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gargantext
haskell-gargantext
Commits
9be98fd3
Commit
9be98fd3
authored
May 30, 2019
by
Alexandre Delanoë
Browse files
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[FEAT] Proxemy implemented and tested.
parent
9110e0f0
Changes
1
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1 changed file
with
55 additions
and
22 deletions
+55
-22
Proxemy.hs
src/Gargantext/Viz/Graph/Proxemy.hs
+55
-22
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src/Gargantext/Viz/Graph/Proxemy.hs
View file @
9be98fd3
...
...
@@ -20,7 +20,6 @@ Références:
module
Gargantext.Viz.Graph.Proxemy
where
import
Data.Tuple.Extra
(
second
)
import
Gargantext.Prelude
import
IGraph
import
Data.Map
(
Map
)
...
...
@@ -29,23 +28,32 @@ import qualified Data.List as List
type
Graph_Undirected
=
Graph
'U
()
()
type
Length
=
Int
type
Reflexive
=
Bool
type
False
Reflexive
=
Bool
type
NeighborsFilter
=
Graph_Undirected
->
Node
->
[
Node
]
-- | TODO do as a Map instead of [Node] ?
prox_markov
::
Graph_Undirected
->
[
Node
]
->
Length
->
Reflexive
->
NeighborsFilter
->
[
Map
Node
Double
]
prox_markov
g
ns
l
r
nf
=
map
(
\
_
->
spreading
g
ms
r
nf
)
[
0
..
l
]
prox_markov
::
Graph_Undirected
->
[
Node
]
->
Length
->
FalseReflexive
->
NeighborsFilter
->
Map
Node
Double
prox_markov
g
ns
l
r
nf
=
foldl'
(
\
m
_
->
spreading
g
m
r
nf
)
ms
path
where
path
|
l
==
0
=
[]
|
l
>
0
=
[
0
..
l
-
1
]
|
otherwise
=
panic
"Gargantext.Viz.Graph.Proxemy.prox_markov: Length < 0"
-- TODO if ns empty
ms
=
Map
.
fromList
$
map
(
\
n
->
(
n
,
1
/
(
fromIntegral
$
List
.
length
ns
)))
ns
ms
=
case
List
.
length
ns
>
0
of
True
->
Map
.
fromList
$
map
(
\
n
->
(
n
,
1
/
(
fromIntegral
$
List
.
length
ns
)))
ns
_
->
Map
.
empty
spreading
::
Graph_Undirected
->
Map
Node
Double
->
Reflexive
->
NeighborsFilter
->
Map
Node
Double
spreading
g
ms
r
nf
=
Map
.
fromListWith
(
+
)
$
map
pvalue
(
Map
.
toList
ms
)
spreading
::
Graph_Undirected
->
Map
Node
Double
->
False
Reflexive
->
NeighborsFilter
->
Map
Node
Double
spreading
g
ms
r
nf
=
Map
.
fromListWith
(
+
)
$
List
.
concat
$
map
pvalue
(
Map
.
keys
ms
)
where
-- TODO if list empty ...
pvalue
(
n
,
v
)
=
(
n
,
v
/
(
fromIntegral
$
List
.
length
neighborhood
))
-- pvalue' n = [pvalue n] <> map pvalue (neighborhood n)
pvalue
n
=
[(
n
,
pvalue'
n
)]
<>
map
(
\
n''
->
(
n''
,
pvalue'
n
))
(
nf
g
n
)
where
pvalue'
n'
=
(
value
n'
)
/
(
fromIntegral
$
List
.
length
neighborhood
)
value
n'
=
maybe
0
identity
$
Map
.
lookup
n'
ms
neighborhood
=
(
nf
g
n
)
<>
(
if
r
then
[
n
]
else
[]
)
...
...
@@ -68,12 +76,38 @@ graphTest :: Graph 'U () ()
graphTest
=
mkGraphUfromEdges
[(
0
,
1
),(
0
,
2
),(
0
,
4
),(
0
,
5
),(
1
,
0
),(
1
,
3
),(
1
,
8
),(
2
,
0
),(
2
,
3
),(
2
,
4
),(
2
,
5
),(
2
,
6
),(
2
,
16
),(
3
,
1
),(
3
,
2
),(
3
,
4
),(
3
,
5
),(
3
,
6
),(
3
,
18
),(
4
,
0
),(
4
,
2
),(
4
,
3
),(
4
,
6
),(
5
,
0
),(
5
,
2
),(
5
,
3
),(
5
,
8
),(
6
,
2
),(
6
,
3
),(
6
,
4
),(
7
,
8
),(
7
,
9
),(
7
,
10
),(
7
,
13
),(
8
,
1
),(
8
,
5
),(
8
,
7
),(
8
,
9
),(
8
,
10
),(
8
,
11
),(
8
,
12
),(
8
,
13
),(
9
,
7
),(
9
,
8
),(
9
,
12
),(
9
,
13
),(
10
,
7
),(
10
,
8
),(
10
,
11
),(
10
,
17
),(
11
,
8
),(
11
,
10
),(
11
,
12
),(
12
,
8
),(
12
,
9
),(
12
,
11
),(
13
,
7
),(
13
,
8
),(
13
,
9
),(
13
,
20
),(
14
,
16
),(
14
,
17
),(
14
,
18
),(
14
,
20
),(
15
,
16
),(
15
,
17
),(
15
,
18
),(
15
,
20
),(
16
,
2
),(
16
,
14
),(
16
,
15
),(
16
,
18
),(
16
,
20
),(
17
,
10
),(
17
,
14
),(
17
,
15
),(
17
,
18
),(
17
,
20
),(
18
,
3
),(
18
,
14
),(
18
,
15
),(
18
,
16
),(
18
,
17
),(
18
,
19
),(
18
,
20
),(
19
,
18
),(
19
,
20
),(
20
,
13
),(
20
,
14
),(
20
,
15
),(
20
,
16
),(
20
,
17
),(
20
,
18
),(
20
,
19
)]
test_proxs
::
Map
Int
(
Map
Int
Double
)
test_proxs
=
Map
.
