ (2.1) ^guardian $____ (2.1) ^Kazak hstan$____(2.1) ^raciall y$____ (2.1) ^catal ogue$____(2.1) ^catal og$____(2.1) ^Netan yahu$____(2.1) ^sedan $____(2.1) ^Natal ie$____(2.1) ^compell ing$____ (2.1) ^compell ed$____ (2.1) ^Nepal $____(2.1) ^spawn ed$____(2.1) Filter 39 (bias = -0.44) #
X
k
<BOS>
p
Q
r
6
i
Z
t
\194
T
.
R
/
g
W
U
8
P
L
C
5
s
7
c
^
u
"
h
M
z
4
o
A
f
a
w
C
m
h
E
1
z
H
K
c
-
7
f
n
%
8
e
y
b
D
.
)
;
g
W
R
O
4
l
d
t
0
:
F
B
9
v
3
X
u
O
-
W
g
Q
u
,
m
I
b
K
j
X
n
t
J
2
h
N
.
"
v
/
k
S
M
\194
V
5
s
T
Z
$
'
8
x
6
r
f
X
-
D
R
K
u
L
r
W
k
.
s
A
i
c
P
5
'
B
J
t
\195
/
g
N
p
6
U
T
b
w
j
M
f
e
Y
\194
h
q
C
d
b
-
g
\194
h
u
B
I
r
s
A
"
F
Q
x
$
K
U
M
'
n
z
e
/
c
k
Z
L
N
V
j
f
R
d
U
e
Y
-
K
t
C
p
Z
j
G
q
9
v
B
.
V
D
s
l
3
T
z
m
8
\163
S
f
5
F
k
h
A
g
y
H
Non-zero for 18.9% of words.
^ways$ ____(3.3) ^greeted$ ____ (3.3) ^woes$ ____(3.3) ^woods $____(3.3) ^matur e$____(3.1) ^matur ity$____(3.1) ^wood$ ____(3.0) ^focus $____(3.0) ^focus ed$____(3.0) ^focus ing$____(3.0) ^focus es$____(3.0) ^etc$_ ___(3.0) ^netted$ ____ (3.0) ^ETA$_ ___(2.9) ^wild$ ____(2.9) ^way$_ ___(2.9) ^plummeted$ ____ (2.8) ^completed$ ____ (2.8) ^depleted$ ____ (2.8) ^EST$_ ___(2.8) ^LONDON $____ (2.8) ^winds $____(2.7) ^facts $____(2.7) ^demands $____ (2.7) ^feeds $____(2.7) ^bats$ ____(2.7) ^MI5$_ ___(2.7) ^manda te$____(2.6) ^manda tory$____(2.6) ^manda ted$____(2.6) ^manda tes$____(2.6) ^U.S.-led$ ____ (2.6) ^attempts$ ____ (2.6) ^prematur e$____ (2.6) ^coveted$ ____ (2.6) ^Watso n$____(2.6) ^wants $____(2.6) ^bands $____(2.6) ^drafted$ ____ (2.6) ^crafted$ ____ (2.6) Filter 40 (bias = -0.39) #
.
i
Q
J
Z
o
A
k
L
B
g
v
/
f
c
T
y
p
d
P
C
R
D
K
F
-
X
O
^
9
G
j
3
0
\195
t
Z
t
V
U
b
s
X
O
?
E
n
%
M
i
9
A
v
S
x
u
!
,
q
I
)
T
8
a
7
d
'
y
.
z
Q
l
6
o
J
D
j
w
F
K
d
W
Q
o
D
B
u
p
'
i
\194
a
R
x
-
z
.
c
l
y
s
2
C
q
$
v
7
G
"
n
r
3
S
O
P
k
o
F
z
j
K
s
O
m
N
H
c
f
0
u
q
h
a
i
W
V
Q
k
G
M
X
S
T
4
\195
-
w
g
p
e
D
'
9
n
r
t
X
u
W
-
B
m
Q
y
E
o
q
M
x
U
a
n
b
C
2
c
e
R
6
'
7
D
S
s
5
g
I
d
4
r
F
G
A
i
9
Z
x
T
Q
u
.
H
'
t
z
D
b
j
s
i
G
M
V
e
S
E
/
J
\194
1
X
h
$
k
l
v
"
I
K
q
_
r
B
Non-zero for 17.0% of words.
^Andre$ ____ (3.9) ^Andrea $____ (3.7) ^Andrea s$____ (3.7) ^blows $____(3.5) ^understandabl e$____ (3.4) ^brows er$____(3.2) ^blow$ ____(3.2) ^Sandra$ ____ (3.1) ^Alexandra$ ____ (3.1) ^Andrew $____ (3.1) ^Andrew s$____ (3.1) ^Randolp h$____ (3.1) ^Xbox$ ____(2.9) ^MSNBC $____(2.9) ^buzz$ ____(2.8) ^.....$ ____ (2.8) ^scandals $____ (2.8) ^bulbs $____(2.8) ^globa l$____(2.8) ^globa lly$____(2.8) ^handles $____ (2.8) ^candles $____ (2.8) ^burea u$____(2.8) ^burea ucracy$____(2.8) ^burea ucratic$____(2.8) ^neces sary$____(2.8) ^neces sarily$____(2.8) ^neces sity$____(2.8) ^broad cast$____(2.7) ^broad $____(2.7) ^broad er$____(2.7) ^broad band$____(2.7) ^broad caster$____(2.7) ^broad ly$____(2.7) ^Punjab$ ____ (2.7) ^Actres s$____ (2.7) ^buck$ ____(2.7) ^abroad $____ (2.6) ^eyebrows $____ (2.6) ^becam e$____(2.6) Filter 41 (bias = -0.37) #
y
b
D
k
H
-
1
v
d
<BOS>
L
R
/
w
6
B
X
J
8
x
,
r
4
z
2
f
O
\195
7
'
5
s
h
<EOS>
T
o
C
V
3
n
Z
S
X
o
m
s
M
x
!
h
?
l
)
A
P
t
V
,
T
R
;
f
b
O
Q
\$
H
C
W
5
w
%
"
N
q
i
6
j
v
F
B
y
b
g
V
d
v
H
9
i
\194
h
X
u
Q
-
J
t
R
p
Y
1
x
O
6
w
k
s
7
o
K
c
0
A
"
r
8
D
z
m
R
p
u
i
v
f
Y
w
T
l
9
A
"
a
M
I
\194
e
B
t
0
,
8
s
D
m
c
g
J
n
N
S
k
y
Q
F
U
d
o
P
v
h
Q
H
\194
y
.
i
z
r
'
o
B
p
s
1
V
g
c
u
w
J
F
P
"
-
k
l
$
Y
W
L
t
O
b
\195
X
3
x
D
d
Z
t
w
\194
M
l
n
D
g
S
m
Q
H
I
i
s
J
z
y
F
b
,
V
T
h
.
k
O
r
"
-
E
3
v
Y
\163
G
a
\195
Non-zero for 13.2% of words.
^anonymous$ ____ (3.7) ^blockbust er$____ (3.7) ^debut$ ____ (3.6) ^symbols $____ (3.6) ^Columbus$ ____ (3.5) ^debute d$____ (3.5) ^symbol$ ____ (3.2) ^Lexus$ ____ (3.1) ^Abbott $____ (3.0) ^Xbox$ ____(3.0) ^adequat e$____ (2.9) ^inadequat e$____ (2.9) ^adequat ely$____ (2.9) ^filibust er$____ (2.9) ^Ambula nce$____ (2.8) ^Plus$ ____(2.8) ^ambush $____ (2.8) ^abund ance$____(2.7) ^clust er$____(2.7) ^blunt $____(2.7) ^dubbed $____ (2.6) ^Trust $____(2.6) ^Adjust ed$____ (2.6) ^unanimousl y$____ (2.6) ^Plymouth $____ (2.5) ^1990s$ ____ (2.5) ^mid-1990s$ ____ (2.5) ^abuse $____(2.5) ^abuse d$____(2.5) ^abuse s$____(2.5) ^Houst on$____(2.4) ^reimburs ement$____ (2.4) ^HMRC$_ ___ (2.4) ^mound $____(2.4) ^DVDs$ ____(2.3) ^1999$_ ___ (2.3) ^equat ion$____(2.3) ^mount ain$____(2.3) ^mount ains$____(2.3) ^mount ing$____(2.3) Filter 42 (bias = -0.56) #
I
v
2
u
Q
m
n
T
Z
o
X
l
C
.
3
x
7
L
1
h
p
-
4
D
V
t
H
s
5
z
P
U
8
b
W
f
^
d
,
B
u
p
R
S
Z
f
?
x
H
l
N
s
M
e
9
F
)
t
Y
O
U
%
\195
i
J
d
n
\$
(
y
B
,
&
E
q
g
-
j
T
m
j
o
I
x
X
y
7
m
V
.
H
a
F
s
Q
z
9
L
J
p
R
f
M
h
C
O
k
l
P
G
6
w
Z
c
4
U
T
A
2
K
o
F
z
j
K
H
9
t
O
h
w
A
G
k
W
m
-
S
\195
g
N
V
v
M
0
e
J
l
8
C
a
i
2
f
x
T
c
4
R
s
i
c
I
.
p
v
l
u
P
M
O
b
H
x
,
'
1
F
3
m
X
s
2
g
7
Z
J
k
5
U
6
f
Y
y
W
N
4
h
S
"
V
o
Z
t
M
T
g
D
4
d
X
v
j
l
H
c
3
a
w
z
-
x
G
p
J
B
7
,
2
O
Q
A
b
y
$
q
6
N
f
Non-zero for 18.6% of words.
^autops y$____ (3.6) ^Revie w$____(3.3) ^Europe an$____ (3.3) ^Europe $____ (3.3) ^Europe ans$____ (3.3) ^Cunnin gham$____ (3.3) ^purple $____ (3.2) ^brutal$ ____ (3.1) ^uncle ar$____(3.0) ^uncle $____(3.0) ^Real$ ____(3.0) ^brutali ty$____ (3.0) ^rural$ ____ (3.0) ^BEIJING$ ____ (2.9) ^unple asant$____(2.9) ^nursin g$____ (2.9) ^reope ned$____(2.9) ^reope n$____(2.9) ^puzzle $____ (2.9) ^inaugural$ ____ (2.9) ^undis closed$____(2.8) ^Tropi cal$____(2.8) ^unwil ling$____(2.7) ^runnin g$____ (2.7) ^long-runnin g$____ (2.7) ^Bruno$_ ___ (2.6) ^Corzin e$____ (2.6) ^Ponzi$ ____ (2.6) ^Jewis h$____(2.5) ^Rural$ ____ (2.5) ^previe w$____ (2.5) ^Auto$_ ___ (2.4) ^recognizin g$____ (2.4) ^1991$ ____(2.4) ^3-poin ter$____ (2.4) ^3-poin ters$____ (2.4) ^3-poin t$____ (2.4) ^Kurdis h$____ (2.4) ^Kurdis tan$____ (2.4) ^unwan ted$____(2.4) Filter 43 (bias = -0.60) #
J
c
i
.
j
y
V
U
H
C
Y
z
X
s
6
o
4
N
7
n
P
A
3
a
l
'
b
D
e
t
h
r
<BOS>
d
W
w
2
/
M
u
S
c
j
y
s
?
R
q
J
a
f
d
F
.
V
v
5
T
3
h
I
D
%
!
4
m
;
p
9
g
O
\163
Q
A
,
u
M
b
7
1
F
p
h
o
Q
i
8
f
.
m
4
-
7
P
g
z
Z
l
"
K
E
w
H
J
A
t
c
O
S
v
L
\195
9
k
5
T
N
,
X
n
b
t
x
w
B
c
V
O
F
g
9
-
L
o
7
T
Y
E
Q
D
X
y
8
z
l
i
P
d
R
s
h
G
J
I
f
2
6
W
k
e
S
u
G
U
V
T
X
t
Q
v
5
B
7
H
g
k
x
D
4
a
8
\195
6
q
p
r
$
_
3
R
j
d
m
y
A
h
a
G
x
g
B
M
q
E
l
j
A
O
b
c
,
-
\194
o
n
e
h
D
I
w
Q
y
H
T
L
J
k
r
.
Z
6
0
v
S
7
K
Non-zero for 15.3% of words.
^lifeboa t$____ (4.9) ^Sebel ius$____(4.1) ^disabil ity$____ (4.0) ^disabil ities$____ (4.0) ^subwa y$____(3.8) ^Elisabet h$____ (3.6) ^Peshawa r$____ (3.2) ^subma rine$____(3.2) ^subma rines$____(3.2) ^Schwa rzenegger$____(3.2) ^Schwa rtz$____(3.2) ^Reaga n$____(3.1) ^Highla nd$____ (3.0) ^Highla nds$____ (3.0) ^availabil ity$____ (3.0) ^celebra te$____ (3.0) ^celebra ted$____ (3.0) ^celebra tion$____ (3.0) ^celebra ting$____ (3.0) ^marijuana $____ (3.0) ^Highwa y$____ (2.9) ^Halifax$_ ___ (2.9) ^Subs$ ____(2.9) ^lesbia n$____ (2.9) ^Sex$_ ___(2.9) ^Billboa rd$____ (2.9) ^visibil ity$____ (2.9) ^MSNBC$ ____ (2.9) ^surpa ssed$____(2.8) ^punishmen t$____ (2.8) ^establishmen t$____ (2.8) ^accomplishmen ts$____ (2.8) ^sub$_ ___(2.8) ^Shara pova$____(2.7) ^Feb$_ ___(2.7) ^escala ting$____ (2.7) ^escala ted$____ (2.7) ^escala tion$____ (2.7) ^disable d$____ (2.7) ^webca st$____(2.7) Filter 44 (bias = -0.42) #
<BOS>
y
Q
T
9
t
X
m
b
D
7
i
V
p
x
c
\194
h
8
o
6
O
.
M
Z
U
"
H
2
f
q
g
W
u
-
P
<EOS>
A
I
r
z
f
Y
j
U
F
T
-
&
e
L
\$
A
i
B
S
m
n
b
4
K
s
X
3
G
E
\194
p
!
r
D
h
a
x
v
I
c
2
.
5
D
a
j
h
M
s
Z
A
X
k
6
E
n
U
0
b
7
W
C
r
J
w
5
S
9
i
\194
y
8
x
F
O
P
u
d
t
/
o
V
Y
A
d
t
v
H
-
N
z
/
G
B
s
h
E
M
P
l
p
,
0
Y
U
n
c
q
g
S
u
r
\163
m
2
.
x
o
9
L
J
W
8
Z
f
2
S
w
t
n
o
X
r
1
O
a
F
q
s
.
k
6
j
7
R
g
T
I
M
W
h
d
l
5
'
8
m
4
u
A
B
0
,
i
c
Y
.
O
h
V
q
$
x
W
v
s
D
G
F
Q
n
S
N
"
d
U
A
a
r
B
e
0
L
b
t
Non-zero for 13.1% of words.
^Lebanon$ ____ (4.0) ^GMAC$ ____(3.8) ^Anna$ ____(3.8) ^EBITDA$_ ___ (3.5) ^UCLA$ ____(3.4) ^Tenni s$____(3.4) ^Tenn$ ____(3.3) ^AZUZ$ ____(3.2) ^bacon$ ____ (3.2) ^Santa$ ____ (3.1) ^Detai ls$____(3.1) ^Atlanta$ ____ (3.1) ^Antar ctic$____(3.0) ^Antar ctica$____(3.0) ^U.N.$ ____(2.9) ^D-N.Y .$____(2.9) ^Adm.$ ____(2.9) ^Unles s$____(2.8) ^Berni e$____(2.8) ^advantag e$____ (2.8) ^advantag es$____ (2.8) ^disadvantag e$____ (2.8) ^disadvantag ed$____ (2.8) ^L.A.$ ____(2.8) ^Annap olis$____(2.7) ^Leon$ ____(2.7) ^Uefa$ ____(2.7) ^blowi ng$____(2.7) ^fantas tic$____ (2.7) ^fantas y$____ (2.7) ^Alons o$____(2.7) ^Belgi um$____(2.7) ^Belgi an$____(2.7) ^acclai med$____ (2.6) ^Pennsylvania$ ____ (2.6) ^Denni s$____(2.6) ^knowi ng$____(2.6) ^knowi ngly$____(2.6) ^Berns tein$____(2.6) ^blow$ ____(2.6) Filter 45 (bias = -0.45) #
t
f
T
x
g
p
c
b
z
F
u
P
U
B
s
l
w
L
G
h
E
q
D
K
C
J
.
a
-
n
O
6
M
9
\194
8
I
r
R
e
G
f
z
k
0
F
D
B
d
y
g
h
X
u
l
r
7
t
&
H
5
N
!
M
1
m
J
U
6
,
2
x
\194
s
-
\$
Z
S
c
;
E
y
Q
m
S
u
b
o
7
n
V
M
j
f
X
i
F
T
G
H
5
-
g
t
4
U
s
p
8
c
e
D
x
,
2
K
I
1
9
P
H
l
W
.
"
s
X
o
1
t
8
z
k
-
4
S
q
n
T
f
9
A
3
j
6
c
2
'
Y
L
h
w
V
g
B
/
P
O
7
C
p
-
K
u
y
j
O
J
a
M
W
.
P
e
k
E
c
s
Q
n
z
H
,
R
G
g
B
4
X
F
x
w
"
v
T
D
C
Z
A
d
b
D
V
d
k
y
Q
1
B
o
"
n
'
H
X
h
Y
u
R
L
9
t
x
i
S
c
v
A
\194
l
W
,
$
-
K
g
f
_
Z
O
Non-zero for 15.1% of words.
^sleep$ ____ (4.0) ^asleep$ ____ (4.0) ^Deep$ ____(3.9) ^deep$ ____(3.7) ^Campb ell$____(3.7) ^leap$ ____(3.5) ^Islamab ad$____ (3.3) ^grip$ ____(3.2) ^Everyb ody$____ (3.2) ^U.S.-back ed$____ (3.2) ^deepe r$____(3.2) ^deepe ning$____(3.2) ^deepe st$____(3.2) ^clip$ ____(3.2) ^matchup$ ____ (3.1) ^Phillip$ ____ (3.1) ^considerab le$____ (3.1) ^considerab ly$____ (3.1) ^payab le$____(3.1) ^slappe d$____ (3.0) ^Toshib a$____ (2.8) ^clips $____(2.8) ^capab le$____(2.8) ^capab ilities$____(2.8) ^capab ility$____(2.8) ^Phillips $____ (2.8) ^Playb oy$____(2.8) ^click $____(2.8) ^feedback $____ (2.8) ^sweep$ ____ (2.8) ^sleepi ng$____ (2.7) ^scrap$ ____ (2.7) ^Boulevar d$____ (2.7) ^Diamondback s$____ (2.7) ^Click $____(2.6) ^climb ed$____(2.6) ^climb $____(2.6) ^climb ing$____(2.6) ^deepl y$____(2.6) ^Gazpr om$____(2.6) Filter 46 (bias = -0.46) #
<BOS>
G
t
y
f
Z
'
g
l
U
\194
E
I
L
-
c
S
K
,
M
j
m
n
w
x
1
R
D
Q
T
k
H
v
2
s
A
F
3
C
z
Z
o
X
x
J
.
M
c
V
s
P
t
)
h
H
S
K
d
;
-
6
'
B
a
2
f
3
v
L
p
9
g
7
\$
b
y
4
n
Y
O
t
p
\194
G
H
g
T
x
M
b
u
r
$
w
Y
a
/
z
B
c
,
y
"
E
W
K
R
.
\163
e
\195
P
f
o
q
s
r
E
n
d
k
L
N
e
B
j
R
S
Q
F
C
U
'
G
c
D
b
u
Y
4
X
6
o
-
\195
i
p
5
A
m
.
2
W
J
K
h
z
u
P
.
L
-
G
q
p
H
U
t
l
k
O
v
J
'
D
M
5
"
0
W
\195
\194
2
g
,
j
3
$
a
T
1
Y
6
n
Y
f
1
t
7
.
W
F
X
e
8
m
6
j
9
M
3
s
G
r
V
-
2
u
4
N
Q
l
0
w
"
E
i
o
p
_
\194
L
5
A
Non-zero for 25.6% of words.
^BEIJING$ ____ (5.1) ^Murph y$____(4.5) ^Publi c$____(3.9) ^WASHINGT ON$____ (3.8) ^Ponzi $____(3.6) ^Kurdi sh$____(3.4) ^Kurdi stan$____(3.4) ^PHILA DELPHIA$____(3.4) ^June$ ____(3.4) ^Zuric h$____(3.3) ^Murdo ch$____(3.1) ^HMRC$ ____(3.0) ^Murra y$____(2.9) ^Mini$ ____(2.9) ^Hurri cane$____(2.9) ^Hurri canes$____(2.9) ^entrepreneurs$ ____ (2.9) ^Munic h$____(2.9) ^CHICAG O$____ (2.9) ^Junio r$____(2.8) ^Purdu e$____(2.8) ^Mukas ey$____(2.8) ^Buzz$ ____(2.8) ^Plaza $____(2.8) ^Xinji ang$____(2.8) ^Sainsbury$ ____ (2.7) ^desktop$ ____ (2.7) ^MSNBC $____(2.7) ^proteins$ ____ (2.7) ^Zuma$ ____(2.7) ^Punja b$____(2.6) ^injury$ ____ (2.6) ^bury$ ____(2.6) ^settli ng$____ (2.6) ^Mine$ ____(2.6) ^Marli ns$____(2.6) ^Mike$ ____(2.6) ^buzz$ ____(2.5) ^Cadbury$ ____ (2.5) ^Europ ean$____(2.5) Filter 47 (bias = -0.46) #
S
v
O
.
f
-
,
u
y
g
K
w
Q
b
F
q
"
z
C
J
P
a
p
l
'
T
3
d
8
\195
/
A
s
0
^
D
M
L
5
E
?
j
.
J
!
i
(
P
N
p
Q
T
A
-
a
E
&
e
:
v
/
%
n
f
q
G
Z
l
"
0
h
m
\$
)
y
;
8
d
W
M
Q
j
R
g
"
t
U
h
a
M
9
m
\195
e
r
i
z
F
I
T
N
c
8
S
/
y
$
f
'
p
v
D
H
4
5
i
.
5
u
p
-
I
m
K
F
W
e
,
d
1
r
C
y
X
E
3
s
2
b
0
f
6
U
B
h
7
L
n
g
V
\163
Y
M
9
D
E
p
u
c
s
n
-
q
R
f
Y
t
S
C
J
v
j
P
U
x
4
B
G
k
3
a
M
y
"
,
g
d
Z
T
$
m
H
K
Q
l
d
Y
P
h
D
g
F
m
I
A
6
k
j
y
2
W
J
b
7
o
9
w
8
T
5
r
e
O
f
.
-
G
0
S
1
H
n
t
v
c
Non-zero for 20.4% of words.
^U.S.-led $____ (3.4) ^arise $____(3.3) ^SOURCE$ ____ (3.1) ^praise d$____ (3.0) ^praise $____ (3.0) ^Paris$ ____ (3.0) ^Swanse a$____ (2.9) ^Cruise $____ (2.9) ^PARIS$ ____ (2.8) ^raise d$____(2.8) ^raise $____(2.8) ^raise s$____(2.8) ^Chris$ ____ (2.7) ^crise s$____(2.7) ^FARC$_ ___ (2.7) ^noise $____(2.6) ^Christ mas$____ (2.5) ^Christ ian$____ (2.5) ^Christ opher$____ (2.5) ^Christ ians$____ (2.5) ^Christ ie$____ (2.5) ^Christ $____ (2.5) ^Christ ine$____ (2.5) ^Christ ianity$____ (2.5) ^compariso n$____ (2.5) ^compariso ns$____ (2.5) ^accompanied $____ (2.4) ^Nazis$ ____ (2.4) ^shaped $____ (2.4) ^Aroun d$____(2.4) ^cried $____(2.3) ^Orange $____ (2.3) ^MSNBC$_ ___ (2.3) ^arose $____(2.3) ^ANGEL ES$____(2.3) ^praisi ng$____ (2.3) ^Kaise r$____(2.3) ^crisp $____(2.2) ^Hanse n$____(2.2) ^jurisd iction$____ (2.2) Filter 48 (bias = -0.44) #
U
g
u
x
a
h
t
G
T
j
I
o
E
c
P
n
d
p
<BOS>
0
s
5
m
S
B
V
z
7
Q
C
H
Y
,
r
W
J
"
3
/
4
M
z
?
P
m
I
W
d
Z
p
/
E
(
a
Y
U
n
T
\194
r
.
k
h
D
y
\163
X
\195
'
s
N
R
V
t
:
l
"
A
H
%
.
p
/
k
s
T
M
h
f
i
S
q
'
1
L
H
N
P
K
a
m
d
o
v
$
g
\194
r
w
\163
Z
b
Q
0
5
u
F
\195
l
y
l
f
X
u
Y
U
j
r
7
y
V
N
g
k
5
c
6
n
S
B
G
R
4
.
0
s
\194
a
i
o
1
w
2
'
W
F
J
v
$
K
p
u
S
.
W
U
x
v
O
z
3
-
i
c
,
R
5
D
6
w
4
T
7
m
X
Z
8
k
y
t
h
n
K
M
1
\195
2
A
f
b
t
g
o
P
W
Z
N
L
O
b
\194
G
S
U
T
V
"
d
w
H
v
m
B
1
,
u
K
p
Q
C
$
J
f
h
q
\195
M
F
/
7
Non-zero for 19.2% of words.
^translat e$____ (4.3) ^translat ed$____ (4.3) ^translat ion$____ (4.3) ^demolit ion$____ (4.0) ^gunshot $____ (4.0) ^portfolio $____ (3.7) ^portfolio s$____ (3.7) ^Instit ute$____ (3.5) ^Instit ution$____ (3.5) ^Hospit al$____ (3.5) ^Hospit als$____ (3.5) ^transmit ted$____ (3.5) ^satellit e$____ (3.3) ^satellit es$____ (3.3) ^commodit y$____ (3.3) ^commodit ies$____ (3.3) ^accumulat ed$____ (3.2) ^columnist $____ (3.2) ^Milit ary$____(3.2) ^paramilit ary$____ (3.2) ^inflat ion$____ (3.1) ^inflat ed$____ (3.1) ^Mello n$____(3.1) ^Unfort unately$____ (3.1) ^Medit erranean$____(3.0) ^newslet ter$____ (3.0) ^Motio n$____(3.0) ^sculpt ure$____ (2.9) ^sculpt ures$____ (2.9) ^despit e$____ (2.9) ^substit ute$____ (2.8) ^Except $____ (2.8) ^Catholic $____ (2.8) ^Catholic s$____ (2.8) ^deflat ion$____ (2.8) ^Until$ ____ (2.7) ^millio n$____ (2.6) ^millio ns$____ (2.6) ^millio naire$____ (2.6) ^significantly$ ____ (2.6) Filter 49 (bias = -0.45) #
E
a
<BOS>
k
O
v
S
m
Q
U
G
u
X
d
M
n
3
p
"
l
4
B
N
z
j
f
5
t
e
C
8
x
W
P
2
i
7
A
Y
b
y
J
p
B
d
Y
O
R
P
9
c
x
?
b
t
v
Q
u
\163
V
!
l
D
5
r
4
T
0
m
h
"
j
;
)
f
s
e
i
F
n
Q
x
.
h
I
i
F
v
D
W
/
p
Z
o
L
k
r
Y
j
y
P
T
C
B
n
w
N
S
A
G
d
g
l
c
R
b
X
a
7
0
v
u
c
H
z
r
w
d
W
L
V
h
K
y
G
P
x
-
B
F
\194
D
0
R
p
U
k
\195
X
N
5
1
S
I
'
j
g
e
b
l
Y
f
g
m
R
e
G
v
C
F
S
B
Q
a
$
d
V
L
7
P
O
x
r
U
"
y
K
t
b
q
w
p
.
d
f
T
N
D
x
v
K
I
o
j
B
-
r
\194
b
u
n
t
w
1
A
P
y
6
.
0
a
H
h
i
L
7
S
$
F
2
,
z
Z
Non-zero for 26.9% of words.
^Reynold s$____ (3.3) ^pro-d emocracy$____(3.2) ^decid ed$____(3.0) ^decid e$____(3.0) ^decid ing$____(3.0) ^decid es$____(3.0) ^Lynch$ ____ (3.0) ^Syracu se$____ (2.9) ^plagu ed$____(2.9) ^yacht $____(2.8) ^proud $____(2.7) ^proud ly$____(2.7) ^Rodrigu ez$____ (2.7) ^Pragu e$____(2.6) ^Maryland $____ (2.5) ^devot ed$____(2.5) ^Gerrard $____ (2.5) ^Gregg$ ____ (2.4) ^CITY$ ____(2.4) ^Sprint $____ (2.4) ^procu rement$____(2.4) ^Orche stra$____(2.4) ^Eduard o$____ (2.4) ^recru iting$____(2.3) ^recru itment$____(2.3) ^recru it$____(2.3) ^recru ited$____(2.3) ^Gerard $____ (2.3) ^prohi bited$____(2.3) ^prohi bit$____(2.3) ^prohi bits$____(2.3) ^Medvedev$_ ___ (2.3) ^Lopez$_ ___ (2.3) ^recov ery$____(2.3) ^recov ered$____(2.3) ^recov er$____(2.3) ^recov ering$____(2.3) ^Oprah$ ____ (2.3) ^drag$ ____(2.3) ^Bernard $____ (2.2) Filter 50 (bias = -0.47) #
p
h
P
t
G
u
z
.
