This page shows visualizations of some width-4 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 = -0.47) #

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

Non-zero for 19.0% of words.

Filter 1 (bias = -0.50) #

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

Non-zero for 14.1% of words.

Filter 2 (bias = -0.71) #

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

Non-zero for 18.9% of words.

Filter 3 (bias = -0.71) #

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

Non-zero for 29.7% of words.

Filter 4 (bias = -0.48) #

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

Non-zero for 14.4% of words.

Filter 5 (bias = -0.53) #

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

Non-zero for 14.1% of words.

Filter 6 (bias = -0.43) #

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

Non-zero for 16.5% of words.

Filter 7 (bias = -0.46) #

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

Non-zero for 20.2% of words.

Filter 8 (bias = -0.38) #

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

Non-zero for 13.5% of words.

Filter 9 (bias = -0.54) #

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

Non-zero for 13.6% of words.

Filter 10 (bias = -0.44) #

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

Non-zero for 15.2% of words.

Filter 11 (bias = -0.56) #

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

Non-zero for 16.1% of words.

Filter 12 (bias = -0.45) #

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

Non-zero for 20.8% of words.

Filter 13 (bias = -0.57) #

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

Non-zero for 15.7% of words.

Filter 14 (bias = -0.49) #

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

Non-zero for 15.5% of words.

Filter 15 (bias = -0.45) #

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

Non-zero for 7.8% of words.

Filter 16 (bias = -0.51) #

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

Non-zero for 14.1% of words.

Filter 17 (bias = -0.36) #

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

Non-zero for 12.6% of words.

Filter 18 (bias = -0.64) #

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

Non-zero for 15.9% of words.

Filter 19 (bias = -0.39) #

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

Non-zero for 14.5% of words.

Filter 20 (bias = -0.52) #

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

Non-zero for 14.3% of words.

Filter 21 (bias = -0.47) #

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

Non-zero for 14.7% of words.

Filter 22 (bias = -0.47) #

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

Non-zero for 15.2% of words.

Filter 23 (bias = -0.36) #

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

Non-zero for 5.6% of words.

Filter 24 (bias = -0.43) #

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

Non-zero for 20.2% of words.

Filter 25 (bias = -0.41) #

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

Non-zero for 15.6% of words.

Filter 26 (bias = -0.52) #

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

Non-zero for 22.9% of words.

Filter 27 (bias = -0.51) #

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

Non-zero for 20.3% of words.

Filter 28 (bias = -0.47) #

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

Non-zero for 13.3% of words.

Filter 29 (bias = -0.48) #

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

Non-zero for 25.6% of words.

Filter 30 (bias = -0.59) #

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

Non-zero for 25.9% of words.

Filter 31 (bias = -0.47) #

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

Non-zero for 15.5% of words.

Filter 32 (bias = -0.77) #

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

Non-zero for 23.8% of words.

Filter 33 (bias = -0.54) #

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

Non-zero for 11.4% of words.

Filter 34 (bias = -0.51) #

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

Non-zero for 20.1% of words.

Filter 35 (bias = -0.36) #

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

Non-zero for 9.1% of words.

Filter 36 (bias = -0.39) #

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

Non-zero for 16.8% of words.

Filter 37 (bias = -0.57) #

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

Non-zero for 10.9% of words.

Filter 38 (bias = -0.50) #

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

Non-zero for 18.6% of words.

Filter 39 (bias = -0.39) #

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

Non-zero for 13.2% of words.

Filter 40 (bias = -0.47) #

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

Non-zero for 14.5% of words.

Filter 41 (bias = -0.37) #

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

Non-zero for 21.5% of words.

Filter 42 (bias = -0.43) #

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

Non-zero for 22.0% of words.

Filter 43 (bias = -0.65) #

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

Non-zero for 11.7% of words.

Filter 44 (bias = -0.48) #

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

Non-zero for 3.3% of words.

Filter 45 (bias = -0.49) #

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

Non-zero for 12.3% of words.

Filter 46 (bias = -0.49) #

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

Non-zero for 12.3% of words.

Filter 47 (bias = -0.59) #

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

Non-zero for 18.5% of words.

Filter 48 (bias = -0.80) #

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

Non-zero for 16.6% of words.

Filter 49 (bias = -0.56) #

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

Non-zero for 19.7% of words.

Filter 50 (bias = -0.51) #

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

Non-zero for 22.6% of words.

Filter 51 (bias = -0.55) #

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

Non-zero for 15.1% of words.

Filter 52 (bias = -0.41) #

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

Non-zero for 16.9% of words.

Filter 53 (bias = -0.53) #

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

Non-zero for 17.4% of words.

Filter 54 (bias = -0.55) #

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

Non-zero for 26.4% of words.

Filter 55 (bias = -0.43) #

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

Non-zero for 14.2% of words.

Filter 56 (bias = -0.50) #

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

Non-zero for 16.0% of words.

Filter 57 (bias = -0.47) #

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

Non-zero for 16.2% of words.

Filter 58 (bias = -0.55) #

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

Non-zero for 18.9% of words.

Filter 59 (bias = -0.53) #

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

Non-zero for 26.3% of words.

Filter 60 (bias = -0.66) #

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

Non-zero for 19.8% of words.

Filter 61 (bias = -0.59) #

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

Non-zero for 27.6% of words.

Filter 62 (bias = -0.50) #

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

Non-zero for 19.8% of words.

Filter 63 (bias = -0.43) #

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

Non-zero for 13.1% of words.

