This page shows visualizations of some width-5 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 = -0.45) #

<BOS> g
Q z
N U
X c
" A
M d
e l
W i
9 G
f C
F p
8 s
6 h
q m
^ u
7 y
\194 T
2 D
3 a
Z L
j k
- f
7 p
J B
g t
Y y
4 K
6 a
5 m
G c
0 ,
( U
L T
Z r
\194 P
3 ;
: A
8 w
9 q
X O
A f
Z v
X u
G -
L s
g t
Q d
Y x
V k
/ e
C E
7 F
5 '
K T
1 o
l j
n i
H U
2 M
"
p U
x .
S u
6 A
5 t
i r
J Z
Y n
0 w
7 H
W c
3 C
X a
9 N
o D
l m
4 y
G s
V _
O I
n L
t U
\194 y
W G
I r
v b
w E
i g
M s
$ a
X h
, A
5 d
6 u
- z
q \163
' .
/ P
j m
B F

Non-zero for 14.2% of words.

Filter 1 (bias = -0.47) #

. E
n k
d S
- f
Z B
\194 O
/ K
C F
D U
c e
7 T
X s
l r
1 i
q t
g P
L b
' R
6 p
^ M
S u
f d
K D
O v
V .
; c
W q
i a
, ?
M T
F -
3 z
X 0
Q n
% g
4 \195
5 U
p 1
s A
Y )
W u
E l
w h
Q d
2 p
X n
K D
S r
" P
5 -
4 T
O k
Z m
3 C
e v
N R
$ H
8 o
G j
i
D m
d b
I f
C o
7 x
1 w
2 -
Q K
0 s
6 Y
8 l
\194 i
T y
c r
F h
X k
t L
9 '
5 G
4 S
Q p
U l
V t
" o
R D
Z h
s d
$ y
' q
u T
Y e
\194 g
9 i
M c
b A
n
r
1
a
O

Non-zero for 15.1% of words.

Filter 2 (bias = -0.61) #

A v
. f
/ p
Q k
W P
L j
Y J
H -
N x
Z F
y d
O i
^ b
X e
0
B
T
R
9
n
J y
v A
9 .
0 !
R ?
j m
; h
T H
P L
\194 a
B U
- s
X g
6 n
7 \$
\195 /
I (
V Z
) u
E F
G .
C v
S u
Q q
p B
Y w
" N
O -
V e
$ l
' J
c L
y f
g a
s n
k b
P t
8 \195
A
o
. p
v E
\194 O
D r
u i
c e
C g
L P
n G
/ S
d 3
m w
U I
B 2
' J
l j
Z K
z f
t \163
T W
x w
f I
9 t
8 g
\194 A
b O
F E
6 z
h p
" T
v r
V i
Y G
B c
u 2
' \163
L e
M _
7 a
m D

Non-zero for 16.0% of words.

Filter 3 (bias = -0.48) #

A -
t P
N m
. b
S f
/ J
Q u
W p
O k
, v
c d
5 i
\194 \195
I V
C j
o M
^ U
w x
a '
R
R t
J p
9 F
N g
\195 h
Y y
Z d
- i
b C
K c
& S
u A
" j
o e
Q D
B ,
U l
: \$
z f
? m
z f
R y
U h
G m
E p
Q n
s t
9 F
Y H
I q
J e
" x
2 M
8 i
$ k
0 j
Z r
7 .
O l
\194 ,
y b
M k
, g
W z
K R
D r
f .
6 V
O Y
5 A
2 l
e \195
3 s
1 a
N v
4 -
F '
/ u
H U
8 G
Q m
d k
7 B
2 T
8 b
I z
1 t
6 g
X v
3 l
" A
9 c
4 o
W M
H S
q Y
$ s
/ f
N G
5 U

Non-zero for 15.9% of words.

Filter 4 (bias = -0.37) #

F w
7 z
S o
4 -
6 U
8 m
Q u
C T
5 \195
j O
h v
V K
\194 G
X r
x J
H E
9 a
, p
L i
^ b
R p
& f
Y y
U e
z i
L w
u x
J t
D m
9 W
\194 h
Q F
l g
\195 n
Z \$
0 k
7 q
( ?
) \163
/ c
T f
Q x
H o
" L
q s
k l
E n
X K
\163 m
I ,
r 5
t S
W z
g /
v a
Y A
D p
e y
$ J
u i
w D
K c
W j
m d
U C
a 0
f v
y \194
B g
b l
i 7
H t
Z h
P F
k .
O S
\195 5
r T
E R
X x
Q i
X -
\194 u
Y k
8 y
7 f
L g
9 w
" p
/ m
6 H
l s
$ n
5 t
0 e
K h
N r
D U
P
d

Non-zero for 16.7% of words.

Filter 5 (bias = -0.49) #

k -
C f
Q m
R y
I o
V L
<BOS> w
P e
Y .
T M
7 u
\194 E
X s
9 x
B h
" N
r K
p J
z l
0 d
K g
8 -
f u
6 t
X E
B w
P .
F T
, j
9 r
Q h
/ v
7 z
Z s
5 o
L c
x ?
V G
3 A
; i
U p
Y 0
Q e
u w
" j
' 5
R J
H 2
m o
k c
$ g
b v
/ n
\194 D
E
1
d
i
x
G
U w
y p
u f
H -
D j
L k
8 o
d t
Q i
" l
1 J
h g
Z n
7 v
6 S
a '
4 z
/ m
b
x
- F
o B
R A
J f
g L
G t
O k
Y a
u h
d x
\195 U
$ y
I m
j K
r ,
' c
1 b
i C
z N
" e

Non-zero for 10.4% of words.

Filter 6 (bias = -0.51) #

<BOS> g
Q h
\194 i
" H
X r
W u
K -
8 j
9 m
6 A
/ n
^ p
v y
N k
J
w
l
\195
1
b
m E
r s
/ v
P x
; e
C -
Q w
X 4
K 2
Y u
y g
H 5
l )
' 0
! d
n j
p S
A h
M 3
k \$
Q o
2 l
W h
a r
E m
X i
I j
8 Y
Z p
6 g
" J
. -
U M
d f
9 R
w T
\194 k
\163 O
4 y
7 S
a n
U g
z j
E M
T '
L -
d V
B C
O Z
K r
D k
A h
l H
W F
v R
I m
t c
, $
\163 4
2 .
W r
X k
\194 f
6 b
5 P
$ s
Q U
8 l
" u
Z p
/ R
4 \195
M F
2 a
7 m
1 -
9 A
j
E
J

Non-zero for 22.1% of words.

Filter 7 (bias = -0.48) #

t 9
k 8
s 0
m J
f 6
' 7
S 5
A 1
i 3
. Z
U D
g X
a K
p 2
r L
F N
u G
I o
w 4
- <EOS>
? p
. T
! P
( v
Z 0
u i
Q l
N J
: D
s j
w B
r ;
' 6
& d
\$ t
y 1
U 5
- z
A k
/ K
A f
I m
a F
z M
U v
1 '
2 x
\195 j
3 -
Y c
O .
R e
K y
H h
L g
J k
B d
, b
7 t
l S
Q y
\194 m
S c
$ p
" w
7 a
Y f
R U
I g
X L
h
u
n
b
A
_
T
B
e
v
Z p
M d
G v
Y q
K t
S l
V -
U I
/ P
Q a
3 T
$ f
4 x
L i
" k
s e
8 j
y \163
D
n

Non-zero for 15.7% of words.

Filter 8 (bias = -0.68) #

/ k
A x
l f
I p
L b
D v
<BOS> F
N m
O y
o h
. P
z V
5 B
^ c
Q '
<EOS> e
\163
i
"
q
z b
C f
G B
& h
g F
s x
- q
c e
R m
D k
I W
0 H
o ;
d M
1 y
O v
n \$
U N
5 X
2 a
x k
\194 g
6 y
7 r
9 T
8 m
5 t
l p
L w
v c
Q O
4 M
X U
d i
" G
0 P
J A
. E
/ K
Y \163
a j
A S
z f
L F
B r
U e
Z p
. O
w M
q t
W P
b -
v '
n E
X g
/ k
Y y
\195 s
6 R
1 \163
v i
\194 f
Q y
" H
c p
. A
X P
0 ,
9 s
q L
$ m
T F
z l
8 r
D S
W h
' n
Y O
d U
b K

Non-zero for 22.0% of words.

Filter 9 (bias = -0.35) #

f Y
F q
s 1
<BOS> h
S H
e T
j g
E i
K u
L p
M a
5 W
N v
, k
l c
t y
Q 0
P n
. \195
m o
y v
H b
d g
/ J
D j
, w
! k
Q E
( V
1 z
? x
: -
L G
C )
N s
P B
U S
\$ 0
& e
8 i
- c
J A
w D
v t
b F
V S
W y
9 C
X h
Z d
i L
B g
Y .
M r
\195 O
6 s
k l
m ,
u T
q \163
" d
Q g
X l
M .
W -
V A
\194 n
Y a
B u
9 p
$ L
K z
S s
8 D
6 y
k o
4 c
h
_
w
Q g
X j
W E
/ b
Z s
n v
N e
$ k
\194 l
8 T
9 p
6 d
K f
3 h
7 u
5 F
2 m
t
r
x

Non-zero for 10.8% of words.

Filter 10 (bias = -0.50) #

X -
<BOS> f
Y u
Q s
7 y
l c
6 w
\194 n
V r
L o
5 '
^ k
/ g
A d
B .
W v
4 m
0 x
8 p
J t
D k
. U
e i
d Y
j V
t b
\$ B
- R
( ;
F m
N %
c s
E a
\194 )
X P
l H
q h
\163 G
? u
I \195
Q p
X g
Z h
V y
B i
\194 o
b j
/ -
W r
K t
z d
$ T
" c
. u
9 O
U D
6 e
L f
8 1
H
I .
T m
H s
r z
P -
t x
k w
p L
F c
Q v
q U
j G
7 Z
1 o
X u
O b
e g
i '
, n
R a
O q
S n
M d
K A
o a
m 1
s g
f D
" C
Y h
W H
' I
$ 0
U c
G 7
E p
- v
/ .
2
F

Non-zero for 21.2% of words.

Filter 11 (bias = -0.54) #

Q v
X x
Z g
/ h
P k
M b
6 c
8 t
3 o
K .
^ p
" q
2 a
H w
<BOS> l
U -
7 A
L B
4 z
1 r
U x
u F
m S
H p
T f
Y \$
; e
M j
- h
R c
Z 5
& g
z 0
/ N
) q
\195 l
P .
i n
! b
" 7
B -
V g
n G
k E
\194 d
6 r
, .
9 O
X s
W p
C y
H \163
K z
5 e
M o
4 c
F u
/ j
N D
7 w
. i
- k
Q p
b T
l C
L 1
N t
' B
" h
/ y
r c
\194 4
u H
$ F
\195 P
R 0
,
3
5
2
- A
' U
9 t
o T
" F
n L
J D
W B
$ c
\194 z
x _
3 a
R E
7 y
C
k
l
S
m
K

Non-zero for 10.8% of words.

Filter 12 (bias = -0.51) #

<BOS> y
s L
\194 p
" n
Q m
S D
R A
' r
W K
E f
Y l
^ h
I P
v c
k Z
g
H
e
q
\195
N v
L k
K g
y p
O T
( j
/ -
\$ b
, V
U i
f )
3 0
8 q
o C
% t
& z
S c
Q d
: '
E l
7 o
4 y
2 O
I m
V f
6 K
Q M
q T
X c
9 p
Z t
a r
8 G
H S
5 D
b l
1 -
W z
\194 '
n s
Y v
H c
A d
V w
l -
r .
S x
Q f
R z
7 o
X u
L D
h e
j t
i \163
3 T
4 y
/ E
P a
0
V D
v t
k y
b r
Y A
W O
9 d
Z L
B l
' c
J e
\194 F
x .
- o
6 N
i p
" E
w T
X S
4 \163

Non-zero for 13.0% of words.

Filter 13 (bias = -0.58) #

M x
T a
<BOS> f
Y F
G p
m n
X h
O d
Z A
" ,
\194 q
^ s
W r
- b
D l
w P
J L
z I
V B
K y
d k
e R
D r
t n
E U
S B
\$ Z
6 u
l C
O b
\194 Y
j A
p \195
X V
F )
f ?
W H
\163 g
5 w
: J
z -
U j
m i
. h
c x
A e
L 3
D 4
/ f
Z p
T E
C J
K S
G 7
B 2
Q 9
\194 1
t F
l H
M 5
8 p
N T
Z k
9 i
F t
6 z
n l
7 g
Q m
4 O
5 G
3 Y
2 r
. b
X S
/ A
M P
L o
" s
\194 -
\194 w
" b
Q g
D J
$ E
d A
T r
/ n
c e
C \195
y i
' j
W B
O k
X f
t a
, -
Y s
8 _
Z

Non-zero for 21.5% of words.

Filter 14 (bias = -0.47) #

X p
7 y
h f
\194 U
6 O
Y P
V r
4 c
<BOS> o
5 K
x t
L k
H z
l s
. T
b m
q ,
Q C
8 w
9 i
S v
G B
O k
s u
Q H
" n
& q
E T
\$ i
8 m
5 w
( J
: t
F b
7 \195
! a
' )
h
M
1
k -
A d
V D
B o
Q u
C f
W l
Z j
b P
Y J
q e
a O
H m
X y
n L
w p
4 E
h v
N s
$ T
y l
M v
Q J
c i
" a
K x
r -
O z
f 0
m I
' b
N d
/ g
F 2
$ 1
Z 6
C q
t 7
D u
. 5
i .
k x
Y d
V N
m L
C v
H e
p E
P a
T D
t c
M 8
O q
' u
$ F
S 9
, 0
I \163
W -
o

Non-zero for 19.1% of words.

Filter 15 (bias = -0.51) #

Q -
C v
A f
Z p
/ x
U o
V d
^ e
5 q
X m
Y u
S b
7 h
G i
<BOS> y
4 r
L T
J
k
w
I F
- S
q h
! f
d s
p L
Q M
X m
? %
P x
; j
2 y
\195 A
1 B
a \$
z 5
W 4
w U
v K
: l
Z p
X o
L O
6 g
M c
Q x
H y
B i
/ S
F G
. r
\194 h
V s
D k
7 -
N f
J '
2 R
9 C
q z
j y
l c
S U
Y k
J T
- p
g C
E P
V t
7 f
b d
5 D
G n
L m
4 v
X ,
Q a
\194 B
. u
s K
y R
c J
x u
g -
p I
. \195
m E
h r
n U
F T
Z P
C O
W Y
5 o
V z
w l
A j
f 9
4 N
X B

Non-zero for 18.9% of words.