X
H
d
N
K
A
0
w
Q
M
7
n
8
F
6
f
O
B
J
q
9
e
D
s
V
k
1
j
2
S
C
o
f
d
M
D
n
g
K
\163
B
T
,
0
m
p
w
c
'
v
o
G
N
E
/
q
s
a
i
z
k
1
R
h
S
e
V
.
Z
7
%
!
F
o
H
z
M
g
X
O
6
G
8
A
Z
S
u
l
9
s
Q
w
P
p
7
c
"
t
q
i
e
a
4
Y
d
K
D
x
\194
.
V
r
x
j
q
s
b
t
v
g
B
i
h
C
a
M
W
m
"
F
9
I
Y
P
\194
S
8
f
Q
w
N
O
X
G
.
U
7
-
6
e
0
E
Z
t
-
T
Q
l
I
D
3
c
R
m
9
L
2
h
n
v
V
A
7
o
4
S
8
.
H
z
1
x
P
B
X
y
w
_
"
d
$
0
V
v
Z
d
b
t
m
-
Y
I
M
w
r
E
Q
u
G
D
K
i
y
T
X
a
L
2
F
q
"
o
k
z
'
0
R
e
8
1
P
l
Non-zero for 17.8% of words.
^temporary $____ (3.6) ^contemporary $____ (3.6) ^Mubar ak$____(3.3) ^Myanm ar$____(3.3) ^Sharapova$_ ___ (3.3) ^helpful$_ ___ (3.2) ^complex$_ ___ (3.2) ^nearb y$____(3.2) ^top-rank ed$____ (3.2) ^Muham mad$____(3.1) ^fever $____(3.1) ^Gibbs$ ____ (3.0) ^fear$ ____(3.0) ^fearf ul$____(2.9) ^Edinbur gh$____ (2.9) ^Mexic o$____(2.9) ^Mexic an$____(2.9) ^Mexic ans$____(2.9) ^subur ban$____(2.9) ^subur b$____(2.9) ^subur bs$____(2.9) ^upstair s$____ (2.9) ^six-m onth$____(2.9) ^unbelievab le$____ (2.7) ^extraordinary $____ (2.7) ^ordinary $____ (2.7) ^frank ly$____(2.7) ^sub-p rime$____(2.7) ^affair s$____ (2.7) ^affair $____ (2.7) ^six-y ear$____(2.6) ^January $____ (2.6) ^mean$ ____(2.6) ^Kiev$_ ___ (2.6) ^never $____(2.5) ^never theless$____(2.5) ^subpr ime$____(2.5) ^Zimbabwean$ ____ (2.5) ^Egyptian$ ____ (2.5) ^plea$_ ___ (2.5) Filter 51 (bias = -0.58) #
<BOS>
C
M
g
X
c
N
p
W
d
Q
h
J
A
K
s
e
y
E
z
9
l
w
a
"
U
Z
k
6
t
3
D
2
i
B
G
^
x
f
u
S
y
b
H
x
1
l
?
j
n
\194
i
Q
c
s
u
V
D
v
m
R
w
F
h
J
Z
9
U
:
p
E
g
'
T
B
A
f
d
"
M
w
F
o
d
N
j
z
p
.
e
K
h
R
P
B
i
Z
H
n
S
\195
y
/
D
A
4
Y
f
U
6
r
t
Q
E
a
T
9
g
c
1
6
r
7
U
5
m
4
w
j
A
8
k
0
.
9
a
1
b
\194
y
d
t
2
z
3
O
D
T
X
o
J
u
F
\195
V
B
C
E
x
K
O
x
z
n
D
F
o
k
T
h
U
f
/
b
l
p
Q
V
G
B
t
q
E
i
Y
4
$
H
.
v
\194
9
"
e
L
6
7
j
X
k
6
s
H
z
7
U
W
R
q
c
4
C
8
t
L
u
Q
r
2
v
e
o
5
g
1
'
3
T
/
G
\194
w
Z
B
h
_
A
Non-zero for 15.8% of words.
^Solle cito$____(3.8) ^Xbox$_ ___ (3.7) ^somebody$ ____ (3.5) ^S.C.$ ____(3.4) ^Sadly $____(3.2) ^Swede n$____(3.1) ^Sox$_ ___(3.1) ^body$ ____(3.1) ^revolt$ ____ (3.1) ^bondh olders$____(3.0) ^volle y$____(2.9) ^badly $____(2.9) ^bond$ ____(2.9) ^solo$ ____(2.9) ^lodge d$____(2.8) ^lodge $____(2.8) ^box$_ ___(2.8) ^Gibbons$ ____ (2.8) ^7.6$_ ___(2.8) ^Sony$ ____(2.7) ^9.5$_ ___(2.7) ^bodie s$____(2.7) ^belonge d$____ (2.7) ^soil$ ____(2.6) ^bold$ ____(2.6) ^5.6$_ ___(2.6) ^felony$ ____ (2.6) ^sons$ ____(2.6) ^blonde $____ (2.6) ^6.6$_ ___(2.6) ^South $____(2.6) ^South ern$____(2.6) ^South east$____(2.6) ^South west$____(2.6) ^SNP$_ ___(2.6) ^Devon$_ ___ (2.5) ^develops$ ____ (2.5) ^Song$ ____(2.5) ^Barcelona$ ____ (2.5) ^enjoy $____(2.5) Filter 52 (bias = -0.51) #
W
C
w
c
m
R
i
F
H
k
-
r
y
D
X
j
L
t
Y
'
a
P
2
B
6
n
4
0
3
v
h
9
E
s
1
f
q
S
e
T
\194
f
"
r
8
%
6
l
1
p
W
t
?
e
Y
b
7
P
Z
k
(
j
4
A
Q
B
)
E
!
F
u
K
9
w
X
J
d
O
&
\195
.
j
A
P
N
p
a
k
/
i
Q
v
L
J
w
F
o
f
W
e
z
T
$
M
U
0
Y
d
V
D
-
6
g
m
8
g
6
w
"
t
9
k
3
r
4
A
7
p
1
n
Q
l
\194
.
W
m
2
b
5
-
X
z
y
j
$
c
D
I
Y
f
L
q
U
'
T
h
D
n
z
x
G
H
0
f
P
s
v
A
O
.
p
F
c
y
E
a
J
u
\163
,
X
4
d
L
I
i
j
m
r
S
K
/
\195
N
M
p
u
a
Z
t
j
I
V
q
Y
,
L
i
s
n
"
o
-
w
U
A
F
O
E
k
G
B
R
f
m
x
4
c
$
K
J
P
8
l
Non-zero for 7.1% of words.
^6.8$_ ___(3.8) ^1.8$_ ___(3.8) ^4.8$_ ___(3.6) ^6.6$_ ___(3.6) ^1.6$_ ___(3.6) ^7.6$_ ___(3.4) ^YouTu be$____(3.4) ^4.6$_ ___(3.4) ^1.25$ ____(3.3) ^2.8$_ ___(3.3) ^6.3$_ ___(3.2) ^6.4$_ ___(3.2) ^3.8$_ ___(3.2) ^1.9$_ ___(3.2) ^1.3$_ ___(3.2) ^1.4$_ ___(3.2) ^5.8$_ ___(3.2) ^6.7$_ ___(3.2) ^1.7$_ ___(3.2) ^0.8$_ ___(3.1) ^7.4$_ ___(3.1) ^2.6$_ ___(3.1) ^4.9$_ ___(3.1) ^4.3$_ ___(3.1) ^4.4$_ ___(3.0) ^6.1$_ ___(3.0) ^3.6$_ ___(3.0) ^1.1$_ ___(3.0) ^4.7$_ ___(3.0) ^5.6$_ ___(3.0) ^0.6$_ ___(2.9) ^6.2$_ ___(2.9) ^1.2$_ ___(2.9) ^4.1$_ ___(2.8) ^W.$__ __(2.8) ^8.5$_ ___(2.8) ^6.5$_ ___(2.8) ^caucu ses$____(2.8) ^caucu s$____(2.8) ^1.5$_ ___(2.8) Filter 53 (bias = -0.44) #
c
-
Z
I
.
u
X
P
8
i
y
J
G
r
M
R
V
E
C
f
L
d
5
s
W
j
Q
\195
h
t
\194
l
x
p
/
k
K
U
A
O
L
w
y
E
h
k
x
t
8
v
l
I
n
z
N
T
o
s
/
i
F
U
f
-
7
)
D
g
!
W
\$
u
.
;
:
2
6
j
,
V
Q
f
X
u
G
-
2
M
A
m
7
v
I
o
V
t
W
.
4
j
5
'
1
y
a
n
Y
D
3
F
z
e
Z
d
8
c
6
T
g
h
t
x
I
v
Q
f
S
n
A
c
O
b
H
o
$
J
W
9
X
u
B
-
m
0
Z
K
M
8
\195
y
b
t
P
c
z
y
J
n
V
h
G
.
Y
H
l
D
R
N
K
M
p
A
\195
q
Q
g
s
u
U
w
9
C
X
F
x
1
"
e
k
T
E
c
s
h
I
C
w
o
e
0
f
g
U
Y
W
D
S
r
F
R
2
n
t
v
i
G
,
T
Q
p
a
x
-
1
4
q
y
9
Non-zero for 19.0% of words.
^challe nge$____ (3.5) ^challe nges$____ (3.5) ^challe nging$____ (3.5) ^challe nged$____ (3.5) ^coats$ ____ (3.3) ^chat$_ ___ (3.2) ^Democrats$ ____ (3.0) ^chambe r$____ (2.9) ^chambe rs$____ (2.9) ^DALLAS$_ ___ (2.8) ^coat$_ ___ (2.8) ^chairs $____ (2.8) ^Latvi a$____(2.7) ^charis matic$____ (2.6) ^chilli ng$____ (2.6) ^Challe nge$____ (2.6) ^hats$ ____(2.6) ^classe s$____ (2.6) ^chairw oman$____ (2.6) ^chaire d$____ (2.6) ^claims $____ (2.6) ^Michael$ ____ (2.5) ^LAS$_ ___(2.5) ^halls $____(2.5) ^Churchill$ ____ (2.5) ^chill$ ____ (2.5) ^hatre d$____(2.5) ^Democrat$_ ___ (2.5) ^coal-f ired$____ (2.4) ^claime d$____ (2.4) ^acclaime d$____ (2.4) ^proclaime d$____ (2.4) ^What$_ ___ (2.3) ^classi c$____ (2.3) ^classi fied$____ (2.3) ^classi cal$____ (2.3) ^classi cs$____ (2.3) ^Richards on$____ (2.3) ^Richards $____ (2.3) ^charit y$____ (2.3) Filter 54 (bias = -0.37) #
S
D
x
T
s
P
4
d
V
r
h
\195
W
c
F
z
i
u
5
J
<BOS>
o
f
U
w
0
A
R
'
v
g
K
3
p
,
y
-
1
N
g
K
j
B
-
Q
i
W
u
9
d
x
t
X
T
8
m
a
H
&
h
"
k
/
p
:
)
\194
s
(
D
,
C
6
P
5
r
q
y
E
x
j
B
-
v
D
k
Z
p
G
f
Q
o
2
a
7
q
d
h
I
c
3
b
J
t
e
n
4
m
L
W
g
K
H
T
s
,
X
i
-
F
J
S
R
A
o
t
n
f
v
,
u
s
Z
E
\195
a
9
y
w
e
Y
h
0
L
M
B
g
U
'
x
G
p
z
l
1
\163
c
O
Q
m
"
G
q
g
W
z
N
l
r
n
\194
J
$
i
H
L
X
p
T
s
t
w
\163
j
h
0
C
5
Z
-
o
K
S
q
s
a
'
b
C
B
Q
\195
F
o
$
w
\194
L
"
A
V
J
j
N
h
r
.
u
v
l
_
T
x
Non-zero for 14.9% of words.
^ambassadors $____ (3.9) ^ambassador$ ____ (3.7) ^Ambassador$ ____ (3.7) ^sadnes s$____ (3.3) ^Saints $____ (3.1) ^Kent$ ____(3.0) ^Saint$ ____ (2.9) ^Sound$ ____ (2.6) ^majors $____ (2.6) ^Kerr$ ____(2.5) ^harves t$____ (2.5) ^Samoa$ ____ (2.4) ^major$ ____ (2.4) ^liquor$ ____ (2.4) ^N.J.$ ____(2.4) ^Salvad or$____ (2.3) ^Major$ ____ (2.3) ^Sadr$_ ___ (2.3) ^al-Sadr$_ ___ (2.3) ^Saunde rs$____ (2.3) ^sounds $____ (2.3) ^Saturd ay$____ (2.2) ^Contador$ ____ (2.2) ^season-hi gh$____ (2.2) ^sauce$ ____ (2.2) ^shadows $____ (2.2) ^Sadly$ ____ (2.2) ^Nevad a$____(2.2) ^Vogue$ ____ (2.2) ^life-th reatening$____ (2.1) ^al-Qa ida$____(2.1) ^al-Qa eda$____(2.1) ^disadvan tage$____ (2.1) ^disadvan taged$____ (2.1) ^Berks hire$____(2.1) ^hadn$_ ___ (2.1) ^Ken$_ ___(2.1) ^SNP$__ __ (2.1) ^Bucks $____(2.1) ^Kurt$ ____(2.1) Filter 55 (bias = -0.35) #
<BOS>
T
'
B
.
k
-
i
j
a
S
U
Q
H
F
q
\194
A
s
w
/
p
f
v
7
E
5
W
C
\195
^
1
8
b
"
h
x
z
n
u
J
t
V
p
)
y
9
c
6
A
Y
.
Z
r
R
a
M
g
7
o
X
O
\194
?
8
w
4
d
b
q
3
n
j
h
B
\163
"
,
v
I
g
N
V
f
Y
.
k
o
H
a
C
K
h
d
i
w
j
e
G
D
R
t
4
v
Z
q
b
,
S
x
7
O
'
L
M
W
r
z
J
/
S
-
E
g
O
u
K
m
Q
n
I
v
N
h
,
c
5
d
A
y
B
p
s
k
2
'
W
C
F
.
3
H
X
q
L
b
4
M
/
i
K
g
N
-
8
s
B
l
X
i
9
j
Z
S
2
h
6
u
F
Y
M
m
D
'
Q
t
P
.
3
z
W
A
y
k
q
G
1
d
"
o
L
E
/
T
n
v
Z
k
C
p
l
\163
m
g
F
w
M
W
X
O
V
r
\194
a
6
q
5
e
.
h
D
i
7
o
,
b
'
u
$
t
Non-zero for 13.6% of words.
^Vienn a$____(4.4) ^MSNBC $____(4.3) ^FRANC ISCO$____(3.9) ^refugee$ ____ (3.6) ^Vietn am$____(3.5) ^Vietn amese$____(3.5) ^Milan $____(3.4) ^ugly$ ____(3.3) ^Visa$ ____(3.3) ^Sugar$ ____ (3.1) ^NYSE$ ____(3.0) ^silen ce$____(2.9) ^silen t$____(2.9) ^sugar$ ____ (2.9) ^View$ ____(2.9) ^MRSA$ ____(2.8) ^refugees $____ (2.8) ^Phoen ix$____(2.8) ^XVI$_ ___(2.8) ^Quite$ ____ (2.8) ^Risin g$____(2.7) ^'Brien $____ (2.7) ^suite$ ____ (2.7) ^bite$ ____(2.6) ^Queen $____(2.6) ^Queen s$____(2.6) ^Queen sland$____(2.6) ^vital $____(2.6) ^Wheel er$____(2.5) ^July$ ____(2.5) ^advise$ ____ (2.5) ^lesbian$ ____ (2.5) ^vitam in$____(2.5) ^Shann on$____(2.5) ^Brenn an$____(2.5) ^Green $____(2.4) ^Green e$____(2.4) ^Green wich$____(2.4) ^Green peace$____(2.4) ^BCS$_ ___(2.4) Filter 56 (bias = -0.43) #
W
c
X
g
<BOS>
s
q
C
Q
j
"
F
H
G
\194
S
Y
n
^
r
T
R
6
D
a
o
B
f
0
A
x
z
5
h
R
g
o
v
N
m
K
b
J
.
,
k
9
h
/
c
3
T
5
e
O
?
n
\163
I
t
&
)
7
d
P
y
\195
E
%
x
l
w
8
q
W
r
M
n
E
x
i
.
T
R
H
f
X
'
4
o
2
N
6
c
Y
C
3
b
1
a
e
-
G
l
V
\195
m
s
O
d
w
k
5
p
X
c
W
C
H
o
a
j
q
S
w
s
2
'
Z
f
E
R
Q
g
L
x
b
k
I
p
A
F
6
t
B
n
U
v
\195
h
K
-
/
D
u
f
R
x
U
.
k
p
Y
l
H
K
T
L
C
o
1
N
"
m
I
e
i
w
V
y
$
a
s
A
4
b
\194
n
9
q
7
c
-
B
g
O
V
t
m
,
-
N
b
f
j
o
Z
K
h
I
X
S
Y
B
v
U
H
s
J
a
G
r
d
A
6
R
M
z
L
w
7
k
0
W
Non-zero for 15.5% of words.
^WITH$_ ___ (3.8) ^liqui dity$____(3.8) ^liqui d$____(3.8) ^FOXNews. com$____ (3.6) ^unique $____ (3.5) ^minimum $____ (3.5) ^NEW$_ ___(3.4) ^Malibu$ ____ (3.3) ^technique s$____ (3.2) ^technique $____ (3.2) ^reque st$____(3.2) ^reque sts$____(3.2) ^reque sted$____(3.2) ^reque sting$____(3.2) ^Tribun e$____ (3.2) ^requi red$____(3.0) ^requi re$____(3.0) ^requi res$____(3.0) ^requi rements$____(3.0) ^liquo r$____(2.9) ^leake d$____(2.9) ^Repub lican$____(2.8) ^Repub licans$____(2.8) ^Repub lic$____(2.8) ^mosque $____ (2.8) ^mosque s$____ (2.8) ^YouTub e$____ (2.7) ^automake r$____ (2.7) ^automake rs$____ (2.7) ^Milwauk ee$____ (2.7) ^leaki ng$____(2.7) ^rebui ld$____(2.7) ^rebui lding$____(2.7) ^rebui lt$____(2.7) ^leak$ ____(2.7) ^NHL$_ ___(2.6) ^Tomas$ ____ (2.6) ^breakd own$____ (2.6) ^opium $____(2.6) ^DENVER$ ____ (2.6) Filter 57 (bias = -0.42) #
H
-
A
f
T
x
X
o
W
p
Z
s
1
v
Q
'
4
l
Y
b
2
d
I
.
U
z
B
r
D
c
^
m
M
j
7
J
6
n
/
S
L
T
5
k
Z
p
6
t
7
v
8
-
4
m
F
r
3
;
9
u
2
i
N
y
A
'
/
o
X
d
\$
O
(
\163
n
g
&
P
Q
c
R
e
C
h
c
l
k
H
U
i
z
j
'
-
Q
L
B
m
9
E
r
d
Z
4
K
6
n
W
"
y
G
g
N
t
s
S
\195
f
8
p
B
p
Y
d
m
g
X
-
K
r
\194
1
L
I
V
y
b
n
M
c
/
e
l
i
Q
j
Z
h
z
E
$
\163
U
2
W
C
"
s
u
g
f
m
N
-
F
G
,
Y
a
V
B
J
x
j
y
M
t
b
I
Z
Q
w
8
i
r
z
C
l
9
T
q
X
d
v
n
0
K
\195
U
p
u
x
T
K
t
f
v
O
g
S
D
X
c
Q
H
P
M
W
k
,
.
6
j
5
h
8
U
3
R
l
A
7
n
G
C
"
-
a
_
Non-zero for 12.4% of words.
^CHICAGO $____ (5.0) ^incomp lete$____ (3.9) ^sub-p rime$____(3.3) ^AZUZ$_ ___ (3.1) ^Lambe rt$____(3.1) ^uncomf ortable$____ (3.1) ^Hezbol lah$____ (2.9) ^CCTV$ ____(2.9) ^Famil y$____(2.8) ^Famil ies$____(2.8) ^Income $____ (2.8) ^500m$ ____(2.8) ^Lawma kers$____(2.7) ^discomf ort$____ (2.7) ^AFC$__ __ (2.7) ^Calga ry$____(2.7) ^Comma nd$____(2.7) ^Comma nder$____(2.7) ^Lampa rd$____(2.6) ^ANC$__ __ (2.6) ^summa ry$____(2.5) ^sculp ture$____(2.5) ^sculp tures$____(2.5) ^incomi ng$____ (2.5) ^Lang$ ____(2.5) ^Commo ns$____(2.5) ^Commo nwealth$____(2.5) ^Commo n$____(2.5) ^WASHINGTO N$____ (2.5) ^Bulga ria$____(2.5) ^Zazi$ ____(2.5) ^HOUSTO N$____ (2.4) ^Long$ ____(2.4) ^From$ ____(2.4) ^LLC$__ __ (2.4) ^incumb ent$____ (2.4) ^Commi ssion$____(2.4) ^Commi ttee$____(2.4) ^Commi ssioner$____(2.4) ^Thanksgi ving$____ (2.4) Filter 58 (bias = -0.66) #
W
-
<BOS>
g
t
d
Q
J
X
j
/
p
K
n
B
r
m
R
A
u
T
x
\194
P
M
0
"
1
^
9
,
G
Y
\195
O
7
S
v
s
g
f
E
m
G
v
?
B
w
k
A
x
O
;
I
b
(
P
2
M
c
l
&
i
.
T
!
u
z
h
Q
F
r
\194
s
'
N
V
\$
p
.
p
Z
S
U
f
w
x
u
i
m
j
A
P
L
h
z
F
/
o
M
,
a
k
H
O
X
7
Q
l
D
5
b
3
N
0
\195
C
E
R
S
D
Y
w
V
c
h
.
k
v
R
t
b
T
g
z
r
M
j
K
7
d
x
m
i
U
4
y
p
N
Q
n
G
o
3
u
s
/
H
L
K
.
W
c
i
F
O
h
J
C
E
D
w
d
3
n
2
g
X
t
z
u
Y
'
P
r
G
A
B
y
I
j
6
v
o
q
p
x
5
L
Q
v
F
u
I
B
d
o
7
m
X
k
S
w
D
i
j
T
/
M
C
b
8
h
5
J
\194
U
.
Y
$
K
\195
-
x
y
Non-zero for 22.7% of words.
^Empir e$____(4.3) ^Mitsubis hi$____ (4.2) ^TOKYO$ ____ (3.9) ^mortgage$ ____ (3.9) ^Mortgage$ ____ (3.9) ^Euro$ ____(3.8) ^Abhis it$____(3.6) ^worthwhil e$____ (3.6) ^McBrid e$____ (3.6) ^countrysid e$____ (3.6) ^touris ts$____ (3.5) ^touris m$____ (3.5) ^touris t$____ (3.5) ^Europ ean$____(3.5) ^Europ e$____(3.5) ^Europ eans$____(3.5) ^mortgages $____ (3.5) ^rapid ly$____(3.5) ^rapid $____(3.5) ^Euros tar$____(3.5) ^cubic $____(3.4) ^tragic $____ (3.4) ^Guild $____(3.3) ^DETROI T$____ (3.2) ^Bulgaria $____ (3.2) ^gasol ine$____(3.2) ^tourin g$____ (3.2) ^Aziz$ ____(3.2) ^Insid e$____(3.1) ^Engin eering$____(3.1) ^Engin eers$____(3.1) ^Embas sy$____(3.1) ^Arabia $____ (3.0) ^Arabia n$____ (3.0) ^flagship $____ (3.0) ^Touris m$____ (3.0) ^mortgage- backed$____ (3.0) ^HOUSTO N$____ (3.0) ^software$ ____ (3.0) ^Software$ ____ (3.0) Filter 59 (bias = -0.50) #
<BOS>
g
f
h
'
d
M
0
k
G
K
D
Q
1
m
E
/
L
B
x
,
z
N
l
r
c
t
A
P
a
"
v
F
2
n
4
^
5
R
7
P
.
T
w
p
s
D
A
d
m
;
g
r
!
v
n
0
Z
9
?
J
S
\163
L
R
(
I
/
q
V
8
h
1
&
7
'
e
:
\195
%
U
g
L
j
A
x
a
f
D
'
H
-
T
k
I
p
/
c
B
S
1
V
z
F
u
s
W
n
X
b
l
C
N
G
2
M
K
r
,
v
W
u
K
r
5
k
X
-
O
b
2
v
1
j
3
R
6
F
G
.
4
f
,
'
i
s
/
t
y
d
w
g
8
e
Y
h
Z
\195
p
U
Q
y
7
M
\194
o
V
m
X
c
6
f
a
T
A
r
x
-
l
p
4
O
5
K
8
w
Y
t
S
u
9
D
b
P
I
e
$
i
L
k
c
H
C
L
R
h
z
f
'
i
v
l
\194
y
Q
p
$
m
G
P
s
e
"
a
k
F
.
x
0
b
g
q
9
6
t
J
o
A
w
1
Non-zero for 21.6% of words.
^Palac e$____(4.3) ^palac e$____(3.7) ^afraid$ ____ (3.6) ^capac ity$____(3.2) ^trail$ ____ (3.2) ^trails $____ (3.1) ^refrain$ ____ (3.1) ^transc ript$____ (3.1) ^Taylo r$____(3.1) ^rail$ ____(3.0) ^pays$ ____(2.9) ^Days$ ____(2.9) ^PKK$_ ___(2.9) ^Pay$_ ___(2.9) ^complian ce$____ (2.9) ^days$ ____(2.7) ^DAX$_ ___(2.7) ^Rail$ ____(2.7) ^Media$ ____ (2.6) ^railw ay$____(2.6) ^unpaid$ ____ (2.6) ^paid$ ____(2.6) ^TOKYO $____(2.6) ^Nawaz $____(2.6) ^MIAMI$ ____ (2.6) ^bankruptc y$____ (2.6) ^cocktail$ ____ (2.6) ^cardiac $____ (2.5) ^Dana$ ____(2.5) ^flaws$ ____ (2.5) ^Dawso n$____(2.5) ^papar azzi$____(2.5) ^Blackpool$ ____ (2.4) ^Damas cus$____(2.4) ^Saturday$_ ___ (2.4) ^yesterday$_ ___ (2.4) ^Yesterday$_ ___ (2.4) ^media$ ____ (2.3) ^multimedia$ ____ (2.3) ^panic $____(2.3) Filter 60 (bias = -0.37) #
v
f
z
H
G
F
c
M
0
j
b
n
T
m
p
-
x
t
9
u
Y
/
W
y
a
L
\163
l
"
N
8
e
k
,
g
r
\194
i
X
s
Z
x
V
v
H
p
M
o
j
c
)
d
X
f
4
a
J
q
/
h
Y
y
U
\163
A
T
m
.
I
r
3
t
&
N
D
O
0
m
r
D
-
c
i
z
h
L
H
G
q
M
I
Z
R
.
u
K
3
l
k
/
a
C
E
\194
N
X
p
T
x
U
1
v
4
V
2
0
W
Q
T
b
-
R
y
V
t
x
D
B
e
9
M
Y
d
C
u
A
m
7
i
k
w
8
E
a
g
S
v
'
j
\194
o
Z
O
N
H
F
c
y
z
8
l
1
s
W
k
3
A
"
b
2
t
X
m
6
v
H
g
7
.
4
U
N
j
Q
B
9
w
O
V
5
'
q
S
M
_
$
T
r
j
N
F
o
v
O
l
R
s
y
e
"
V
Y
d
Q
g
W
m
H
x
q
f
u
5
/
0
\195
S
K
t
$
6
3
D
z
p
Non-zero for 15.8% of words.
^November $____ (5.1) ^December $____ (4.7) ^Gilber t$____ (4.6) ^BAGHDAD$ ____ (4.2) ^McChr ystal$____(3.7) ^McCor mack$____(3.6) ^incumben t$____ (3.5) ^Daimler $____ (3.5) ^councillor $____ (3.4) ^councillor s$____ (3.4) ^Councillor $____ (3.4) ^bizarr e$____ (3.4) ^Tucker $____ (3.2) ^vulner able$____ (3.1) ^vulner ability$____ (3.1) ^Ricky$ ____ (3.1) ^McCoy $____(3.1) ^Luxembou rg$____ (3.1) ^Alber t$____(3.1) ^Alber to$____(3.1) ^Alber ta$____(3.1) ^traveller s$____ (3.1) ^McCar thy$____(3.0) ^McCar tney$____(3.0) ^explicitly$ ____ (3.0) ^bomber $____ (2.9) ^bomber s$____ (2.9) ^Mohammad$ ____ (2.9) ^Muhammad$ ____ (2.9) ^Nashville$ ____ (2.8) ^Louisville$ ____ (2.8) ^Jacksonville$ ____ (2.8) ^Neville$ ____ (2.8) ^timber $____ (2.8) ^Tiller $____ (2.8) ^embro iled$____(2.8) ^GMAC$_ ___ (2.7) ^Chancellor $____ (2.6) ^chancellor $____ (2.6) ^embar rassing$____(2.6) Filter 61 (bias = -0.46) #
Q
f
C
p
R
e
Z
h
\194
m
<BOS>
F
9
l
Y
y
z
t
G
r
<EOS>
P
"
i
c
j
^
d
8
x
/
b
0
H
V
q
5
a
-
B
c
W
y
X
C
a
g
b
-
q
s
:
d
Y
f
Q
j
A
D
;
F
l
M
N
'
I
n
\195
m
&
)
9
p
J
u
K
G
H
t
Z
i
Q
v
L
p
X
x
/
h
r
o
N
-
.