Filter 64 (bias = -0.51) #

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

Non-zero for 19.3% of words.

Filter 65 (bias = -0.35) #

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

Non-zero for 11.0% of words.

Filter 66 (bias = -0.45) #

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

Non-zero for 19.6% of words.

Filter 67 (bias = -0.68) #

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

Non-zero for 17.1% of words.

Filter 68 (bias = -0.56) #

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

Non-zero for 33.2% of words.

Filter 69 (bias = -0.42) #

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

Non-zero for 14.6% of words.

Filter 70 (bias = -0.43) #

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

Non-zero for 12.4% of words.

Filter 71 (bias = -0.33) #

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

Non-zero for 14.4% of words.

Filter 72 (bias = -0.47) #

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

Non-zero for 13.7% of words.

Filter 73 (bias = -0.53) #

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

Non-zero for 22.9% of words.

Filter 74 (bias = -0.46) #

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

Non-zero for 15.6% of words.

Filter 75 (bias = -0.49) #

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

Non-zero for 17.1% of words.

Filter 76 (bias = -0.45) #

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

Non-zero for 13.4% of words.

Filter 77 (bias = -0.58) #

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

Non-zero for 25.3% of words.

Filter 78 (bias = -0.47) #

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

Non-zero for 15.8% of words.

Filter 79 (bias = -0.46) #

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

Non-zero for 25.7% of words.

Filter 80 (bias = -0.55) #

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

Non-zero for 9.9% of words.

Filter 81 (bias = -0.51) #

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

Non-zero for 21.1% of words.

Filter 82 (bias = -0.40) #

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

Non-zero for 20.3% of words.

Filter 83 (bias = -0.45) #

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

Non-zero for 14.7% of words.

Filter 84 (bias = -0.30) #

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

Non-zero for 25.7% of words.

Filter 85 (bias = -0.40) #

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

Non-zero for 16.8% of words.

Filter 86 (bias = -0.62) #

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

Non-zero for 10.9% of words.

Filter 87 (bias = -0.44) #

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

Non-zero for 16.5% of words.

Filter 88 (bias = -0.59) #

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

Non-zero for 16.7% of words.

Filter 89 (bias = -0.45) #

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

Non-zero for 16.5% of words.

Filter 90 (bias = -0.56) #

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

Non-zero for 14.4% of words.

Filter 91 (bias = -0.40) #

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

Non-zero for 16.8% of words.

Filter 92 (bias = -0.37) #

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

Non-zero for 12.8% of words.

Filter 93 (bias = -0.43) #

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

Non-zero for 12.0% of words.

Filter 94 (bias = -0.63) #

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

Non-zero for 17.9% of words.

Filter 95 (bias = -0.41) #

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

Non-zero for 27.0% of words.

Filter 96 (bias = -0.49) #

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

Non-zero for 15.2% of words.

Filter 97 (bias = -0.55) #

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

Non-zero for 15.3% of words.

Filter 98 (bias = -0.56) #

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

Non-zero for 11.9% of words.

Filter 99 (bias = -0.58) #

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

Non-zero for 18.9% of words.

Filter 100 (bias = -0.44) #

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

Non-zero for 15.8% of words.

Filter 101 (bias = -0.51) #

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

Non-zero for 16.6% of words.

Filter 102 (bias = -0.47) #

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

Non-zero for 15.4% of words.

Filter 103 (bias = -0.67) #

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

Non-zero for 17.7% of words.

Filter 104 (bias = -0.69) #

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

Non-zero for 14.4% of words.

Filter 105 (bias = -0.38) #

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

Non-zero for 20.8% of words.

Filter 106 (bias = -0.56) #

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

Non-zero for 28.4% of words.

Filter 107 (bias = -0.46) #

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

Non-zero for 13.5% of words.

Filter 108 (bias = -0.49) #

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

Non-zero for 20.6% of words.

Filter 109 (bias = -0.64) #

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

Non-zero for 22.8% of words.

Filter 110 (bias = -0.39) #

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

Non-zero for 12.3% of words.

Filter 111 (bias = -0.55) #

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

Non-zero for 10.8% of words.

Filter 112 (bias = -0.45) #

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

Non-zero for 12.5% of words.

Filter 113 (bias = -0.47) #

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

Non-zero for 18.1% of words.

Filter 114 (bias = -0.52) #

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

Non-zero for 24.6% of words.

Filter 115 (bias = -0.48) #

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

Non-zero for 25.2% of words.

Filter 116 (bias = -0.59) #

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

Non-zero for 13.7% of words.

Filter 117 (bias = -0.53) #

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

Non-zero for 18.8% of words.

Filter 118 (bias = -0.49) #

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

Non-zero for 23.3% of words.

Filter 119 (bias = -0.47) #

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

Non-zero for 12.5% of words.

Filter 120 (bias = -0.47) #

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

Non-zero for 33.5% of words.

Filter 121 (bias = -0.58) #

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

Non-zero for 14.4% of words.

Filter 122 (bias = -0.62) #

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

Non-zero for 14.9% of words.

Filter 123 (bias = -0.37) #

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

Non-zero for 15.8% of words.

Filter 124 (bias = -0.44) #

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

Non-zero for 19.0% of words.

Filter 125 (bias = -0.43) #

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

Non-zero for 25.5% of words.

Filter 126 (bias = -0.49) #

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

Non-zero for 12.7% of words.

Filter 127 (bias = -0.34) #

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

Non-zero for 12.6% of words.