Filter 16 (bias = -0.72) #

<BOS> c
m g
X w
Q E
/ 0
\194 x
M A
l p
- k
L h
" C
Y a
^ G
o
n
s
2
5
i
1
8 m
9 t
7 -
6 w
3 k
1 .
5 s
4 g
2 z
X '
0 l
N v
Q f
Z u
" b
D T
K i
L A
\$ U
( %
K g
, .
o b
B -
U d
O m
R j
N e
3 h
9 q
5 \163
i v
f r
/ p
s l
C V
S x
W X
I F
1 c
d g
, b
y w
6 z
W G
1 m
8 k
H -
" J
Q .
7 r
\194 V
2 c
4 j
F \195
3 A
D Z
X R
I v
/ l
k D
b d
h o
B O
x -
V /
F c
r 1
A z
a G
q K
f y
S M
H 2
Y 0
g 5
R 6
i L
p \194
' $

Non-zero for 17.4% of words.

Filter 17 (bias = -0.64) #

2 m
8 h
3 b
9 l
U t
1 .
K g
G k
5 v
I j
O q
R T
Q x
C f
z e
Z H
7 r
6 -
P A
4 M
E m
e n
" V
\$ Z
r z
D i
t C
T K
j B
( p
N A
\163 k
d l
u U
O b
- %
S w
Q L
h !
? a
C E
n h
P S
Z j
z e
I g
/ o
U x
p F
X s
Q r
' O
k u
, 4
K -
V N
m J
\194 Y
d L
a G
t G
f L
N d
e z
W U
S D
E m
F g
B Z
w P
q C
Q l
k u
I 1
" Y
O \195
, 0
M J
r -
j p
\194 f
Q r
" n
$ o
' J
X N
Y y
. B
W p
V K
i
w
\195
e
P
h
_
H
3
F

Non-zero for 31.6% of words.

Filter 18 (bias = -0.33) #

S k
s T
N m
o p
3 b
5 P
<BOS> v
4 g
8 c
O B
" z
9 t
W V
- C
E D
Q r
7 A
x q
, U
6 \195
X t
V s
b o
Z i
Q O
M ,
Y p
! I
6 U
? f
7 d
) u
8 y
\194 a
L S
" z
9 -
m %
. C
: c
t -
S b
O x
A v
T u
D J
, \195
/ q
C r
M n
Q R
$ 9
K a
F f
5 p
W d
k
P
h
o
p B
g v
I u
G U
O x
P N
r M
d L
i \194
2 f
1 h
\163 R
y o
- 9
X .
Q b
e F
w m
E J
7 Y
H c
U x
W f
Z j
X F
i S
1 o
Y r
2 '
m .
a t
w v
L s
6 C
u g
3 p
K -
/ e
T h
A n

Non-zero for 18.1% of words.

Filter 19 (bias = -0.70) #

<BOS> y
R m
V e
j L
k H
S D
Y d
C f
s h
' a
\194 q
z M
J .
9 N
7 K
I u
Q T
l W
<EOS> \163
0 p
X g
W c
Q s
N G
I h
2 u
q k
6 o
: C
B m
H p
/ y
( z
Z -
7 '
K v
9 S
5 x
3 d
4 R
O k
K C
E n
X u
G F
J h
o A
W c
e U
2 '
3 s
p t
6 R
- .
5 B
l H
0 v
w a
L x
" b
T g
M A
D n
v a
" s
N i
K I
o w
e C
f z
\194 -
B V
O Z
t b
W l
F p
c U
8 k
E H
S .
h w
x k
L I
o t
S -
8 r
5 b
y m
Y P
6 z
7 T
4 q
3 v
G \195
1 e
0 n
9 U
D B
\194 '
, V

Non-zero for 17.1% of words.

Filter 20 (bias = -0.50) #

P h
d x
D B
U o
Q S
- f
I W
<BOS> w
Z N
z A
R i
G t
C q
X a
u v
\195 5
r 4
^ n
/ ,
" k
( k
. P
& p
? -
O v
y f
L i
A J
W n
N j
S b
G ;
Q I
E V
" )
c R
/ \195
\$ d
o '
! m
i U
H .
W s
X b
V f
I u
1 L
Y x
4 a
n r
5 F
j E
t d
C z
g y
$ N
2 c
\194 R
6 \195
7 \163
B p
W g
t G
q j
N P
a -
Q x
T J
U S
w l
. i
\194 h
I d
v f
A y
" 0
u r
/ F
$ s
H o
Y c
l y
R t
J v
r d
Q m
L w
7 s
X k
\195 f
N u
9 T
b U
o F
/ e
K i
V p
3 M
8 C
O \163

Non-zero for 22.0% of words.

Filter 21 (bias = -0.55) #

W -
h P
X s
H R
q d
A f
B o
4 p
w '
V r
e U
b C
Y z
g u
E O
M \195
Z ,
T n
6 l
2 I
F z
f T
V o
M D
e c
X O
Z G
\$ d
4 U
6 A
j l
x p
b R
Q g
: u
W t
' r
n 0
m a
5 Y
a j
B -
W f
X M
Q o
Y y
z g
b e
V r
9 F
\194 t
q s
6 m
U c
A S
7 u
2 D
8 O
Z n
" '
6 r
4 y
J p
V c
v O
5 D
\194 o
9 g
i P
B .
W \163
2 t
7 G
3 d
u T
Y f
s C
w N
Z A
H K
V t
G H
x u
g T
s o
b N
S r
5 y
j q
F A
Z B
6 D
7 h
8 ,
z U
4 n
X I
E R
p \195
Q O

Non-zero for 18.7% of words.

Filter 22 (bias = -0.45) #

L -
K v
Y k
S n
A p
X c
Q t
/ j
O d
W u
G g
U '
8 C
5 q
6 r
Z I
3 w
" T
y R
4 i
f D
x T
- A
' c
b U
V u
: g
9 d
; y
n t
p H
K L
J h
W G
w z
X 1
Q C
N )
B 0
6 E
5 m
4 p
7 v
3 z
6 k
F -
8 .
9 b
2 a
j c
Z T
J '
X t
M y
N g
H r
1 d
L o
V x
S u
b y
q O
Y o
k f
h D
V s
Q K
x M
B m
v w
7 t
X c
9 -
" G
a U
\194 d
R z
H ,
W e
r L
c I
y j
o l
v P
m H
" J
M r
G F
W e
' 7
K E
z A
Y \195
\194 d
x 2
. q
$ i
U -
O L
C 1

Non-zero for 17.4% of words.

Filter 23 (bias = -0.45) #

g x
H f
Z B
Y p
- v
<BOS> a
j k
M c
X o
^ b
Q K
G q
V N
/ F
,
P
r
y
9
h
x g
8 E
N T
n m
9 j
\194 k
5 r
( %
6 P
W b
, U
o i
7 z
/ -
\$ t
c G
" ;
Q l
C e
? J
C -
D w
d v
Q g
/ J
, E
F b
L o
y k
8 j
7 u
P i
1 M
6 e
A m
X T
\194 Y
H r
I \195
5 R
x D
f r
S H
W d
K I
B g
v C
b u
s 1
m T
o A
w R
V n
5 P
6 c
\194 \195
" t
, y
9 q
' Z
d v
1 B
p M
P k
7 b
y t
2 f
H w
6 .
3 N
G T
D m
C o
8 u
i '
I R
L E
5 j
4 S
, e

Non-zero for 22.0% of words.

Filter 24 (bias = -0.46) #

W j
K u
O k
X g
" F
2 t
Q s
8 R
3 C
y r
6 -
p l
, n
o .
1 v
5 m
^ b
a A
/ h
N D
k G
s o
R l
u m
F D
Q L
I c
U g
" K
H z
\$ 0
' p
( T
: J
S %
; M
4 w
, O
f X
r y
f g
K u
x T
L i
X E
l I
/ t
B H
\194 k
m 1
F w
Q -
6 d
b r
N c
8 \163
M U
V h
5 A
9 2
w x
. p
Z h
I f
n v
A P
/ k
Q y
N S
X T
2 d
$ i
H o
F
b
Y
G
c
s
0
h z
F m
7 w
4 v
S c
H T
8 K
3 U
6 -
j o
5 t
x G
9 .
Q M
1 k
N p
L g
, '
2 \195
R O

Non-zero for 17.3% of words.

Filter 25 (bias = -0.50) #

m h
<BOS> r
z x
M q
t n
T H
K a
w N
E R
U 1
v 7
s 8
j u
G y
V 9
O o
X .
e 3
D d
S A
K d
B g
f 1
M D
N h
o C
; c
W p
O !
S y
J u
w G
X )
" a
/ H
Q A
\194 ?
, \163
9 7
R 0
A f
z x
I o
t -
Q M
w J
g F
. h
T y
a u
c j
X P
W m
q 3
C 9
E 8
\163 n
2 L
U K
G i
R .
J c
Y g
9 y
P t
Q m
3 d
\195 e
7 h
V v
I w
" A
r x
$ a
K D
X F
8 \163
p
L
E
h p
Y z
H O
u t
4 P
9 I
6 c
x r
\194 G
W g
8 D
V s
" d
Z l
7 C
M K
q E
b T
B w
X A

Non-zero for 14.3% of words.

Filter 26 (bias = -0.43) #

t 6
r L
k J
. 0
w 8
' D
I 4
n 1
A 9
<BOS> 5
C G
Q 3
f 7
a Y
- h
g v
q 2
p x
N d
s X
N i
Z h
Q m
? v
n T
! k
8 Y
( S
r t
9 p
/ -
X g
I l
K x
. s
2 u
& %
D j
\$ ;
7 o
K g
B c
P w
L -
X t
J .
U s
9 n
8 C
Y j
Q p
" d
N i
M '
6 h
\195 A
b v
R I
/ S
f z
X c
Q .
W z
" n
4 m
3 d
7 U
V o
E D
Y s
S u
9 C
H -
6 l
8 A
2 t
e v
F w
j L
$ a
m 1
l c
Y d
Q p
/ n
S x
V v
. h
$ 0
z y
L q
A 8
X 9
b 2
M D
C
3
7
4
F

Non-zero for 22.6% of words.

Filter 27 (bias = -0.75) #

<BOS> y
V t
Z p
X f
Y c
7 T
J U
6 k
j O
4 a
5 d
\194 P
- ,
9 \163
l r
Q s
^ o
<EOS> K
L E
H F
Q v
I g
r j
A -
R x
N e
& )
/ m
, h
( 0
; G
U E
: M
C d
O c
a J
K i
B w
P b
! 4
\194 f
Y r
A F
W -
z P
l e
T y
X b
/ p
t j
$ k
5 M
0 u
6 m
D s
I x
Q E
'
R
J
D f
G x
d B
c m
1 F
O k
z b
r V
R S
P v
0 M
C h
y w
o t
\195 W
T i
U e
I j
p s
g '
d h
P N
z w
p o
l H
Q r
D M
\194 u
m B
X n
U g
C R
s J
L q
' 3
6 E
/ k
I 4
G Y
$ i

Non-zero for 16.2% of words.

Filter 28 (bias = -0.55) #

v f
V O
g s
Y ,
T K
Z o
0 S
\194 N
X a
D r
7 E
j y
M p
H U
c w
C t
6 F
u A
1 I
q x
f b
y g
, Y
K h
n A
p l
W R
/ u
M r
O z
2 E
P k
5 .
6 G
C J
t \195
1 V
d L
3 v
\$ %
H .
X c
6 s
J f
i r
1 n
Y o
T '
W t
4 C
2 x
P N
3 A
V S
7 g
M F
E w
Z z
9 R
8 -
H P
h p
W z
A c
t G
4 k
N U
S b
5 d
q r
\194 v
/ R
X m
6 C
, -
Y '
3 \195
. f
7 s
l K
l y
\194 M
Q k
. H
z T
x u
Y F
S i
$ f
X n
" r
' B
s c
/ h
- P
e
1
U
t
_

Non-zero for 20.0% of words.

Filter 29 (bias = -0.50) #

x -
K u
l M
Y g
S t
B j
5 r
6 e
L .
, c
z w
a T
7 H
9 y
8 D
\194 m
X n
Q d
W k
<BOS> v
? S
. i
! E
Z h
r s
n 4
m 0
M x
' 5
N 1
/ j
Q 2
- d
y 6
X v
( p
w 3
b T
K %
\195 l
N g
K k
W -
5 T
, v
Q u
6 c
8 p
/ m
X j
2 r
3 G
9 z
L d
B b
4 h
f i
F t
7 '
Z R
E m
I f
2 k
O n
W u
Q b
e '
w -
t V
\163 M
S h
A x
z R
5 P
D Y
N J
X i
a l
G C
0 H
\194 L
v y
Q P
" d
W J
t f
k -
T e
$ m
Y H
' g
B u
S F
c U
X n
p
r
\195
1
Z

Non-zero for 24.8% of words.

Filter 30 (bias = -0.66) #

<BOS> h
Q a
X n
" u
\194 A
O i
^ x
j y
H
U
B
L
f
k
m
o
s
1
w
b
Q -
3 v
5 m
8 p
X x
K .
4 d
Z f
2 u
7 '
9 g
6 b
N o
& t
( k
A l
S h
1 n
L c
/ q
- U
h Q
t Z
g L
x 8
f
w
p
v
q
k
.
i
n
o
e
m
r
b
j
f X
t Z
k
x
s
p
r
'
S
F
-
v
o
n
.
j
c
l
h
b
p
f
i
m
-
l
s
x
d
g
y
t
P
n
r
k
'
a
j
F

Non-zero for 28.8% of words.

Filter 31 (bias = -0.72) #

T s
M p
v r
B '
H S
D G
q -
W l
e R
u z
t P
N C
h g
X O
6 x
w Q
0 I
Z d
m <EOS>
4 a
" n
\194 p
Q P
& i
S k
E f
( r
W m
Y g
: C
. H
s y
O w
8 j
J
1
\195
I
Z
F
N k
K p
o g
9 h
Z t
w m
3 T
J b
2 i
5 j
8 d
/ l
L '
M F
E V
6 v
O C
R P
U x
W S
D x
I h
Q f
X s
P i
R m
T y
/ k
l w
J v
\195 g
r S
L p
7 W
N b
0 '
Z o
z -
1 a
A c
' D
k T
V O
b d
x y
Q E
\194 1
n L
. G
B o
f e
" 0
R p
s P
$ J
C _
9 2
v g
l
j

Non-zero for 12.8% of words.