W
A
k
F
d
M
f
D
w
C
s
R
t
V
a
7
u
$
T
E
y
g
B
g
v
G
q
p
W
j
k
m
N
P
\194
-
9
L
x
y
"
d
a
l
h
s
T
O
b
D
Y
e
R
Z
u
r
Q
F
8
i
t
S
w
f
g
F
G
d
E
l
Z
P
A
D
W
x
z
\194
Y
,
V
j
2
v
U
t
i
'
H
p
4
6
b
n
3
o
a
7
O
9
k
R
x
U
v
P
\194
r
h
f
l
y
0
k
o
K
S
Z
g
F
.
\195
Y
R
5
u
c
H
W
m
j
M
6
I
7
E
q
B
t
b
d
N
Non-zero for 17.8% of words.
^Blago jevich$____(4.6) ^Brawn $____(4.6) ^artwo rk$____(4.6) ^Brigh ton$____(4.1) ^carved $____ (4.0) ^Wrigh t$____(3.8) ^Brown $____(3.8) ^Brown s$____(3.8) ^Brown e$____(3.8) ^Carniv al$____ (3.8) ^brigh t$____(3.7) ^Irvin e$____(3.6) ^Brazi l$____(3.5) ^Brazi lian$____(3.5) ^Nicaragu a$____ (3.4) ^brush $____(3.4) ^brush ed$____(3.4) ^anxio us$____(3.4) ^brown $____(3.4) ^artil lery$____(3.3) ^salvag e$____ (3.3) ^KABUL $____(3.3) ^Karach i$____ (3.3) ^blogg ers$____(3.3) ^blogg er$____(3.3) ^cervic al$____ (3.2) ^Nevil le$____(3.2) ^arbit ration$____(3.2) ^canvas $____ (3.2) ^advic e$____(3.1) ^Branc h$____(3.1) ^Bruno $____(3.1) ^Bravo $____(3.1) ^artic le$____(3.1) ^artic les$____(3.1) ^brows er$____(3.1) ^Bruin s$____(3.1) ^Clevel and$____ (3.1) ^Bronx $____(3.0) ^AZUZ$ ____(3.0) Filter 62 (bias = -0.43) #
n
T
-
B
C
m
5
b
7
f
4
K
s
P
g
k
1
y
3
t
2
r
Z
e
I
p
9
U
'
v
<EOS>
L
8
M
6
\163
R
E
\194
l
K
j
B
d
k
h
b
g
U
D
z
e
;
H
m
F
R
4
'
1
r
\$
Q
7
"
5
o
-
w
l
\195
6
Y
E
N
2
f
i
W
0
O
m
Q
v
3
.
"
u
p
c
r
n
W
g
E
M
I
C
X
t
2
k
7
U
8
s
P
Z
N
w
9
A
K
z
S
D
,
'
1
j
g
f
E
P
.
U
j
,
e
y
w
o
b
u
V
R
X
K
G
p
v
n
q
i
c
d
0
C
A
/
\163
s
S
\195
Q
O
Z
1
W
a
"
g
Q
n
U
w
O
i
s
p
/
k
u
q
R
h
$
x
D
B
y
b
'
v
\194
A
d
V
M
a
S
0
-
H
L
4
J
j
a
M
X
-
B
c
W
y
l
r
q
g
b
j
6
f
\194
u
Q
s
Y
o
x
F
A
'
7
m
L
C
V
D
9
t
I
e
z
n
2
R
Non-zero for 22.4% of words.
^argua bly$____(4.2) ^mogul $____(3.9) ^Regul atory$____(3.8) ^Kreml in$____(3.7) ^Kabul $____(3.7) ^regul ar$____(3.7) ^regul ators$____(3.7) ^regul atory$____(3.7) ^regul ation$____(3.7) ^co-opera tion$____ (3.7) ^al-Qaeda $____ (3.4) ^Al-Qaeda $____ (3.4) ^Yankees$ ____ (3.3) ^bags$ ____(3.2) ^migra nts$____(3.2) ^migra tion$____(3.2) ^migra nt$____(3.2) ^migra ine$____(3.2) ^Nicaragua $____ (3.0) ^impera tive$____ (3.0) ^Antigua $____ (3.0) ^Winfrey$ ____ (2.9) ^opera tions$____(2.9) ^opera ting$____(2.9) ^opera tion$____(2.9) ^opera te$____(2.9) ^ignored$ ____ (2.9) ^honored$ ____ (2.9) ^Megra hi$____(2.8) ^Corey$ ____ (2.8) ^safegua rd$____ (2.8) ^safegua rds$____ (2.8) ^Opera $____(2.8) ^Opera tion$____(2.8) ^Opera ting$____(2.8) ^Opera tions$____(2.8) ^Jagua r$____(2.7) ^argui ng$____(2.7) ^Big$_ ___(2.7) ^Yankee$_ ___ (2.7) Filter 63 (bias = -0.58) #
\194
f
l
w
7
y
Y
E
<BOS>
e
6
K
Q
O
d
p
V
r
X
M
C
o
D
t
L
m
0
k
R
N
9
i
^
W
8
c
/
\163
s
q
P
t
G
W
%
.
U
\194
J
(
R
v
r
w
s
n
)
?
b
I
L
a
\195
N
m
:
K
\$
E
!
j
X
f
Q
F
A
;
/
M
P
g
I
c
J
.
,
h
K
y
B
v
f
w
l
u
R
m
Q
-
X
G
7
x
9
d
6
\163
F
o
3
s
\195
T
/
'
5
z
N
M
b
I
h
s
m
O
Y
,
H
o
M
p
q
S
B
C
T
z
V
d
v
5
k
-
Z
f
X
t
.
2
u
P
L
n
g
i
"
3
W
K
U
j
R
F
z
e
o
f
c
p
u
x
N
V
A
6
O
4
C
i
.
P
Y
S
T
J
a
l
/
b
r
5
Q
m
\195
h
"
7
$
X
Q
U
"
s
X
t
\194
A
Y
m
7
C
W
w
8
k
9
c
q
n
6
z
x
g
$
i
f
_
y
F
u
M
B
Non-zero for 19.9% of words.
^Baltimor e$____ (5.3) ^Volvo$ ____ (3.7) ^nobod y$____(3.7) ^Harbor $____ (3.7) ^harbor $____ (3.7) ^iPhon e$____(3.6) ^iPhon es$____(3.6) ^Colombo$ ____ (3.5) ^webca st$____(3.5) ^WITH$ ____(3.5) ^collabor ation$____ (3.5) ^album $____(3.4) ^album s$____(3.4) ^claims$ ____ (3.4) ^armor ed$____(3.4) ^alcohol $____ (3.4) ^alcohol ic$____ (3.4) ^Alcohol $____ (3.4) ^Cathol ic$____ (3.4) ^Cathol ics$____ (3.4) ^vibra nt$____(3.4) ^automob ile$____ (3.4) ^Nobod y$____(3.4) ^tomor row$____(3.3) ^Cambod ia$____ (3.2) ^Cambod ian$____ (3.2) ^harbou r$____ (3.2) ^ATLANTA$ ____ (3.2) ^truce $____(3.2) ^CITY$ ____(3.2) ^ultimat ely$____ (3.2) ^ultimat e$____ (3.2) ^Ultimat ely$____ (3.2) ^Gonzalez$ ____ (3.2) ^boutique $____ (3.1) ^Guant\195\161namo$ ____ (3.1) ^Cadbur y$____ (3.1) ^stimul us$____ (3.1) ^stimul ate$____ (3.1) ^placebo$ ____ (3.0) Filter 64 (bias = -0.50) #
<BOS>
m
Q
h
R
i
-
y
"
p
I
x
d
A
u
f
r
B
9
K
E
L
\194
l
7
o
'
n
^
w
8
g
\163
S
D
,
P
M
t
H
l
)
o
Z
f
V
z
k
p
Y
x
h
d
?
t
u
,
M
O
4
s
g
%
b
.
T
K
3
c
E
L
"
S
1
/
W
D
X
n
t
f
A
x
Y
P
g
d
T
-
H
9
h
8
S
K
i
J
C
p
k
F
$
b
l
e
V
v
W
\195
\194
6
N
a
L
n
F
o
7
m
d
w
8
z
P
t
Q
v
j
B
6
T
9
W
D
K
2
k
I
c
4
Y
3
i
Z
A
1
p
H
l
e
O
R
x
E
a
Y
f
W
F
I
y
2
c
z
r
X
m
6
k
7
p
J
e
\194
t
9
M
5
j
1
P
3
h
w
T
a
D
4
'
Q
\163
$
g
/
C
Y
I
m
i
y
2
.
E
M
s
h
j
"
P
c
J
b
w
L
d
G
t
o
e
X
F
'
5
Q
4
Z
n
/
,
\194
-
r
1
$
3
Non-zero for 15.4% of words.
^hijac ked$____(3.2) ^adequately $____ (3.1) ^courtesy $____ (3.0) ^deliberately $____ (3.0) ^desperately $____ (3.0) ^separately $____ (3.0) ^Separately $____ (3.0) ^overwhelm ing$____ (2.8) ^overwhelm ingly$____ (2.8) ^overwhelm ed$____ (2.8) ^RAF$_ ___(2.8) ^al-Qaida$ ____ (2.7) ^absolutely $____ (2.6) ^steam $____(2.6) ^Thursday $____ (2.5) ^birthday $____ (2.5) ^insurgenc y$____ (2.5) ^urgenc y$____ (2.5) ^resurgenc e$____ (2.5) ^View$ ____(2.4) ^Friday $____ (2.4) ^scrutiny $____ (2.4) ^Today $____(2.4) ^ridic ulous$____(2.4) ^Tuesday $____ (2.3) ^indigeno us$____ (2.3) ^Ruth$_ ___ (2.3) ^courtroo m$____ (2.3) ^Fukuda$ ____ (2.3) ^formidab le$____ (2.3) ^Intel$ ____ (2.3) ^betray ed$____ (2.3) ^privately $____ (2.3) ^largely $____ (2.2) ^Quinn$ ____ (2.2) ^brutal$ ____ (2.2) ^McNam ee$____(2.2) ^spiritual $____ (2.1) ^ritual $____ (2.1) ^quite$_ ___ (2.1) Filter 65 (bias = -0.53) #
<BOS>
g
\194
A
9
H
Q
i
v
E
"
s
X
h
K
w
8
u
x
U
N
t
'
m
6
a
B
j
o
y
0
e
7
L
f
I
R
4
c
.
I
x
i
f
2
b
1
m
-
B
j
.
E
y
4
r
3
F
H
L
w
h
5
K
J
c
g
a
7
N
6
k
0
?
O
p
t
'
d
o
B
g
v
p
W
s
T
S
q
G
X
j
\194
C
"
-
b
r
9
n
Y
o
u
y
6
c
Q
l
k
O
U
f
H
d
M
'
a
F
N
.
o
k
O
F
G
u
K
f
W
t
w
j
X
b
5
h
z
B
2
m
/
H
3
v
1
U
0
P
N
T
Q
s
8
r
$
e
Y
V
Z
R
U
p
L
P
o
I
y
k
M
r
u
V
K
j
c
7
.
-
D
q
m
b
N
n
E
Q
s
i
w
'
O
C
T
d
A
X
G
l
z
R
b
y
r
K
q
m
Q
f
R
o
k
,
Y
U
"
s
V
i
7
M
X
c
g
w
h
O
.
L
\195
D
9
5
-
t
j
n
I
/
v
C
Non-zero for 16.6% of words.
^favour $____ (4.3) ^favour ite$____ (4.3) ^favour ites$____ (4.3) ^favour ed$____ (4.3) ^convoy$ ____ (3.8) ^pivota l$____ (3.7) ^two-hour $____ (3.7) ^half-hour $____ (3.6) ^Facebook $____ (3.5) ^HBOS$ ____(3.5) ^Jacob $____(3.3) ^Jacob s$____(3.3) ^survivor$ ____ (3.3) ^WASHINGTON$ ____ (3.2) ^Endeavour $____ (3.2) ^Aviv$__ __ (3.1) ^EBITDA$ ____ (3.1) ^viewer s$____ (3.0) ^viewer $____ (3.0) ^onboar d$____ (2.9) ^back-to-back $____ (2.9) ^advoca tes$____ (2.9) ^advoca te$____ (2.9) ^advoca cy$____ (2.9) ^advoca ted$____ (2.9) ^impor tant$____(2.8) ^impor tance$____(2.8) ^impor ts$____(2.8) ^impor ted$____(2.8) ^juror s$____(2.8) ^civic$ ____ (2.8) ^HBO$_ ___(2.8) ^24-hour $____ (2.8) ^Novemb er$____ (2.7) ^envoy$ ____ (2.6) ^IT$__ __(2.6) ^Networ k$____ (2.6) ^Networ ks$____ (2.6) ^Melbour ne$____ (2.6) ^DIEGO$ ____ (2.6) Filter 66 (bias = -0.40) #
.
R
h
k
x
P
L
r
W
I
X
C
6
t
b
f
Y
U
4
p
Z
,
g
O
m
s
8
n
q
T
\194
z
"
i
y
\195
7
o
H
B
B
-
A
d
Y
u
V
f
k
y
z
P
W
F
w
D
S
e
G
m
g
L
T
r
X
%
0
\$
C
.
&
!
K
?
c
H
Q
n
5
j
C
b
Z
x
G
l
1
f
y
v
M
B
g
a
c
q
H
.
3
e
4
r
n
t
2
-
i
E
$
F
V
J
5
\195
/
N
Y
L
U
d
t
b
I
x
D
g
d
r
,
G
\194
f
/
k
1
m
H
p
T
V
C
w
$
h
6
J
2
.
U
\195
Q
e
u
B
W
Z
c
K
p
j
K
F
z
g
W
e
a
.
P
h
U
M
i
D
B
u
O
t
Y
-
,
c
X
H
\195
E
b
r
Q
N
G
S
x
n
k
d
"
4
S
.
j
D
V
c
F
z
4
d
f
A
E
a
k
n
3
L
i
l
e
o
s
U
"
T
M
q
x
t
J
/
Y
y
7
v
h
C
9
w
Non-zero for 12.5% of words.
^Switze rland$____ (3.5) ^Antar ctic$____(3.2) ^Antar ctica$____(3.2) ^Vodaf one$____(3.1) ^intak e$____(3.0) ^maintai n$____ (2.9) ^maintai ned$____ (2.9) ^maintai ning$____ (2.9) ^maintai ns$____ (2.9) ^Antig ua$____(2.7) ^citie s$____(2.7) ^merchandis e$____ (2.7) ^Linda$ ____ (2.7) ^predictab le$____ (2.7) ^unpredictab le$____ (2.7) ^inevitab le$____ (2.6) ^inevitab ly$____ (2.6) ^Asda$ ____(2.6) ^mistak e$____ (2.5) ^mistak es$____ (2.5) ^mistak en$____ (2.5) ^mistak enly$____ (2.5) ^plaintif fs$____ (2.5) ^acclai med$____ (2.5) ^occupi ed$____ (2.5) ^breathtak ing$____ (2.5) ^Abkhazi a$____ (2.5) ^Actor $____(2.4) ^organizi ng$____ (2.4) ^Dakota$ ____ (2.3) ^Annie $____(2.3) ^Anna$ ____(2.3) ^magazi ne$____ (2.3) ^magazi nes$____ (2.3) ^organize d$____ (2.2) ^organize rs$____ (2.2) ^organize $____ (2.2) ^organize r$____ (2.2) ^Symph ony$____(2.2) ^MOSCOW$ ____ (2.2) Filter 67 (bias = -0.52) #
"
U
<BOS>
B
W
k
X
A
Q
n
-
P
.
a
M
C
O
u
G
i
g
l
^
f
\194
s
e
R
Y
F
,
I
L
\195
z
V
y
j
u
l
d
S
?
Y
f
g
N
G
a
b
D
J
c
z
U
X
q
5
o
7
n
\194
1
%
,
0
H
s
r
&
t
4
T
Q
\163
C
f
Q
-
\194
u
A
J
S
i
.
P
c
e
$
E
/
p
'
m
Y
y
V
w
7
v
\195
U
b
a
B
o
d
k
o
B
l
b
O
F
-
H
S
V
G
q
s
Z
d
P
z
T
.
U
L
r
p
u
/
R
g
v
5
9
x
M
y
Q
,
X
D
\195
c
m
x
U
v
M
d
K
q
/
h
y
0
f
g
Z
7
O
-
'
p
,
1
t
2
s
e
A
j
C
9
k
6
B
4
L
8
$
E
P
a
1
t
p
N
d
f
P
B
G
.
6
S
2
r
7
k
Z
o
X
R
8
u
3
M
i
v
5
F
4
h
0
b
D
s
C
E
y
T
V
'
Non-zero for 19.8% of words.
^Schmi dt$____(4.6) ^VAT$_ ___(3.9) ^glimp se$____(3.9) ^stump $____(3.7) ^slump $____(3.6) ^slump ed$____(3.6) ^slump ing$____(3.6) ^MSNBC$ ____ (3.5) ^KABUL $____(3.5) ^Strip $____(3.4) ^SAP$_ ___(3.3) ^Slam$ ____(3.3) ^ECB$_ ___(3.3) ^blami ng$____(3.3) ^joked $____(3.3) ^stamp $____(3.1) ^stamp s$____(3.1) ^Belgrad e$____ (3.0) ^Mick$_ ___ (3.0) ^pickup $____ (2.9) ^Shrop shire$____(2.8) ^Stati on$____(2.8) ^Stati stics$____(2.8) ^Stand ard$____(2.8) ^Stand ards$____(2.8) ^Stand ing$____(2.8) ^SAN$_ ___(2.8) ^YORK$ ____(2.8) ^scrip t$____(2.7) ^polluti on$____ (2.7) ^cancellati on$____ (2.7) ^scam$ ____(2.7) ^V$___ _(2.7) ^sculp ture$____(2.7) ^sculp tures$____(2.7) ^Wilkin son$____ (2.6) ^Mickey $____ (2.6) ^prescrip tion$____ (2.6) ^descrip tion$____ (2.6) ^prescrip tions$____ (2.6) Filter 68 (bias = -0.62) #
Z
-
K
v
8
.
C
t
Q
p
U
d
5
g
V
o
3
l
4
q
X
x
9
u
6
r
7
h
/
e
2
f
G
m
B
b
F
j
1
w
l
y
\194
p
S
1
Y
n
t
3
.
2
b
P
j
i
&
8
V
?
z
d
m
f
T
o
Q
a
v
H
:
c
A
,
'
K
s
9
X
N
z
f
G
l
U
h
2
o
E
m
c
S
0
x
Z
t
v
F
I
y
1
M
9
,
\163
j
g
L
d
N
Q
n
D
H
T
'
8
r
C
/
X
v
6
z
F
b
n
u
5
c
2
g
I
k
3
U
H
s
7
.
P
T
,
Y
4
x
M
h
/
a
f
G
j
R
1
o
Z
E
e
m
N
d
o
-
B
g
K
m
O
'
T
p
J
V
E
s
M
P
9
C
w
.
0
i
R
k
A
b
3
u
S
Z
W
Q
r
j
5
H
t
$
t
G
I
L
,
y
\194
g
W
u
n
m
S
r
B
D
w
b
C
U
k
Z
'
h
f
P
Q
\195
v
J
5
d
$
E
N
Y
/
H
M
Non-zero for 19.8% of words.
^Kuznet sova$____ (4.0) ^HOUSTON$ ____ (4.0) ^layof fs$____(4.0) ^Planet $____ (3.7) ^Silvio$ ____ (3.6) ^McDon ald$____(3.5) ^McDon nell$____(3.5) ^McCon nell$____(3.5) ^BEIJI NG$____(3.5) ^Ivanov ic$____ (3.4) ^Napolitano$ ____ (3.2) ^Albert $____ (3.2) ^Albert o$____ (3.2) ^Albert a$____ (3.2) ^Sweet $____(3.2) ^Safet y$____(3.2) ^lane$ ____(3.0) ^Swift $____(3.0) ^Plant$ ____ (2.9) ^PlaySt ation$____ (2.9) ^Lebanon $____ (2.9) ^junct ion$____(2.9) ^salon $____(2.9) ^BOSTON$ ____ (2.9) ^lanes $____(2.9) ^Evert on$____(2.8) ^Clint$ ____ (2.8) ^sanct ions$____(2.8) ^sanct uary$____(2.8) ^Twitt er$____(2.8) ^idiot $____(2.7) ^Scien ce$____(2.7) ^Scien tists$____(2.7) ^Scien ces$____(2.7) ^Scien tific$____(2.7) ^TIME$ ____(2.7) ^Acros s$____(2.7) ^lemon $____(2.7) ^lifet ime$____(2.7) ^Vernon $____ (2.7) Filter 69 (bias = -0.55) #
z
h
G
F
Q
f
O
M
K
t
X
u
I
j
2
.
P
m
p
n
a
v
<BOS>
-
W
e
U
H
\195
y
E
c
3
'
Y
k
<EOS>
x
9
D
K
u
Q
-
8
m
O
k
,
g
5
j
N
)
&
H
X
M
o
b
/
i
W
v
7
w
9
T
6
t
\194
h
"
e
x
J
(
V
S
U
S
H
E
m
Q
n
c
u
s
-
"
y
x
i
G
d
z
l
v
P
9
1
W
L
B
p
8
D
5
h
\194
r
K
\195
V
q
0
/
b
J
M
x
m
S
D
a
P
g
Z
E
n
b
L
h
f
r
y
.
H
q
F
Q
U
A
K
W
/
Y
J
"
u
O
6
\163
C
s
j
z
1
o
y
v
Y
k
m
F
i
t
W
T
o
B
H
E
/
r
3
I
-
b
M
j
h
c
L
e
O
D
$
\163
1
q
Z
z
4
0
,
R
G
P
r
v
P
c
Q
u
p
T
F
.
I
t
R
o
b
w
X
D
j
h
f
m
O
\194
7
z
V
W
\195
d
S
0
J
x
e
U
3
n
E
y
Non-zero for 20.8% of words.
^Oxfor d$____(4.9) ^Oxfor dshire$____(4.9) ^transfor med$____ (3.8) ^transfor m$____ (3.8) ^transfor mation$____ (3.8) ^transfor ming$____ (3.8) ^pastor $____ (3.7) ^armor ed$____(3.5) ^sophomor e$____ (3.3) ^Ramir ez$____(3.2) ^trademar k$____ (3.2) ^trademar ks$____ (3.2) ^Vladimir $____ (3.2) ^admir ed$____(3.1) ^admir e$____(3.1) ^admir ation$____(3.1) ^actor $____(3.1) ^actor s$____(3.1) ^affor d$____(3.1) ^affor dable$____(3.1) ^defor estation$____(3.0) ^Befor e$____(3.0) ^Crawfor d$____ (3.0) ^accor ding$____(3.0) ^accor d$____(3.0) ^accor dance$____(3.0) ^accor dingly$____(3.0) ^acquir ed$____ (2.9) ^acquir e$____ (2.9) ^acquir ing$____ (2.9) ^Kashmir $____ (2.9) ^ceasefir e$____ (2.9) ^compr ehensive$____(2.9) ^compr omise$____(2.9) ^compr omised$____(2.9) ^compr ised$____(2.9) ^Osbor ne$____(2.9) ^aspir ations$____(2.8) ^aspir ing$____(2.8) ^Giffor ds$____ (2.8) Filter 70 (bias = -0.53) #
8
m
9
t
3
U
7
A
Q
u
"
k
2
.
X
l
6
s
N
T
5
v
4
z
O
f
W
w
1
B
<BOS>
n
0
i
G
g
J
L
R
a
h
z
4
m
F
%
\$
o
x
U
q
-
H
P
7
K
S
l
W
O
V
D
Q
J
(
\195
?
G
8
u
g
L
5
T
A
;
6
d
2
f
O
b
D
k
G
x
1
f
K
F
2
h
T
r
z
n
W
'
E
.
0
B
o
V
X
q
3
j
y
s
6
a
5
A
d
v
/
l
U
R
3
.
W
-
2
u
E
v
K
l
4
'
O
d
5
R
w
m
i
\194
y
b
1
t
G
D
S
k
e
r
8
z
6
C
p
n
,
T
N
j
v
r
c
l
"
n
W
H
z
f
\194
L
E
-
0
m
T
P
G
\195
Q
A
k
J
8
j
9
o
x
N
\163
y
V
i
s
/
S
p
$
,
I
c
J
g
-
G
6
y
X
T
P
h
n
S
l
O
7
o
f
t
2
k
q
C
9
Y
H
r
/
s
L
z
\195
E
d
A
5
D
Q
U
Non-zero for 17.3% of words.
^FTSE$ ____(3.5) ^Voice $____(3.4) ^whoeve r$____ (3.3) ^Choice $____ (3.3) ^choice $____ (3.3) ^choice s$____ (3.3) ^CO2$_ ___(3.2) ^MOSCOW$_ ___ (3.1) ^how$_ ___(3.1) ^FOX$_ ___(3.1) ^2013$_ ___ (3.0) ^2030$ ____(3.0) ^EADS$_ ___ (3.0) ^showca se$____ (2.9) ^Show$_ ___ (2.9) ^2012$_ ___ (2.9) ^NATO$_ ___ (2.9) ^2020$ ____(2.9) ^Aziz$ ____(2.9) ^SEOUL $____(2.9) ^recycl ing$____ (2.8) ^recycl ed$____ (2.8) ^redeve lopment$____ (2.8) ^212$_ ___(2.8) ^2014$_ ___ (2.8) ^FDIC$ ____(2.8) ^WTO$_ ___(2.7) ^FDA$_ ___(2.7) ^somehow$_ ___ (2.7) ^hooke d$____(2.6) ^TORONTO$_ ___ (2.6) ^LONDON$ ____ (2.6) ^350,00 0$____ (2.6) ^BAGHDAD$ ____ (2.6) ^2015$_ ___ (2.6) ^2050$ ____(2.6) ^112$_ ___(2.6) ^750,00 0$____ (2.6) ^radica l$____ (2.6) ^radica lly$____ (2.6) Filter 71 (bias = -0.54) #
Q
f
I
m
X
M
7
u
z
h
D
-
d
x
O
n
2
k
<BOS>
w
G
b
1
F
\194
o
P
B
^
s
0
y
8
v
"
.
6
j
p
i
K
v
y
j
O
k
L
-
G
u
/
T
o
q
A
t
!
)
&
e
N
i
Z
b
%
J
,
d
U
h
?
E
c
\194
Q
V
z
H
C
I
E
m
Q
k
d
M
a
f
2
i
O
v
8
V
D
b
A
-
L
B
I
'
N
n
.
J
7
j
5
T
S
u
G
H
1
Y
z
P
\163
p
S
-
\194
P
h
m
x
p
W
g
B
d
Q
z
4
U
Y
r
5
G
N
u
7
y
"
w
6
\195
8
c
9
D
X
J
,
Z
F
n
A
_
K
-
L
v
p
u
P
g
f
.
y
'
,
w
l
c
B
j
A
t
F
\194
a
R
x
s
O
k
X
T
3
M
5
d
8
$
S
"
6
C
j
m
J
y
7
U
9
t
r
z
P
c
R
.
F
A
8
a
3
s
X
T
Q
w
e
u
N
W
I
v
V
o
6
i
4
h
2
L
0
,
Non-zero for 18.2% of words.
^Lahor e$____(4.5) ^Ashle y$____(3.8) ^NASA$ ____(3.6) ^KABUL $____(3.3) ^Katie $____(3.3) ^Kathe rine$____(3.2) ^Galle ry$____(3.2) ^GAAP$ ____(3.1) ^Later $____(3.1) ^LOS$_ ___(3.0) ^Icahn$ ____ (3.0) ^Lohan $____(3.0) ^ANGELES$_ ___ (3.0) ^LAS$_ ___(3.0) ^Other $____(2.9) ^Other s$____(2.9) ^Other wise$____(2.9) ^Ashcr oft$____(2.9) ^Kelle r$____(2.8) ^payable $____ (2.8) ^Athle tic$____(2.8) ^Athle tics$____(2.8) ^Toshib a$____ (2.7) ^Labor $____(2.7) ^Labor atory$____(2.7) ^Omaha$ ____ (2.7) ^UEFA$ ____(2.7) ^ashor e$____(2.7) ^Qatar $____(2.7) ^WASHI NGTON$____(2.6) ^other $____(2.6) ^other s$____(2.6) ^other wise$____(2.6) ^Derbyshir e$____ (2.6) ^IAEA$_ ___ (2.6) ^Indepe ndent$____ (2.6) ^Indepe ndence$____ (2.6) ^K.$__ __(2.5) ^calle d$____(2.5) ^calle rs$____(2.5) Filter 72 (bias = -0.37) #
m
c
<BOS>
h
P
g
l
.
B
y
K
N
z
n
J
d
b
1
k
8
U
D
V
F
Y
C
i
4
T
x
\195
q
f
e
X
7
p
2
M
5
.
f
Q
i
Y
v
?
P
A
J
&
-
(
e
!
p
G
d
g
u
r
)
"
j
S
k
c
2
:
I
/
w
h
B
L
F
O
6
N
n
L
p
D
k
H
f
u
m
E
x
2
b
1
'
I
P
7
c
4
y
5
r
6
K
A
B
.
v
J
V
l
C
d
F
j
\163
/
G
3
i
o
k
W
d
K
P
N
p
M
I
O
g
y
b
S
v
"
j
/
l
3
z
8
C
5
r
,
T
Y
-
$
\195
f
a
4
D
\194
q
x
t
b
M
a
u
l
t
p
T
x
o
z
j
X
D
L
N
A
c
V
-
Q
e
P
y
G
R
7
E
Y
f
\195
F
.
v
m
O
d
H
6
h
W
m
I
L
2
.
i
u
p
l
C
-
,
D
4
M
5
r
3
j
1
b
k
T
Q
o
7
J
V
\195
6
e
9
h
8
g
w
d
S
y
Non-zero for 16.4% of words.
^Globa l$____(3.2) ^globa l$____(3.1) ^globa lly$____(3.1) ^Nichola s$____ (2.8) ^Nichols on$____ (2.5) ^Nichols $____ (2.5) ^Ochoa$ ____ (2.5) ^cooli ng$____(2.4) ^majori ty$____ (2.4) ^Globe $____(2.4) ^globe $____(2.3) ^Miguel$ ____ (2.3) ^Quali ty$____(2.3) ^Shop$ ____(2.2) ^Kremli n$____ (2.2) ^Trump$ ____ (2.2) ^workshop$ ____ (2.2) ^model$ ____ (2.1) ^ambulan ce$____ (2.1) ^Ambulan ce$____ (2.1) ^slalom$ ____ (2.1) ^biologi cal$____ (2.1) ^Rodriguez$ ____ (2.1) ^McLean $____ (2.1) ^famously $____ (2.1) ^unanimously $____ (2.1) ^monopo ly$____ (2.1) ^Kuwai t$____(2.1) ^Atomi c$____(2.1) ^Ethiopi a$____ (2.1) ^Ethiopi an$____ (2.1) ^schola rs$____ (2.0) ^schola rship$____ (2.0) ^schola r$____ (2.0) ^schola rships$____ (2.0) ^Stop$ ____(2.0) ^Philadelp hia$____ (2.0) ^Susan $____(2.0) ^Bishop$ ____ (2.0) ^Archbishop$ ____ (2.0) Filter 73 (bias = -0.53) #
z
h
P
H
k
q
U
4
'
N
R
A
G
5
p
e
c
L
C
2
m
W
s
6
<BOS>
1
O
n
T
.
r
3
K
7
v
w
"
a
f
x
0
f
D
r
C
w
G
k
7
m
5
a
)
y
6
;
1
t
g
B
\194
b
c
e
j
N
8
p
Y
U
Z
%
9
W
4
K
V
q
d
E
Q
g
\194
p
U
j
R
h
"
y
u
i
v
F
z
e
9
S
.
c
b
t
B
G
$
H
a
1
'
D
/
f
W
C
Y
5
N
4
-
A
W
z
H
U
X
R
M
s
e
\195
h
n
"
o
4
P
Q
C
S
a
y
k
$
J
6
u
F
v
\194
l
E
-
j
c
q
b
p
r
E
.
J
r
j
n
e
'
0
y
6
C
5
c
2
/
4
u
i
a
T
R
v
N
G
Q
S
A
3
f
X
m
V
o
W
U
B
q
7
-
F
-
V
d
M
z
h
o
H
l
k
I
4
D
B
p
S
v
Y
.
Z
w
y
0
"
t
b
c
m
O
W
\195
U
n
8
J
f
a
Q
g
Non-zero for 19.3% of words.
^rescued$ ____ (3.7) ^update$ ____ (3.6) ^updates $____ (3.5) ^PCs$__ __ (3.5) ^argues$ ____ (3.5) ^Creek $____(3.4) ^Player s$____ (3.4) ^Player $____ (3.4) ^1940$ ____(3.3) ^argued$ ____ (3.3) ^PRNews wire$____ (3.3) ^PRNews wire-FirstCall$____ (3.3) ^PRNews wire-USNewswire$____ (3.3) ^1946$ ____(3.3) ^Greek $____(3.3) ^Czech $____(3.3) ^Oklahom a$____ (3.3) ^1945$ ____(3.3) ^1942$ ____(3.3) ^1940s $____(3.2) ^1944$ ____(3.2) ^plate$ ____ (3.2) ^rescue$_ ___ (3.1) ^Rescue$_ ___ (3.1) ^Gate$ ____(3.1) ^CDs$__ __ (3.1) ^plates $____ (3.1) ^clues$ ____ (3.0) ^McQueen $____ (3.0) ^Gates $____(3.0) ^1943$ ____(3.0) ^translate$ ____ (3.0) ^slate$ ____ (3.0) ^1960$ ____(3.0) ^McCarth y$____ (3.0) ^1966$ ____(2.9) ^cute$ ____(2.9) ^1965$ ____(2.9) ^Playin g$____ (2.9) ^1962$ ____(2.9) Filter 74 (bias = -0.46) #
F
w
Q
o
<BOS>
x
t
b
C
a
\194
z
"
g
D
J
P
\195
j
<EOS>
d
G
M
A
'
K
I
.
^
B
H
L
T
n
X
-
S
l
7
h
g
y
z
h
j
u
G
f
I
x
l
N
J
?
w
F
V
"
p
a
i
\$
0
U
-
8
C
B
O
.
t
L
X
H
5
q
S
,
T
(
O
h
z
j
Q
F
I
u
W
m
K
n
p
x
"
b
T
.
,
f
2
-
G
g
X
M
$
L
U
H
E
e
P
J
t
V
a
v
l
q
i
.
f
a
s
b
n
Q
m
E
k
X
C
L
'
D
S
z
M
N
j
0
t
v
p
\163
,
8
y
\195
-
T
F
A
V
9
P
"
H
S
v
3
.
4
T
o
t
5
z
G
d
i
D
O
a
Y
q
h
m
8
b
7
U
1
u
x
B
9
A
y
l
,
I
s
\163
V
k
6
\195
P
w
D
v
d
b
1
B
R
m
O
k
7
.
8
t
r
x
I
h
Q
f
p
A
3
V
C
g
G
S
9
e
y
s
2
W
/
F
\195
M
Non-zero for 20.7% of words.
^Florid a$____ (3.5) ^BEIJING$ ____ (3.4) ^labor $____(3.4) ^labor atory$____(3.4) ^labor atories$____(3.4) ^AIDS$ ____(3.3) ^DIEGO $____(3.2) ^Medicaid $____ (3.2) ^TOKYO $____(3.1) ^al-Qaid a$____ (2.9) ^Condoleezza$_ ___ (2.9) ^labou r$____(2.8) ^elabor ate$____ (2.8) ^grand $____(2.8) ^grand mother$____(2.8) ^grand father$____(2.8) ^grand children$____(2.8) ^grasp $____(2.8) ^AOL$_ ___(2.8) ^jobs$ ____(2.8) ^CITY$ ____(2.8) ^grain $____(2.7) ^Gazpr om$____(2.7) ^Sgt.$_ ___ (2.7) ^SOURC E$____(2.6) ^CHICAGO $____ (2.6) ^BOSTON$_ ___ (2.6) ^HOUSTON$_ ___ (2.6) ^Spain $____(2.6) ^Icahn $____(2.6) ^gray$ ____(2.5) ^Hezbol lah$____ (2.5) ^Wizard s$____ (2.5) ^labs$ ____(2.5) ^nobod y$____(2.5) ^Gavin $____(2.5) ^TORON TO$____(2.5) ^CO2$_ ___(2.5) ^Idaho $____(2.5) ^Grand $____(2.4) Filter 75 (bias = -0.50) #
<BOS>
m
-
U
9
y
R
t
7
T
Q
A
J
k
8
c
\194
B
3
a
o
D
"
L
Y
F
5
H
x
z
<EOS>
p
6
w
N
f
j
M
^
i
h
-
N
z
F
p
4
v
3
d
B
'
H
m
L
T
8
g
\$
l
5
P
A
!
y
;
9
t
S
I
x
k
K
G
,
c
6
\194
(
\163
Q
d
"
D
b
l
W
t
X
i
V
u
w
C
Z
A
N
T
M
h
E
p
9
L
K
1
$
H
8
y
'
n
U
P
,
I
N
-
W
'
K
s
e
m
X
u
2
g
E
z
8
k
3
l
F
R
6
.
B
C
4
n
5
U
9
d
Q
v
7
b
O
i
q
V
1
\195
s
J
S
q
c
P
C
H
z
-
t
\195
A
r
g
u
'
b
G
e
U
1
.
p
Q
N
$
X
\194
9
O
L
k
f
V
6
w
B
d
X
u
K
s
Z
E
L
t
b
S
q
R
n
j
/
T
m
U
l
-
Q
g
B
k
V
h
6
i
.
d
W
c
a
O
p
v
x
F
N
D
Non-zero for 17.8% of words.
^PRNewsw ire$____ (3.9) ^PRNewsw ire-FirstCall$____ (3.9) ^PRNewsw ire-USNewswire$____ (3.9) ^employees$ ____ (3.8) ^Employees$ ____ (3.8) ^Forbes$ ____ (3.7) ^owes$ ____(3.6) ^Chrysl er$____ (3.5) ^N.F.L .$____(3.4) ^FOXNews. com$____ (3.4) ^obese $____(3.3) ^fees$ ____(3.3) ^corresp ondent$____ (3.3) ^corresp onding$____ (3.3) ^corresp ondents$____ (3.3) ^corresp ondence$____ (3.3) ^Rebecc a$____ (3.3) ^describes$ ____ (3.2) ^tribes$ ____ (3.2) ^bribes$ ____ (3.2) ^Bros. $____(3.1) ^Brisb ane$____(3.1) ^Fresh $____(3.0) ^aweso me$____(3.0) ^obesi ty$____(3.0) ^News$ ____(3.0) ^HBOS$ ____(3.0) ^hers$ ____(3.0) ^Nets$ ____(2.9) ^Torres$ ____ (2.8) ^1990s$ ____ (2.8) ^mid-1990s$ ____ (2.8) ^HSBC$ ____(2.8) ^Newca stle$____(2.8) ^Reyes$ ____ (2.8) ^jokes$ ____ (2.8) ^doubts$ ____ (2.8) ^sees$ ____(2.8) ^SEOUL $____(2.7) ^shoes$ ____ (2.7) Filter 76 (bias = -0.48) #
7
t
Q
T
9
m
<BOS>
y
8
u
V
w
5
o
6
i
X
v
4
-
Z
p
3
U
F
a
R
h
S
k
\194
c
"
.
2
d
^
A
C
H
F
z
d
U
f
R
j
G
D
A
e
Y
h
w
\$
O
y
&
6
r
v
\195
x
K
M
%
n
b
H
a
4
k
8
E
\194
o
7
B
t
;
X
u
G
-
L
n
z
y
l
i
b
f
Q
k
V
H
K
h
A
d
E
R
S
o
Y
t
Z
1
5
C
.
'
0
,
g
r
6
s
7
U
c
f
G
P
O
b
g
a
o
F
S
k
Y
m
\194
U
$
u
C
B
D
p
0
J
Q
i
"
x
.
\195
t
H
W
d
T
e
5
-
/
L
j
U
V
y
F
O
X
d
b
c
4
z
e
o
5
u
J
p
6
T
x
r
B
D
M
R
7
P
l
a
S
C
Z
s
h
G
L
\163
H
1
W
F
o
P
M
r
w
d
/
b
O
C
-
k
$
U
m
D
Y
R
\194
g
K
j
"
A
i
s
X
z
y
E
p
c
a
\163
Non-zero for 20.6% of words.
^Face$ ____(3.7) ^decli ned$____(3.6) ^decli ne$____(3.6) ^decli ning$____(3.6) ^decli nes$____(3.6) ^decen t$____(3.6) ^Decem ber$____(3.4) ^face- to-face$____(3.2) ^face$ ____(3.2) ^decea sed$____(3.2) ^flow$ ____(3.1) ^indecen t$____ (3.0) ^deck$ ____(3.0) ^flowi ng$____(3.0) ^decla red$____(2.9) ^decla ration$____(2.9) ^decla re$____(2.9) ^decla ring$____(2.9) ^Facto r$____(2.9) ^flown $____(2.7) ^each$ ____(2.7) ^Peace$ ____ (2.7) ^Faceb ook$____(2.7) ^Chechn ya$____ (2.6) ^eccen tric$____(2.6) ^below$ ____ (2.6) ^Greece$ ____ (2.6) ^Flori da$____(2.5) ^tech$ ____(2.5) ^flowe rs$____(2.5) ^flowe r$____(2.5) ^excee d$____(2.4) ^excee ded$____(2.4) ^excee ding$____(2.4) ^FEMA$ ____(2.4) ^Check$ ____ (2.4) ^excel lent$____(2.4) ^excel lence$____(2.4) ^beach$ ____ (2.4) ^facto rs$____(2.4) Filter 77 (bias = -0.37) #
p
N
P
F
G
u
i
.
X
L
W
A
V
B
g
h
d
f
z
M
1
s
O
E
Y
t
k
U
I
j
'
e
Q
R
-
D
^
o
2
S
s
p
E
h
U
q
-
c
u
T
F
g
f
y
R
A
Q
o
Z
t
J
i
%
1
)
n
M
H
:
0
j
x
&
Y
"
a
'
l
9
k
F
p
A
G
N
m
I
o
.
y
B
g
Q
-
H
O
t
P
4
c
\194
K
a
i
7
z
q
r
5
Y
6
T
E
'
2
M
L
J
u
\195
k
2
b
1
T
d
B
4
m
5
v
y
R
3
Y
E
'
a
M
6
r
e
V
H
z
h
\194
7
\195
8
J
i
"
s
K
L
l
I
t
F
Y
v
O
.
S
u
K
b
,
-
W
d
/
c
X
e
5
g
3
k
$
a
o
w
i
F
Q
q
\194
E
r
\163
x
U
f
X
u
Q
s
"
U
7
n
$
a
\194
f
Y
x
V
A
6
h
W
o
O
.
P
c
w
B
v
k
y
_
m
t
Non-zero for 17.3% of words.
^disabil ity$____ (3.7) ^disabil ities$____ (3.7) ^speaks$ ____ (3.6) ^peaks$ ____ (3.6) ^disable d$____ (3.6) ^Ministry$ ____ (3.5) ^ministry$ ____ (3.5) ^chemistry$ ____ (3.5) ^speak$_ ___ (3.4) ^peak$_ ___ (3.4) ^NATO$ ____(3.4) ^ministrie s$____ (3.3) ^Kibaki$ ____ (3.3) ^Castro$ ____ (3.2) ^Bristol$ ____ (3.2) ^pistol$ ____ (3.2) ^misery$ ____ (3.2) ^hip-hop$ ____ (3.1) ^upset$_ ___ (3.0) ^petrol $____ (3.0) ^petrol eum$____ (3.0) ^Davydenko$ ____ (3.0) ^petty$ ____ (2.9) ^strip $____(2.9) ^strip ped$____(2.9) ^strip s$____(2.9) ^speakin g$____ (2.9) ^Speakin g$____ (2.9) ^FARC$ ____(2.9) ^Capello$ ____ (2.8) ^distrib ution$____ (2.8) ^distrib uted$____ (2.8) ^distrib ute$____ (2.8) ^distrib uting$____ (2.8) ^sake$ ____(2.7) ^precisely$ ____ (2.7) ^Euro$ ____(2.7) ^HOUSTON $____ (2.7) ^catastrop hic$____ (2.6) ^catastrop he$____ (2.6) Filter 78 (bias = -0.46) #
L
k
s
v
U
p
/
T
Q
c
d
g
.
0
F
o
y
B
,
r
6
J
H
b
^
q
a
w
8
i
"
R
A
j
u
n
V
\195
b
t
V
o
G
T
!
u
Z
v
X
i
Q
y
g
,
L
c
7
W
F
n
P
w
j
O
r
D
8
M
J
N
:
f
%
B
l
h
)
1
p
.
O
u
G
B
P
v
K
h
S
q
o
w
z
H
C
A
Q
b
Y
a
,
F
$
n
"
N
R
e
'
t
X
x
i
L
3
M
7
k
T
f
M
d
Y
x
V
-
k
l
G
.
W
n
Z
s
g
o
m
a
X
,
H
F
w
N
B
r
K
I
E
'
i
L
c
p
4
R
U
P
O
v
r
x
y
J
Y
d
Q
6
"
F
W
B
t
L
g
9
$
0
S
n
T
f
M
l
G
5
H
b
o
u
'
a
s
7
8
4
.
3
v
P
u
i
c
6
t
X
z
p
o
5
R
2
a
V
-
7
r
F
A
K
q
1
'
G
N
S
T
J
n
j
U
e
k
8
w
Non-zero for 21.0% of words.
^Spiri t$____(3.6) ^subscri bers$____ (3.5) ^subscri ption$____ (3.5) ^spiri t$____(3.4) ^spiri tual$____(3.4) ^spiri ts$____(3.4) ^aspiri ng$____ (3.4) ^expire s$____ (3.1) ^expire $____ (3.1) ^expire d$____ (3.1) ^bigge st$____(3.1) ^bigge r$____(3.1) ^experi ence$____ (3.0) ^experi enced$____ (3.0) ^experi ences$____ (3.0) ^experi ment$____ (3.0) ^umpire $____ (3.0) ^Empire $____ (2.9) ^FOXNe ws.com$____(2.9) ^deputi es$____ (2.8) ^Upper$ ____ (2.8) ^bouti que$____(2.8) ^celebriti es$____ (2.7) ^sub-pri me$____ (2.7) ^neighbouri ng$____ (2.7) ^Imperi al$____ (2.6) ^empire $____ (2.6) ^Harper$ ____ (2.6) ^aborti on$____ (2.5) ^aborti ons$____ (2.5) ^publici ty$____ (2.5) ^publici st$____ (2.5) ^descri bed$____ (2.5) ^descri be$____ (2.5) ^descri bes$____ (2.5) ^descri bing$____ (2.5) ^loggi ng$____(2.5) ^appeti te$____ (2.5) ^hampere d$____ (2.5) ^LPGA$_ ___ (2.5) Filter 79 (bias = -0.54) #
B
-
<BOS>
d
V
o
F
p
Q
g
b
i
Z
O
X
y
N
T
A
u
9
D
k
E
\194
G
x
1
8
t
/
c
7
w
C
z
K
\163
n
e
?
f
T
x
w
F
A
p
W
j
Z
s
&
S
Y
P
.
d
z
l
!
\$
X
%
(
e
U
,
H
h
Q
5
M
i
q
-
/
7
c
6
p
.
2
t
6
M
8
A
P
m
d
r
9
j
x
N
1
H
W
n
G
u
7
h
3
l
z
F
0
L
"
g
5
f
4
w
a
/
v
T
q
m
Q
f
N
s
a
P
.
p
X
y
A
M
W
c
H
C
7
U
I
i
E
K
b
'
2
o
h
G
4
z
9
D
"
k
8
t
Y
d
z
m
9
H
v
h
0
y
E
n
8
l
c
i
G
A
R
f
Q
.
"
-
D
r
2
M
7
t
s
w
\194
L
6
q
C
g
U
/
5
o
u
p
R
l
k
K
v
L
-
A
9
y
r
O
J
,
b
G
T
S
"
5
j
m
M
o
U
/
H
a
\195
x
'
z
E
w
q
W
B
X
Non-zero for 15.6% of words.
^Marcu s$____(4.4) ^circu mstances$____(4.2) ^circu it$____(4.2) ^circu lation$____(4.2) ^circu s$____(4.2) ^Execu tive$____(4.2) ^evacu ated$____(3.8) ^evacu ation$____(3.8) ^evacu ate$____(3.8) ^Airbu s$____(3.6) ^Circu it$____(3.5) ^specu lation$____(3.5) ^specu late$____(3.5) ^specu lated$____(3.5) ^specu lative$____(3.5) ^buildu p$____ (3.4) ^calcu lated$____(3.4) ^calcu lations$____(3.4) ^calcu late$____(3.4) ^calcu lation$____(3.4) ^execu tive$____(3.3) ^execu tives$____(3.3) ^execu tion$____(3.3) ^execu ted$____(3.3) ^bypass $____ (3.3) ^measu res$____(3.3) ^measu re$____(3.3) ^measu red$____(3.3) ^measu ring$____(3.3) ^WASHINGT ON$____ (3.3) ^caucu ses$____(3.3) ^caucu s$____(3.3) ^Caucasu s$____ (3.3) ^award- winning$____ (3.2) ^Mercu ry$____(3.2) ^Baucu s$____(3.1) ^Mehsu d$____(3.1) ^Ashcr oft$____(3.1) ^forward- looking$____ (3.0) ^Starbu cks$____ (3.0) Filter 80 (bias = -0.58) #
y
k
/
B
d
F
m
j
Z
S
D
b
G
t
o
E
K
R
O
h
L
v
X
A
-
s
c
V
.
I
1
<BOS>
M
i
p
x
^
J
8
e
S
y
E
o
s
p
t
m
F
P
Q
r
I
L
w
n
\$
-
V
\195
k
1
\194
u
e
H
W
h
j
J
A
D
4
%
(
l
z
d
.
Y
8
-
9
t
Q
w
"
n
R
m
G
l
U
i
7
p
V
.
Z
o
Y
q
6
f
F
H
0
g
C
A
E
e
4
I
3
y
S
r
s
h
H
E
C
v
n
-
/
w
A
p
F
z
,
\163
7
e
L
G
5
g
Z
b
V
c
4
O
l
d
6
x
Y
o
\194
T
h
a
B
W
1
.
7
k
6
T
L
y
l
w
5
u
X
i
F
r
Q
t
j
c
8
U
\194
m
S
o
d
g
9
B
4
H
x
h
/
p
2
v
D
n
e
q
p
L
k
.
P
A
C
D
i
N
V
o
'
E
R
M
I
w
-
m
r
t
n
l
7
y
j
T
9
/
f
u
x
U
1
h
Q
K
3
e
Non-zero for 14.4% of words.
^sunli ght$____(4.1) ^sculp ture$____(3.9) ^sculp tures$____(3.9) ^footstep s$____ (3.7) ^Sulli van$____(3.5) ^best-selli ng$____ (3.3) ^sendi ng$____(3.3) ^telep hone$____(3.1) ^FRANC ISCO$____(3.0) ^selli ng$____(3.0) ^Sandr a$____(2.9) ^bullp en$____(2.9) ^DENVER $____ (2.9) ^sensi tive$____(2.8) ^sensi ble$____(2.8) ^sensi tivity$____(2.8) ^telli ng$____(2.8) ^syndr ome$____(2.7) ^intelli gence$____ (2.7) ^Intelli gence$____ (2.7) ^intelli gent$____ (2.7) ^saili ng$____(2.6) ^cellp hone$____(2.6) ^cellp hones$____(2.6) ^tensi ons$____(2.5) ^tensi on$____(2.5) ^fossil$ ____ (2.5) ^sell- off$____(2.5) ^yester day$____ (2.5) ^intensi ve$____ (2.4) ^intensi ty$____ (2.4) ^intensi fied$____ (2.4) ^Sunni $____(2.4) ^Sunni s$____(2.4) ^decidi ng$____ (2.4) ^Soldi ers$____(2.4) ^Excep t$____(2.4) ^possibi lity$____ (2.4) ^possibi lities$____ (2.4) ^Sands $____(2.4) Filter 81 (bias = -0.34) #
<BOS>
f
Y
y
X
r
\194
F
l
p
V
k
-
x
J
s
6
P
^
c
Z
a
0
U
7
N
/
,
z
h
j
e
K
B
\163
S
p
.
P
u
k
h
K
L
G
D
V
l
I
t
2
j
;
M
i
-
C
m
3
(
z
d
9
e
1
\194
w
v
W
T
Q
F
a
o
Z
\$
Q
-
S
p
"
o
s
n
V
f
Y
m
k
d
U
l
R
J
A
i
C
P
$
y
\194
D
E
e
8
j
G
w
b
M
4
\195
W
q
1
O
B
d
k
G
b
D
n
-
f
p
F
E
x
S
N
"
Z
$
V
I
A
1
q
T
w
z
v
Q
h
\194
M
l
m
o
r
\163
a
y
9
V
.
j
u
S
c
4
o
X
U
7
v
3
a
p
n
P
D
F
t
i
y
5
z
6
d
E
N
J
A
e
m
2
-
G
w
Q
q
8
T
m
k
o
I
Y
r
l
R
M
E
L
a
y
U
G
F
K
u
\194
A
O
q
/
B
X
b
6
N
W
w
S
\195
x
n
5
\163
$
s
p
H
Non-zero for 16.4% of words.
^misdem eanor$____ (3.7) ^Cadil lac$____(3.1) ^Radio $____(3.0) ^propo sed$____(3.0) ^propo sal$____(3.0) ^propo sals$____(3.0) ^propo rtion$____(3.0) ^radio $____(2.9) ^radio active$____(2.9) ^CCTV$ ____(2.8) ^pupil s$____(2.8) ^pupil $____(2.8) ^assem bly$____(2.7) ^assem bled$____(2.7) ^Carlisle$ ____ (2.7) ^Missio n$____ (2.6) ^participatio n$____ (2.5) ^anticipatio n$____ (2.5) ^reconciliatio n$____ (2.5) ^retaliatio n$____ (2.5) ^humiliatio n$____ (2.5) ^pale$ ____(2.5) ^Commissio n$____ (2.5) ^missio n$____ (2.5) ^emissio ns$____ (2.5) ^commissio n$____ (2.5) ^Propo sition$____(2.5) ^audio $____(2.5) ^occupatio n$____ (2.5) ^Isle$ ____(2.4) ^Estim ates$____(2.4) ^pads$ ____(2.4) ^Patel $____(2.4) ^page$ ____(2.3) ^realistic $____ (2.3) ^ballistic $____ (2.3) ^unrealistic $____ (2.3) ^pavem ent$____(2.3) ^EADS$ ____(2.3) ^missil e$____ (2.3) Filter 82 (bias = -0.45) #
F
B
j
T
C
a
c
v
8
b
Q
i
M
Y
Z
k
'
z
s
q
S
l
D
W
d
A
7
w
5
\195
n
m
f
U
e
h
-
o
y
J
z
y
X
h
l
f
G
u
J
n
I
F
Q
x
&
?
0
H
V
o
E
M
b
c
%
\$
\195
'
2
N
P
k
Y
s
K
r
;
,
L
t
Z
t
G
o
V
f
b
v
Q
h
X
d
g
l
Y
x
w
,
U
D
E
T
"
i
K
n
m
u
\195
S
z
p
r
c
M
j
$
F
\194
h
p
W
g
u
G
B
P
Y
j
H
r
\194
-
"
c
4
m
9
e
v
z
a
l
q
D
x
d
N
f
U
O
6
C
,
F
8
Z
3
.
y
v
g
d
H
t
Y
I
h
z
m
D
Z
\194
G
T
r
0
M
s
V
E
L
B
A
9
b
-
3
u
X
f
K
a
i
6
4
2
/
,
B
C
W
c
E
-
b
d
4
D
X
o
e
p
F
g
6
n
K
l
V
z
"
'
2
r
H
t
N
R
3
G
a
j
Q
0
8
O
w
P
Non-zero for 16.0% of words.
^manslaugh ter$____ (3.9) ^slaugh ter$____ (3.9) ^Figure s$____ (3.8) ^laure ate$____(3.5) ^laugh $____(3.4) ^laugh ing$____(3.4) ^laugh ed$____(3.4) ^laugh ter$____(3.4) ^cleare d$____ (3.4) ^cleare r$____ (3.4) ^Claire $____ (3.3) ^claime d$____ (3.3) ^acclaime d$____ (3.3) ^proclaime d$____ (3.3) ^cleara nce$____ (3.2) ^Graha m$____(3.1) ^Obama $____(2.9) ^Obama s$____(2.9) ^Gray$ ____(2.9) ^Flash$ ____ (2.9) ^AZUZ$ ____(2.8) ^clashe s$____ (2.8) ^clashe d$____ (2.8) ^sewage $____ (2.7) ^figure s$____ (2.7) ^figure $____ (2.7) ^figure d$____ (2.7) ^Vaugh an$____(2.7) ^clear$ ____ (2.7) ^nuclear$ ____ (2.7) ^unclear$ ____ (2.7) ^Nuclear$ ____ (2.7) ^Lehma n$____(2.6) ^slashe d$____ (2.6) ^damage $____ (2.6) ^damage d$____ (2.6) ^damage s$____ (2.6) ^FOXNew s.com$____ (2.6) ^Philadelphia $____ (2.6) ^levy$ ____(2.6) Filter 83 (bias = -0.60) #
<BOS>
h
Z
v
G
u
X
t
V
q
Q
d
K
T
^
x
/
a
5
k
Y
c
M
r
O
f
<EOS>
y
D
B
p
F
o
n
?
T
.
i
!
J
c
E
y
P
n
j
N
%
x
t
r
l
h
;
(
I
Q
z
\$
v
Z
U
8
m
'
B
q
e
C
D
"
)
g
k
Q
h
P
n
E
k
j
i
F
y
X
c
I
w
D
g
J
H
e
q
L
x
l
o
7
v
O
u
S
a
d
W
6
A
G
m
8
B
"
t
T
-
D
R
t
'
H
x
L
s
e
g
X
o
A
n
B
C
q
G
m
r
y
S
E
V
W
k
U
9
M
p
d
Y
a
b
2
f
\163
j
\194
y
x
-
B
H
Q
i
b
1
v
g
k
e
"
p
'
P
S
M
V
D
.
j
z
J
Y
w
$
3
R
d
a
2
9
n
s
u
C
r
y
l
Z
R
K
j
W
-
2
u
X
t
p
S
w
o
8
s
1
Y
a
v
3
T
6
\194
4
'
P
J
n
r
5
k
e
z
H
h
m
g
Non-zero for 24.3% of words.