Filter 32 (bias = -0.67) #

- x
Z f
G k
X B
M F
<BOS> h
g a
J p
Y t
D ,
^ S
/ q
z v
m A
j s
Q b
w N
r
n
c
N g
t G
B d
f )
( p
Q i
W m
K -
\$ P
O V
S C
, 1
o 0
" z
E Z
r D
/ J
q j
: c
. v
G f
Z x
D o
g N
z r
V h
X q
0 a
L B
j y
C k
6 t
5 ,
J n
7 u
1 '
2 .
Y -
T W
4 p
x t
8 A
" w
6 g
9 T
d r
u I
7 z
\194 l
4 k
v n
Q c
3 C
F O
W p
- _
f i
h o
s j
b m
x I
h n
v o
S w
F K
b O
s N
V r
g P
\194 \195
k -
c /
j 1
. J
" ,
Y H
' 2
4 i
8 p
G 3

Non-zero for 17.9% of words.

Filter 33 (bias = -0.43) #

f g
F v
Q z
K T
8 w
" l
N t
P -
, A
<BOS> u
9 .
3 i
X c
/ 0
y h
M d
7 G
6 a
S E
' D
j y
0 U
g f
v r
l K
\194 m
5 ?
7 P
6 s
X a
T o
4 u
J !
D %
t '
V O
I p
e ,
2 N
S ;
w F
X R
W h
m r
z u
Z f
/ j
G k
K x
$ B
2 N
. S
9
J
b
v
E
e
s
o
/ v
K k
O h
Q F
I b
W j
N g
X x
2 T
, u
w m
3 e
Z f
o c
$ t
n s
1 d
5 E
B
\163
e c
E C
P m
F z
J g
r A
9 t
2 Y
f G
N o
8 T
7 '
I k
3 .
- s
Q U
q y
6 n
j w
X i

Non-zero for 17.4% of words.

Filter 34 (bias = -0.72) #

<BOS> y
N d
Q D
9 i
b p
q T
B t
X g
x m
" U
R G
. s
Z c
8 O
V C
W P
<EOS> z
\194 l
7 1
n A
I M
a f
U j
s L
z m
W J
E l
Q F
k D
O o
i n
A v
w x
2 N
! e
& h
p B
G .
" -
\163 0
R .
k A
J L
Y y
9 d
S a
o H
V m
B n
K D
O g
0 q
P h
i Z
v w
G e
" F
3 u
p /
j t
W j
y -
H J
A v
a b
, R
U f
1 r
2 x
i '
/ k
O g
t o
I l
Q 0
4 V
X \195
h 9
L n
3 M
l w
x c
\194 g
b y
' 1
Y n
Q 2
V E
" t
S T
m H
L A
f N
s D
$ r
v e
X O
6 i
7 M
I

Non-zero for 20.1% of words.

Filter 35 (bias = -0.46) #

s p
R q
u a
C b
S w
' m
j B
F T
\194 v
Q W
- K
" A
<BOS> e
U x
9 l
7 X
8 y
4 \163
M i
3 z
M a
j A
F t
f T
V z
- o
Z c
b O
e ,
m 1
J W
) D
' &
P d
r U
X I
? h
g q
! l
\$ i
K u
X -
m s
/ R
M d
W k
O h
L E
l r
B g
T j
A U
o F
w x
t v
Z i
5 H
, 9
N b
D '
z f
G F
g x
I b
O m
w B
E h
2 y
$ k
Y M
Q n
1 P
0 v
W e
A q
C r
L
N
u
p
Q -
W o
H g
I f
X p
4 m
$ v
\194 r
, c
A j
" J
/ b
2 x
7 d
6 l
G
u
e
\195
.

Non-zero for 16.3% of words.

Filter 36 (bias = -0.42) #

D f
G k
z x
X B
Q h
l i
<BOS> a
d w
C q
\194 b
0 y
L N
Z u
/ W
g r
7 n
^ F
Y o
j e
c v
g B
y v
? f
G F
H k
O b
! x
1 R
i 9
- J
h \194
W U
w z
p P
Y l
3 )
o t
( V
2 N
4 K
l u
p -
L k
X r
G R
5 f
6 M
D w
7 v
d b
1 '
O N
z n
, j
A .
0 B
/ s
K J
\194 e
Q E
K u
X -
9 H
\194 s
B U
Q i
c g
8 d
N m
0 E
x y
5 j
W t
o h
" r
6 e
v A
7 P
Y F
$ I
P A
X c
Q .
" o
- h
e t
6 g
d w
p z
7 n
8 B
M a
J x
2 s
I v
3 l
F C
r S
$ _
j L

Non-zero for 17.7% of words.

Filter 37 (bias = -0.52) #

Z k
d B
L f
- t
D x
1 v
H p
6 S
X b
7 c
/ T
u r
2 F
G h
8 o
3 K
Q q
^ '
4 ,
. i
v y
k H
x L
S d
V D
B 1
s !
c u
) P
b r
z :
F /
w ?
j l
' %
9 -
0 O
C m
E \195
\194 h
m u
X v
K R
G j
Z t
y F
Y h
W N
L k
/ r
V n
M x
O I
Q q
$ -
p d
9
c
s
E
Y f
A v
7 p
h m
H t
4 P
L T
Q k
g c
3 d
5 y
S K
Z e
V w
R z
8 -
X U
G \163
l M
9 '
e i
E l
F n
X u
" R
8 C
Q I
M U
b t
W k
\163 o
. ,
x -
G A
Z z
c H
4 P
S \195
2 Y
N 1

Non-zero for 17.8% of words.

Filter 38 (bias = -0.54) #

K g
N h
<BOS> b
M d
/ l
W p
w x
3 .
, v
9 k
O j
Z T
2 r
5 m
o A
B u
f \163
Q a
X q
<EOS> -
W C
Q D
: y
w )
. P
" h
( g
N 1
X i
\194 c
q U
& H
! u
E d
? p
- F
L
n
G
m
L v
m -
A E
Z d
. I
V p
Y o
/ i
M 2
l w
X u
H O
h \163
F e
b s
Q t
C z
g 9
y W
a
E p
e y
w C
2 k
X m
F o
5 Y
4 '
N R
j u
6 P
W i
Z h
Q r
M U
3 l
9 d
. T
J c
8 n
y v
C E
p .
K b
G -
P e
1 u
/ w
Y q
, x
O a
H s
Z t
i B
m k
L j
X \163
3 N
M f
D z

Non-zero for 16.0% of words.

Filter 39 (bias = -0.39) #

Q v
Z p
/ x
N i
<BOS> d
X f
" -
r t
Y k
^ j
M l
R e
K s
O 0
T
h
a
J
z
u
z M
a y
l N
b F
p f
s D
! r
x c
V ?
I u
G H
: n
% h
i j
Y e
A o
w t
W \$
& T
g (
x M
p u
6 U
7 m
X c
Q T
d R
W o
2 k
8 t
4 r
q A
5 C
a w
I g
\194 n
" Z
9 D
e z
3 y
Q j
Y m
W F
N f
a -
B t
9 d
" M
q e
R g
X D
8 y
b s
K i
A p
\194 P
7 u
\195 c
z n
o C
x y
\194 T
V t
9 i
7 p
v O
Q r
6 H
8 U
' A
. P
5 m
X E
Z _
b a
$ k
" u
4 D
n o
- I

Non-zero for 15.4% of words.

Filter 40 (bias = -0.57) #

<BOS> t
b U
X D
V s
Q y
Y F
' d
- A
\194 E
" u
9 i
q L
Z h
W H
v T
<EOS> S
x ,
^ e
J 1
R C
F h
C r
5 Y
I u
6 m
\194 y
Q o
7 b
2 g
n T
9 %
8 A
d H
\$ \195
, L
X ?
4 U
j G
' a
f O
j U
v a
D s
0 u
X y
T A
M H
l h
\194 E
t i
J w
c W
e 3
p L
F ,
V 1
6 R
P O
5 r
C Y
U q
s t
G H
K h
z e
S j
R d
O v
L T
Z I
Y n
o -
C .
V p
m g
" D
/ X
3 r
8 \163
' 1
L f
7 k
h m
H s
X M
q -
Q w
. p
6 P
A t
8 j
\194 r
a E
1 i
Y K
/ O
4 z
5 T
W U
l '

Non-zero for 21.2% of words.

Filter 41 (bias = -0.57) #

<BOS> p
. k
Z f
/ P
- i
\194 B
X x
Q h
L a
^ T
M y
Y r
<EOS> t
F
v
b
\163
c
,
q
V y
J d
Y D
X u
I c
k f
b U
7 .
i m
w L
B F
9 s
R o
j t
4 e
g h
5 ?
Q T
Z \163
n \$
M l
K h
P .
O A
" x
Z a
G q
y d
U v
m t
Q n
X g
V I
3 L
$ 0
W c
f D
R j
E \194
Y u
u f
R w
T m
Y n
" K
v s
q p
H F
\194 e
Q S
h M
9 5
D g
1 .
7 y
r x
d j
8 Z
k i
\195 L
o k
t V
O b
D Z
N m
e U
d g
E C
T A
W P
\194 n
v i
" G
- Y
. R
q H
\163 B
S \195
c s
, p

Non-zero for 14.6% of words.

Filter 42 (bias = -0.63) #

I k
2 m
- f
W F
d M
1 B
a c
q C
E b
w V
Q S
7 j
6 '
3 r
X K
<BOS> t
O T
4 h
^ P
y
g B
2 b
1 v
I x
Z l
3 T
C a
n k
4 h
5 u
w f
G m
j q
? L
- U
i Y
! %
7 .
O z
H o
Q -
U j
a g
B M
z e
W n
A u
K D
Y J
k d
" o
, h
X f
\194 r
V .
b F
S y
c
H
0
V E
C d
g O
h z
k a
Y f
Z U
n -
4 e
c o
H t
7 I
M P
' l
j D
b K
R L
9 T
8 \163
F s
m I
M j
K 1
y d
. i
/ R
Z J
X 0
" 7
W 2
Y E
' 4
L 9
Q F
$ u
b n
G 3
U h
O 5
\194 C

Non-zero for 16.0% of words.

Filter 43 (bias = -0.57) #

D g
T h
P x
<BOS> w
\194 s
l i
/ -
X E
t 4
d S
Q W
U b
K 3
L a
C G
z o
B .
I n
M y
m e
V o
Z O
B y
b d
Q t
X D
n p
k T
9 c
! S
) g
7 E
R e
: -
H h
6 G
4 j
8 \163
C l
A %
. p
b T
Q i
Z y
L t
x P
a c
V o
s D
X O
A k
\194 C
7 1
N M
" ,
/ 0
E d
9 K
8 f
$ r
t f
T x
D b
I r
E J
c o
\194 R
A P
Q \195
W p
d B
g -
2 m
X n
$ K
. k
\163 9
O '
C h
L
f g
x H
S u
Q w
l 1
s h
K n
' -
b T
\194 c
, M
P D
" i
z Z
B q
F j
/ 2
L y
p 0
O e

Non-zero for 15.8% of words.

Filter 44 (bias = -0.59) #

f G
F g
M a
<BOS> o
k z
t 1
' O
m \195
B p
v r
\194 E
V A
j L
C l
S d
n Y
, 0
" 2
e -
/ J
Q i
D p
U h
Z o
8 x
L m
E g
N k
2 f
X S
9 -
I t
& '
7 l
F Y
( v
! y
P w
6 n
) j
w p
. P
A j
W r
/ h
z d
a -
B f
t J
Q y
Z i
N G
\194 F
X x
U R
I g
$ 1
u
e
0
b m
Y f
x y
Q t
R D
9 M
V P
g U
7 F
" T
q L
\194 K
. e
8 i
v ,
' d
h H
0 O
G _
$ u
x T
p u
6 U
7 m
5 c
f M
F z
4 R
2 r
8 .
3 Y
X t
d o
P A
9 g
, D
e k
I G
i w
1 y

Non-zero for 20.9% of words.

Filter 45 (bias = -0.63) #

<BOS> h
X x
V f
Z y
Q .
I o
z d
K r
Y u
^ e
/ -
J c
M a
C F
P p
U q
\194 g
6 s
N
v
Y U
p s
q E
l u
X F
V f
g d
i z
h L
H y
n D
r )
; c
7 .
j e
k a
J %
: \$
- K
o \163
G k
D q
c a
M r
K u
8 b
5 B
y i
Z H
L I
F h
6 -
X A
S R
O t
/ \195
0 n
C v
" w
Q l
f g
L I
M p
B z
F G
m d
x r
K E
l c
N k
6 O
/ T
b \163
5 -
X C
J R
h 1
\194 i
Z w
n t
y J
c B
" I
O n
W A
o P
. k
G H
m \195
' R
M l
S F
$ b
\194 j
- i
Q a
s r
q
7
9

Non-zero for 17.7% of words.

Filter 46 (bias = -0.51) #

p v
G u
m h
O q
P N
K D
z \194
g t
i .
s B
V F
w H
y n
U 9
b T
r d
S 0
Z 6
<EOS> 7
' 8
g f
H d
Y p
A x
w F
Z P
V D
E v
i c
h ,
G '
? \194
b \$
u 8
U C
W o
4 n
k 6
) 9
M y
3 .
i c
1 b
2 m
J x
4 f
6 F
I A
7 t
H v
W y
X a
5 r
9 L
Y h
- s
$ z
V U
8 k
Z l
H c
6 k
X p
4 '
E n
L C
7 m
3 f
2 z
5 v
8 -
Y g
Q w
W x
1 s
J r
e .
D b
N o
S t
P u
X .
J t
p h
K y
G s
l n
Q -
7 c
0 w
b m
9 M
z H
\195 '
6 g
V v
Y f
O U
8 o
I k

Non-zero for 15.4% of words.

Filter 47 (bias = -0.45) #

Q -
X f
<BOS> p
" x
Y g
\194 n
^ o
Z d
V u
W i
8 h
/ w
6 a
7 s
r
v
l
.
t
e
- U
. B
: P
! A
? C
' T
x D
\194 K
" k
( c
W y
Q ,
v p
g F
j 1
w L
b t
\$ r
)
z
- c
Q h
X A
$ y
I x
' T
/ F
\194 B
V D
E
g
t
S
o
v
0
U
G
s
a
Q h
X -
Z x
\194 f
V p
K y
Y u
$ g
/ i
C a
" d
9 e
o
r
s
.
w
q
n
t
D -
U '
K .
L x
P \194
B "
J W
T h
z Q
E $
0 g
G q
A v
_ S
Z
1
\195
2
M
3

Non-zero for 4.3% of words.

Filter 48 (bias = -0.68) #

B g
K p
N -
Z d
/ j
L h
U v
9 c
X x
Q G
6 s
<BOS> \163
A '
, t
8 r
M i
H e
3 S
5 k
<EOS> .
I m
Q v
2 b
( k
\$ B
O T
1 u
N l
3 U
7 z
8 M
? )
5 %
4 Y
, V
! x
r f
: J
X h
d L
Y -
V e
Q w
A y
l o
C d
R E
b v
k u
B M
S c
\194 f
L 2
U p
/ D
z 1
X \163
' W
7 i
$ O
v s
g Q
T U
0 ,
c f
j N
w a
G S
M R
J F
p r
i /
- A
D L
V "
e '
m .
1
X
q
k L
v A
R D
b l
' y
V d
" O
B .
9 g
x G
Y a
\194 z
u E
f /
M 1
- 5
Q 2
q w
$ t
W I

Non-zero for 16.6% of words.

Filter 49 (bias = -0.51) #

A v
Y -
H f
Q x
g u
L d
X o
S p
V w
Z J
/ s
C z
G a
l i
r 9
h P
^ B
7 e
c
k
u p
w P
v G
W %
q l
H L
M y
? x
( f
B d
- S
\194 O
T K
t s
N F
. z
k C
" c
Z o
I r
S k
K H
O n
l u
G a
M i
X C
o h
L 1
\194 r
z q
m I
/ U
Y P
E p
j R
5 d
. y
$ A
Q F
V -
C u
0 r
x t
5 .
6 E
7 y
G N
8 O
9 o
c w
X H
4 U
v e
\194 f
Z I
p \195
Y a
B T
F m
x w
C M
d E
F e
7 K
Q m
\194 o
' -
8 T
R W
h O
l J
S i
P t
p N
s 2
9 Z
" g
V _
k H

Non-zero for 16.8% of words.

Filter 50 (bias = -0.50) #

Q p
<BOS> x
r s
" l
Y t
M C
H c
Z f
X d
- S
u F
b z
R ,
N 5
W i
q v
^ n
\195 0
D
A
h f
H -
T r
D R
t w
\194 z
Y s
X \195
4 o
M K
6 J
y b
W U
1 P
g %
j a
7 n
A N
S x
( 9
F -
Z g
K u
y v
/ l
M r
Q h
X o
8 i
f J
C T
L R
, k
6 Y
5 b
c j
m \195
$ E
n q
N p
o C
K g
W d
f r
M c
O .
J A
i k
B Q
w I
3 R
N D
S F
x U
6 n
5 Z
e '
, z
E P
m a
. M
a J
A G
q R
\194 P
l j
Q r
W f
I k
t -
d K
X u
/ m
x o
, E
7 g
$ U
L y
Z
\195

Non-zero for 20.1% of words.

Filter 51 (bias = -0.64) #

. f
H p
Z k
X c
Q P
7 T
<BOS> t
\194 K
^ y
4 o
6 O
Y F
/ B
q S
- m
2 r
V v
W s
L U
z
N v
K g
Q -
Z h
/ x
R m
8 p
9 d
U j
& l
, i
( t
C b
3 T
B e
r .
n u
X s
I k
P E
U j
m D
k d
W 0
b o
V l
B e
Y p
Z c
w 5
u F
H S
a O
" g
' 7
i r
$ J
M E
Q N
1
D f
d n
E k
T B
0 '
G A
1 x
2 b
u V
v m
e ,
J w
\163 C
- a
j .
6 F
O N
8 r
g /
c s
c P
C U
g f
\194 B
. K
x r
' \195
0 E
S J
5 a
7 m
G H
h i
8 T
n e
V I
v w
$ u
j b
4 O

Non-zero for 17.3% of words.

Filter 52 (bias = -0.29) #

Y F
m s
X f
W j
T E
H R
y r
L S
l N
G e
/ k
\194 I
^ n
Z x
M C
V t
K c
" 9
u
B
A -
& p
c f
. J
Q i
C x
? e
Z P
U j
/ v
( I
Y E
D w
L d
! %
y o
M 2
" ;
\194 b
T 3
G q
Q u
S t
V B
s o
7 h
C v
8 f
$ n
" T
5 N
X H
Z a
4 m
g y
E w
z .
6 r
3 A
l
S d
t u
, -
M b
W r
K a
5 .
V \195
B g
C U
\194 D
/ L
$ \163
i v
X y
f E
h
q
z
P
v A
- H
d h
z S
x F
9 t
\194 L
0 y
" i
c ,
b r
\163 l
q /
8 M
J C
p N
' n
6 4
u m
X g

Non-zero for 12.7% of words.

Filter 53 (bias = -0.61) #

w T
<BOS> h
5 b
S r
s m
3 k
O q
2 u
K H
o d
W D
4 a
- y
<EOS> A
9 v
E l
/ P
, L
I p
6 B
R m
9 y
v g
J A
\194 p
- w
7 !
0 ?
u G
N H
8 c
" i
6 h
o .
Q L
I Z
& t
B M
( a
\195 U
x u
W T
Q -
X g
" D
\194 j
6 t
8 r
/ k
S R
5 U
K c
7 J
$ v
L z
V d
4 I
, P
E
\195
E x
r v
e f
J '
Z s
j \194
M C
H p
w ,
g h
I d
N c
2 a
X k
\195 m
G S
3 n
O o
T l
D t
p v
r B
O x
G F
P n
y h
Q u
g 4
" 5
Y w
m N
' t
X f
\163 6
K 9
d q
z .
$ A
- s
\195 j

Non-zero for 19.6% of words.

Filter 54 (bias = -0.67) #

Y -
X f
L v
A c
Q d
/ p
l k
W s
H u
7 e
\194 j
6 g
5 P
B r
^ t
4 '
<BOS> \163
V E
N F
w
? B
! v
g J
y 6
. l
r i
G \194
c 9
p T
Q 5
- 0
\163 ,
w t
Z j
O R
m f
' I
" u
b k
\$ )
v y
X u
\194 H
D i
Q h
T r
0 n
d s
6 w
l g
z o
7 U
" -
P A
9 R
q m
\163 3
8 f
B M
e N
b y
B o
X c
V h
I u
Q d
P -
k g
J s
F D
r .
\195 1
j x
l G
A O
q m
7 v
K i
R C
9 n
Z p
H l
u f
M z
Q t
4 x
" P
R o
Y m
8 K
7 a
3 v
V d
$ ,
N i
9 O
h B
g T
X c
D

Non-zero for 24.7% of words.

Filter 55 (bias = -0.49) #

p u
P .
G t
7 w
6 v
8 -
X <BOS>
1 N
3 T
y o
5 B
4 R
V A
2 s
K E
i U
C k
x z
Z r
9 q
M d
K x
Z -
m s
B v
V E
w u
Y \$
X h
/ e
A a
k \163
H p
W F
n .
; D
T j
C 8
& 7
i f
M A
D a
6 h
\194 p
J k
9 r
X g
8 x
Z b
7 y
$ q
0 t
5 i
Q .
" w
j f
/ m
- H
3 B
2 n
G n
b t
E ,
g C
Y D
z d
V H
r f
O F
J /
" u
Q N
\195 1
X y
\163 \194
p I
K h
S q
k .
R c
n E
C b
y L
c J
' l
/ B
I x
, S
1 e
w v
H z
t F
- j
$ s
Z G
p U
i Y
W T
0
h

Non-zero for 20.7% of words.

Filter 56 (bias = -0.55) #

G f
R t
Y m
C e
V -
Q .
7 y
9 o
z M
Z w
8 q
U v
0 F
3 h
1 x
4 n
<EOS> l
" p
2 d
X j
L p
Y v
m x
A f
H k
. 9
u P
U I
l 2
& B
y 0
h e
% q
/ n
( F
! c
M 6
? 5
g 8
: w
k L
Q d
B y
" D
b 1
S -
R m
V u
' l
r n
t H
\194 o
W g
F i
v h
$ G
N p
I Z
9 6
E J
2 r
5 k
6 '
K -
E t
3 R
4 .
8 u
L l
G b
1 Y
0 h
e q
Z m
X n
9 g
D C
W A
7 T
J v
W U
4 z
e C
X c
h R
6 u
S r
E P
5 n
x o
F -
7 k
H s
2 '
q \195
3 D
j d
V m
8 G
Q p

Non-zero for 16.7% of words.

Filter 57 (bias = -0.56) #

T g
D r
W j
\194 h
d R
X k
v b
t n
" x
<BOS> V
Q s
/ J
K S
z i
y F
O -
U A
^ G
6 f
m C
X y
B g
b h
l c
K u
: C
Q H
J ?
6 i
\194 1
f G
; r
9 T
L D
N k
x d
W )
v t
V s
% p
I g
W c
2 -
, m
Q u
a r
5 b
6 v
4 M
X o
A R
7 G
/ k
H J
3 T
t j
1 Y
h
\195
'
u A
J .
M g
v c
T p
R n
B C
9 l
E a
U z
k G
" y
- w
P t
6 /
H L
3 O
Y r
j x
4 S
m A
V N
v H
G n
' r
x I
p w
\194 t
b u
" a
Y q
z 1
X h
P B
S _
- 2
$ E
d o
6 ,
s y

Non-zero for 18.8% of words.

Filter 58 (bias = -0.72) #

p o
G f
X u
Q N
P t
g l
Z B
y s
V S
1 j
\163 -
2 R
W x
d J
" v
C h
c n
^ .
7 F
8 L
m Q
u x
U \$
M "
% 7
L 8
- S
l ?
J q
T W
D p
i (
o 9
H \163
z r
\195 X
f 2
v N
P I
y c
Q k
8 T
X g
L t
N i
W p
6 -
5 j
" v
x u
9 m
7 c
/ r
2 C
K R
Z o
4 P
. D
a h
3 n
X s
Z x
H f
M E
/ F
Y S
K k
W u
L d
1 r
T -
m R
6 U
D '
n b
l v
\194 e
q a
J \163
5 c
h -
Y w
A J
H f
t n
T Z
\194 M
S K
Q P
W m
" \195
q G
a e
l j
, o
$ z
7 r
s
b
E

Non-zero for 30.2% of words.

Filter 59 (bias = -0.43) #

x -
y J
S I
c j
W P
" \195
F u
f l
h R
K i
Q d
8 n
B r
. g
, H
N 1
s D
\194 z
M T
' 0
- y
I h
d o
Q M
! K
v m
z f
: A
\194 B
P S
7 c
X L
R N
9 i
2 H
& O
' ,
J %
; x
j t
u p
h K
4 w
9 o
v O
E n
H m
Y f
8 t
7 c
6 r
" y
R l
\194 /
V z
F .
b ,
3 '
U P
x A
W r
G F
V f
X u
Y d
w t
z D
Z h
K j
$ e
Q P
5 n
6 q
R
N
y
T
-
k
H
S u
Q H
O d
G D
r h
K y
" 1
' U
b i
z n
R L
V T
Y v
o m
X a
$ 6
E F
w q
t
_

Non-zero for 14.6% of words.

Filter 60 (bias = -0.42) #

. P
\194 p
x k
Q j
a M
<BOS> f
L i
q T
W r
X m
A g
/ y
Y t
N e
7 O
8 F
6 G
l c
" J
9 E
W f
T F
q j
v m
Y g
\194 s
B M
a -
" n
I e
; L
1 .
Q %
X r
9 Z
& G
H y
2 S
: '
t \$
B d
k D
V u
b y
K 1
w h
Q c
X -
r L
Y .
f v
S 0
N g
M H
W T
R \163
Z s
J 6
' U
8
f v
U T
s .
P D
R c
F g
3 t
K d
, q
k l
S 0
9 \194
r -
B h
4 j
8 z
i m
N o
Z \163
V X
w D
W F
X d
2 j
a f
I u
Q h
Z c
V r
A P
i T
K l
4 R
$ y
z v
L
C
o
M
x

Non-zero for 16.0% of words.

Filter 61 (bias = -0.43) #

S -
s m
G q
E v
5 p
C n
A P
O H
Q T
4 f
U d
z b
R u
F \195
8 M
Y J
3 r
<EOS> y
" e
c X
z y
g H
G f
s T
l q
- M
S F
j B
R h
& N
J D
V e
Y t
% W
w m
5 P
0 u
E ?
o ,
' ;
Y I
b d
" -
m i
M s
X p
Q E
B 2
\194 j
V n
K 1
Z w
. P
$ e
W t
T a
h g
' u
/ f
L 3
Y m
R c
9 M
a t
N g
B j
x e
Q y
o F
7 D
8 d
\195 f
b p
L -
3 w
l T
A v
h C
" n
J '
W u
Q j
O .
" F
X g
Y n
K -
$ f
\194 e
p h
, b
8 w
6 s
G v
r
A
m
t
k
_

Non-zero for 12.4% of words.

Filter 62 (bias = -0.51) #

W j
Q f
X F
" k
Y v
a P
/ J
. n
O C
^ -
A R
p
s
c
t
u
D
d
0
i
J y
X c
V d
w h
E u
I D
2 p
Z C
5 .
9 t
6 x
j f
W ?
3 m
B r
4 o
K F
Q U
7 a
b '
C E
Q v
R w
7 e
/ -
8 T
, t
n u
L M
A j
r m
Y g
x i
P W
l J
9 \163
p 2
K q
' d
N k
X s
Z A
v i
M S
V U
\194 a
c t
Q h
D E
0 ,
6 O
8 o
9 u
" f
b I
7 H
m r
. y
q l
$ k
r v
f d
K T
n 0
N \194
m 6
Z 1
. E
y i
b D
M h
/ W
' 4
A 2
L t
w 7
\195 j
U u
R Y
F I

Non-zero for 14.6% of words.

Filter 63 (bias = -0.51) #

<BOS> T
F B
Q o
- A
j k
e i
. K
s U
d z
E Y
" p
S t
x \195
7 m
8 y
6 H
' a
4 O
\194 r
f l
Y j
z t
B e
K r
b d
& -
L F
U p
V g
\194 y
G I
X f
Z \$
9 H
% n
W D
x \163
/ ?
l P
6 h
C o
k y
V e
R -
I m
s O
U .
F h
Q L
n D
B T
' g
9 M
P E
7 l
, G
Z w
4 d
\194 q
$ p
Y F
R C
u n
b p
\195 t
r d
J c
" 5
o g
T j
U s
B I
- S
M ,
K e
N 2
m f
9 4
Q A
O i
p B
G N
y t
g E
C w
1 u
V A
c .
d a
P f
7 v
Y I
Z U
8 q
X e
i o
6 J
m R
' \195
4 b

Non-zero for 16.8% of words.