^heavy $____(4.5) ^heavy weight$____(4.5) ^Galaxy $____ (4.3) ^cleve r$____(4.2) ^crazy $____(3.8) ^Greek$ ____ (3.8) ^NOT$_ ___(3.6) ^Netan yahu$____(3.5) ^Greece $____ (3.5) ^heave n$____(3.4) ^relay $____(3.4) ^CITY$ ____(3.4) ^clean $____(3.4) ^clean ing$____(3.4) ^clean er$____(3.4) ^clean ed$____(3.4) ^Alexa nder$____(3.4) ^Alexa ndria$____(3.4) ^Alexa ndra$____(3.4) ^Cleve land$____(3.3) ^yet$_ ___(3.3) ^cutba cks$____(3.2) ^Adeba yor$____(3.2) ^net$_ ___(3.2) ^McLean $____ (3.2) ^CIT$_ ___(3.2) ^nette d$____(3.2) ^Net$_ ___(3.2) ^Grey$_ ___ (3.2) ^newly $____(3.2) ^retai l$____(3.1) ^retai lers$____(3.1) ^retai ler$____(3.1) ^retai n$____(3.1) ^NFL$_ ___(3.1) ^Heavy $____(3.1) ^nets$ ____(3.1) ^heavi ly$____(3.1) ^heavi er$____(3.1) ^Nets$ ____(3.0) Filter 84 (bias = -0.40) #
D
m
d
f
I
b
j
k
7
x
Q
B
1
w
\194
K
0
y
X
s
6
U
2
o
T
a
t
p
<BOS>
i
5
'
H
V
l
<EOS>
^
h
8
W
Y
f
g
F
?
x
H
l
T
L
G
B
R
%
"
s
1
m
W
K
r
e
u
.
O
a
h
,
(
P
-
n
i
\$
Q
d
k
b
3
v
C
E
,
e
/
-
U
j
A
g
\194
w
n
r
z
b
m
J
Y
N
l
x
P
\163
D
f
$
v
y
.
L
q
1
u
K
M
t
h
Q
o
F
g
s
T
Q
c
f
w
L
o
S
p
7
v
8
t
x
G
U
y
6
M
,
i
9
m
\194
0
/
q
R
-
4
O
"
D
l
k
5
z
u
p
Y
F
v
S
-
f
R
j
H
e
q
P
"
t
W
O
b
l
\194
5
h
C
9
s
B
c
U
,
T
G
\195
K
k
A
$
g
Z
D
l
c
m
N
S
n
Y
w
L
9
\194
u
V
1
j
2
X
v
/
q
$
B
Q
R
.
r
A
k
'
8
s
3
0
y
U
a
Non-zero for 14.3% of words.
^insul t$____(4.9) ^insul in$____(4.9) ^insul ting$____(4.9) ^insul ation$____(4.9) ^Consul ting$____ (4.5) ^peninsul a$____ (4.1) ^Peninsul a$____ (4.1) ^consul tant$____ (4.0) ^consul ting$____ (4.0) ^consul tation$____ (4.0) ^consul tants$____ (4.0) ^consul tancy$____ (4.0) ^consul ted$____ (4.0) ^consul t$____ (4.0) ^thoughtful $____ (3.8) ^Consum er$____ (3.7) ^Consum ers$____ (3.7) ^Mosul $____(3.7) ^gasol ine$____(3.6) ^harmful $____ (3.6) ^painful $____ (3.4) ^dissol ved$____ (3.4) ^unsus tainable$____(3.3) ^Ambul ance$____(3.3) ^Istanbul $____ (3.2) ^consum ers$____ (3.2) ^consum er$____ (3.2) ^consum ption$____ (3.2) ^consum ed$____ (3.2) ^disabl ed$____ (3.1) ^Gasol $____(3.1) ^overhaul $____ (3.0) ^unabl e$____(3.0) ^dreadful $____ (3.0) ^ambul ance$____(3.0) ^infus ion$____(2.9) ^beautiful $____ (2.9) ^beautiful ly$____ (2.9) ^doubtful $____ (2.9) ^wonderful $____ (2.8) Filter 85 (bias = -0.49) #
C
b
c
u
O
J
p
-
y
e
G
j
W
L
,
E
S
r
K
\195
'
l
/
q
Q
F
^
B
"
H
\194
.
z
h
t
N
v
f
E
a
G
p
j
f
g
x
4
n
M
l
)
k
S
o
e
q
5
m
Z
'
2
b
3
v
F
r
0
B
D
-
X
u
8
;
6
,
7
P
W
-
Q
g
B
j
X
r
\194
p
A
c
a
o
/
J
"
d
Y
D
L
u
$
n
U
0
K
R
,
G
V
e
P
1
i
C
Q
i
.
g
"
1
b
p
f
n
N
0
L
2
U
h
m
4
r
C
/
w
'
c
K
5
F
H
\194
3
B
d
R
j
M
G
$
I
X
v
w
F
g
f
W
P
z
D
c
d
G
L
o
j
b
l
v
H
Y
M
a
u
q
,
k
6
x
e
p
/
A
m
.
y
O
U
0
7
B
s
t
L
T
n
k
x
j
K
"
a
S
Z
I
o
v
.
\194
A
Q
G
'
z
E
l
M
y
$
w
F
\195
i
N
H
5
e
b
W
8
R
/
Non-zero for 20.1% of words.
^Sabat hia$____(3.3) ^Marat hon$____(3.2) ^Darwi n$____(3.2) ^Gatwi ck$____(3.0) ^embat tled$____(2.9) ^Elect ion$____(2.9) ^Elect ric$____(2.9) ^Elect ronics$____(2.9) ^Elect ronic$____(2.9) ^cancellat ion$____ (2.9) ^perpetrat ors$____ (2.8) ^Garci a$____(2.8) ^Maywe ather$____(2.7) ^Warwi ckshire$____(2.7) ^Facebook $____ (2.7) ^Emma$ ____(2.6) ^Marc$ ____(2.6) ^Marit ime$____(2.5) ^Marcu s$____(2.5) ^gauge $____(2.5) ^Embas sy$____(2.4) ^Strat egic$____(2.4) ^chargi ng$____ (2.3) ^jazz$ ____(2.3) ^Charge rs$____ (2.3) ^charge s$____ (2.3) ^charge d$____ (2.3) ^charge $____ (2.3) ^discharge d$____ (2.3) ^Select $____ (2.3) ^exacerbat ed$____ (2.3) ^glow$ ____(2.3) ^Mark$ ____(2.3) ^Search $____ (2.3) ^Estat e$____(2.3) ^year.$ ____ (2.2) ^Sara$ ____(2.2) ^exact ly$____(2.2) ^exact $____(2.2) ^March $____(2.2) Filter 86 (bias = -0.41) #
E
p
s
k
w
y
<BOS>
T
2
C
J
h
-
c
4
t
3
m
Z
q
G
n
5
f
e
P
U
r
S
v
j
x
L
'
<EOS>
B
z
,
9
l
W
d
K
l
M
D
B
g
U
v
w
j
;
c
f
.
Z
0
y
-
k
z
H
x
3
h
m
p
V
T
"
L
,
o
i
t
Q
G
N
C
P
v
K
h
Q
g
/
t
r
j
I
k
X
E
\195
S
Z
s
L
x
n
e
N
T
,
u
R
i
8
w
O
M
p
c
1
m
7
b
C
F
L
k
x
t
6
u
X
M
8
w
7
-
Q
T
d
i
l
o
5
r
9
n
b
R
F
g
a
H
2
m
\194
c
P
'
0
y
4
C
G
U
H
F
i
c
w
S
W
D
1
f
n
j
I
.
2
e
a
s
3
x
q
d
Z
l
4
t
Y
G
A
L
u
v
\195
E
V
'
k
\163
J
r
S
c
V
t
E
n
4
T
J
D
X
u
3
C
j
.
6
A
G
a
5
v
7
q
Y
d
e
y
Q
U
8
k
W
r
"
z
2
o
9
_
Non-zero for 13.2% of words.
^Earlie r$____ (4.9) ^indie $____(3.5) ^Mississippi$ ____ (3.5) ^Malib u$____(3.4) ^Madis on$____(3.4) ^earlie r$____ (3.4) ^earlie st$____ (3.4) ^anxie ty$____(3.2) ^birdie $____ (3.2) ^birdie s$____ (3.2) ^birdie d$____ (3.2) ^sandwi ch$____ (3.2) ^sandwi ches$____ (3.2) ^demolis hed$____ (3.2) ^Bali$ ____(3.1) ^T-Mobil e$____ (3.1) ^Willie $____ (3.1) ^Tsvangirai$ ____ (3.1) ^soldie rs$____ (3.1) ^soldie r$____ (3.1) ^Gardne r$____ (2.9) ^Brewe rs$____(2.9) ^Brewe r$____(2.9) ^deadlie st$____ (2.8) ^Brans on$____(2.8) ^Willis $____ (2.8) ^implie d$____ (2.8) ^implie s$____ (2.8) ^Indie s$____(2.8) ^stylis h$____ (2.8) ^sunlig ht$____ (2.8) ^flawe d$____(2.7) ^Halif ax$____(2.7) ^Linda$ ____ (2.7) ^straw$ ____ (2.7) ^indig enous$____(2.7) ^airlif ted$____ (2.6) ^widene d$____ (2.6) ^accomplis hed$____ (2.6) ^accomplis h$____ (2.6) Filter 87 (bias = -0.49) #
<BOS>
f
I
y
Q
m
\194
p
t
x
S
P
Y
b
^
F
O
c
W
d
E
L
h
k
K
v
U
n
B
a
r
w
d
K
D
m
F
o
I
W
H
V
r
M
j
x
e
f
u
Y
T
B
P
G
q
z
\163
'
\$
i
t
b
7
Z
1
%
E
k
h
s
Q
d
f
I
w
D
M
7
m
1
o
P
b
Q
.
6
x
C
B
l
k
X
-
2
N
\194
K
0
y
p
r
H
u
8
s
5
'
,
v
T
c
Y
-
h
f
H
j
W
t
A
F
a
e
i
s
V
.
X
M
1
'
b
n
L
r
4
N
G
c
B
u
p
D
6
o
7
R
x
d
y
w
H
z
N
v
F
c
r
T
Q
t
X
d
Z
s
7
U
L
w
V
G
b
g
n
o
8
D
/
p
9
E
f
i
M
u
3
O
4
-
q
0
u
p
H
g
U
G
B
c
R
O
9
S
F
y
J
o
I
z
n
x
N
h
M
l
Z
Y
6
A
-
K
v
m
\194
\163
f
r
4
0
7
i
Non-zero for 22.0% of words.
^MIAMI $____(3.8) ^failu re$____(3.5) ^failu res$____(3.5) ^Solar$ ____ (3.5) ^makeu p$____(3.3) ^Beiru t$____(3.3) ^today$ ____ (3.2) ^Indian $____ (3.2) ^Indian a$____ (3.2) ^Indian s$____ (3.2) ^Indian apolis$____ (3.2) ^WITH$ ____(3.1) ^custody$_ ___ (3.0) ^Empire $____ (2.9) ^fairn ess$____(2.8) ^Indies $____ (2.8) ^Gallu p$____(2.8) ^Roland $____ (2.8) ^mph$_ ___(2.7) ^flare d$____(2.7) ^Island $____ (2.7) ^Island s$____ (2.7) ^Island ers$____ (2.7) ^Hamdan$ ____ (2.7) ^solar$ ____ (2.6) ^NASDAQ$ ____ (2.6) ^Nolan$ ____ (2.6) ^Withou t$____ (2.6) ^faithfu l$____ (2.6) ^soda$_ ___ (2.5) ^India$ ____ (2.5) ^blockbu ster$____ (2.5) ^solidari ty$____ (2.5) ^Rodham $____ (2.5) ^Emmanu el$____ (2.5) ^Today$ ____ (2.4) ^Kaine $____(2.4) ^spinn ing$____(2.4) ^main$ ____(2.4) ^Bahra in$____(2.4) Filter 88 (bias = -0.59) #
q
f
H
m
I
s
1
U
7
K
2
S
X
x
g
B
Q
z
Z
o
-
l
n
L
4
t
r
y
3
F
9
,
8
k
0
O
^
v
6
'
U
x
M
g
u
p
m
c
L
h
H
b
P
v
/
S
D
G
%
q
K
.
;
?
T
a
J
0
Z
\163
B
w
&
\$
\195
k
,
o
R
!
N
g
W
m
Q
k
K
C
9
c
"
p
X
i
8
G
O
h
\194
U
o
u
6
A
2
y
3
T
/
V
5
s
E
z
,
d
B
b
$
j
m
-
Y
I
h
E
X
w
\194
r
V
R
b
s
l
o
L
O
x
N
W
2
H
n
6
u
"
J
B
U
.
z
Q
\195
$
P
q
3
T
c
d
w
D
B
y
N
P
b
U
S
G
j
C
f
p
q
1
x
c
t
L
k
z
W
m
e
8
v
Z
E
T
J
u
.
\163
V
O
h
0
o
8
t
E
m
F
k
4
o
7
T
3
'
2
z
6
l
e
v
9
w
5
p
Z
i
j
c
J
n
L
A
1
C
G
.
0
,
X
B
Q
O
Non-zero for 22.3% of words.
^Holde r$____(4.4) ^Memph is$____(3.9) ^UN$__ __(3.7) ^JERUSALE M$____ (3.4) ^Holme s$____(3.4) ^Leade r$____(3.3) ^Leade rs$____(3.3) ^Leade rship$____(3.3) ^Holy$ ____(3.2) ^squeeze $____ (3.1) ^squeeze d$____ (3.1) ^Mom$_ ___(3.1) ^consequence s$____ (3.1) ^consequence $____ (3.1) ^sequence $____ (3.1) ^Membe rs$____(3.0) ^Membe r$____(3.0) ^Dolph ins$____(3.0) ^Movie $____(3.0) ^Mahdi $____(3.0) ^Holdi ngs$____(3.0) ^Holdi ng$____(3.0) ^Hayde n$____(2.9) ^tempe ratures$____(2.9) ^tempe rature$____(2.9) ^tempe r$____(2.9) ^TIME$__ __ (2.8) ^UK$__ __(2.8) ^Hamda n$____(2.8) ^sequel$_ ___ (2.8) ^PHILADE LPHIA$____ (2.8) ^extremely$ ____ (2.7) ^quo$__ __ (2.7) ^downloade d$____ (2.7) ^moms$ ____(2.7) ^Mande lson$____(2.7) ^Mande la$____(2.7) ^mom$_ ___(2.7) ^maide n$____(2.7) ^Mehsu d$____(2.7) Filter 89 (bias = -0.43) #
L
v
K
-
G
j
y
k
/
u
Z
f
A
t
O
e
X
x
Q
F
U
h
Y
b
z
q
<EOS>
s
1
E
,
'
^
<BOS>
8
J
D
d
R
j
p
Z
d
M
z
F
v
?
a
g
o
(
U
V
x
H
i
.
P
N
T
Q
%
r
y
n
O
\$
;
A
,
X
K
4
f
7
s
e
W
/
v
Q
k
K
h
X
F
O
j
l
c
L
g
I
T
A
u
z
e
N
M
,
t
a
f
$
x
Y
E
d
m
\163
y
D
y
-
Q
v
h
J
"
j
U
w
8
l
S
n
A
m
Y
o
H
t
W
f
4
z
a
e
F
p
3
0
s
M
,
I
L
\195
7
i
C
T
A
f
D
x
t
b
I
M
g
B
z
-
T
v
d
9
.
J
c
o
E
'
C
k
G
m
l
K
1
V
\163
"
O
R
H
8
L
W
a
3
Q
M
a
g
q
m
X
j
W
y
I
-
"
i
b
n
B
u
\194
c
9
o
x
G
N
h
8
C
7
s
v
D
\163
H
z
Z
2
f
E
J
Non-zero for 11.4% of words.
^FIFA$ ____(4.0) ^Marga ret$____(3.9) ^NASA$ ____(3.7) ^Morga n$____(3.7) ^MRSA$ ____(3.7) ^Zarda ri$____(3.5) ^Haywa rd$____(3.5) ^JPMorga n$____ (3.4) ^NASDA Q$____(3.3) ^Nasda q$____(3.3) ^Fast$ ____(3.1) ^ISLAMABAD $____ (3.1) ^ATLANTA$ ____ (3.0) ^Most$ ____(3.0) ^MOSCO W$____(3.0) ^glad$ ____(2.9) ^prosta te$____ (2.9) ^Hayde n$____(2.9) ^Maste rs$____(2.8) ^Maste r$____(2.8) ^Zelaya $____ (2.8) ^Flyer s$____(2.8) ^Massa chusetts$____(2.8) ^Massa $____(2.8) ^Costa $____(2.8) ^BAGHDAD$ ____ (2.8) ^hosta ges$____(2.6) ^hosta ge$____(2.6) ^DALLAS $____ (2.6) ^Maywe ather$____(2.6) ^Mayer $____(2.6) ^Kenya$ ____ (2.6) ^Alasta ir$____ (2.5) ^Fayed $____(2.5) ^Anywa y$____(2.5) ^Fort$ ____(2.5) ^Foste r$____(2.5) ^MIAMI$__ __ (2.4) ^Vista $____(2.4) ^Carlyle $____ (2.4) Filter 90 (bias = -0.49) #
F
z
x
w
f
A
h
g
8
G
9
O
"
c
6
o
7
t
b
.
4
T
S
I
k
U
V
D
e
K
j
l
v
m
\194
/
B
\195
P
Z
u
p
?
f
(
l
.
P
N
%
c
i
"
m
h
S
R
K
H
j
q
;
v
O
8
J
Z
e
&
z
\194
,
9
s
D
F
Q
G
)
I
Q
m
I
M
a
g
7
y
9
-
W
j
2
c
"
o
8
h
X
f
U
.
R
D
\194
e
$
T
,
u
6
t
z
v
3
n
r
l
V
-
Z
d
k
l
b
o
Y
t
B
O
9
I
x
p
4
D
8
r
C
e
"
P
\194
E
M
y
Q
T
F
a
X
\195
6
z
7
f
v
_
Q
u
r
i
F
J
'
-
N
v
"
1
.
d
S
h
f
0
K
l
O
H
/
6
C
D
k
o
c
j
A
g
$
T
X
4
t
L
,
Y
o
E
f
g
N
H
n
2
R
X
K
4
,
W
B
V
r
e
/
d
'
\163
C
G
c
i
l
1
x
T
t
6
.
b
O
7
M
h
\195
p
Non-zero for 16.5% of words.
^husban d$____ (4.1) ^husban ds$____ (4.1) ^Franco $____ (3.7) ^FDIC$_ ___ (3.3) ^Frankf urt$____ (3.2) ^Nairo bi$____(3.1) ^Lavro v$____(3.1) ^shaken $____ (3.0) ^HIV$_ ___(2.9) ^eyebro ws$____ (2.8) ^suburban $____ (2.8) ^Holbro oke$____ (2.8) ^Shanno n$____ (2.7) ^earthquakes $____ (2.7) ^upfro nt$____(2.7) ^Wakef ield$____(2.6) ^backgro und$____ (2.6) ^backgro unds$____ (2.6) ^Stamfo rd$____ (2.6) ^Stanfo rd$____ (2.6) ^unkno wn$____(2.6) ^Cairo $____(2.6) ^takeo ver$____(2.5) ^Sichuan$_ ___ (2.5) ^Micro soft$____(2.5) ^Raikko nen$____ (2.5) ^deskto p$____ (2.5) ^burgeo ning$____ (2.4) ^Middlesbro ugh$____ (2.4) ^Lexus$__ __ (2.4) ^earthquake$ ____ (2.4) ^quake$ ____ (2.4) ^rehab$_ ___ (2.4) ^Xinhua$__ __ (2.4) ^Joshua$__ __ (2.4) ^bushel $____ (2.3) ^ambush$_ ___ (2.3) ^bush$_ ___ (2.3) ^confusion $____ (2.3) ^infusion $____ (2.3) Filter 91 (bias = -0.52) #
<BOS>
p
.
c
Q
0
/
g
\194
G
M
P
"
x
u
k
^
i
s
1
'
J
t
o
W
z
v
C
n
r
\195
b
h
r
v
O
k
y
)
D
V
L
x
N
b
o
w
l
s
/
i
K
g
P
B
A
-
%
'
,
4
Q
u
(
9
d
W
p
\194
&
z
\$
Z
c
f
.
-
D
P
A
J
g
i
E
m
C
p
h
\195
t
r
G
b
S
k
d
K
0
l
s
R
\163
n
F
o
z
B
5
M
T
'
8
V
p
u
X
h
W
R
K
D
w
-
z
F
O
d
V
s
I
U
i
N
l
.
Q
c
m
y
G
n
t
r
b
j
A
8
a
H
B
9
P
M
H
p
B
c
W
G
q
d
h
y
4
m
Y
z
9
P
N
D
6
s
3
O
7
f
u
C
V
g
J
'
X
l
2
r
k
-
\194
o
v
.
Y
v
/
c
Q
d
X
q
$
e
\194
t
V
g
K
p
L
a
S
k
"
w
m
n
l
\163
M
E
O
u
F
I
T
r
D
Non-zero for 23.0% of words.
^social $____ (3.9) ^social ist$____ (3.9) ^social ly$____ (3.9) ^anti-social $____ (3.9) ^commercial $____ (3.9) ^commercial s$____ (3.9) ^Commercial $____ (3.9) ^commercial ly$____ (3.9) ^Stockho lm$____ (3.9) ^stockho lders$____ (3.9) ^rape$ ____(3.7) ^Social $____ (3.7) ^Social ist$____ (3.7) ^yeah$ ____(3.5) ^Nepal $____(3.4) ^Garcia$ ____ (3.4) ^repub lic$____(3.3) ^repub lican$____(3.3) ^repub licans$____(3.3) ^LONDON$ ____ (3.3) ^smartpho ne$____ (3.3) ^smartpho nes$____ (3.3) ^truth$ ____ (3.3) ^NASA$ ____(3.2) ^ruthl ess$____(3.2) ^oath$ ____(3.2) ^Bureau$ ____ (3.2) ^bureau$ ____ (3.2) ^catastrophi c$____ (3.1) ^Nazi$ ____(3.1) ^hurdle$ ____ (3.0) ^Actio n$____(3.0) ^trophy $____ (3.0) ^repai r$____(3.0) ^repai rs$____(3.0) ^repai d$____(3.0) ^repai red$____(3.0) ^Dawn$ ____(3.0) ^repay $____(2.9) ^repay ment$____(2.9) Filter 92 (bias = -0.47) #
G
.
O
f
Y
F
p
t
X
u
0
A
3
n
1
B
7
m
2
a
"
h
g
U
8
k
W
s
J
L
Q
N
9
q
K
v
5
x
6
H
g
f
T
x
Y
y
X
s
V
o
j
u
A
U
G
d
H
,
I
F
t
a
Q
%
0
N
k
K
w
n
Z
P
\194
\$
l
L
8
-
z
p
Q
y
U
h
\194
g
W
r
I
j
v
m
s
H
"
f
9
F
$
e
B
i
R
l
w
P
a
M
E
L
G
D
c
o
H
s
T
z
M
x
h
p
X
-
t
G
m
o
y
c
q
'
D
C
B
R
W
g
u
n
e
S
F
w
Y
f
L
a
"
d
Z
5
N
l
t
J
w
j
W
7
O
9
T
F
.
b
I
R
z
V
,
8
/
h
m
x
a
Z
o
G
y
4
A
0
K
g
\194
3
$
P
q
L
Q
6
.
T
x
i
Q
t
n
O
F
y
Z
k
N
Y
8
u
9
H
X
U
7
g
b
p
f
o
6
h
5
G
L
m
\194
D
/
1
V
E
q
P
Non-zero for 13.8% of words.
^guita r$____(3.5) ^guita rist$____(3.5) ^gotte n$____(3.2) ^Vietn am$____(3.2) ^Vietn amese$____(3.2) ^WASHIN GTON$____ (3.1) ^latte r$____(3.1) ^FOXNews .com$____ (3.1) ^gamin g$____(3.0) ^Matt$ ____(2.9) ^batte ry$____(2.9) ^batte red$____(2.9) ^batte ries$____(2.9) ^batte rs$____(2.9) ^Aston $____(2.8) ^investigatin g$____ (2.8) ^Hartf ord$____(2.8) ^Totte nham$____(2.8) ^butte r$____(2.7) ^butte rfly$____(2.7) ^Istan bul$____(2.7) ^T-Mob ile$____(2.7) ^TIME$ ____(2.7) ^Ashto n$____(2.7) ^arrogant$ ____ (2.7) ^ligamen t$____ (2.7) ^battl e$____(2.6) ^battl es$____(2.6) ^battl ing$____(2.6) ^battl ed$____(2.6) ^battl efield$____(2.6) ^battl eground$____(2.6) ^Avata r$____(2.6) ^Batta lion$____(2.6) ^forgotte n$____ (2.6) ^Giant$ ____ (2.5) ^matte r$____(2.5) ^matte rs$____(2.5) ^Dorset$ ____ (2.5) ^Haywa rd$____(2.5) Filter 93 (bias = -0.69) #
K
-
N
g
3
'
8
v
2
m
Z
k
9
.
U
x
E
p
O
l
L
b
B
d
5
h
D
j
X
t
1
s
6
n
4
i
M
f
Q
u
V
y
j
K
S
L
k
U
Y
D
\194
o
'
P
Q
1
g
d
b
a
"
f
:
%
R
N
p
u
,
O
2
n
c
T
x
U
F
r
j
u
S
y
f
H
5
O
6
R
V
I
4
\195
e
t
7
Q
v
a
s
z
l
A
0
Y
J
"
b
D
9
q
h
P
8
I
m
F
o
E
y
j
x
P
M
r
c
Q
K
R
v
t
Y
e
w
7
h
d
W
2
G
A
.
H
n
k
Z
\163
L
s
f
S
'
D
-
z
y
J
H
l
k
o
F
-
p
G
h
s
q
R
f
E
n
Y
m
0
r
S
t
\194
C
O
c
5
P
9
a
j
i
L
e
\195
A
v
M
Z
t
W
l
Q
T
X
j
8
u
2
r
w
f
9
h
V
m
6
D
G
F
"
H
5
o
7
e
4
P
x
J
c
i
$
M
L
k
Non-zero for 16.8% of words.
^Kurds$ ____ (5.3) ^Kerr$_ ___ (4.3) ^Blues$ ____ (4.1) ^WASHING TON$____ (4.0) ^TOKYO$__ __ (4.0) ^Kirk$_ ___ (3.9) ^HOUSTON$ ____ (3.9) ^BOSTON$ ____ (3.8) ^Kurt$_ ___ (3.6) ^Stron g$____(3.6) ^Kirkuk $____ (3.6) ^Norton $____ (3.6) ^Djokov ic$____ (3.5) ^Nkunda $____ (3.5) ^Nearly $____ (3.4) ^Burton $____ (3.4) ^Deutsc he$____ (3.3) ^DENVER$_ ___ (3.3) ^Ukrain e$____ (3.3) ^Ukrain ian$____ (3.3) ^Newton $____ (3.3) ^buzz$ ____(3.1) ^bull$ ____(3.0) ^Karadz ic$____ (3.0) ^integral$ ____ (3.0) ^Barton $____ (3.0) ^Nigel$ ____ (3.0) ^SOURC E$____(2.9) ^Cruz$ ____(2.9) ^Khmer$ ____ (2.9) ^Irela nd$____(2.9) ^Kurdis h$____ (2.9) ^Kurdis tan$____ (2.9) ^Bears$ ____ (2.9) ^DETROI T$____ (2.9) ^Korea$ ____ (2.9) ^guru$ ____(2.9) ^progress $____ (2.9) ^progress ive$____ (2.9) ^Progress $____ (2.9) Filter 94 (bias = -0.57) #
<BOS>
h
P
x
U
g
D
o
M
a
m
q
I
w
j
p
F
y
\194
c
/
W
t
A
d
b
'
G
f
r
C
N
Q
.
l
Y
u
1
s
3
W
s
h
P
T
R
M
-
Y
k
X
U
q
f
\194
r
H
z
y
I
"
C
(
p
N
%
?
'
o
n
D
F
6
\195
v
j
4
b
1
d
u
f
U
x
D
p
d
h
z
S
v
y
T
o
R
K
-
r
I
N
E
n
J
A
\194
,
0
F
P
W
Z
O
9
i
1
m
s
B
2
b
x
r
W
u
p
R
6
t
2
M
5
U
X
-
a
T
4
'
i
k
1
D
w
j
7
s
3
.
V
o
8
N
q
c
0
C
K
F
9
"
W
z
6
r
4
k
X
T
H
R
8
t
M
c
h
U
7
A
3
\195
\194
I
"
o
5
l
$
p
V
_
y
P
Z
a
x
g
Q
v
/
E
b
D
k
t
W
c
Q
.
a
j
B
d
P
C
V
n
"
o
p
l
X
-
r
g
x
M
9
u
q
s
Y
L
3
m
K
T
8
v
\195
/
Non-zero for 17.5% of words.
^birthday$ ____ (4.0) ^Lithuani a$____ (3.9) ^Joshua$_ ___ (3.7) ^Vauxha ll$____ (3.6) ^soup$_ ___ (3.3) ^today$ ____ (3.2) ^Super $____(3.0) ^Super ior$____(3.0) ^Super intendent$____(3.0) ^Edinb urgh$____(3.0) ^hundr eds$____(3.0) ^hundr ed$____(3.0) ^Posada $____ (3.0) ^Waxma n$____(2.9) ^cup$_ ___(2.9) ^enthusia sm$____ (2.9) ^enthusia stic$____ (2.9) ^enthusia sts$____ (2.9) ^Xinhua$_ ___ (2.9) ^Chapma n$____ (2.9) ^Founda tion$____ (2.9) ^fourth-qua rter$____ (2.9) ^Philha rmonic$____ (2.8) ^Today$ ____ (2.8) ^atmosphe re$____ (2.8) ^modifi ed$____ (2.8) ^modifi cations$____ (2.8) ^modifi cation$____ (2.8) ^squad$ ____ (2.7) ^Musha rraf$____(2.7) ^yuan$ ____(2.7) ^hub$_ ___(2.7) ^quick ly$____(2.6) ^quick $____(2.6) ^quick er$____(2.6) ^founda tion$____ (2.6) ^founda tions$____ (2.6) ^Mugab e$____(2.6) ^tough$ ____ (2.6) ^Didier $____ (2.6) Filter 95 (bias = -0.28) #
U
p
w
l
B
d
E
h
K
j
z
x
M
P
<BOS>
g
Z
-
N
7
s
i
W
1
u
r
<EOS>
H
"
q
c
n
Q
0
.
D
A
6
t
J
G
v
5
k
O
a
3
f
S
u
j
B
7
b
X
x
4
q
g
.
Y
t
Z
U
1
m
2
d
6
T
M
'
&
n
Q
w
8
h
0
-
Y
t
b
F
W
D
V
I
x
f
"
n
h
d
X
j
G
C
\194
e
v
P
m
,
Q
s
$
N
k
c
B
r
q
U
g
2
E
u
W
k
2
C
q
g
6
j
E
m
1
'
a
r
8
S
d
f
X
s
"
l
9
V
3
p
N
F
4
c
H
t
u
R
7
n
v
G
Q
A
/
F
Y
k
o
j
W
E
\194
P
.
e
$
f
X
r
Q
p
"
s
L
b
t
v
I
J
g
i
\163
T
d
l
u
m
k
G
W
L
R
g
,
b
t
j
U
X
N
.
H
p
B
V
i
z
I
e
1
J
9
Z
C
P
h
D
a
-
n
K
3
\195
4
Non-zero for 10.7% of words.
^baseball $____ (3.1) ^Baseball $____ (3.1) ^Drogba$_ ___ (3.1) ^rugby$_ ___ (3.0) ^Rugby$_ ___ (3.0) ^Shang hai$____(2.8) ^Kobe$_ ___ (2.7) ^Small $____(2.6) ^Obama $____(2.6) ^Obama s$____(2.6) ^Shell $____(2.5) ^Urban$ ____ (2.5) ^Zhang $____(2.5) ^Mohamm ed$____ (2.4) ^Mohamm ad$____ (2.4) ^Ghana $____(2.4) ^Shane $____(2.4) ^NYSE$_ ___ (2.3) ^She$_ ___(2.3) ^wisdom $____ (2.2) ^XVI$_ ___(2.2) ^TOKYO$_ ___ (2.2) ^God$_ ___(2.2) ^5.2$_ ___(2.1) ^Gramm y$____(2.1) ^Chall enge$____(2.1) ^Vaughan$ ____ (2.1) ^seldom $____ (2.1) ^autobiog raphy$____ (2.0) ^watchdog $____ (2.0) ^3.2$_ ___(2.0) ^Gay$_ ___(1.9) ^sexual $____ (1.9) ^sexual ly$____ (1.9) ^homosexual ity$____ (1.9) ^sexual ity$____ (1.9) ^Mohame d$____ (1.9) ^5.6$_ ___(1.9) ^Chamb er$____(1.9) ^Chamb ers$____(1.9) Filter 96 (bias = -0.45) #
Q
t
V
-
Z
i
X
o
Y
n
G
h
b
d
K
f
<BOS>
j
U
e
8
w
9
u
"
p
L
g
z
I
B
q
<EOS>
y
R
H
7
.
6
v
G
u
z
H
g
T
S
y
w
t
x
D
s
M
&
d
!
F
b
h
V
f
5
P
O
m
Q
q
K
k
o
U
.
i
Y
v
E
1
l
B
X
f
Y
u
W
s
$
U
O
-
H
b
g
v
G
x
/
a
5
R
Q
d
\194
r
V
F
S
P
M
k
\195
E
B
J
e
E
x
2
b
I
m
H
f
3
p
1
v
4
'
D
k
e
.
O
c
j
l
5
n
J
B
7
h
6
o
u
a
N
V
M
z
T
C
U
q
K
u
N
k
w
R
W
Y
f
j
2
g
y
i
X
T
e
l
Z
-
8
s
x
h
.
t
5
H
a
C
c
'
q
S
n
V
6
r
B
U
m
F
z
N
X
S
p
h
Y
r
i
R
l
f
G
j
T
s
w
x
V
c
W
8
P
E
K
9
b
e
Z
C
-
4
\195
t
J
u
U
n
Non-zero for 13.0% of words.
^steam $____(4.1) ^WASHING TON$____ (4.0) ^HOUSTON$ ____ (3.6) ^bottom $____ (3.4) ^PHILADELP HIA$____ (3.3) ^bogey$ ____ (3.2) ^Steel ers$____(3.0) ^Steel $____(3.0) ^Steel e$____(3.0) ^stemm ing$____(3.0) ^stemm ed$____(3.0) ^steep $____(3.0) ^Vogue$ ____ (3.0) ^sheep $____(2.9) ^wheel $____(2.8) ^wheel s$____(2.8) ^wheel chair$____(2.8) ^briefi ng$____ (2.8) ^steel $____(2.8) ^shipm ents$____(2.8) ^shipm ent$____(2.8) ^attem pt$____(2.8) ^attem pts$____(2.8) ^attem pted$____(2.8) ^attem pting$____(2.8) ^briefl y$____ (2.8) ^Stewa rt$____(2.8) ^sleep $____(2.8) ^sleep ing$____(2.8) ^Agreem ent$____ (2.7) ^View$ ____(2.7) ^steal $____(2.7) ^steal ing$____(2.7) ^steal s$____(2.7) ^ligam ent$____(2.6) ^Glen$ ____(2.6) ^sweep ing$____(2.6) ^sweep $____(2.6) ^Sotom ayor$____(2.6) ^Goodwi n$____ (2.6) Filter 97 (bias = -0.64) #
<BOS>
p
\194
a
X
r
M
U
j
s
T
f
v
o
D
k
Q
x
.
y
^
K
6
P
t
R
"
A
Y
i
/
z
-
\195
m
n
G
w
L
g
f
p
M
c
%
w
F
I
:
v
m
z
/
0
N
k
u
T
y
2
Y
t
S
d
h
q
K
\163
U
C
(
G
"
i
H
1
l
)
Y
d
k
x
H
.
T
f
i
c
V
L
M
o
W
p
B
n
m
a
$
D
t
N
4
l
u
-
X
F
h
s
"
z
8
e
r
-
k
o
t
J
p
D
F
u
f
9
A
R
w
\194
g
Y
s
7
m
8
S
6
E
L
b
1
i
/
e
N
a
0
B
d
c
l
y
X
U
M
x
W
d
w
R
T
r
t
u
K
b
m
-
O
s
X
a
i
P
/
F
y
\195
$
9
Y
7
B
h
H
n
8
f
.
l
2
c
6
Y
e
m
3
T
4
k
I
t
5
o
7
'
X
.
1
R
E
z
8
h
J
u
9
g
P
r
W
A
F
C
w
U
Z
l
d
v
Non-zero for 18.2% of words.
^filte r$____(4.5) ^Midwe st$____(4.4) ^filme d$____(4.3) ^Lione l$____(4.1) ^midte rm$____(4.1) ^left-wi ng$____ (3.8) ^filmi ng$____(3.5) ^Ninte ndo$____(3.5) ^flowe rs$____(3.5) ^flowe r$____(3.5) ^Liu$_ ___(3.4) ^hinte d$____(3.3) ^showe d$____(3.3) ^showe r$____(3.3) ^showe rs$____(3.3) ^fille d$____(3.2) ^finge r$____(3.2) ^finge rs$____(3.2) ^Milwa ukee$____(3.2) ^filin g$____(3.1) ^filin gs$____(3.1) ^Quote $____(3.1) ^filed $____(3.1) ^midwa y$____(3.1) ^film$ ____(3.0) ^Livin g$____(2.8) ^Mille r$____(2.8) ^Mille nnium$____(2.8) ^fined $____(2.8) ^Lion$ ____(2.8) ^rioti ng$____(2.7) ^34-ye ar-old$____(2.7) ^Djokovi c$____ (2.7) ^patrioti c$____ (2.7) ^flowi ng$____(2.7) ^premium$ ____ (2.7) ^Nkund a$____(2.6) ^froze n$____(2.6) ^flown $____(2.6) ^hunte rs$____(2.6) Filter 98 (bias = -0.89) #
<BOS>
h
Q
A
V
t
P
H
J
y
9
a
X
T
Z
u
K
i
G
q
R
1
"
o
f
n
j
d
b
.
F
g
8
l
'
D
M
c
E
,
M
p
Z
a
)
t
4
.
3
l
8
d
9
z
V
-
Y
x
6
A
H
I
J
v
X
w
7
q
"
g
K
!
R
o
5
f
F
s
1
r
R
f
k
.
Y
l
r
L
"
n
G
x
Q
w
V
m
T
e
C
o
U
a
P
t
9
d
u
,
b
5
g
A
$
N
'
-
8
/
E
y
D
k
j
w
d
B
F
U
7
m
L
z
e
W
h
K
0
a
8
b
5
i
g
v
6
f
1
'
l
s
4
V
H
p
.
\195
S
,
3
Y
z
h
G
S
P
W
Z
x
\195
F
r
f
U
t
R
4
-
e
C
i
b
H
g
B
Q
,
I
M
.
5
m
6
'
y
l
E
d
N
J
3
b
c
a
n
P
C
E
t
p
M
W
o
U
D
Q
j
X
.
"
v
\163
0
2
N
x
\194
\195
'
i
T
3
/
y
g
H
5
e
R
r
S
Non-zero for 13.7% of words.
^Midla nds$____(4.6) ^Murra y$____(4.4) ^Mulla h$____(4.3) ^Mugab e$____(4.3) ^MRSA$ ____(3.9) ^Madri d$____(3.9) ^Megra hi$____(3.7) ^Midwe st$____(3.5) ^Mulle n$____(3.5) ^Milwa ukee$____(3.4) ^Mbeki $____(3.4) ^Judge $____(3.3) ^Muham mad$____(3.3) ^JPMorga n$____ (3.3) ^McLar en$____(3.3) ^Muell er$____(3.3) ^Middl e$____(3.3) ^Middl esbrough$____(3.3) ^Maj.$ ____(3.3) ^49ers $____(3.2) ^3rd$_ ___(3.2) ^MRI$_ ___(3.2) ^Perez$ ____ (3.2) ^Midea st$____(3.2) ^burgla ry$____ (3.1) ^Myers $____(3.1) ^Magna $____(3.1) ^MOSCO W$____(3.0) ^23rd$_ ___ (3.0) ^Purdue $____ (3.0) ^Mr.$_ ___(2.9) ^McLea n$____(2.9) ^MySpa ce$____(2.9) ^overdra ft$____ (2.8) ^Milli ons$____(2.8) ^Milli onaire$____(2.8) ^Budge t$____(2.8) ^Mille r$____(2.8) ^Mille nnium$____(2.8) ^brokera ge$____ (2.8) Filter 99 (bias = -0.46) #
<BOS>
h
t
p
.
x
z
J
\194
r
/
g
Q
i
U
b
T
3
^
j
D
P
m
1
"
f
W
n
4
9
k
7
F
H
b
y
R
i
Q
,
v
f
9
m
V
t
r
H
J
%
-
U
0
h
X
L
\194
A
j
p
"
O
7
K
Y
a
)
o
'
W
?
s
g
1
Q
i
E
m
r
f
.
n
N
l
"
h
\163
p
R
H
q
M
X
y
8
,
I
k
9
j
c
x
z
t
b
s
a
J
O
V
2
P
G
o
l
-
t
w
A
v
D
b
,
u
F
Z
L
G
I
J
S
M
H
9
/
k
C
E
d
x
j
g
h
V
Q
c
\194
z
7
W
T
R
O
U
K
h
J
k
2
t
W
F
3
A
6
.
5
r
O
g
o
u
X
c
9
T
w
H
-
b
G
C
1
m
8
y
z
j
0
U
7
'
i
q
Q
i
R
w
"
o
'
t
\194
l
9
A
C
e
$
m
8
f
V
y
k
L
b
h
7
K
Z
O
v
p
r
H
Y
M
X
5
P
_
U
g
Non-zero for 19.5% of words.
^demonstrator s$____ (4.0) ^administrator $____ (4.0) ^administrator s$____ (4.0) ^perpetrator s$____ (4.0) ^belov ed$____(3.9) ^football$ ____ (3.9) ^basketball$ ____ (3.9) ^Football$ ____ (3.9) ^Basketball$ ____ (3.9) ^veto$ ____(3.6) ^administrativ e$____ (3.5) ^ball$ ____(3.2) ^valid $____(3.1) ^demonstrate$ ____ (3.1) ^concentrate$ ____ (3.1) ^illustrate$ ____ (3.1) ^belon g$____(3.0) ^belon ging$____(3.0) ^belon ged$____(3.0) ^belon gs$____(3.0) ^belon gings$____(3.0) ^bell$ ____(3.0) ^reloc ated$____(3.0) ^reloc ate$____(3.0) ^Australia $____ (3.0) ^Australia n$____ (3.0) ^Australia ns$____ (3.0) ^calor ies$____(2.8) ^start-u p$____ (2.8) ^bats$ ____(2.7) ^demonstrated $____ (2.7) ^frustrated $____ (2.7) ^concentrated $____ (2.7) ^illustrated $____ (2.7) ^Nato$ ____(2.7) ^Vatic an$____(2.7) ^Vale$ ____(2.7) ^outbreak $____ (2.6) ^outbreak s$____ (2.6) ^bets$ ____(2.6) Filter 100 (bias = -0.56) #
<BOS>
y
\194
H
V
i
v
u
X
1
Q
h
b
d
B
U
9
p
'
g
l
a
x
A
J
r
Y
E
j
O
"
w
S
2
6
t
R
\163
<EOS>
I
t
x
D
i
r
b
T
f
c
V
A
J
(
v
.
s
O
m
Q
)
N
6
C
w
&
%
?
-
I
4
/
W
g
B
R
3
j
9
l
a
L
c
U
p
b
g
J
t
B
C
u
n
\195
o
Z
S
X
i
m
h
K
'
P
y
Y
x
E
j
Q
k
H
O
9
w
6
d
M
,
R
0
Q
s
N
U
q
u
X
m
e
z
r
l
W
L
"
g
F
G
I
i
f
d
B
C
9
-
\163
A
E
Y
2
o
8
D
K
h
7
c
O
_
p
u
O
F
i
f
W
s
Y
v
g
x
X
.
G
d
I
-
A
L
T
e
w
U
1
E
K
j
H
D
C
b
k
9
V
J
8
N
Q
f
\194
r
"
i
G
p
8
t
V
o
z
H
7
n
$
y
X
P
6
m
9
k
Z
e
.
-
Y
w
c
T
s
\195
v
J
5
l
0
N
Non-zero for 22.0% of words.
^Deep$ ____(3.9) ^library$ ____ (3.4) ^Library$ ____ (3.4) ^turn$ ____(3.2) ^Luxembourg$ ____ (3.1) ^McBrid e$____ (3.1) ^Dark$ ____(3.1) ^Turks $____(3.0) ^turns $____(3.0) ^Start$ ____ (3.0) ^trek$ ____(2.9) ^Drew$ ____(2.9) ^flouris h$____ (2.9) ^steep$ ____ (2.9) ^trap$ ____(2.8) ^cubic $____(2.8) ^Statis tics$____ (2.8) ^Cabrera$ ____ (2.8) ^DENVE R$____(2.7) ^thriv ing$____(2.7) ^thriv e$____(2.7) ^taxi$ ____(2.7) ^corps $____(2.7) ^Afric a$____(2.6) ^Afric an$____(2.6) ^Afric an-American$____(2.6) ^Afric ans$____(2.6) ^characteriz ed$____ (2.6) ^juris diction$____(2.6) ^juris dictions$____(2.6) ^librarie s$____ (2.6) ^Aberd een$____(2.6) ^Iraqi$ ____ (2.5) ^culture$ ____ (2.5) ^agriculture$ ____ (2.5) ^Agriculture$ ____ (2.5) ^Culture$ ____ (2.5) ^Stern$ ____ (2.5) ^Nouri$ ____ (2.5) ^teen$ ____(2.5) Filter 101 (bias = -0.44) #
k
y
R
f
<BOS>
L
C
e
Y
F
I
d
A
D
V
K
r
E
g
m
'
6
n
x
Q
M
q
P
z
8
t
3
b
p
\194
5
w
2
B
O
5
k
A
p
2
r
L
v
E
T
&
y
X
u
4
f
(
c
w
h
Q
m
6
P
Z
-
I
'
:
o
/
R
S
;
7
b
!
x
3
d
S
.
V
a
G
n
j
w
Y
r
M
q
4
-
F
N
6
A
\194
\195
5
u
"
b
T
I
C
o
i
l
0
z
7
L
8
d
$
B
3
f
b
D
-
t
V
A
p
L
k
N
'
T
P
,
"
c
r
o
Q
5
m
h
G
F
Y
_
g
B
x
l
X
1
R
H
Z
U
J
/
$
0
W
j
a
-
y
d
B
t
K
D
Y
l
U
F
b
J
A
g
"
I
h
s
q
e
Q
n
H
v
N
C
L
f
X
0
x
'
8
S
Z
P
v
f
W
F
T
P
w
p
\194
r
Y
y
E
L
z
n
t
x
"
l
$
,
g
K
u
m
0
C
q
d
X
N
2
s
e
\195
j
Non-zero for 11.8% of words.
^Libya $____(3.2) ^Libya n$____(3.2) ^ESPN$ ____(3.1) ^Straw $____(3.0) ^Climat e$____ (2.9) ^Nebraska$ ____ (2.9) ^50-ye ar-old$____(2.9) ^24-ye ar-old$____(2.8) ^Webb$ ____(2.8) ^Kibak i$____(2.8) ^26-ye ar-old$____(2.8) ^embat tled$____(2.7) ^straw $____(2.7) ^25-ye ar-old$____(2.7) ^Ambas sador$____(2.7) ^spraw ling$____(2.7) ^rampag e$____ (2.7) ^Embas sy$____(2.6) ^Emma$ ____(2.6) ^20-ye ar-old$____(2.6) ^20-ye ar$____(2.6) ^27-ye ar-old$____(2.6) ^28-ye ar-old$____(2.6) ^wreckag e$____ (2.6) ^23-ye ar-old$____(2.6) ^Emmy$ ____(2.6) ^first-qu arter$____ (2.5) ^45-ye ar-old$____(2.5) ^Airbu s$____(2.5) ^24-ho ur$____(2.5) ^Sabat hia$____(2.5) ^29-ye ar-old$____(2.4) ^demonstrat ed$____ (2.4) ^demonstrat ions$____ (2.4) ^demonstrat e$____ (2.4) ^demonstrat ors$____ (2.4) ^first-ev er$____ (2.4) ^garbag e$____ (2.4) ^40-ye ar-old$____(2.4) ^21-ye ar-old$____(2.4) Filter 102 (bias = -0.41) #
G
f
g
B
Y
t
C
F
Z
x
X
e
0
a
7
k
Q
y
D
E
V
u
z
N
^
h
c
w
\194
,
1
s
R
i
<BOS>
W
/
v
l
U
w
T
Z
t
2
h
!
k
4
v
3
o
E
r
5
p
-
f
n
c
I
;
?
B
g
Y
J
x
6
S
)
y
1
l
s
'
V
"
X
\194
M
v
m
E
y
d
K
.
Z
a
L
z
P
-
H
q
V
u
/
I
Y
t
f
w
X
\163
G
s
C
x
i
c
3
e
n
T
,
\194
F
0
Q
c
r
v
a
o
A
i
N
m
q
M
I
C
b
s
X
G
L
-
H
g
.
T
\195
t
E
'
7
y
F
S
Z
0
e
p
P
k
2
j
w
d
W
u
K
j
z
F
O
D
E
h
G
r
X
n
B
H
S
R
a
C
2
-
i
P
$
7
Q
l
"
L
U
1
m
g
q
J
d
g
Q
m
7
S
I
w
P
E
X
M
8
T
q
A
6
G
n
o
9
s
\194
t
1
B
-
U
p
k
2
h
"
z
/
i
C
Y
$
O
Non-zero for 15.5% of words.
^Cambod ia$____ (3.9) ^Cambod ian$____ (3.9) ^spawn ed$____(3.7) ^Garrid o$____ (3.6) ^ANGELES$ ____ (3.3) ^airwa ves$____(3.1) ^Airwa ys$____(3.1) ^Delawa re$____ (3.0) ^ignoran ce$____ (3.0) ^ignoran t$____ (3.0) ^ignorin g$____ (2.9) ^embed ded$____(2.9) ^ignored $____ (2.9) ^world $____(2.9) ^world wide$____(2.9) ^world s$____(2.9) ^world -class$____(2.9) ^Games$ ____ (2.9) ^drawn $____(2.8) ^View$ ____(2.8) ^amaze d$____(2.7) ^climbin g$____ (2.6) ^grew$ ____(2.6) ^climbed $____ (2.6) ^wrapp ed$____(2.6) ^games$ ____ (2.6) ^regimes$ ____ (2.6) ^Gomez$ ____ (2.6) ^Demand $____ (2.6) ^Gerald $____ (2.5) ^VEGAS$ ____ (2.5) ^unawa re$____(2.5) ^al-Qaid a$____ (2.5) ^wire$ ____(2.5) ^nobod y$____(2.5) ^wrap$ ____(2.5) ^slew$ ____(2.4) ^draw$ ____(2.4) ^workp lace$____(2.4) ^remain $____ (2.4) Filter 103 (bias = -0.78) #
9
A
R
t
<BOS>
.
Q
h
J
l
8
y
7
m
"
g
V
L
P
c
6
a
3
o
Z
e
-
S
X
p
\194
w
2
T
^
f
I
x
4
F
B
d
b
D
w
j
k
F
W
-
m
y
v
1
T
\$
z
C
V
7
A
P
q
s
Y
8
X
3
a
f
K
5
;
o
t
n
U
u
.
p
C
h
P
a
R
.
M
q
F
g
k
w
U
x
K
-
V
W
B
A
Z
o
D
y
9
H
'
d
f
p
Q
E
j
e
J
i
8
l
\194
b
w
T
-
l
Z
D
n
t
4
A
s
h
j
Y
3
p
5
a
2
y
V
L
M
d
F
m
9
z
f
q
J
o
E
O
e
B
6
r
8
U
b
d
f
1
j
y
F
D
V
a
x
I
S
U
k
A
M
H
J
t
r
i
B
2
R
z
'
T
e
u
9
,
"
W
Y
/
Q
C
v
w
w
k
W
c
X
v
5
R
2
r
/
u
n
U
Z
T
6
d
4
b
H
s
N
P
3
C
K
p
I
'
L
F
x
z
h
\163
Non-zero for 11.0% of words.
^PARIS$ ____ (4.5) ^Wakefi eld$____ (3.9) ^BCS$_ ___(3.8) ^ACORN $____(3.5) ^bribe s$____(3.5) ^bribe ry$____(3.5) ^Buffe tt$____(3.4) ^Passen gers$____ (3.3) ^BP$__ __(3.1) ^RBIs$_ ___ (3.1) ^Pacifi c$____ (3.1) ^Asia-Pacifi c$____ (3.1) ^Buffa lo$____(3.1) ^bunke r$____(3.1) ^BMW$_ ___(3.1) ^JERUSA LEM$____ (2.9) ^Jacob$ ____ (2.9) ^Wi-Fi $____(2.9) ^Benja min$____(2.9) ^IBM$__ __ (2.8) ^knife $____(2.7) ^beef$ ____(2.7) ^Baker$ ____ (2.6) ^PRNew swire$____(2.6) ^PRNew swire-FirstCall$____(2.6) ^PRNew swire-USNewswire$____(2.6) ^'Brien $____ (2.6) ^bubbl e$____(2.6) ^bubbl es$____(2.6) ^Asif$ ____(2.5) ^NBC$__ __ (2.5) ^MSNBC$__ __ (2.5) ^CNBC$__ __ (2.5) ^RAF$__ __ (2.5) ^Arsen al$____(2.5) ^Arsen e$____(2.5) ^BBC$__ __ (2.5) ^knee$ ____(2.5) ^earthquakes$ ____ (2.4) ^Jake$_ ___ (2.4) Filter 104 (bias = -0.45) #
6
k
X
m
E
u
e
U
7
y
5
r
<BOS>
o
2
'
4
n
j
C
8
R
0
c
F
-
Q
f
9
s
S
t
L
M
\194
i
J
w
l
z
k
e
Y
-
"
d
'
n
Q
1
b
2
B
H
\194
j
;
w
z
g
V
i
R
3
v
E
T
4
&
\$
m
5
U
D
K
I
S
L
c
J
N
k
x
u
8
m
o
-
K
t
5
T
9
i
S
P
Q
U
W
d
L
g
3
j
7
H
X
v
6
I
O
'
"
C
4
p
/
s
0
M
S
m
O
n
R
Z
r
v
E
b
s
.
o
x
t
L
"
g
I
q
Q
c
,
w
N
p
Y
d
$
a
3
V
j
X
T
6
y
0
m
h
V
t
Q
T
'
q
b
1
P
u
Z
H
X
v
/
i
K
c
L
E
l
o
z
w
G
g
$
e
Y
y
\194
a
f
2
U
D
s
0
y
v
K
j
m
l
M
.
O
x
W
-
p
b
P
R
Z
u
H
s
/
0
,
d
X
z
f
\194
i
g
3
t
U
J
G
E
1
q
"
I
Non-zero for 16.0% of words.
^Beverly $____ (4.2) ^boomi ng$____(3.6) ^gloomy $____ (3.5) ^Bolly wood$____(3.4) ^reformi st$____ (3.4) ^reformi ng$____ (3.4) ^Sorry $____(3.3) ^boom$ ____(3.3) ^YORK$ ____(3.2) ^Carly le$____(3.2) ^Trevor$_ ___ (3.1) ^reform$ ____ (3.0) ^Reform$ ____ (3.0) ^Room$ ____(3.0) ^Barry $____(2.9) ^poorly $____ (2.9) ^sorry $____(2.8) ^memos$_ ___ (2.8) ^Thomp son$____(2.7) ^Storm$ ____ (2.7) ^Facebook$ ____ (2.7) ^lorry $____(2.7) ^Bobby $____(2.6) ^seekers$ ____ (2.6) ^Woody $____(2.6) ^Corey $____(2.6) ^messy $____(2.6) ^generally $____ (2.5) ^literally $____ (2.5) ^federally $____ (2.5) ^Rossi $____(2.5) ^Berry $____(2.5) ^exactly $____ (2.5) ^Crosby $____ (2.5) ^Lieberma n$____ (2.5) ^marry $____(2.5) ^batsm an$____(2.4) ^boss$ ____(2.4) ^bedroom$ ____ (2.4) ^cooli ng$____(2.4) Filter 105 (bias = -0.66) #
<BOS>
M
\194
y
I
r
z
f
l
m
a
F
d
u
v
h
.
H
Q
e
t
k
5
E
A
P
/
U
C
b
7
Z
q
j
X
K
W
J
0
g
U
h
K
x
&
i
z
p
R
g
Q
v
N
j
O
d
\195
F
L
n
r
f
/
4
%
-
B
e
Y
k
A
\$
o
q
G
H
Z
y
;
t
D
f
j
o
d
p
H
b
C
x
F
K
M
a
1
z
7
B
4
w
6
l
Z
m
c
O
0
r
T
\195
\194
k
8
s
u
i
2
,
X
U
f
g
B
E
V
w
x
d
b
-
k
c
F
D
m
.
P
t
K
e
'
I
Y
2
,
\163
R
T
l
O
9
G
L
1
M
z
C
u
n
0
v
O
M
p
V
E
Z
a
C
r
c
S
n
o
\194
A
u
K
k
,
'
l
j
I
0
y
m
f
9
P
.
L
D
e
-
s
g
i
6
N
t
g
S
G
F
c
W
p
e
n
Q
-
f
1
E
u
\194
y
B
Z
I
C
N
d
,
\195
X
R
O
z
j
0
/
r
$
b
"
P
M
h
Non-zero for 23.8% of words.
^careful ly$____ (3.7) ^careful $____ (3.7) ^Unive rsity$____(3.6) ^Unive rsal$____(3.6) ^drumme r$____ (3.5) ^Kenne dy$____(3.4) ^Kenne th$____(3.4) ^Denve r$____(3.4) ^Clarence $____ (3.3) ^strengt h$____ (3.3) ^strengt hen$____ (3.3) ^strengt hening$____ (3.3) ^strengt hened$____ (3.3) ^strengt hs$____ (3.3) ^abduct ed$____ (3.3) ^abduct ion$____ (3.3) ^reput ation$____(3.3) ^drunke n$____ (3.2) ^contribut ed$____ (3.2) ^distribut ion$____ (3.2) ^contribut ions$____ (3.2) ^contribut ion$____ (3.2) ^contribut e$____ (3.2) ^tribut e$____ (3.2) ^Irvine $____ (3.2) ^runne rs$____(3.1) ^runne r-up$____(3.1) ^runne r$____(3.1) ^react ion$____(3.1) ^react or$____(3.1) ^react ed$____(3.1) ^react $____(3.1) ^react ions$____(3.1) ^react ors$____(3.1) ^excellence $____ (3.0) ^Excellence $____ (3.0) ^relative ly$____ (3.0) ^relative s$____ (3.0) ^relative $____ (3.0) ^legislative $____ (3.0) Filter 106 (bias = -0.48) #
P
w
m
t
L
g
J
A
b
c
\195
.
f
h
U
W
X
S
K
n
R
E
d
I
l
i
<BOS>
q
8
s
"
a
D
5
Y
4
9
2
Q
N
W
P
H
R
M
p
w
z
?
d
(
-
A
J
t
l
h
v
N
\195
y
C
.