Filter 64 (bias = -0.52) #

<BOS> y
S H
s p
Q h
' 1
. d
R P
O q
z u
t T
\194 m
<EOS> v
I D
j i
^ a
/ 6
l B
L
x
8
b y
v m
Q ,
V i
g L
q f
E o
k %
9 U
X H
0 /
) O
j K
R h
? t
r l
\163 s
. M
7 u
J 1
Y f
z F
T e
b 3
k 4
m j
A s
Q -
V 2
X 5
G d
B E
l 6
r n
. x
g 1
\194 i
c 8
' u
\195 ,
m F
Y f
W P
w k
- B
X r
$ R
/ C
O x
M D
G c
g d
9
8
v
N
e
0
h
a
S x
t f
O n
E d
A P
w b
W v
s p
U -
g J
z q
T F
G 9
Y L
$ 8
I l
Q 6
i \195
7
D

Non-zero for 17.2% of words.

Filter 65 (bias = -0.36) #

Q f
X r
\194 u
<BOS> P
W F
" i
c J
Y -
V l
Z j
G e
^ s
p
\195
h
o
H
a
n
E
J y
j s
P .
R a
\195 S
; A
T c
- \$
k !
0 x
V ?
b U
r h
v W
9 ,
X (
I L
B t
l O
) f
Q m
W o
X c
I M
\194 g
" f
$ j
q D
a L
7 y
u
J
r
G
-
F
n
l
e
h
R x
D b
- B
I h
d f
O k
P w
l F
J v
u m
/ W
o a
1 e
\195 q
j c
$ y
C .
Q V
7 g
r p
D w
8 t
R m
G v
Q f
7 B
1 k
u p
" x
3 l
U i
9 b
d q
Z n
r W
L a
y .
C A
4 z
E e

Non-zero for 17.1% of words.

Filter 66 (bias = -0.56) #

F p
. z
7 P
4 T
Q k
\194 O
5 o
6 K
8 m
H U
h i
Z G
j r
<BOS> \195
N w
n y
/ v
X b
L J
^ -
C -
z e
S u
s j
B H
U d
k q
V D
K M
x ?
G r
Q .
c J
A t
Y n
& T
b o
) y
8 g
9 w
O V
N C
K u
r s
E n
W k
o v
t j
Q x
T -
e i
q g
w m
I '
\163 h
X Z
y F
a 4
A J
" 6
Q H
z h
\194 m
v u
G f
" y
c M
X F
0 L
p i
d A
$ n
9 B
I U
\163 t
O e
7 j
' _
8 N
W k
A -
a M
I f
H v
l u
7 m
1 E
C e
, s
X j
q o
n c
Q J
5 '
p T
Y U
/ F
h w
i "
2 y

Non-zero for 24.6% of words.

Filter 67 (bias = -0.53) #

X k
6 t
7 B
8 C
W r
" n
4 f
\194 A
Q U
2 c
3 R
5 p
E z
Y m
<BOS> P
d s
^ a
L w
1 '
- T
X y
q m
Q s
9 c
6 g
7 p
W G
\194 f
B U
N o
2 %
: C
8 z
( O
I i
4 '
" r
J t
H d
5 -
D k
s b
L q
U p
d B
z r
O V
o x
G v
/ f
u w
l n
S h
5 g
\194 e
, H
1 F
E i
$ W
8 X
n u
p -
w D
B R
W T
A d
, E
a Y
K U
I G
X j
f J
q s
V o
5 h
Q v
k g
x M
2 "
C L
X F
G A
W s
M B
" f
O a
$ h
Y x
Q u
- l
Z U
L
k
t
b
S
_
n
j
,

Non-zero for 11.7% of words.

Filter 68 (bias = -0.49) #

H -
A f
h v
L j
y <BOS>
Y J
W p
/ P
1 k
a R
Z '
X r
4 e
U s
Q o
^ x
. b
z
F
c
q s
I m
Q g
W M
X G
\194 f
T u
a %
t )
; y
v F
B j
: L
" U
N -
( Z
p S
2 h
7 J
, V
z j
K F
W H
w h
a g
o M
x t
O r
v k
U C
G e
" V
9 D
2 u
c S
p T
Q l
B A
8 i
N n
V c
i .
k D
P o
X d
M u
Z v
W z
4 l
f h
H T
m t
3 L
w 0
K N
J A
2 r
b a
6 R
F x
Q M
7 m
\194 f
d w
8 B
C y
$ T
I K
Y e
" t
R k
6 o
l v
9 i
X N
c
_
u
n
r

Non-zero for 22.9% of words.

Filter 69 (bias = -0.48) #

<BOS> P
t p
S f
. b
O n
E x
s k
\194 B
w F
W r
" \195
o J
z y
Q a
- q
^ H
m
i
1
L
C f
D w
Z -
) i
G o
7 W
c a
0 t
Q q
V h
8 u
X y
\194 r
5 e
& p
6 E
L k
9 x
z m
F ;
W d
X u
K r
M R
/ -
B g
N k
\194 P
6 p
L C
5 I
Q s
m U
Z c
S D
" z
$ \195
w j
V i
4 T
p u
G -
g R
c n
y N
T J
W f
O 9
k j
S \195
\163 .
Y L
z o
X F
i l
m s
V /
A I
K B
C r
u f
v K
1 p
H O
- m
d r
g y
4 ,
R o
0 N
h t
Y S
J l
7 /
9 B
D w
j x
6 .
E A
U F

Non-zero for 20.0% of words.

Filter 70 (bias = -0.49) #

s q
G r
Z T
V B
m k
S t
L N
5 v
g o
/ a
4 u
6 I
^ h
Q R
' \195
X p
M H
<BOS> n
C P
z f
? p
u x
. f
! B
Z S
- e
D E
m F
U k
c b
& i
C ;
/ K
y W
M P
( J
n 5
' a
g q
d ,
C E
M p
n O
Z d
V -
H o
/ P
\194 e
m z
A a
Y r
$ \163
X G
' x
B s
F f
. J
k \195
t 2
Q b
J c
5 d
3 y
4 m
Y .
7 v
6 p
9 u
X \163
2 T
N U
V D
i k
S '
B t
K r
l g
W f
j P
H a
B y
k d
I .
R -
S x
Y n
T c
t m
Q u
O h
E L
A D
V g
K f
z p
J Z
X 1
W 8
$ F
e

Non-zero for 13.2% of words.

Filter 71 (bias = -0.64) #

<BOS> A
v l
9 h
" y
X g
Q .
J n
R t
V L
T p
M o
\194 S
B a
8 s
Z f
k x
W ,
6 i
b m
Y F
z F
& 9
l e
t 4
O J
m )
Y 8
' 3
! x
T 2
A 6
U n
; f
Q 5
/ N
. j
: B
\194 7
s 0
G Z
U j
K -
O g
a v
A x
E h
I b
, n
W V
z 0
w '
2 J
y c
Q l
t .
s Y
/ 7
B M
N \194
P q
b y
l i
Q h
B M
z d
R c
\195 u
A t
X e
r 1
V f
J s
Y g
a H
L 4
I E
9 D
. -
q F
N W
K T
o t
5 u
3 A
G H
9 q
O E
8 h
n d
/ e
, D
' .
C r
S v
W b
$ a
Z k
x g
6 \163
V F

Non-zero for 19.8% of words.

Filter 72 (bias = -0.47) #

' H
c L
x T
C A
s E
f l
<BOS> D
V 1
k J
S a
\194 \195
v I
F i
n q
" 2
. P
Q u
M U
- O
<EOS> e
U p
Z S
L f
& c
u g
\195 j
/ t
! x
A e
a F
: h
H y
z k
B O
J '
R v
( i
X \163
Q o
9 \$
Y f
G F
W r
H n
1 e
U .
X -
i j
$ t
4 x
V v
6 N
L q
3 c
" w
Z k
T p
\194 b
O '
/ I
d m
8 f
G k
7 B
2 t
Q M
1 o
D i
E T
5 u
6 v
0 l
4 w
g n
X b
9 h
Z r
\163 H
c '
3 -
L r
l I
m k
x R
B g
. u
f 1
K E
b p
/ C
\194 -
5 \163
X d
A P
6 c
S 2
M T
J i
Y O
o H

Non-zero for 19.6% of words.

Filter 73 (bias = -0.46) #

<BOS> c
- y
Q D
\194 C
b p
W F
I G
Y g
" n
X d
R h
V m
^ 1
J T
L
K
0
M
P
o
G b
O B
1 k
Y f
3 a
o F
y A
M v
4 .
g U
W x
5 r
i t
6 z
D q
- n
2 s
H m
7 l
0 P
I h
O x
t b
Q m
c L
D u
r Y
z B
T V
\163 H
E i
p f
d J
C 4
P 6
w l
2 v
$ n
" M
F
. p
A P
z f
\194 i
Q k
U x
L F
u y
c n
/ J
D r
$ ,
E 3
Y 1
Z e
s j
w K
" H
N B
6
Y f
V -
G n
W d
T I
X t
" l
h o
Z s
H .
g r
M j
4 N
Q e
$ F
k ,
8 p
b w
\194 P
a

Non-zero for 13.8% of words.

Filter 74 (bias = -0.34) #

. P
F z
h p
e k
t T
<BOS> J
N G
S U
- K
Q R
/ \195
j B
n 0
A i
H Y
q v
\194 9
x 1
' C
f b
H c
X f
V o
Y x
4 r
W y
6 d
i -
I p
7 .
Q v
5 ?
: u
2 '
A s
3 \163
Z D
\194 n
g
b
U -
k .
P j
H x
B g
K d
T v
Y e
r 5
y 0
m c
R l
Q o
" s
\195 S
, D
i n
M E
W w
A 6
z h
O F
o k
K V
I j
a g
t b
A M
l m
, H
/ u
N f
w '
D x
W -
T Z
2 r
U 4
L y
B e
W l
" r
Q p
\194 m
8 o
9 t
4 g
6 j
$ n
X A
2 D
7 f
E P
3 L
T
c
_
y
\195
J

Non-zero for 11.7% of words.

Filter 75 (bias = -0.51) #

c f
C P
g u
G U
Q J
Z F
W E
Y b
\194 e
X l
n s
. B
0 m
^ -
5 j
1 \195
/ L
" k
o i
8 a
I x
T h
w L
M S
t s
J y
; g
2 l
X .
B b
P %
K F
W A
N m
v G
E p
R !
k a
D f
Q \$
A -
z j
W u
a M
I h
Q e
B f
t J
, F
U g
K r
X d
/ x
O D
\194 y
k o
$ n
C m
w L
T v
P t
R h
Z S
C E
n e
\195 T
Q v
U W
r o
' g
V j
9 x
/ w
I O
- c
J A
7 .
b F
X i
k y
W C
M c
e n
E R
X z
m d
H p
w r
" g
T D
i G
t A
4 s
6 0
S a
Y P
$ U
\194 x
f 1
B k

Non-zero for 24.5% of words.

Filter 76 (bias = -0.60) #

Z o
X p
. s
w O
q S
H k
n R
<BOS> c
2 T
L y
6 f
N G
e U
A t
4 z
7 P
V '
Q C
5 i
W r
Q y
G H
R h
z m
C i
c f
g u
V L
& %
' o
! M
" t
r T
9 ,
I B
Z l
7 W
? e
X a
0 1
k -
B y
b d
R .
Q s
Y L
V m
q D
r u
X e
I g
9 M
P j
T f
" o
\195 F
W c
p h
a w
\194 E
g U
w f
n u
Z v
j T
V d
5 y
4 B
G P
2 D
- F
X m
3 t
7 s
i "
I k
J a
1 x
H L
A ,
f v
y 0
m n
S g
K u
O A
M D
W R
" I
p C
F z
, c
e q
' 1
x d
P .
X \195
Q a
$ J
/ T

Non-zero for 20.3% of words.

Filter 77 (bias = -0.44) #

. i
F T
n k
N z
L p
/ G
h Y
Q P
Z O
A U
D v
d J
q K
f E
8 B
e W
7 b
H V
j m
y \195
Y w
" .
Q z
\194 n
S a
R -
h g
; m
7 s
8 A
X !
9 d
V c
6 U
H e
: t
4 I
T f
E
p
Y .
J -
0 f
B s
K w
1 e
T d
9 '
5 m
G u
3 F
7 y
6 t
R g
i \163
l r
o a
V E
X c
8 n
C -
B x
U g
R h
P E
K w
/ e
k .
T W
D d
t q
, a
M p
A y
F v
l \163
Q b
z 2
I 4
\194 i
Q g
" j
K l
' -
\194 h
W d
, A
f e
$ E
/ D
9 u
N L
8 H
B .
R J
S i
T
w
_
b

Non-zero for 13.7% of words.

Filter 78 (bias = -0.47) #

Q H
' h
<BOS> L
O e
" T
G A
R B
s q
z j
C l
c u
<EOS> t
p i
K F
S D
^ J
o m
r v
- M
4
! -
z o
b f
A j
a O
. S
Z R
L r
X u
V M
m t
c i
B N
w E
v ;
g e
) 3
G s
q ,
x \$
Q x
X g
W j
H v
N -
/ s
Z l
" p
$ o
M d
q G
K 0
I c
B J
A h
z
S
i
f
D
x D
b t
f T
V d
Q I
" g
9 1
' z
B i
R E
Y j
N c
8 u
S w
k 0
r H
K -
F e
h 2
Z _
j x
H b
I v
D a
M z
1 B
n k
r s
- m
J U
t f
O .
N "
3 W
2 c
/ '
i V
e p
7 \194
Z h

Non-zero for 27.8% of words.

Filter 79 (bias = -0.47) #

R x
G h
- m
Z f
j B
I t
J a
r y
g W
Q l
C v
<BOS> q
P A
7 o
9 ,
E .
2 L
3 p
0 i
V b
! f
. F
? k
: P
Y p
- C
( B
& S
w t
g j
H c
W ,
Z K
X x
A s
Q v
a )
q e
L M
u i
H f
y l
Y p
W j
u x
U -
M b
T P
h e
1 d
Z F
" J
A v
N s
3 z
$ I
4 S
/ '
c r
C .
L k
E C
6 '
5 n
e r
8 p
D m
2 c
4 g
3 b
7 R
S V
J t
N i
l w
X U
O v
d T
9 P
0 z
M l
W d
K z
f .
y -
" a
X D
V A
H g
4 L
3 v
k u
F o
Z s
B 0
m \195
i x
Q c
$ R
e I

Non-zero for 16.7% of words.

Filter 80 (bias = -0.58) #

O a
M b
K k
D x
N .
X g
3 s
o m
8 A
5 v
<BOS> n
9 w
" u
6 p
0 h
Q -
J i
T z
/ '
7 U
v U
q s
\194 R
X G
d r
T %
t C
e K
W z
6 A
j Z
D y
l o
: g
7 k
I \195
0 c
H n
\163 O
" L
U p
D x
u q
R i
L w
s W
/ h
z g
\194 e
C k
M a
l b
. f
$ 2
Z y
d \163
Q r
' 4
Y n
3
x T
f t
K u
8 g
5 H
9 r
6 j
W I
o k
, D
N E
p U
B A
3 -
n R
7 _
X z
L i
4 d
a \163
W d
w x
M C
O c
X D
$ n
" p
Q P
t h
E L
0
F
l
R
r
a
b
u
v
\195

Non-zero for 19.4% of words.

Filter 81 (bias = -0.42) #

<BOS> f
V u
X y
Q t
Y U
b F
G s
g d
Z ,
" o
^ D
\194 i
7 L
W h
n
e
H
a
P
N
; .
T n
R L
r w
O Z
" m
P x
Q g
I 5
k !
t A
Y V
p F
\163 b
u l
, M
d f
W c
U )
H s
K -
8 j
5 g
6 t
3 r
W k
9 e
1 b
, v
L u
/ m
2 .
4 T
Z '
7 E
X f
y l
N F
Y d
B \163
Q t
G H
" A
' B
p h
R T
8 u
P n
O i
r m
V M
z w
9 L
$ l
X q
b D
7 _
Y e
- v
x F
E h
- B
2 T
s A
e t
3 k
J c
I Y
j q
P v
G m
d l
4 .
w C
5 x
O b
6 o
7 \194
Z n
8 a

Non-zero for 19.2% of words.

Filter 82 (bias = -0.34) #

S U
<BOS> A
j d
x a
f z
M C
e t
E I
F T
J D
9 H
N n
" 1
3 m
4 p
8 u
b P
o y
5 c
V l
E x
g f
Q n
T v
A o
G p
I B
O h
t ,
& 9
? a
r 6
X y
( d
j i
w 8
e u
H P
Z '
\163 K
8 -
Q m
9 l
2 g
X i
B j
6 o
Z u
5 r
7 f
C p
c J
K '
W t
F h
4 s
" b
N \195
0 w
3 .
p u
S U
l D
x R
g T
W d
V r
i F
X N
Y M
5 H
G P
O v
w y
\194 E
\195
c
B
_
Z
3 c
E v
Q t
X k
W C
4 T
" p
Z n
Y D
2 d
O B
$ x
7 f
6 z
J l
8 A
H .
G h
V m
a

Non-zero for 12.2% of words.

Filter 83 (bias = -0.67) #

f g
B -
<BOS> j
x G
Q i
, E
F T
K J
\194 u
N 1
/ w
" r
a 0
8 p
W H
' d
S D
L e
9 h
U \195
A -
Z v
. o
! p
L P
V J
m r
/ T
C R
? ;
g u
F \195
( d
& f
5 O
X I
Q k
4 E
S q
n i
s x
O p
U v
M q
/ b
R h
u a
E B
S k
$ 0
- n
Q i
t 6
D f
N V
j 9
G W
" d
1
P
j B
g a
D N
d A
X s
G U
M o
e f
H w
T ,
P x
1 .
6 R
- n
p z
7 K
0 k
V t
J r
4 '
- p
n S
u G
H x
Z b
I g
M h
9 A
\194 l
/ c
1 O
6 y
2 z
$ r
N s
J E
w f
R m
X k
7 F

Non-zero for 18.1% of words.

Filter 84 (bias = -0.58) #

d A
P h
X t
p k
6 s
D B
2 .
8 S
G u
0 H
7 r
1 n
9 g
Q F
J f
<BOS> w
" U
- N
K m
\163 a
w d
W F
O D
E y
K h
G L
J m
o u
3 f
Y .
I x
2 c
& C
z l
S P
Q v
R H
X n
N t
i U
Y f
g y
j ,
h n
G P
V p
T K
l N
b a
v I
0 F
J r
S /
\194 d
E O
z 2
u U
4 w
R Q
A o
X r
\194 u
6 A
Q U
7 w
8 k
" o
5 f
0 t
d B
V m
$ \195
9 H
G N
4 a
2 n
W _
v h
D R
i
2 o
Z R
4 r
X B
e k
5 Y
6 T
F u
d \195
g l
w U
7 b
Q J
. h
j z
W K
8 N
V O
$ a
1 A

Non-zero for 14.9% of words.

Filter 85 (bias = -0.47) #

<BOS> c
r y
J h
P g
R D
b d
f t
\195 T
Q v
I 1
- C
N .
9 A
X u
l W
j i
V G
K 0
B m
k H
J f
Z y
z r
) p
0 h
V x
6 t
D ?
L \$
X e
G o
5 q
9 .
7 k
& a
Y O
\194 '
U -
C \163
2 F
- k
o F
z r
. h
\194 f
W j
/ p
w P
$ S
X b
v H
" B
D A
O i
Z g
d e
K t
C
V
R
p u
K H
O h
z -
c j
P M
G R
, Y
Q g
a k
o J
X V
W b
y n
\163 m
2 v
I Z
S .
f 4
5 i
m v
y j
K d
r 0
M E
Y t
" I
Q s
Z 5
/ g
X D
' e
O 2
b F
N 4
$ x
U S
W i
f l
H z

Non-zero for 16.0% of words.

Filter 86 (bias = -0.52) #

<BOS> g
f 1
F h
M 0
Q i
m G
' z
K o
X d
N c
e Y
" u
/ A
P a
B T
r D
b v
Z p
. C
V l
w x
2 f
E .
J l
3 h
1 b
Z F
I m
G p
) B
i q
4 y
- v
g a
R t
U '
H L
u \$
5 c
0 r
T p
" n
v g
u l
\194 A
Y L
W x
Q f
M s
k 5
R F
$ G
B C
q y
X a
H ,
E S
t w
9 o
U i
K j
2 h
z k
c S
w F
W i
D l
N f
Q V
X b
Z g
O m
8 s
/ H
a Y
1 x
d t
y u
9 '
. r
f T
y g
x t
F k
8 r
K I
Z E
n z
/ j
L R
6 -
5 v
, l
M u
4 J
N Y
3 \195
9 i
m A
W q

Non-zero for 15.6% of words.

Filter 87 (bias = -0.37) #

W -
x u
B r
p .
v j
k l
c s
X L
V R
K d
6 U
8 \195
5 J
0 D
4 m
\194 H
" o
9 I
q n
S g
H x
( f
? p
W s
w P
Z d
A z
M %
X v
q b
I G
n l
/ F
N S
t c
Q o
1 0
4 J
Y L
! j
M t
f g
K c
m h
P d
b v
L A
J i
Z I
R p
r 1
U C
\195 q
Q a
X T
/ w
" 0
V 2
N D
Y W
Y w
o e
G k
O -
l t
S I
L u
h F
x v
K f
0 n
8 E
p .
7 q
5 H
\194 j
y M
1 U
" Z
D m
Q i
d k
" o
. C
q n
X J
e z
W G
\163 s
E B
\194 m
8 K
D R
H g
N V
$ f
7 w
2 p
I l
a U

Non-zero for 18.9% of words.

Filter 88 (bias = -0.44) #

t x
T n
O V
U F
<BOS> b
u 5
E Z
I 9
z f
" J
Q 7
W h
D 8
d 4
/ 0
s j
\194 6
^ p
g
3
D x
C a
c f
R b
T l
M q
) A
G w
u .
0 %
Z B
U :
Y p
1 e
" L
& h
j \$
\194 W
' !
O m
l u
L k
z E
A e
. T
/ f
X v
Z r
G M
K F
5 h
Y -
Q j
\194 t
a y
m i
n H
V \163
C R
P
b d
B D
V g
Q h
K u
k y
f c
X 1
" -
9 t
P H
F o
S .
R T
W n
' l
Z A
x i
U j
8 0
C -
Q m
\194 u
8 .
7 r
0 w
c M
5 H
6 f
9 e
S b
z h
, g
" o
G y
2 L
X \195
$ J
V n
1 j

Non-zero for 13.3% of words.

Filter 89 (bias = -0.48) #

H c
M x
<BOS> z
X s
Y p
J a
- v
j C
Q t
u w
Z f
r k
" A
^ o
7 n
R ,
V S
3 B
\195 U
d
K -
z u
S ?
O H
X h
B r
G n
5 .
A d
0 f
c y
T R
Q m
t '
& !
C b
, g
W s
D q
\194 \195
k .
V o
F L
f l
P -
v A
' N
B h
C g
S n
s D
p H
" u
U r
Q q
i \195
t 1
T a
W w
\194 /
A M
a -
q f
l m
h G
. P
B y
\194 j
Q s
I c
Y e
W E
N u
H U
t F
X J
, Z
7 g
/ p
x K
\194 p
" F
- P
Q y
Y f
v i
R g
$ A
u m
W e
. j
9 t
' L
N C
o D
q G
_
c
K
k

Non-zero for 15.2% of words.

Filter 90 (bias = -0.41) #

T s
k F
I S
q L
R f
v x
P .
Y e
p E
\195 5
r y
H j
<BOS> G
Q h
X m
1 M
i 4
\194 g
B K
C A
G t
Z f
9 m
J a
3 h
0 l
5 F
R A
2 k
8 b
1 .
7 y
) B
g T
4 q
- x
o d
C p
w H
V v
m u
V a
X o
M c
Z d
L h
l t
j v
J R
b s
K E
Y r
/ N
6 q
P x
G U
Q \163
F y
$ I
5 1
t -
A p
N d
B P
/ x
w b
M J
C G
Q l
. i
n m
W u
c f
Z g
I \195
, s
\194 r
X v
$ j
H h
Q h
m j
z J
' N
c o
" u
G H
X -
C E
V e
p i
\194 r
$ n
U 3
Z R
P q
y 4
K l
/ w
I

Non-zero for 12.9% of words.

Filter 91 (bias = -0.52) #

\194 w
S r
l p
L -
Y P
<BOS> k
Q i
/ \195
. E
5 I
h u
7 J
x e
F q
6 n
^ y
V 2
X a
" \163
A f
r v
l E
! w
. W
? s
g 2
m B
L i
Y 4
y )
A 5
H 9
Q 6
h U
/ 3
: x
' z
D f
p e
b K
5 u
x r
6 y
F T
9 H
V h
S -
8 t
7 m
4 o
2 Y
s g
X q
0 .
K M
3 D
Q \195
E R
z A
f O
4 z
n m
h P
1 r
3 l
H U
5 O
9 p
6 t
W T
2 s
7 G
8 '
q b
x d
N Q
i D
Z f
w \163
0 .
W z
X c
m C
Y s
" R
y U
h g
H I
M D
f A
x n
6 w
Q 0
\194 u
$ E
q _
V d
K G
t
v

Non-zero for 27.2% of words.

Filter 92 (bias = -0.42) #

x D
B P
a -
A d
b G
W p
h T
. J
F O
N 1
f j
q z
S 0
w g
k o
<BOS> \195
4 l
Q R
V C
s u
z h
! j
X u
Z f
Q S
K F
& x
G i
b s
/ t
U -
V \$
P e
m o
w H
\195 4
; E
? y
a d
A 3
P .
G v
p u
O h
R m
I t
Q q
C x
3 B
7 w
r M
1 f
2 e
K c
V b
J N
Y a
9 L
X T
S n
d b
I p
\194 k
Q x
D f
/ m
u B
H K
$ g
t c
7 w
1 G
, r
V
v
M
J
e
o
y
k -
B y
V o
F w
b g
P .
Q u
S c
l 1
X d
R n
f h
\194 G
T 2
j D
t 3
Y Z
I O
C N
' W

Non-zero for 15.1% of words.

Filter 93 (bias = -0.44) #

<BOS> h
w H
- F
O l
Q A
E L
W p
" k
z x
K y
o m
^ i
<EOS> B
N P
G d
2 b
I C
a
n
T
& p
s q
S v
O x
. P
m k
/ b
L 9
U n
t B
( 1
o 2
A 0
% 7
M )
Y 8
l a
z 6
G d
: J
W -
X r
Z R
2 j
6 f
4 t
w '
B o
8 u
K l
5 P
a s
E C
V p
L k
Q d
3 n
b O
q I
9 S
N p
F g
M z
f T
\194 G
Q c
" i
8 w
9 k
/ A
6 t
$ r
4 a
u \163
Z O
7 l
' 0
3 E
, I
L P
i c
J .
l '
Y F
H C
1 t
3 s
p M
L Q
6 D
B v
h f
W g
a -
\195 d
4 r
7 "
P \163
K j
2 k

Non-zero for 18.8% of words.

Filter 94 (bias = -0.43) #

U .
K g
z j
a r
i -
, h
L F
P '
1 c
2 e
3 M
B t
6 k
O q
5 b
J v
W <BOS>
I \163
\195 "
<EOS> n
S m
Q u
( i
\194 p
" k
& v
\$ -
X U
5 n
7 a
N w
O P
: y
F b
8 \195
/ T
d
)
H
g
O v
3 c
I t
1 F
2 k
K .
\195 j
P m
J x
r C
o '
H T
N h
i g
a \194
p M
W s
X S
, f
/ b
h f
q P
H c
A p
a M
W K
Y C
l '
. G
\194 m
L s
7 n
T -
X y
u r
4 k
6 o
E O
I F
B Z
s T
3 q
S b
O .
o D
5 A
4 r
W t
- m
G l
i v
9 d
$ F
2 h
w a
R k
K B
" p
8 L
, c

Non-zero for 18.8% of words.

Filter 95 (bias = -0.46) #

Z f
X r
M A
\194 k
" E
Q t
/ l
^ F
W a
Y S
m s
8 B
6 p
<BOS> i
' j
y h
D e
c I
x
b
p .
J m
P H
G u
9 t
o A
O ?
0 y
K !
R n
; U
x M
3 (
7 F
8 Z
z h
\195 L
Y /
S w
r \$
Q u
S n
" v
X -
Y m
O M
W f
$ i
A D
G J
E j
o
d
T
t
c
y
w
H
1
Q x
I f
P o
X w
D B
d b
T v
H m
7 s
$ h
C K
\194 n
" .
c
a
N
L
y
J
z
R s
r y
q i
9 p
N f
v m
u O
b S
Y ,
Q K
0 w
J W
j U
7 a
T E
k z
\195 G
D x
B L
n t

Non-zero for 16.4% of words.