G
e
s
\$
x
4
0
X
b
E
%
q
k
Z
r
/
9
X
y
J
u
w
c
5
U
V
h
j
d
l
C
I
T
2
k
6
o
E
D
e
r
4
R
7
'
W
s
Z
v
3
m
b
f
Q
"
A
t
W
-
2
.
y
j
3
l
"
r
8
n
6
g
4
u
K
R
O
m
1
b
X
t
,
'
5
k
E
\195
Q
J
S
A
p
C
x
v
i
z
K
h
P
u
Q
g
2
-
8
.
,
j
6
l
U
r
C
o
5
T
X
t
9
H
I
m
W
q
3
v
Z
Y
p
b
z
M
7
A
V
e
S
e
s
v
O
q
I
b
z
h
l
c
,
x
R
.
Y
y
i
F
/
M
U
g
C
\163
$
f
A
d
Q
m
\194
r
t
Z
u
D
Non-zero for 16.7% of words.
^Pelosi $____ (3.6) ^Lewis$ ____ (3.4) ^Weiss $____(3.3) ^homeless $____ (3.2) ^extremely$_ ___ (3.0) ^timely$_ ___ (3.0) ^namely$_ ___ (3.0) ^Penins ula$____ (3.0) ^Meliss a$____ (3.0) ^Pew$__ __ (3.0) ^Weins tein$____(2.9) ^NEW$_ ___(2.8) ^swiftly$_ ___ (2.8) ^somewhat $____ (2.8) ^Zimbabwean$ ____ (2.7) ^delays $____ (2.7) ^PHILADELPHIA$_ ___ (2.7) ^Palin$ ____ (2.7) ^twins $____(2.6) ^Polans ki$____ (2.6) ^safely$_ ___ (2.6) ^wireless $____ (2.5) ^Wireless $____ (2.5) ^scoreless $____ (2.5) ^Phelps $____ (2.5) ^shortly$_ ___ (2.5) ^partly$_ ___ (2.5) ^Shortly$_ ___ (2.5) ^Legisl ature$____ (2.5) ^warheads $____ (2.5) ^widely$_ ___ (2.5) ^solely$_ ___ (2.5) ^delici ous$____ (2.4) ^Heidi $____(2.4) ^releas ed$____ (2.4) ^releas e$____ (2.4) ^releas es$____ (2.4) ^releas ing$____ (2.4) ^relies $____ (2.4) ^deepes t$____ (2.4) Filter 107 (bias = -0.43) #
P
.
p
-
1
v
7
w
H
u
X
o
3
t
8
s
6
m
2
<BOS>
Q
c
4
'
y
M
i
f
,
z
I
g
C
b
5
j
9
n
Y
N
!
u
X
t
Q
f
b
M
V
o
7
s
:
T
Z
y
p
U
q
v
?
D
g
F
G
c
a
S
I
h
Y
m
l
E
2
i
8
,
6
B
F
o
7
m
P
.
8
w
9
t
6
y
4
-
E
n
2
l
V
O
Q
f
0
/
j
A
X
'
3
K
1
N
J
M
I
c
d
z
R
,
T
f
v
F
c
m
\194
n
D
s
Y
i
"
P
0
e
z
Z
o
H
Q
j
O
V
q
w
W
L
t
M
$
-
X
y
\163
J
G
U
R
b
K
c
P
h
b
u
Q
g
X
v
l
y
I
T
f
D
a
C
B
t
E
M
L
n
J
d
\195
o
z
H
p
1
r
-
O
0
V
i
e
.
a
j
W
M
Q
g
x
u
q
D
p
F
B
e
X
E
\194
-
z
J
"
h
b
H
K
s
,
G
v
S
I
r
9
t
/
T
$
L
_
Non-zero for 16.1% of words.
^recla im$____(3.8) ^appeara nce$____ (3.7) ^appeara nces$____ (3.7) ^disappeara nce$____ (3.7) ^proba bly$____(3.6) ^proba tion$____(3.6) ^proba ble$____(3.6) ^proba bility$____(3.6) ^apprecia te$____ (3.6) ^apprecia tion$____ (3.6) ^apprecia ted$____ (3.6) ^deprecia tion$____ (3.6) ^betra yed$____(3.6) ^applicab le$____ (3.4) ^decla red$____(3.3) ^decla ration$____(3.3) ^decla re$____(3.3) ^decla ring$____(3.3) ^revea led$____(3.3) ^revea l$____(3.3) ^revea ls$____(3.3) ^revea ling$____(3.3) ^accla imed$____(3.2) ^Campbell$ ____ (3.1) ^Labora tory$____ (3.0) ^papara zzi$____ (3.0) ^placeb o$____ (2.9) ^1970s$ ____ (2.9) ^lucra tive$____(2.9) ^pizza $____(2.9) ^Preven tion$____ (2.9) ^globa l$____(2.9) ^globa lly$____(2.9) ^Zeala nd$____(2.9) ^Globa l$____(2.9) ^perpetra tors$____ (2.9) ^propa ganda$____(2.9) ^Place$ ____ (2.8) ^1980s$ ____ (2.8) ^1990s$ ____ (2.8) Filter 108 (bias = -0.54) #
U
j
Z
h
/
g
u
x
K
e
z
F
Q
S
P
t
y
p
"
v
m
q
R
l
^
b
<EOS>
f
Y
r
L
c
M
k
1
E
.
0
o
P
M
b
N
p
W
k
5
r
(
U
\194
d
n
a
3
z
w
!
4
F
/
g
9
\163
6
s
K
m
Y
A
J
;
0
G
,
%
O
E
J
c
E
m
7
.
9
t
3
y
6
p
4
g
8
C
Q
z
2
n
X
v
R
'
j
w
H
o
I
k
N
A
P
x
e
s
"
a
F
f
b
y
x
O
V
p
B
o
9
m
Q
-
7
i
q
t
.
T
A
P
8
f
Z
M
\194
D
h
d
a
K
X
G
F
U
N
e
4
E
n
,
U
j
s
p
L
T
A
P
a
e
o
r
n
g
.
X
y
I
w
\163
K
k
u
d
/
-
N
J
x
E
,
Q
B
0
Z
q
m
7
z
D
G
u
p
B
g
N
X
U
d
H
z
f
\194
A
v
F
-
R
0
k
V
r
c
n
Q
t
l
,
x
h
Y
a
"
_
6
s
$
I
.
i
Non-zero for 19.1% of words.
^orang e$____(4.1) ^Nevad a$____(3.5) ^JERUS ALEM$____(3.2) ^Poland $____ (3.2) ^Works$ ____ (3.2) ^Subs$ ____(3.2) ^Moran$ ____ (3.1) ^Roland $____ (3.1) ^linebac ker$____ (3.1) ^websi te$____(3.0) ^websi tes$____(3.0) ^1970s$ ____ (3.0) ^1990s$ ____ (3.0) ^mid-1990s$ ____ (3.0) ^Nobod y$____(3.0) ^1930s$ ____ (3.0) ^Webst er$____(3.0) ^Bobby$ ____ (2.9) ^Orang e$____(2.9) ^Mexic o$____(2.8) ^Mexic an$____(2.8) ^Mexic ans$____(2.8) ^CHICAG O$____ (2.8) ^1960s$ ____ (2.8) ^1940s$ ____ (2.8) ^1980s$ ____ (2.8) ^1920s$ ____ (2.7) ^Benaz ir$____(2.7) ^Users$ ____ (2.7) ^1995$ ____(2.7) ^Queensl and$____ (2.7) ^newsp aper$____(2.7) ^newsp apers$____(2.7) ^Muham mad$____(2.6) ^uneasy $____ (2.6) ^1975$ ____(2.6) ^Queens$ ____ (2.6) ^ignoranc e$____ (2.6) ^nobod y$____(2.6) ^Cubs$ ____(2.6) Filter 109 (bias = -0.60) #
s
k
L
B
S
T
d
q
G
t
7
r
4
v
5
p
-
f
6
w
l
c
\194
K
8
N
Y
M
Q
b
/
n
^
P
3
e
.
o
\195
r
i
N
C
E
s
b
p
Q
'
L
c
J
t
H
m
\195
v
e
n
R
-
X
d
B
z
9
x
8
w
q
,
F
\194
Z
f
3
o
?
g
W
u
w
k
X
F
5
f
o
m
N
s
2
U
O
P
K
'
A
d
3
j
q
v
1
b
/
R
0
r
I
-
6
C
7
M
Q
y
4
T
l
f
I
M
A
m
g
U
t
y
q
K
T
s
X
u
7
F
H
x
Y
B
\194
k
D
'
Q
o
d
Z
0
P
j
b
1
n
h
c
2
N
Y
E
v
d
k
2
R
e
'
p
B
s
\194
I
b
1
M
y
o
L
"
a
V
i
T
F
N
g
$
P
u
5
q
4
m
G
r
3
9
A
"
l
W
j
Q
t
8
T
x
p
9
g
4
D
$
A
s
P
3
J
y
m
\194
r
u
k
6
z
N
i
2
I
_
0
n
C
Non-zero for 25.4% of words.
^classroom$ ____ (3.4) ^classrooms $____ (3.4) ^roll$ ____(3.4) ^rolls $____(3.4) ^Drogba $____ (3.2) ^grassroots $____ (3.0) ^rock$ ____(3.0) ^Nato$ ____(3.0) ^rocks $____(3.0) ^rocky $____(2.9) ^seal$_ ___ (2.9) ^Cathedral$_ ___ (2.9) ^cathedral$_ ___ (2.9) ^Israel$ ____ (2.9) ^drank$ ____ (2.9) ^rally $____(2.8) ^rally ing$____(2.8) ^bogus $____(2.8) ^rogue $____(2.8) ^drill$ ____ (2.8) ^shock$ ____ (2.7) ^shocks $____ (2.7) ^dragon fly.$____ (2.7) ^SEATTL E$____ (2.7) ^Volks wagen$____(2.7) ^sell$_ ___ (2.7) ^Russell$_ ___ (2.7) ^naturally $____ (2.7) ^Marshall$ ____ (2.7) ^shall$ ____ (2.7) ^sell-o ff$____ (2.6) ^rolle d$____(2.6) ^surplus $____ (2.6) ^casualty $____ (2.6) ^shook$ ____ (2.6) ^drain$ ____ (2.6) ^both$ ____(2.6) ^shelve s$____ (2.5) ^Talk$ ____(2.5) ^usually $____ (2.5) Filter 110 (bias = -0.41) #
M
d
K
p
<BOS>
n
Z
C
b
l
B
I
E
-
"
t
m
c
W
D
U
g
X
1
V
i
Q
o
Y
0
N
j
L
v
w
h
e
a
G
q
4
f
H
K
u
O
-
p
1
r
7
m
n
P
2
%
6
o
?
y
Z
;
q
T
!
t
(
S
)
l
h
M
9
B
g
G
.
k
d
c
J
c
X
y
6
.
I
r
i
h
-
C
j
U
l
g
W
s
2
A
V
F
5
a
\194
x
7
d
9
G
4
\163
3
p
Y
'
w
k
0
m
W
j
z
F
a
n
Q
M
"
f
Y
D
b
C
G
t
x
H
E
u
X
m
O
P
w
-
\194
e
K
y
q
d
\163
r
v
J
$
i
8
l
F
h
j
u
e
Y
f
y
Z
a
J
T
P
i
5
H
I
o
M
W
V
v
X
U
K
m
Q
d
E
x
N
q
n
1
2
"
9
\194
r
A
X
u
Q
h
V
t
Z
c
\194
k
$
y
6
T
Y
U
l
C
/
A
b
i
7
a
G
o
"
r
J
n
H
_
B
v
s
Non-zero for 11.3% of words.
^Milan$ ____ (3.3) ^bulbs$ ____ (3.1) ^organize$ ____ (2.9) ^Norwegian$ ____ (2.8) ^median$ ____ (2.8) ^comedian$ ____ (2.8) ^Bosnian$ ____ (2.7) ^similar$ ____ (2.7) ^Similar$ ____ (2.7) ^similarl y$____ (2.6) ^Similarl y$____ (2.6) ^BEIJING $____ (2.6) ^denial$ ____ (2.6) ^recognize$ ____ (2.6) ^Union$ ____ (2.5) ^size$ ____(2.4) ^Iranian$ ____ (2.4) ^Romanian$ ____ (2.4) ^Albanian$ ____ (2.4) ^apologize$ ____ (2.4) ^Major$ ____ (2.4) ^Colombian$ ____ (2.4) ^Georgian$ ____ (2.4) ^Zimbabwean$ ____ (2.4) ^revive$ ____ (2.3) ^give$ ____(2.3) ^Guardian$ ____ (2.3) ^guardian$ ____ (2.3) ^Punjab$ ____ (2.3) ^dive$ ____(2.3) ^Kumar$ ____ (2.3) ^stimulate $____ (2.3) ^accumulate d$____ (2.3) ^Smithsonian$ ____ (2.3) ^Palestinian$ ____ (2.3) ^Ukrainian$ ____ (2.3) ^Israeli-Palestinian$ ____ (2.3) ^viabl e$____(2.2) ^Venice$ ____ (2.2) ^dial$ ____(2.2) Filter 111 (bias = -0.39) #
Q
g
<BOS>
i
N
j
"
-
W
m
B
p
K
d
/
J
X
l
a
h
.
v
O
G
q
u
A
n
^
P
r
0
\194
1
I
V
s
D
'
L
v
A
k
N
S
H
x
y
V
w
\194
a
s
D
Y
2
C
K
"
e
R
r
j
1
)
Z
c
I
b
?
-
\195
G
q
g
n
;
%
D
p
c
W
M
i
C
w
L
a
u
q
R
I
U
k
0
x
G
e
z
b
Z
H
\194
E
T
h
/
2
d
A
o
f
v
g
m
4
8
r
Q
g
\194
y
9
h
R
T
/
m
I
H
,
c
N
M
7
i
l
e
$
u
8
p
K
G
B
D
x
j
5
t
6
k
'
E
z
w
X
\163
y
v
h
z
Y
-
H
t
O
w
S
d
3
n
"
c
Q
j
W
.
r
u
8
D
4
m
7
k
1
J
G
s
N
I
X
T
$
l
B
k
-
b
j
B
d
V
D
Y
o
m
n
U
J
Q
1
W
e
"
5
A
2
a
0
T
3
K
I
'
u
z
g
X
E
x
7
v
6
\194
l
Non-zero for 15.5% of words.
^NASDAQ$ ____ (4.2) ^Nicara gua$____ (3.8) ^Sarkozy$ ____ (3.6) ^Oscar$ ____ (3.5) ^CDs$_ ___(3.4) ^Suzuk i$____(3.4) ^Yushc henko$____(3.3) ^Rush$ ____(3.2) ^Clark $____(3.2) ^Clark e$____(3.2) ^Clark son$____(3.2) ^scarc e$____(3.1) ^Sony$ ____(3.1) ^scary $____(3.1) ^busy$ ____(3.1) ^MOSCOW$ ____ (3.1) ^Thursday$ ____ (3.1) ^Fulha m$____(3.1) ^Oscars $____ (3.1) ^bush$ ____(3.1) ^CDC$_ ___(3.1) ^Yonha p$____(3.0) ^USDA$_ ___ (3.0) ^Nkunda $____ (2.9) ^Treasury$ ____ (2.8) ^treasury$ ____ (2.8) ^Starb ucks$____(2.8) ^DVDs$_ ___ (2.8) ^stark $____(2.7) ^push$ ____(2.7) ^CD$__ __(2.7) ^Musha rraf$____(2.6) ^reasonab le$____ (2.6) ^reasonab ly$____ (2.6) ^BERLIN$ ____ (2.6) ^Shark s$____(2.6) ^FDIC$ ____(2.6) ^NYC$__ __ (2.6) ^Ivory$ ____ (2.6) ^cushi on$____(2.6) Filter 112 (bias = -0.49) #
Y
p
E
c
u
y
<BOS>
n
H
f
S
K
4
o
s
D
R
d
V
C
J
.
j
x
"
P
i
m
U
r
\194
q
W
a
3
z
h
N
Q
\163
H
z
h
m
r
G
R
w
q
p
N
K
(
%
Q
s
?
v
A
f
u
-
Y
c
7
o
"
l
:
d
\$
O
k
J
I
g
9
i
8
x
Y
x
M
d
m
a
G
F
R
e
T
q
Z
f
U
v
K
I
O
p
k
2
r
.
V
6
o
5
$
E
y
7
'
l
"
n
C
\163
/
4
C
v
5
b
/
u
n
r
,
-
Z
h
7
T
6
g
\194
E
I
y
V
p
X
\163
Q
e
4
d
$
q
K
x
9
m
3
k
a
.
d
k
D
g
E
m
6
p
e
n
\194
r
2
G
I
C
7
c
X
b
Q
A
v
y
"
w
8
V
j
'
W
o
T
K
4
Z
F
i
t
z
p
U
x
u
j
m
o
T
5
A
-
z
S
L
f
H
J
D
3
a
e
y
7
k
9
s
n
t
O
.
0
d
4
B
6
_
N
C
2
Z
Non-zero for 18.4% of words.
^Holde r$____(3.2) ^Hundr eds$____(3.2) ^TEHRAN$ ____ (3.2) ^Hunte r$____(3.1) ^NYSE$ ____(3.1) ^shutdo wn$____ (3.0) ^showdo wn$____ (2.9) ^urine$ ____ (2.9) ^holde rs$____(2.9) ^holde r$____(2.9) ^Holdi ngs$____(2.9) ^Holdi ng$____(2.9) ^hundr eds$____(2.9) ^hundr ed$____(2.9) ^stockholde rs$____ (2.8) ^run-o ff$____(2.7) ^hunte rs$____(2.7) ^NYC$_ ___(2.7) ^threshold$ ____ (2.7) ^throne$ ____ (2.7) ^Mourinho $____ (2.6) ^sunshine$ ____ (2.6) ^shine$ ____ (2.6) ^Saunde rs$____ (2.6) ^Honda $____(2.5) ^holdi ng$____(2.5) ^holdi ngs$____(2.5) ^Condo leezza$____(2.5) ^Hunt$ ____(2.5) ^jurisdi ction$____ (2.5) ^jurisdi ctions$____ (2.5) ^shareholde rs$____ (2.4) ^shareholde r$____ (2.4) ^stakeholde rs$____ (2.4) ^FRANCIS CO$____ (2.4) ^hunti ng$____(2.4) ^None$ ____(2.4) ^hinte d$____(2.4) ^Hilto n$____(2.4) ^hold$ ____(2.3) Filter 113 (bias = -0.46) #
k
5
T
x
m
j
U
6
r
4
'
J
t
3
Q
7
Y
e
b
F
z
S
A
2
"
8
<BOS>
L
C
0
c
9
y
f
B
E
R
d
V
o
V
-
m
u
K
r
G
.
X
N
Y
?
i
e
C
v
Z
q
W
R
z
f
p
E
5
d
/
\$
6
o
A
x
L
j
,
h
;
F
P
(
g
B
-
v
Y
T
R
f
S
m
G
t
7
K
j
k
s
p
Q
y
r
P
h
c
4
M
3
U
.
w
$
q
V
W
l
D
5
a
8
,
o
b
W
k
N
-
S
P
O
'
h
C
K
g
5
U
t
d
,
z
B
V
3
m
4
r
E
R
e
Z
M
u
6
s
T
\195
2
n
y
p
X
c
F
u
Q
y
e
T
j
U
N
i
7
z
J
d
b
t
V
v
6
C
9
p
L
k
8
o
5
g
Z
m
E
s
4
a
S
h
M
1
V
y
b
f
Y
p
\194
t
x
P
9
d
X
D
7
O
Q
r
v
o
Z
T
4
,
B
e
6
m
0
U
5
u
g
i
J
K
$
c
8
F
Non-zero for 18.3% of words.
^Tiger$ ____ (3.6) ^commute$ ____ (3.3) ^Tigers $____ (3.2) ^Blackpool$ ____ (3.1) ^tiger$ ____ (3.0) ^rigoro us$____ (2.9) ^Turkish$_ ___ (2.9) ^Thompson$ ____ (2.8) ^Simpson$ ____ (2.8) ^prison$ ____ (2.7) ^comparison$ ____ (2.7) ^Harrison$ ____ (2.7) ^Prison$ ____ (2.7) ^Morrison$ ____ (2.7) ^minor$ ____ (2.7) ^TORONT O$____ (2.7) ^major$ ____ (2.6) ^mislea ding$____ (2.6) ^teammate$ ____ (2.6) ^might$ ____ (2.6) ^nominee$ ____ (2.6) ^skirt$_ ___ (2.5) ^Tyson$ ____ (2.5) ^tigers $____ (2.5) ^families $____ (2.5) ^Families $____ (2.5) ^Rodriguez $____ (2.5) ^outskirts$ ____ (2.5) ^corridor$ ____ (2.4) ^Eriksson$ ____ (2.4) ^D-N.Y .$____(2.4) ^misera ble$____ (2.4) ^fatigue$ ____ (2.4) ^retirees $____ (2.3) ^whatsoev er$____ (2.3) ^probl ems$____(2.3) ^probl em$____(2.3) ^probl ematic$____(2.3) ^PRNew swire$____(2.3) ^PRNew swire-FirstCall$____(2.3) Filter 114 (bias = -0.64) #
x
r
v
K
d
O
F
A
\194
o
f
U
6
\195
j
G
-
R
e
z
'
T
4
N
s
Y
7
L
h
w
<BOS>
y
V
<EOS>
8
Z
S
J
.
/
Z
g
K
j
W
p
N
T
B
d
w
c
!
G
X
t
/
l
a
D
Q
S
?
-
:
h
U
0
L
C
f
r
6
i
2
k
8
v
(
R
M
p
T
I
F
a
D
o
V
-
X
w
Z
i
L
O
j
s
m
n
Y
,
b
z
B
f
v
d
h
r
\194
x
H
2
6
P
"
1
e
W
-
f
Y
K
R
F
u
e
g
p
h
B
'
P
o
y
s
c
l
t
H
2
r
\163
$
a
j
W
J
X
G
E
\194
v
.
,
V
T
\195
D
V
x
M
d
Z
p
C
h
U
v
k
-
I
o
w
q
S
.
A
y
s
a
t
b
4
l
i
r
B
D
H
c
K
\163
F
u
$
L
/
0
Q
y
V
T
R
e
x
D
\194
H
'
g
b
t
s
d
9
i
B
p
z
h
S
M
C
1
Y
E
"
j
$
-
/
u
8
m
7
\163
O
Non-zero for 14.5% of words.
^HMRC$ ____(4.6) ^Midwest$ ____ (3.7) ^values $____ (3.6) ^team-ma te$____ (3.6) ^team-ma tes$____ (3.6) ^debut$ ____ (3.6) ^Demjanjuk$ ____ (3.4) ^Berks hire$____(3.3) ^defaults $____ (3.3) ^affidavit$ ____ (3.3) ^vague$ ____ (3.2) ^habits $____ (3.1) ^unbelievable$ ____ (3.1) ^valuab le$____ (3.1) ^value$ ____ (3.1) ^north-west$ ____ (3.1) ^newest$ ____ (3.1) ^Wal-Ma rt$____ (3.0) ^Bruss els$____(3.0) ^examina tion$____ (3.0) ^viewers$ ____ (3.0) ^Brewers$ ____ (3.0) ^assaults $____ (3.0) ^sadness$ ____ (2.9) ^northwest$ ____ (2.9) ^Northwest$ ____ (2.9) ^southwest$ ____ (2.9) ^Southwest$ ____ (2.9) ^establis hed$____ (2.9) ^establis h$____ (2.9) ^establis hment$____ (2.9) ^establis hing$____ (2.9) ^Legis lature$____(2.9) ^answers$ ____ (2.9) ^debris $____ (2.8) ^famous $____ (2.8) ^famous ly$____ (2.8) ^infamous $____ (2.8) ^colleagues $____ (2.8) ^leagues $____ (2.8) Filter 115 (bias = -0.52) #
p
N
X
.
P
B
m
A
V
o
i
x
G
s
y
u
Y
L
W
F
"
a
Q
E
^
f
H
R
g
h
'
v
M
n
O
t
1
l
T
9
k
.
r
x
;
L
P
!
I
d
R
c
T
o
H
v
i
m
j
-
p
z
V
s
t
a
Q
D
Y
?
O
n
S
y
B
w
C
l
E
/
K
t
X
v
J
u
Z
d
Y
h
/
g
P
.
Q
a
M
-
L
c
V
s
9
q
G
w
8
E
6
k
3
e
5
\163
7
x
R
T
O
y
o
b
O
-
K
V
N
k
T
g
y
n
M
s
c
i
W
P
D
u
t
l
"
j
S
d
,
I
E
a
/
C
B
J
e
'
\194
m
8
Z
C
f
g
P
.
K
\194
B
c
b
Q
U
n
J
$
m
I
p
t
y
'
L
7
x
Z
r
/
\195
X
o
E
a
e
u
i
K
-
Q
j
X
g
P
u
W
h
p
.
a
s
,
M
B
n
I
e
O
F
z
o
U
f
"
v
2
m
/
w
8
'
T
x
6
S
1
J
Non-zero for 21.0% of words.
^pilot$ ____ (3.6) ^PKK$_ ___(3.5) ^knock ed$____(3.3) ^knock $____(3.3) ^knock ing$____(3.3) ^knock out$____(3.3) ^exceptiona l$____ (3.2) ^exceptiona lly$____ (3.2) ^backlog$ ____ (3.2) ^root$ ____(3.1) ^IPO$_ ___(3.1) ^PRNewswire-FirstCa ll$____ (2.9) ^happily$_ ___ (2.9) ^option$ ____ (2.9) ^corruption$ ____ (2.9) ^consumption$ ____ (2.9) ^prescription$ ____ (2.9) ^fairly$_ ___ (2.8) ^unfairly$_ ___ (2.8) ^know$ ____(2.8) ^interroga tion$____ (2.8) ^interroga tions$____ (2.8) ^Iron$ ____(2.8) ^supply$_ ___ (2.7) ^apply$_ ___ (2.7) ^Supply$_ ___ (2.7) ^approva l$____ (2.7) ^approva ls$____ (2.7) ^procla imed$____ (2.7) ^prey$_ ___ (2.7) ^proprieta ry$____ (2.6) ^pilots $____ (2.6) ^Raikkone n$____ (2.6) ^WASHINGTON$_ ___ (2.6) ^Progr am$____(2.6) ^Progr amme$____(2.6) ^Progr ess$____(2.6) ^promptly$_ ___ (2.6) ^abruptly$_ ___ (2.6) ^Troja ns$____(2.6) Filter 116 (bias = -0.49) #
<BOS>
u
Q
a
S
n
"
A
'
U
V
1
\194
D
F
L
X
w
^
J
Y
z
M
\195
f
i
d
H
o
l
B
0
T
-
S
?
x
!
B
M
F
r
s
u
A
Z
k
X
f
D
,
d
t
\195
C
.
h
J
a
m
5
"
i
g
4
Q
l
H
\$
:
U
G
V
A
-
t
f
S
J
Y
v
l
9
O
x
g
u
i
b
T
N
C
r
H
R
$
n
/
\195
W
P
\194
8
,
o
G
e
q
B
F
.
k
I
m
N
f
Q
T
n
v
A
M
Z
i
7
t
/
h
L
S
2
B
a
F
r
y
1
V
\195
x
8
p
X
u
9
s
5
b
D
j
y
l
K
k
M
-
Z
u
8
R
3
v
W
t
2
b
X
I
N
z
5
j
O
s
G
'
c
Y
e
A
6
g
4
r
L
i
F
a
f
h
C
t
n
E
1
m
Z
l
8
v
7
e
9
f
3
T
4
b
c
-
R
.
H
z
5
s
2
w
V
S
Q
B
6
j
0
u
y
O
G
a
Non-zero for 16.6% of words.
^four-day$ ____ (3.8) ^one-day$ ____ (3.7) ^three-day$ ____ (3.7) ^five-day$ ____ (3.7) ^MSNBC $____(3.7) ^ugly$ ____(3.5) ^fully$ ____ (3.4) ^successfully$ ____ (3.4) ^carefully$ ____ (3.4) ^hopefully$ ____ (3.4) ^beautifully$ ____ (3.4) ^Hopefully$ ____ (3.4) ^unsuccessfully$ ____ (3.4) ^peacefully$ ____ (3.4) ^Many$ ____(3.3) ^Play$ ____(3.3) ^NASDAQ$_ ___ (3.3) ^think-tank $____ (3.2) ^Sgt.$_ ___ (3.2) ^MIAMI $____(3.2) ^pre-tax$ ____ (3.1) ^Playi ng$____(3.0) ^Sudden ly$____ (3.0) ^Mullen $____ (3.0) ^Mary$ ____(2.9) ^Mine$ ____(2.9) ^Quinn$ ____ (2.9) ^secretly$ ____ (2.8) ^many$ ____(2.8) ^bullyi ng$____ (2.8) ^US-led$ ____ (2.8) ^Sollec ito$____ (2.8) ^YORK$ ____(2.7) ^Sutton $____ (2.7) ^two-day$ ____ (2.7) ^day-to-day$ ____ (2.7) ^DALLA S$____(2.7) ^PlayS tation$____(2.6) ^high-tech $____ (2.6) ^relay$ ____ (2.6) Filter 117 (bias = -0.54) #
R
p
Q
m
<BOS>
y
u
f
9
i
I
g
7
T
-
e
\194
h
N
K
8
t
/
x
Z
w
C
S
"
k
n
G
^
c
.