Filter 96 (bias = -0.37) #

B g
U -
k j
R p
Q .
<BOS> h
K x
I G
P c
T d
9 l
, o
N e
" y
W m
a n
u S
H 0
\195 D
/ 5
Y F
W f
x j
b t
G n
" e
\194 P
X I
& r
z D
: d
h C
o \$
V M
! s
a -
v ,
Q k
9 u
8 y
D w
d p
Q i
u x
C k
\194 B
L f
/ W
. b
Z o
F a
7 K
8 E
$ S
R v
" O
M g
H z
j q
U J
w T
Z h
V d
X u
K D
n y
W r
5 p
2 o
Q t
B l
/ R
N P
. Y
4 O
M c
6 v
b H
9 1
\163
v L
k l
b D
V A
w ,
' y
" /
g d
- 1
W H
q o
B 5
T O
M U
c n
X s
x F
\163 C
Q N
Y 3

Non-zero for 13.2% of words.

Filter 97 (bias = -0.57) #

2 f
I m
1 .
W c
w y
3 h
6 r
J F
4 x
i '
X S
E o
9 t
5 b
7 g
Z M
H l
0 k
z p
<BOS> j
M g
f z
F l
y p
e C
" n
W A
E k
\$ r
N G
K R
8 \195
6 I
4 0
S b
Q a
( c
3 -
X i
H Y
o E
' 2
. P
m p
M g
/ 1
t I
\194 e
f J
c b
N 4
n 7
$ H
, i
y 3
- G
u a
C \163
" 0
s V
z H
G h
c F
v f
0 r
K k
D t
Z i
w j
X u
g S
\194 I
o ,
m N
. A
d e
5 q
T R
O n
8 B
Q o
" f
$ B
W r
S l
\194 J
4 \195
X m
7 n
b
p
v
P
T
L
_
u
K
k
z

Non-zero for 18.4% of words.

Filter 98 (bias = -0.49) #

<BOS> x
R h
Q p
/ b
M g
D f
I a
\194 k
Z F
U l
" m
N A
^ i
u y
O S
9 e
- q
X L
B
V
J C
E c
; n
l F
b )
% s
W Z
q y
o '
O d
T D
Y U
B g
e ?
\195 8
: !
- .
X 1
w 5
r /
G u
Q -
Z t
V o
X v
8 i
K T
" j
b f
c H
z J
C n
Y q
L I
7 h
g N
$ e
5 R
S l
6 d
Z t
V r
i R
H u
X T
4 v
6 .
1 c
3 o
5 s
2 N
7 E
n D
W f
p z
m U
g O
G '
Y S
J k
K C
o k
W s
O '
w F
J d
E c
M n
X R
e u
N U
T .
3 g
2 r
B A
5 h
6 V
i Q
L a
Y x

Non-zero for 22.4% of words.

Filter 99 (bias = -0.43) #

v F
z H
T L
<BOS> h
p 4
k j
B y
o Z
b e
\194 A
W s
O 5
" n
Y 3
K g
q M
' S
c .
R 7
P u
S v
5 T
Q -
s u
7 k
4 m
& p
A q
L o
F r
( t
\$ y
/ f
8 b
Z ;
6 M
: c
V \195
C B
3 i
w j
W -
K l
Z d
B D
a u
X T
n R
y J
Q o
V t
2 h
N v
A g
U 0
k S
, r
/ Y
b s
3 \194
u c
R y
- p
I G
l x
H K
J g
Y f
\195 C
U v
Q 0
b D
r o
s M
A \163
L e
\194 m
/ O
$ F
7 w
M s
X l
Z d
m z
W o
H C
" ,
Q I
y n
b x
Y R
V v
g f
e t
r 0
. i
q a
$ D
w 5
G p

Non-zero for 17.8% of words.

Filter 100 (bias = -0.44) #

h -
H p
M z
T w
Y P
y s
B I
W g
\194 d
" G
N \195
F J
4 b
D a
8 r
t l
S f
X n
6 <BOS>
L '
. i
Q H
c h
' J
t 1
& %
( L
" 3
z m
s p
? y
\194 4
! Y
I 6
C P
S B
\$ l
N x
r u
R n
/ c
B g
5 d
X p
N y
l -
\194 T
A u
6 r
L v
, \163
Q G
7 k
W D
Y E
4 P
K m
V e
9 U
n z
k L
v y
R f
u l
V .
i K
- O
I m
9 o
J F
C A
Y p
T x
\194 S
0 r
1 N
4 e
2 /
H ,
w D
M z
' a
f A
" E
$ 0
Q d
/ g
- G
m U
W L
\194 l
y D
N v
X b
s
J
x
1
_
p

Non-zero for 16.3% of words.

Filter 101 (bias = -0.48) #

U f
a j
Q t
Z o
z M
u p
2 S
I h
8 c
" e
A x
X F
E l
L v
\195 m
1 n
H i
9 T
7 g
R k
G f
E k
O n
o F
z P
g t
0 '
Y p
& H
L q
c I
K i
D C
5 ;
S ,
3 B
2 m
w u
8 a
Z r
k o
C -
U v
Q x
A d
V e
R p
Z f
r J
F 0
H l
' w
Y D
I 6
B q
s W
$ h
b E
/ O
P j
K u
o -
O d
p j
G F
N m
W e
Y t
X s
9 v
Q E
5 U
x H
8 D
c T
3 .
, M
0 f
C h
B g
- A
W L
I l
X x
Q c
w h
M z
$ G
" p
2 b
H F
Z S
\194 g
a
s
D
B
U
y
m

Non-zero for 11.5% of words.

Filter 102 (bias = -0.50) #

Q u
p o
X J
P E
" j
W N
\194 h
^ -
<BOS> R
C B
d w
' s
V M
/ e
f
L
r
\195
v
F
Z r
2 p
) k
6 '
4 o
w t
E f
J l
3 S
5 x
M c
1 O
H R
X h
W C
9 ;
L y
8 b
U .
e P
Q p
/ v
S x
R q
$ d
s h
N a
M b
Z T
\194 i
y
k
g
P
\163
m
e
c
1
0
v p
n E
u O
. i
Z S
R I
J t
- W
c e
9 P
L ,
o y
D \163
M 2
0 a
\194 k
N Q
x A
C H
\195 w
B d
t g
N j
T -
k L
W G
K p
O l
R 7
o x
U 6
" Z
, n
w D
Q 1
r 5
I F
A V
M m
q P

Non-zero for 33.7% of words.

Filter 103 (bias = -0.55) #

<BOS> s
X h
N u
K k
Q i
w F
Z f
W d
/ g
9 j
2 m
<EOS> x
o p
O S
q y
^ U
P
H
-
t
Z v
H o
! T
L c
? p
F t
4 z
M 0
V O
X x
A k
: l
\$ R
2 \194
m D
U d
3 S
e C
w '
y Y
x t
V w
b u
S H
9 T
8 I
\194 U
7 -
6 y
v D
F r
5 A
Y O
f E
B M
" i
h m
' g
Q \195
0 e
A -
C j
a J
Q u
z v
p f
y M
U e
c b
G h
I o
, l
O x
W F
1 m
K R
2 9
/ B
Z \195
N
b O
v G
x A
k o
q D
f g
" z
V i
Q l
B t
F 1
' y
X c
9 L
\194 s
W C
M U
8 p
. S
N _

Non-zero for 13.9% of words.

Filter 104 (bias = -0.55) #

p s
X F
W u
q f
T x
w R
O U
g S
Q L
G j
I C
\163 n
H 9
Y h
2 '
r o
y v
K 5
^ d
i ,
5 k
j a
7 y
6 U
0 p
F m
8 u
9 T
4 r
S ;
J i
Z t
L q
D b
X w
3 W
M ?
V v
\194 H
\$ \163
m T
. D
Z E
b J
V I
y v
x z
Q 0
X o
' R
L t
h u
F d
/ O
f j
W -
M i
" P
n 1
H \195
B -
k g
f G
b o
F l
a j
U O
q D
x z
P .
H c
W C
y 0
v S
h /
e 5
m Y
u \194
K $
T d
g f
G y
- B
\194 r
Y N
j K
V F
$ P
z L
S a
0 m
E n
v U
Q ,
7 p
s A
4 H
" q
5 \195
x

Non-zero for 30.4% of words.

Filter 105 (bias = -0.50) #

Q -
Z v
H j
W g
X o
U p
/ l
A d
y J
K x
" 0
N z
^ c
, i
B u
8 f
s
G
D
e
- y
R f
J L
g K
j m
I F
V ,
Y A
u B
9 t
7 c
b D
E h
' a
) U
\195 N
k /
r x
Q M
v p
p u
P -
Q w
X s
K i
F E
f g
r J
y 4
b H
m o
l R
L h
c j
" v
x 3
D U
\163 1
/ 2
, n
E C
w k
W n
L f
a R
X F
. '
O x
2 c
e j
z V
U h
A S
K v
\163 p
Q 9
G B
y r
H s
T ,
X n
Q w
8 u
6 -
7 t
" k
P g
L c
K o
G v
S .
9 i
E m
Y C
F h
5 s
3 '
V A
O _
2 f

Non-zero for 15.8% of words.

Filter 106 (bias = -0.44) #

- B
<BOS> U
g C
. A
E ,
Q y
w T
j k
e K
" L
X f
' D
^ P
G t
W F
c
h
m
i
n
B d
Y p
A y
U -
R c
b g
k e
z ?
l n
& D
% j
; 1
\195 \$
a f
T 2
L !
K F
J \163
V 5
N x
W z
x m
h g
N G
Q D
9 d
\194 -
4 P
7 T
8 U
" p
B E
q c
6 l
, j
Y e
3 L
H J
$ \195
5 s
R p
L k
E y
J f
Q i
Y c
s x
u m
j q
l v
S n
/ t
7 P
\194 a
U h
Z T
$ W
9 w
. B
N \163
K g
B u
f r
X -
W R
N T
w G
n d
6 h
5 c
, j
/ k
L s
x D
a Y
2 E
Z C
9 \163
q '
3 t

Non-zero for 11.3% of words.

Filter 107 (bias = -0.41) #

Y f
<BOS> y
\194 F
l e
V p
7 t
X K
R ,
J s
0 E
Q w
G k
^ m
g U
- c
Z P
z a
9 x
<EOS> B
O
w k
E r
W P
G h
X n
2 H
K p
O l
" R
z C
Z f
? u
& i
5 F
. t
Q B
! A
M q
e \195
( ;
E k
y v
G B
M b
Z l
3 q
2 t
O x
4 h
8 a
e T
K A
5 n
6 R
X r
W p
" z
1 C
Q \195
s .
x j
c -
W J
" t
8 l
v H
a M
p e
Q I
C u
G r
b D
\194 E
V T
' \195
9 P
z L
y i
k _
Y N
I h
f g
Q u
, D
k L
K Y
B H
P M
p j
a m
N G
r -
' T
O y
R 0
t d
C 1
z .
w v
s J

Non-zero for 17.1% of words.

Filter 108 (bias = -0.41) #

g f
Z t
X l
W F
H P
1 S
Q o
Y B
G s
2 ,
. K
w p
4 j
V k
q O
7 x
8 m
" r
^ J
3 U
R f
u x
Y K
- c
H e
I y
& p
U w
J F
7 B
Q m
C N
1 .
( o
: \$
\195 W
; a
j v
\194 b
r 5
C m
c H
9 M
v -
Q i
8 j
z l
\194 h
x g
R e
k L
d o
7 y
0 w
" E
a O
' J
B t
I u
P S
y g
K H
f I
" A
O i
Q q
S k
M j
o n
' J
8 w
c u
/ l
x h
m a
$ 1
, t
G -
\194 T
s \195
x E
n O
\194 w
h z
7 G
9 T
v U
8 r
6 e
C t
q K
' g
V m
4 P
5 s
. I
Y _
1 p
" \163
Q A

Non-zero for 16.4% of words.

Filter 109 (bias = -0.41) #

O L
t H
o F
<BOS> h
z Z
T b
c n
S m
I V
p x
" 4
G B
Q 6
' u
- A
R J
E 7
r f
\163 8
\194 a
Q o
F m
7 v
H c
8 p
4 -
I x
E w
3 .
9 g
R y
2 t
X z
P f
6 '
Z n
( i
\$ h
J l
5 T
U p
m j
. i
u o
k J
b 5
Z e
" O
Q -
Y S
' I
T 3
v E
\194 2
B l
c f
M 1
V 0
$ 4
C P
n E
9 e
R t
B T
Z g
7 O
Q p
Y G
N y
V c
\194 j
/ D
q S
8 m
H d
X \163
6 s
C z
x f
b M
G B
7 k
5 T
4 t
6 A
- r
S q
d N
j v
3 U
s m
8 c
2 u
g w
1 a
E b
x n
V f
X M
J K

Non-zero for 15.9% of words.

Filter 110 (bias = -0.56) #

<BOS> p
R c
J n
Y x
O g
E v
Q d
S y
K a
N .
M k
3 q
L m
" h
9 w
X C
/ t
^ f
7 i
j '
W u
Q -
F R
S J
K v
\$ g
X \195
f Y
, o
e )
t r
O 0
2 j
y D
5 l
" d
/ h
w z
E T
N b
P x
I .
H c
E o
X n
j w
J f
Q h
2 v
7 m
D B
1 a
d b
T A
6 '
3 y
4 s
R N
e g
O z
d k
x r
6 A
1 w
8 g
p t
7 M
\194 B
W Z
3 b
5 .
2 m
h R
9 C
y n
" U
4 V
o c
0 j
D N
R l
k L
V D
E y
Q o
s d
r m
" .
9 t
b A
- h
' a
j c
Z T
3 p
4 x
J ,
g /
I q
G n

Non-zero for 18.4% of words.

Filter 111 (bias = -0.45) #

<BOS> d
M p
X g
K n
Y -
V c
B a
Q r
\194 I
" C
W h
m s
Z u
/ 1
6 i
^ t
L y
J x
.
q
g f
? B
! x
. K
r S
- F
A ,
I M
d W
D v
G ;
Z i
z k
c 6
( m
& o
w %
Q 9
C 5
n \194
O F
p j
W u
Q M
K D
z .
" h
G n
Y L
a H
X e
I m
$ v
, f
c
t
Z
g
J
C
F y
s o
6 r
\194 g
7 p
j h
Q O
d T
9 m
E c
v w
5 Y
8 H
4 i
V A
S n
I K
2 G
e q
x M
w p
/ h
Z y
A T
U d
n e
z c
I r
s \163
$ P
Q F
D
v
x
g
f
j
k
q
0

Non-zero for 23.1% of words.