O
<EOS>
b
U
B
y
F
?
j
W
v
O
)
w
J
A
V
H
f
o
b
a
P
q
x
(
s
!
9
t
l
r
R
N
6
h
0
1
B
i
\194
g
k
p
7
k
L
W
D
B
d
b
l
V
-
"
.
Q
o
T
u
v
n
q
y
p
/
t
1
X
5
Y
s
'
J
S
Z
\163
j
i
G
w
U
$
A
t
u
p
-
g
R
c
U
A
s
C
b
T
J
X
9
D
x
y
\195
m
o
j
v
S
a
i
r
F
N
5
"
M
E
H
f
O
8
e
'
Q
c
X
y
6
p
W
r
4
o
7
t
V
m
9
g
2
T
\194
f
8
h
"
n
5
D
E
C
3
k
$
A
Z
l
_
d
u
L
E
m
r
X
k
/
R
Z
t
6
I
\194
s
l
S
.
O
M
g
D
w
V
e
$
o
y
p
n
T
Y
\163
H
j
7
i
u
-
Non-zero for 21.8% of words.
^earthquakes$ ____ (3.7) ^earthquake$_ ___ (3.7) ^quake$_ ___ (3.7) ^attem pt$____(3.5) ^attem pts$____(3.5) ^attem pted$____(3.5) ^attem pting$____(3.5) ^Burke$_ ___ (3.4) ^DETROIT$_ ___ (3.3) ^Nokia$ ____ (3.2) ^optim istic$____(3.1) ^optim ism$____(3.1) ^encouragem ent$____ (3.1) ^Kentucky$_ ___ (3.0) ^lucky$_ ___ (3.0) ^system $____ (2.9) ^system s$____ (2.9) ^system ic$____ (2.9) ^system atic$____ (2.9) ^Stuart$_ ___ (2.9) ^snakes$ ____ (2.9) ^accuratel y$____ (2.9) ^snake$_ ___ (2.8) ^favourite$ ____ (2.8) ^Rove$_ ___ (2.8) ^Ryan$_ ___ (2.8) ^Turkish $____ (2.8) ^acquitted $____ (2.7) ^supplem ent$____ (2.7) ^supplem ents$____ (2.7) ^yet$_ ___(2.7) ^WTA$_ ___(2.6) ^Nike$_ ___ (2.6) ^wit$_ ___(2.6) ^Rory$_ ___ (2.5) ^OTC$_ ___(2.5) ^accurate$ ____ (2.5) ^inaccurate$ ____ (2.5) ^ANGEL ES$____(2.5) ^ABC$_ ___(2.5) Filter 118 (bias = -0.35) #
H
p
Z
x
X
o
M
f
4
c
A
d
V
v
L
s
2
'
w
r
6
O
/
S
<BOS>
k
J
y
3
z
W
-
I
P
5
\163
7
t
^
C
Y
w
l
-
\194
E
B
u
h
d
X
g
;
s
V
e
S
?
x
2
Q
U
:
I
"
)
b
c
/
\163
k
.
m
z
T
Z
,
1
K
n
N
k
.
b
w
i
/
P
o
p
c
h
Z
x
M
u
n
U
X
s
K
f
D
m
5
a
Q
F
O
v
$
V
2
d
W
H
\194
B
l
E
f
1
m
2
r
4
n
W
l
H
M
3
'
i
o
g
.
G
b
7
B
6
F
I
N
Y
K
5
-
8
j
a
x
h
P
U
t
d
k
J
y
x
t
s
T
b
p
l
c
V
r
L
O
j
H
-
q
S
D
9
I
6
C
v
1
5
W
R
\163
Y
,
7
A
\194
n
z
k
4
w
h
-
Q
v
8
j
"
J
y
m
x
t
W
P
Y
z
N
I
S
f
4
i
7
T
A
k
3
w
a
l
X
u
H
n
L
d
.
M
q
D
Non-zero for 15.3% of words.
^unleash ed$____ (3.4) ^loss$ ____(3.4) ^bullish $____ (3.3) ^hoax$ ____(3.2) ^lows$ ____(3.1) ^Hondur as$____ (3.1) ^Hondur an$____ (3.1) ^knowingly $____ (3.0) ^legs$ ____(3.0) ^Manila $____ (3.0) ^Hodgso n$____ (3.0) ^lawless$ ____ (3.0) ^H1N1$_ ___ (3.0) ^Swiss $____(2.9) ^Highla nd$____ (2.9) ^Highla nds$____ (2.9) ^Alliso n$____ (2.9) ^Jewish $____ (2.9) ^Hindu$ ____ (2.9) ^losse s$____(2.8) ^blogs$ ____ (2.8) ^diminish ed$____ (2.8) ^diminish $____ (2.8) ^woods$ ____ (2.8) ^Bowl$ ____(2.7) ^HBOS$_ ___ (2.7) ^Boys$ ____(2.7) ^Hicks$ ____ (2.7) ^noisy $____(2.7) ^wings$ ____ (2.7) ^drawings$ ____ (2.7) ^swings$ ____ (2.7) ^ridiculous$ ____ (2.7) ^fabulous$ ____ (2.7) ^populous$ ____ (2.7) ^HBO$__ __ (2.6) ^Local$ ____ (2.6) ^boss$ ____(2.6) ^Cowboys$ ____ (2.6) ^Analy sts$____(2.6) Filter 119 (bias = -0.63) #
L
k
m
v
/
q
l
B
G
x
Y
I
.
F
U
p
y
n
z
9
Z
e
O
f
K
t
D
j
^
h
X
i
M
r
Q
0
N
2
H
G
k
z
;
s
q
c
u
E
r
S
n
x
B
o
M
L
V
O
R
l
i
d
?
0
Y
5
T
g
P
%
I
.
Z
D
Q
e
X
K
F
v
S
-
4
z
H
c
Q
d
3
o
V
p
h
T
7
w
8
D
s
.
E
m
R
t
"
0
N
l
Y
n
9
g
5
q
A
a
,
\195
P
u
p
.
K
s
m
h
X
v
O
-
y
x
f
R
l
g
G
n
M
c
T
w
L
a
J
\194
,
q
i
N
D
A
/
'
r
E
\195
4
Z
r
X
f
4
p
6
k
M
x
H
c
W
o
2
P
Y
a
5
'
V
t
L
R
3
y
$
F
J
b
w
d
7
v
1
C
/
n
E
q
k
D
b
d
x
1
B
-
f
y
V
2
'
o
R
L
F
g
Q
H
S
w
r
O
"
0
s
G
Y
u
v
5
9
e
a
E
\194
T
P
M
Non-zero for 16.7% of words.
^repub lic$____(4.8) ^repub lican$____(4.8) ^repub licans$____(4.8) ^Repub lican$____(4.6) ^Repub licans$____(4.6) ^Repub lic$____(4.6) ^Luxemb ourg$____ (4.1) ^dislik e$____ (4.0) ^outspok en$____ (3.7) ^remak e$____(3.7) ^AFP$_ ___(3.6) ^conspir acy$____ (3.6) ^conspir ing$____ (3.6) ^mistak e$____ (3.6) ^mistak es$____ (3.6) ^mistak en$____ (3.6) ^mistak enly$____ (3.6) ^BHP$_ ___(3.6) ^Think $____(3.5) ^Halif ax$____(3.3) ^MVP$_ ___(3.3) ^Hopef ully$____(3.3) ^Milib and$____(3.3) ^reimb ursement$____(3.2) ^optimism$_ ___ (3.2) ^extremism$_ ___ (3.2) ^Malik i$____(3.2) ^Malik $____(3.2) ^think $____(3.1) ^think ing$____(3.1) ^think s$____(3.1) ^think -tank$____(3.1) ^HSBC$ ____(3.0) ^HBO$_ ___(3.0) ^Greenb erg$____ (3.0) ^unlik ely$____(3.0) ^unlik e$____(3.0) ^mislea ding$____ (3.0) ^skip$_ ___ (2.9) ^Creek $____(2.9) Filter 120 (bias = -0.46) #
<BOS>
g
Q
-
X
d
B
s
V
o
Z
p
M
G
/
x
H
E
\194
c
k
h
N
y
^
z
"
i
K
w
Y
O
9
u
e
v
S
v
H
-
A
w
h
m
F
o
4
f
7
M
S
.
1
z
C
'
3
K
\$
c
8
W
L
b
g
\194
I
T
5
J
2
x
Q
t
r
?
E
Q
i
C
T
A
M
.
v
L
w
s
-
z
u
l
o
/
W
7
e
F
m
S
J
G
H
8
h
Z
f
'
k
R
y
a
t
\194
B
I
q
Z
Y
n
.
2
o
P
s
1
S
5
h
6
u
M
a
D
x
F
b
j
t
X
"
C
R
J
l
4
'
3
r
0
z
7
O
8
k
e
A
J
v
r
d
M
t
3
s
N
a
Z
x
X
.
K
c
R
U
O
z
j
u
9
m
\195
h
G
A
Y
\194
7
k
2
T
Q
C
V
y
P
l
"
u
X
A
\194
t
Q
U
8
a
W
I
V
r
$
E
S
T
Y
\195
x
z
6
w
'
_
7
l
5
B
G
k
M
J
4
q
D
H
Non-zero for 16.8% of words.
^closer$ ____ (3.7) ^loser$ ____ (3.7) ^user$ ____(3.6) ^fair$ ____(3.4) ^boxer$ ____ (3.4) ^vain$ ____(3.3) ^flew$ ____(3.3) ^Modern $____ (3.2) ^Mann$ ____(3.2) ^Roger$ ____ (3.2) ^flee$ ____(3.2) ^Kane$ ____(3.2) ^Daimler$ ____ (3.2) ^Rodney $____ (3.1) ^Osborne$ ____ (3.1) ^Blair$ ____ (3.1) ^cane$ ____(3.0) ^many$ ____(3.0) ^man-m ade$____(3.0) ^Ivanov ic$____ (3.0) ^Volvo$ ____ (3.0) ^coroner$ ____ (3.0) ^MOSCOW $____ (2.9) ^frozen$ ____ (2.9) ^unfair$ ____ (2.9) ^Bosnia $____ (2.8) ^Bosnia n$____ (2.8) ^vanis hed$____(2.8) ^Colin$ ____ (2.8) ^manip ulation$____(2.8) ^made$ ____(2.8) ^composer$ ____ (2.8) ^Manny $____(2.8) ^October$ ____ (2.8) ^grocery $____ (2.8) ^Jane$ ____(2.7) ^ruler$ ____ (2.7) ^van$_ ___(2.7) ^main$ ____(2.7) ^stolen$ ____ (2.7) Filter 121 (bias = -0.53) #
H
x
1
b
2
z
I
s
4
v
3
'
X
f
6
c
7
m
i
k
e
.
E
o
W
B
5
R
D
l
j
U
d
S
Z
<EOS>
q
<BOS>
8
K
T
f
W
m
t
%
I
b
2
L
\194
x
X
-
4
.
1
l
0
s
Q
!
C
r
5
a
(
u
H
U
7
y
"
\195
6
P
S
o
D
d
Q
v
O
h
G
m
r
u
R
t
X
k
K
B
"
i
N
x
3
a
Z
T
7
H
8
f
E
A
$
d
9
q
U
n
y
F
F
o
Q
i
.
w
d
W
D
B
r
v
g
K
e
J
j
n
L
Y
\163
k
E
,
7
-
X
u
P
f
Z
T
A
M
G
m
8
3
b
x
o
H
s
k
O
h
S
T
K
p
z
g
E
P
N
C
w
i
.
n
x
1
W
j
Q
d
"
D
/
y
\194
q
5
F
G
m
f
V
L
u
V
D
b
L
k
u
Y
F
G
N
p
d
g
t
z
y
i
.
X
f
W
n
'
e
Q
,
w
H
"
o
x
/
R
M
J
h
P
A
$
c
Non-zero for 16.7% of words.
^Petersb urg$____ (4.1) ^Erdog an$____(3.5) ^metres$ ____ (3.4) ^kilometres$ ____ (3.4) ^writedow ns$____ (3.2) ^BEIJING $____ (2.9) ^T-Mob ile$____(2.9) ^visitors$ ____ (2.8) ^competitors$ ____ (2.8) ^creditors$ ____ (2.8) ^monitors$ ____ (2.8) ^editors$ ____ (2.8) ^Visitors$ ____ (2.8) ^auditors$ ____ (2.8) ^Harbor $____ (2.6) ^irresp onsible$____ (2.6) ^writers$ ____ (2.6) ^Writers$ ____ (2.6) ^meters$ ____ (2.6) ^kilometers$ ____ (2.6) ^Peters$ ____ (2.6) ^undergoi ng$____ (2.6) ^Creek $____(2.5) ^CHICAGO $____ (2.5) ^2007.$ ____ (2.4) ^soundtrack $____ (2.4) ^centres$ ____ (2.4) ^interrog ation$____ (2.4) ^interrog ations$____ (2.4) ^Redsk ins$____(2.3) ^develop ment$____ (2.3) ^develop ing$____ (2.3) ^develop ed$____ (2.3) ^develop $____ (2.3) ^23rd$_ ___ (2.3) ^2008.$ ____ (2.3) ^1930s$ ____ (2.3) ^1970s$ ____ (2.3) ^1980s$ ____ (2.3) ^Universi ty$____ (2.3) Filter 122 (bias = -0.41) #
-
h
I
F
Q
B
<BOS>
S
n
f
X
x
/
m
^
T
Z
L
'
v
R
e
r
M
1
t
d
E
2
b
7
k
j
s
l
A
W
n
"
g
Y
-
B
j
E
r
\194
m
Q
p
9
C
x
c
8
M
S
.
a
w
6
f
U
?
:
t
4
D
&
P
v
l
3
'
;
Z
x
w
F
-
Q
T
7
m
8
t
S
M
V
o
h
u
C
z
9
J
"
O
4
E
6
D
\194
i
5
v
b
g
s
\195
'
e
,
K
R
U
y
-
T
d
M
I
h
x
Y
J
H
v
t
n
m
p
O
7
A
P
o
9
U
z
S
2
u
6
c
j
W
b
"
l
K
5
r
0
k
a
u
g
9
w
D
p
6
O
8
G
7
S
d
m
R
o
F
.
P
r
U
E
1
y
\194
A
C
t
B
b
H
c
n
z
v
i
J
W
I
-
l
T
x
E
n
u
7
U
f
c
V
w
/
D
Q
M
\194
v
X
t
L
g
'
y
6
G
,
O
F
z
5
\163
.
e
b
k
S
_
8
o
Non-zero for 15.5% of words.
^Shoul d$____(4.7) ^shoul d$____(4.1) ^shoul der$____(4.1) ^shoul dn$____(4.1) ^shoul ders$____(4.1) ^Excel lence$____(3.9) ^Waxman $____ (3.8) ^Vauxhal l$____ (3.6) ^shrun k$____(3.6) ^turnaroun d$____ (3.4) ^Shaun $____(3.2) ^aroun d$____(3.1) ^Bryan t$____(3.1) ^Bryan $____(3.1) ^Ehud$ ____(3.1) ^Why$_ ___(3.1) ^Seoul $____(3.0) ^Bronx $____(3.0) ^rapidl y$____ (2.9) ^hardl y$____(2.9) ^hardl ine$____(2.9) ^Ward$ ____(2.9) ^WITH$ ____(2.8) ^Wayne $____(2.8) ^abrup tly$____(2.8) ^Whitn ey$____(2.7) ^simul taneously$____(2.6) ^al-Qaida $____ (2.6) ^Usual ly$____(2.6) ^Excep t$____(2.6) ^Wheel er$____(2.6) ^Rasmus sen$____ (2.6) ^Excha nge$____(2.5) ^reboun ds$____ (2.5) ^reboun d$____ (2.5) ^reboun ded$____ (2.5) ^cardiovascul ar$____ (2.5) ^Battl e$____(2.5) ^crashin g$____ (2.5) ^When$ ____(2.5) Filter 123 (bias = -0.54) #
Y
U
o
t
G
F
x
u
-
D
g
I
<BOS>
d
b
P
<EOS>
H
X
A
V
C
J
T
"
,
W
f
0
k
S
y
9
a
O
s
\194
B
7
i
?
i
Z
l
.
R
!
J
c
I
y
-
G
k
Q
t
M
;
X
u
w
T
L
j
m
P
8
o
K
p
g
\195
F
%
\$
v
)
Y
"
H
1
k
D
p
L
b
u
f
8
m
d
t
7
r
6
w
U
B
3
e
5
v
4
T
Z
q
9
'
2
j
/
V
C
g
H
i
0
K
s
x
G
.
g
u
p
f
O
F
i
N
E
B
z
L
2
m
0
n
3
q
w
v
1
U
S
h
5
t
J
'
Y
x
W
b
4
a
V
/
I
H
K
u
Q
D
W
h
X
d
"
j
p
t
G
l
O
H
V
A
b
n
w
L
Z
v
'
F
$
T
m
1
-
0
_
s
C
S
c
l
1
V
y
b
n
Y
D
s
d
m
g
\194
p
f
q
'
2
Q
w
j
C
"
0
F
a
$
o
k
N
B
H
r
Z
\163
Non-zero for 15.1% of words.
^chips $____(3.9) ^occupy$ ____ (3.9) ^cup$_ ___(3.7) ^chip$ ____(3.6) ^suppl y$____(3.4) ^suppl ies$____(3.4) ^suppl iers$____(3.4) ^suppl ier$____(3.4) ^clips $____(3.3) ^incredibl e$____ (3.2) ^incredibl y$____ (3.2) ^credibl e$____ (3.2) ^Mugab e$____(3.2) ^Suppl y$____(3.2) ^cups$ ____(3.1) ^possibl e$____ (3.1) ^possibl y$____ (3.1) ^impossibl e$____ (3.1) ^cappe d$____(3.1) ^focuses $____ (3.1) ^responsibl e$____ (3.0) ^irresponsibl e$____ (3.0) ^coppe r$____(3.0) ^clip$ ____(3.0) ^focus$_ ___ (3.0) ^Focus$_ ___ (3.0) ^voyage$ ____ (3.0) ^excuses $____ (2.9) ^climb ed$____(2.9) ^climb $____(2.9) ^climb ing$____(2.9) ^gossip$ ____ (2.9) ^copy$ ____(2.9) ^occupat ion$____ (2.9) ^guardian.co.uk$_ ___ (2.9) ^Luiz$ ____(2.8) ^physics $____ (2.7) ^procurem ent$____ (2.7) ^capab le$____(2.7) ^capab ilities$____(2.7) Filter 124 (bias = -0.49) #
<BOS>
d
J
y
9
.
j
a
M
c
V
A
f
z
3
D
F
U
4
T
N
m
B
g
R
t
X
L
5
h
7
l
6
u
Z
p
K
\163
8
G
G
f
U
n
z
x
Y
-
L
q
D
F
&
p
T
N
Z
\$
m
e
g
j
A
t
)
k
%
I
O
v
E
,
!
i
X
'
c
r
K
o
f
g
x
D
S
d
B
1
Q
c
"
y
\194
-
W
T
s
G
'
H
k
u
V
0
b
j
,
r
F
n
9
L
$
p
K
h
o
J
x
.
W
r
v
A
6
l
9
t
8
j
1
g
i
L
p
s
3
D
4
I
2
S
B
F
0
E
5
-
K
R
7
z
"
/
V
m
q
Q
w
u
W
P
X
R
A
d
.
f
t
F
Q
C
I
y
E
h
q
r
K
s
z
k
2
-
a
U
O
j
N
'
B
x
/
p
D
n
o
E
n
e
c
u
C
H
l
b
x
k
/
U
,
T
K
\163
p
2
\194
j
'
I
5
g
f
-
.
J
O
w
N
4
L
P
S
F
z
i
Non-zero for 19.3% of words.
^Tsvan girai$____(3.6) ^MySpac e$____ (3.5) ^Given $____(3.3) ^Gavin $____(3.2) ^Explo rer$____(3.2) ^Springfiel d$____ (3.1) ^Ashto n$____(3.0) ^Exxon $____(2.9) ^Asian $____(2.9) ^Visito rs$____ (2.8) ^Gov.$ ____(2.7) ^Givin g$____(2.7) ^Taiwa n$____(2.7) ^Taiwa nese$____(2.7) ^Obvio usly$____(2.6) ^Geolo gical$____(2.5) ^Espec ially$____(2.5) ^Hezboll ah$____ (2.5) ^Colombian $____ (2.4) ^Usual ly$____(2.4) ^Give$ ____(2.4) ^lapto p$____(2.4) ^lapto ps$____(2.4) ^Lavro v$____(2.4) ^Growt h$____(2.3) ^Yahoo $____(2.3) ^lesbian $____ (2.3) ^Geith ner$____(2.3) ^Gap$_ ___(2.3) ^Taylo r$____(2.3) ^Buffal o$____ (2.2) ^removal $____ (2.2) ^Devel opment$____(2.2) ^Tinto $____(2.1) ^makeo ver$____(2.1) ^Yango n$____(2.1) ^Dixon $____(2.1) ^landfill $____ (2.1) ^Arizo na$____(2.1) ^USDA$ ____(2.1) Filter 125 (bias = -0.54) #
<BOS>
h
I
y
X
m
Q
g
B
x
2
s
9
-
D
.
6
o
7
u
J
f
0
i
P
p
N
'
T
G
\194
Y
5
b
K
c
E
S
8
r
V
y
\194
d
R
p
B
H
k
e
Y
i
v
E
C
1
'
P
Q
-
b
%
&
2
9
a
c
u
z
L
"
D
S
O
)
f
0
h
Z
\163
Z
T
n
E
K
t
.
i
b
j
r
v
N
h
/
d
Q
S
L
u
m
e
A
g
f
D
\195
0
'
-
X
4
B
1
C
s
a
O
V
\163
X
v
e
o
F
t
Q
k
Z
z
7
u
2
c
E
T
8
s
3
'
4
C
6
U
L
m
P
i
j
-
H
R
5
x
N
B
J
n
r
\194
j
a
S
q
M
w
F
n
l
p
m
W
t
1
f
2
L
I
J
c
T
y
s
d
Y
.
V
N
e
\163
D
Q
h
8
E
x
\194
Z
R
9
X
U
W
u
\194
f
Q
R
6
s
p
r
7
k
q
B
d
F
0
A
v
y
2
N
5
H
$
_
"
h
G
\195
o
M
t
P
Non-zero for 16.1% of words.
^knee$ ____(4.3) ^breed ing$____(3.6) ^breed $____(3.6) ^secret$ ____ (3.5) ^Secret$ ____ (3.5) ^Nobel$ ____ (3.5) ^Jones$ ____ (3.4) ^Brett $____(3.4) ^secretl y$____ (3.2) ^CHICAGO$ ____ (3.2) ^Unemp loyment$____(3.2) ^decree$ ____ (3.2) ^Channel$ ____ (3.1) ^channel$ ____ (3.1) ^zones$ ____ (3.0) ^ones$ ____(3.0) ^'Neil l$____(3.0) ^stones$ ____ (3.0) ^Carl$ ____(3.0) ^Panel$ ____ (3.0) ^acres$ ____ (3.0) ^Kreml in$____(2.9) ^Secreta ry$____ (2.8) ^secreta ry$____ (2.8) ^Secreta ry-General$____ (2.8) ^Colonel$ ____ (2.8) ^Cleme ns$____(2.8) ^knees $____(2.7) ^RBIs$ ____(2.7) ^unemp loyment$____(2.7) ^unemp loyed$____(2.7) ^secreti ve$____ (2.6) ^Saeed $____(2.6) ^Cannes$ ____ (2.6) ^concrete $____ (2.6) ^ISLAMA BAD$____ (2.6) ^Internet$ ____ (2.6) ^internet$ ____ (2.6) ^Janet$ ____ (2.6) ^knew$ ____(2.5) Filter 126 (bias = -0.50) #
L
k
M
p
Z
T
.
z
m
S
/
v
X
c
n
s
N
t
H
i
<BOS>
g
-
R
6
E
y
C
K
G
f
O
^
x
e
0
J
\163
Q
I
I
y
Q
m
R
d
k
D
V
L
r
c
;
h
X
o
9
x
B
.
b
f
N
l
7
v
:
%
(
u
q
p
"
G
2
g
\195
M
s
X
s
Q
u
K
d
G
t
9
i
r
-
N
a
8
m
M
l
Z
U
"
.
R
v
Y
h
0
f
V
A
7
w
O
x
J
H
3
n
c
I
T
f
v
K
Y
p
\194
w
u
y
t
x
D
s
q
3
R
5
H
2
h
G
l
n
Q
F
.
e
"
P
k
i
$
,
d
O
0
E
j
Z
d
Y
2
o
1
b
6
S
D
m
P
k
F
l
Z
A
I
B
7
x
j
t
4
z
3
O
e
h
8
.
n
T
-
'
J
K
H
r
5
W
4
T
x
P
W
D
h
r
5
t
7
c
6
U
3
k
g
f
V
m
2
R
w
C
S
K
Y
y
i
z
X
p
H
B
8
M
.
v
1
u
Non-zero for 16.4% of words.
^Irvin e$____(3.2) ^BERLIN$__ __ (3.1) ^Rove$ ____(3.1) ^ATLANTA$ ____ (2.9) ^smartph one$____ (2.9) ^smartph ones$____ (2.9) ^Cambridg e$____ (2.9) ^Cambridg eshire$____ (2.9) ^Inves tors$____(2.8) ^Inves tment$____(2.8) ^Inves tigators$____(2.8) ^Inves tigation$____(2.8) ^Inves tor$____(2.8) ^Inves tments$____(2.8) ^Prude ntial$____(2.8) ^Roddi ck$____(2.8) ^MIAMI$ ____ (2.7) ^Crude $____(2.7) ^Martin $____ (2.7) ^Martin ez$____ (2.7) ^Reven ue$____(2.6) ^Index $____(2.6) ^nerve$ ____ (2.6) ^PHILADE LPHIA$____ (2.6) ^nerves $____ (2.6) ^martia l$____ (2.5) ^brush $____(2.5) ^brush ed$____(2.5) ^MI5$__ __ (2.5) ^reuni ted$____(2.4) ^reuni on$____(2.4) ^ISLAMABAD$ ____ (2.4) ^Irani an$____(2.4) ^Irani ans$____(2.4) ^blankets$ ____ (2.4) ^revea led$____(2.4) ^revea l$____(2.4) ^revea ls$____(2.4) ^revea ling$____(2.4) ^wrote$ ____ (2.4) Filter 127 (bias = -0.42) #
X
f
g
x
I
o
H
v
G
b
Z
N
2
B
1
F
W
h
i
r
Q
u
^
R
V
-
T
.
w
s
C
l
A
9
4
J
'
n
M
p
-
c
m
t
'
a
R
A
u
d
Y
h
Z
0
:
1
V
x
"
2
Q
g
;
i
!
5
b
E
?
D
/
e
&
I
J
q
U
\163
x
m
S
T
F
P
5
r
4
g
N
-
h
G
B
U
6
y
9
D
W
z
f
p
8
u
7
M
\194
\195
,
c
s
Z
3
k
E
d
a
C
Y
E
v
s
\194
F
V
e
T
r
X
.
W
f
B
I
h
w
0
t
6
-
m
j
i
N
x
A
b
d
9
U
"
g
k
\163
l
S
1
_
w
k
o
l
-
p
N
P
W
m
2
b
9
F
c
T
s
j
8
h
.
H
3
r
5
t
z
V
Z
i
E
f
O
A
"
B
G
q
u
e
C
-
k
J
S
L
c
l
t
u
'
e
Q
j
,
6
s
v
A
d
r
0
F
D
O
\195
R
m
U
X
"
E
y
H
p
2
$
b
f
1
Non-zero for 20.4% of words.
^revok ed$____(3.4) ^Memor ial$____(3.1) ^memos $____(3.0) ^Ramos $____(3.0) ^memor y$____(2.9) ^memor ial$____(2.9) ^memor ies$____(2.9) ^memor able$____(2.9) ^shook $____(2.7) ^exist ing$____(2.7) ^exist $____(2.7) ^exist ence$____(2.7) ^exist s$____(2.7) ^exist ed$____(2.7) ^memo$ ____(2.6) ^Trevor $____ (2.6) ^expos ed$____(2.6) ^expos ure$____(2.6) ^expos e$____(2.6) ^expos ing$____(2.6) ^remot e$____(2.6) ^remot ely$____(2.6) ^Repor t$____(2.5) ^Repor ting$____(2.5) ^Repor ts$____(2.5) ^Repor ter$____(2.5) ^maint ain$____(2.5) ^maint ained$____(2.5) ^maint enance$____(2.5) ^maint aining$____(2.5) ^maint ains$____(2.5) ^expor ts$____(2.5) ^expor t$____(2.5) ^expor ters$____(2.5) ^expor ter$____(2.5) ^Rev.$ ____(2.5) ^showc ase$____(2.5) ^Wi-Fi$_ ___ (2.4) ^reloc ated$____(2.4) ^reloc ate$____(2.4)