Filter 112 (bias = -0.45) #

I x
<BOS> h
w b
O L
W l
2 .
Q f
M F
R a
^ m
Z d
X y
C p
3 A
q
v
e
r
B
g
: c
b C
X y
l D
Q )
- U
J d
Y k
! T
% t
; 1
. u
N n
W p
E F
( i
\195 h
& s
q v
w g
r f
H M
k m
R o
I e
Q v
q c
A j
a D
Y x
\195 K
b G
C S
u 5
U L
s
0
F
E
y
C l
c L
n m
R s
r E
k a
9 A
0 .
N U
1 b
8 z
D S
M x
Z e
' W
7 w
p i
P f
q d
o t
n T
Q P
A D
Z t
5 f
. m
7 e
W v
x u
w M
4 j
a d
V F
/ k
Y E
8 y
9 p
X U
$ r
3 \163

Non-zero for 19.4% of words.

Filter 113 (bias = -0.80) #

y B
G v
U J
c q
s b
d j
C k
m <BOS>
O e
/ f
Z N
D x
' t
z F
" l
. I
L 9
g E
Q T
^ w
5 m
N U
9 k
n b
3 z
6 a
7 A
j T
2 g
J s
8 Y
4 .
M u
1 t
0 !
F p
\$ %
e y
X l
Z '
X c
J u
b y
Q C
P v
K d
l s
B n
V -
L o
I h
E .
\195 '
Y t
7 g
6 x
2 D
A f
3 k
Z m
E B
S n
O k
Q m
j b
- v
I x
$ c
" a
2 f
W h
4 q
s y
G u
3 U
5 A
X p
e L
C
\195
k d
t x
B -
R G
r g
C E
M v
A 2
T a
, .
Y e
I 8
H y
' p
/ 1
S 6
N 0
Q \163
V L
K c

Non-zero for 19.9% of words.

Filter 114 (bias = -0.52) #

G f
g N
Y B
C q
c r
1 <BOS>
s a
V t
Z b
D e
d .
4 n
0 w
y I
i A
U x
z l
7 F
8 K
6 \195
f g
N h
R y
Q c
B d
K 1
; D
b p
: T
' i
r H
& G
J 0
- C
9 )
\195 A
/ 4
" t
w \163
U j
Q u
W -
. o
X J
w i
q P
a D
A j
N R
B d
" p
b T
\194 G
I y
Z l
m
h
1
g
r
\194 y
9 r
6 S
X g
7 h
- m
v f
n p
J s
I k
Q A
2 E
0 F
Z O
8 t
5 G
$ U
/ c
q e
1 T
D H
o w
l m
0 Z
O g
d V
p u
T k
P h
z b
K .
c M
v n
J i
\194 y
t W
9 A
, s
5 U
I 4

Non-zero for 20.6% of words.

Filter 115 (bias = -0.61) #

f g
, k
F v
N b
5 T
6 z
8 u
/ m
S Y
3 U
K w
7 G
L c
4 V
2 -
O \195
Q .
n R
9 i
o \163
Q j
! u
W J
? v
& M
O -
a )
" F
: f
X T
( i
. h
K k
z D
/ H
G m
A e
n
l
t
w h
z j
K -
U p
B d
Z i
W H
Q n
E l
X g
A u
. r
b 1
a x
N f
/ o
" P
G y
V F
C
p u
G U
5 .
0 k
X m
2 t
J A
7 h
6 s
3 B
O y
1 '
j H
P a
8 f
9 F
4 r
K b
E R
I n
- A
J c
j a
i B
w r
M t
V .
6 C
3 h
4 N
u y
2 L
e D
v T
E U
m F
Z ,
W Q
9 q
5 l

Non-zero for 14.3% of words.

Filter 116 (bias = -0.42) #

. B
d f
g K
- k
\194 N
Q o
<BOS> r
G i
7 M
l P
' ,
^ y
X w
z T
D U
Y J
s t
" F
p
\195
w H
v h
B d
o F
K y
z L
N g
c i
W j
t P
& u
O l
T %
\194 1
9 m
R 4
Q 7
" p
0 s
q \$
Q c
I h
E o
2 p
X k
6 g
Z v
7 T
3 m
8 x
4 y
9 t
e C
/ i
L Y
N n
" G
U '
$ r
5 f
V .
i c
4 d
J t
3 -
H v
Y o
6 D
7 z
5 u
X r
Z y
1 '
9 \163
B a
2 s
P q
K T
8 N
M f
R t
9 w
P g
J y
7 m
8 c
Q .
b M
x A
\195 H
6 T
" h
3 i
0 W
l n
r e
\194 _
X q
Y k
V o

Non-zero for 14.5% of words.

Filter 117 (bias = -0.51) #

R m
o y
9 U
<BOS> A
- t
N F
J E
n a
7 s
<EOS> T
8 e
0 g
\194 L
r h
3 H
Q i
\195 k
Y d
' \163
5 p
4 -
S o
E r
5 u
2 v
6 m
F n
7 T
s R
3 f
V k
Q '
X \195
A q
8 p
\$ c
W ?
G t
L y
Z M
B g
f G
k E
v D
n j
x d
, -
K r
W O
\194 e
t .
a L
' y
q \163
b 1
m h
V c
i 0
9 2
N 7
Q m
" -
\194 f
Y i
R M
$ y
X g
N u
W w
I j
O e
q n
J
s
F
d
Z
p
L
P
Z p
X y
M T
5 k
6 t
4 a
V h
j d
9 i
7 o
2 U
N u
J z
Q r
8 O
F m
e c
3 l
w s
n P

Non-zero for 16.9% of words.

Filter 118 (bias = -0.55) #

<BOS> p
- C
w y
v ,
E h
b i
u F
. l
" P
W A
J S
M t
Z d
9 n
Q f
z 1
N H
X D
<EOS> L
R c
Z p
U x
D b
M l
y i
C k
/ h
c q
? B
& a
! v
) e
u j
( S
Q E
8 J
L f
" t
G g
. r
Q i
" H
b g
K n
B j
z h
X 1
N -
W d
9 p
x t
. u
\194 C
E l
8 y
v I
U D
$ P
Z A
T
o d
R .
O L
k m
K D
Y e
r F
S l
B a
N H
9 u
" A
p Z
, g
' U
W 6
3 -
C E
i y
f j
H p
7 z
6 k
4 T
Z c
n K
\194 B
j o
/ b
u r
- O
5 v
1 w
F E
8 a
$ G
3 t
d \163
L f
X \195

Non-zero for 12.8% of words.

Filter 119 (bias = -0.43) #

. k
d i
Q B
<BOS> H
\194 T
L t
/ m
8 M
o r
" h
z V
5 F
D P
6 f
O b
7 j
x g
X p
- u
^ n
A f
H v
! o
g M
a -
? j
I x
r m
Q '
Z \194
1 t
q s
2 J
X u
G S
7 K
C e
( F
Y B
h T
T x
U n
u s
H S
Y g
y f
" j
P .
D 5
M w
R F
\195 l
r p
X C
B -
1 '
W c
O V
Q e
K t
Q p
\194 i
' T
S a
$ u
" P
C \195
V w
/ J
8 -
X E
Z r
7 d
e
q
y
H
_
o
l
G T
l t
z H
L u
C e
S w
s q
7 k
5 M
Q y
x i
\194 E
V v
Y W
8 r
/ f
9 -
R h
6 B
0 m

Non-zero for 15.5% of words.

Filter 120 (bias = -0.54) #

t J
. 9
A -
U 3
m o
T n
Q f
y p
" 5
Y x
k 0
' 2
\194 P
c j
u 6
H K
s 7
C 1
h 8
/ N
2 h
K .
P g
9 r
I u
Z t
n l
6 T
5 y
C j
) Y
z m
w o
V -
3 S
B H
8 ?
X L
1 A
, e
E c
W x
H .
2 m
3 v
I l
4 C
1 f
Q n
O '
X F
i t
" D
J p
w z
9 d
7 g
Y L
6 b
N s
k m
Q L
v y
q o
" w
\194 G
R K
9 l
I M
B O
b g
7 -
V s
T .
X f
W A
8 D
' U
C Z
$ /
j U
X c
e y
J u
w a
2 z
5 s
- A
6 C
4 h
M k
I R
W .
3 r
7 d
i T
V L
E D
n x
Z m

Non-zero for 17.3% of words.

Filter 121 (bias = -0.56) #

Q v
X t
8 w
" k
7 z
3 n
Z -
y o
6 l
4 a
G B
F i
M u
2 s
D .
1 x
H A
^ f
L m
P b
y v
! j
A J
H E
L -
? )
/ 0
m s
a R
: u
p 9
, z
r k
Q e
K T
X \194
h c
. x
n S
O B
z H
c F
. P
G f
g j
w i
v r
x ,
b M
o u
0 I
s k
W t
a h
\194 J
E R
- B
\163 3
Z n
' e
S u
Q v
l m
5 -
7 U
j y
\194 w
A d
Y T
F P
O k
, M
4 \195
$ c
X a
/ b
V Z
q
z
p
C E
n u
p s
X U
A f
l -
V e
t R
I N
/ J
\194 o
g r
i b
, "
c 9
H x
7 \195
1 M
5 v
$ F

Non-zero for 26.5% of words.

Filter 122 (bias = -0.60) #

H f
i d
Y -
4 x
Z r
W .
V p
A '
1 c
M v
3 \163
B F
5 b
2 e
w P
X s
6 <BOS>
T o
J a
U l
Y n
" L
Q a
S p
R D
V K
\194 f
k d
' A
h z
j w
( y
; m
: U
W %
4 l
7 P
9 c
,
.
g v
Z f
G T
A o
C t
V N
n x
w B
m e
U q
z "
H u
i \194
L E
1 h
/ F
s 9
2 j
y D
p -
p .
P -
K l
y j
G o
W u
k n
X t
U s
T h
Z \194
2 N
V S
\163 R
m A
1 '
i x
b /
" L
B v
a j
Q M
O g
z n
" h
U F
W m
I H
K V
r i
\163 J
E 4
N -
p Z
q C
, u
\195 5
A e
P 0
o v

Non-zero for 16.6% of words.

Filter 123 (bias = -0.45) #

H x
T f
I p
j b
t c
<BOS> F
Y a
D k
X y
M s
- K
l B
i r
J '
\194 v
1 8
^ P
/ U
u C
G
p u
P h
G N
c w
C s
X H
d B
D A
Q U
; .
O E
T a
\163 (
z L
r 4
g o
0 x
' %
! -
K W
l k
J c
L y
6 r
X g
5 F
\194 p
/ f
7 C
9 '
2 S
Y s
0 t
\195 \163
I h
B G
1 "
z e
- O
W M
v P
\194 r
V E
W I
Y l
" J
' L
x \195
c O
k e
$ p
C d
h -
M D
B U
Q j
X _
f
a
A
J c
X h
- n
Q v
6 t
P k
E x
$ A
3 C
Y q
V .
" g
a
p
y
B
o
T
r
N

Non-zero for 24.1% of words.

Filter 124 (bias = -0.51) #

K t
X k
Z g
L h
<BOS> d
J s
6 r
W u
/ j
5 p
9 c
B F
<EOS> -
N C
3 '
8 S
2 T
M v
w f
Y \163
Y f
A e
& F
h P
G -
O b
S J
T r
y j
g v
W n
/ 9
o x
H q
U N
z p
i I
( \$
\194 E
l B
D r
d A
T S
u x
P k
6 F
1 N
m f
- .
U n
X w
J g
M b
L s
H B
\194 h
Y t
v c
y a
0 '
o b
1 l
c p
3 m
N P
2 k
U f
u r
5 j
W x
8 F
Z V
4 e
w q
9 '
y -
M d
D v
O X
K t
e Y
P k
F R
2 h
X x
I v
D s
f b
d z
6 g
H '
M o
K c
L S
y u
Z G
N C
1 V
/ \194
3 U

Non-zero for 24.0% of words.

Filter 125 (bias = -0.50) #

b p
B d
<BOS> c
F D
f O
V t
x g
k C
J y
9 o
M 1
Z G
N T
E I
e z
L i
u 0
4 -
v ,
U l
C -
h m
Y w
\194 f
Q %
7 J
T e
1 s
" E
H M
W u
8 .
A b
, j
( \195
q L
S z
c U
k K
4 o
i .
Y F
1 f
H r
J x
6 e
T c
3 b
W s
X N
0 E
4 \163
7 '
2 t
\194 S
V a
5 g
G Q
$ w
P q
Q n
W L
" d
T x
O -
Y .
k m
t l
S s
X c
$ z
I u
E g
r D
H f
B Z
N v
J
a
C
U h
z c
Q t
V D
s o
K n
E j
W y
X .
G g
2 r
a -
b M
P u
I T
Z q
" H
9 d
B v
6 N

Non-zero for 12.6% of words.

Filter 126 (bias = -0.54) #

9 l
8 m
W -
Z j
B t
2 f
1 d
4 L
3 s
N r
c S
n <BOS>
C e
6 p
q g
7 P
5 .
0 O
w D
" T
w F
W f
. P
? L
! J
E M
g j
z B
- D
Q %
& n
( C
a R
I l
O m
" h
q )
t H
: y
\163 K
U .
i -
P x
G e
C q
z N
T b
K r
Y f
m j
O v
p F
1 h
y E
, w
D n
L u
k '
/ Q
A \163
Z p
J o
n O
H y
9 x
N t
F S
V c
4 m
7 T
2 d
M l
B h
R z
3 g
I G
6 v
X s
8 i
5 '
R g
Q c
" D
Y .
9 d
$ e
W h
\194 y
V L
k p
' A
U l
B j
3 F
t
G
m
\163
_
T

Non-zero for 14.3% of words.

Filter 127 (bias = -0.55) #

J c
9 .
R m
7 x
3 g
<BOS> t
1 y
6 s
X h
I a
Z b
n p
H A
2 v
/ z
N f
8 \163
5 k
4 S
- E
H z
M v
F c
h d
X -
V I
L w
S o
Y u
m a
: U
4 D
Q 0
Z R
\$ p
y t
j C
b T
6 s
f n
1 F
o f
J m
3 k
9 e
5 r
2 b
6 t
Y y
W g
I c
/ .
K j
z p
7 h
0 \163
w '
R T
i x
n S
O n
K u
W h
z F
Q g
X j
" H
E k
G C
\194 -
Y f
T M
o r
$ m
S s
l y
Z
i
.
'
U j
u F
1 e
a S
y f
i t
Y l
z .
H M
\195 Q
G E
W N
o X
Z \194
R 5
3 '
w x
2 r
h D
p V

Non-zero for 14.0% of words.