fromList
$
map
(
second
Map
.
fromList
)
$
test_prox0
<>
test_prox1
<>
test_prox2
<>
test_prox3
<>
test_prox4
--{-
--runTest_prox :: [Bool
runTest_prox_is_ok
=
List
.
null
(
List
.
filter
(
not
.
List
.
null
)
$
map
runTest_prox'
[
0
..
3
])
runTest_prox'
l
=
List
.
filter
(
\
t
->
snd
t
==
False
)
[
((
l
,(
x
,
y
)),
abs
((
look
(
y
,
x
)
test
)
-
(
look
(
y
,
x
)
temoin
))
<
0.0001
)
|
y
<-
nodes
graphTest
,
x
<-
nodes
graphTest
]
where
look
::
(
Node
,
Node
)
->
Map
Node
(
Map
Node
Double
)
->
Double
look
(
x
,
y
)
m
=
look'
x
$
look'
y
m
where
look'
x
m
=
maybe
(
panic
"nokey"
)
identity
$
Map
.
lookup
x
m
test
=
Map
.
map
Map
.
fromList
$
Map
.
fromList
$
test_proxs_y
l
temoin
=
Map
.
map
Map
.
fromList
$
Map
.
fromList
$
test_prox
l
test_proxs_y
::
Length
->
[(
Node
,
[(
Node
,
Double
)])]
test_proxs_y
l
=
map
(
\
n
->
test_proxs_x
l
n
)
(
nodes
graphTest
)
test_proxs_x
::
Length
->
Node
->
(
Node
,
[(
Node
,
Double
)])
test_proxs_x
l
a
=
(
a
,
map
(
\
x
->
(
x
,
maybe
0
identity
$
Map
.
lookup
x
(
m
a
)))
(
nodes
graphTest
))
where
m
x'
=
prox_markov
graphTest
[
x'
]
l
True
(
\
g
n
->
List
.
nub
$
neighbors
g
n
)
--prox : longueur balade = 0
test_prox
0
::
[(
Int
,
[(
Int
,
Double
)])]
test_prox0
=
[
(
0
,[(
0
,
1.0000
),(
1
,
0.0000
),(
2
,
0.0000
),(
3
,
0.0000
),(
4
,
0.0000
),(
5
,
0.0000
),(
6
,
0.0000
),(
7
,
0.0000
),(
8
,
0.0000
),(
9
,
0.0000
),(
10
,
0.0000
),(
11
,
0.0000
),(
12
,
0.0000
),(
13
,
0.0000
),(
14
,
0.0000
),(
15
,
0.0000
),(
16
,
0.0000
),(
17
,
0.0000
),(
18
,
0.0000
),(
19
,
0.0000
),(
20
,
0.0000
)])
test_prox
::
Node
->
[(
Node
,
[(
Node
,
Double
)])]
test_prox
0
=
[
(
0
,[(
0
,
1.0000
),(
1
,
0.0000
),(
2
,
0.0000
),(
3
,
0.0000
),(
4
,
0.0000
),(
5
,
0.0000
),(
6
,
0.0000
),(
7
,
0.0000
),(
8
,
0.0000
),(
9
,
0.0000
),(
10
,
0.0000
),(
11
,
0.0000
),(
12
,
0.0000
),(
13
,
0.0000
),(
14
,
0.0000
),(
15
,
0.0000
),(
16
,
0.0000
),(
17
,
0.0000
),(
18
,
0.0000
),(
19
,
0.0000
),(
20
,
0.0000
)])
,
(
1
,[(
0
,
0.0000
),(
1
,
1.0000
),(
2
,
0.0000
),(
3
,
0.0000
),(
4
,
0.0000
),(
5
,
0.0000
),(
6
,
0.0000
),(
7
,
0.0000
),(
8
,
0.0000
),(
9
,
0.0000
),(
10
,
0.0000
),(
11
,
0.0000
),(
12
,
0.0000
),(
13
,
0.0000
),(
14
,
0.0000
),(
15
,
0.0000
),(
16
,
0.0000
),(
17
,
0.0000
),(
18
,
0.0000
),(
19
,
0.0000
),(
20
,
0.0000
)])
,
(
2
,[(
0
,
0.0000
),(
1
,
0.0000
),(
2
,
1.0000
),(
3
,
0.0000
),(
4
,
0.0000
),(
5
,
0.0000
),(
6
,
0.0000
),(
7
,
0.0000
),(
8
,
0.0000
),(
9
,
0.0000
),(
10
,
0.0000
),(
11
,
0.0000
),(
12
,
0.0000
),(
13
,
0.0000
),(
14
,
0.0000
),(
15
,
0.0000
),(
16
,
0.0000
),(
17
,
0.0000
),(
18
,
0.0000
),(
19
,
0.0000
),(
20
,
0.0000
)])
,
(
3
,[(
0
,
0.0000
),(
1
,
0.0000
),(
2
,
0.0000
),(
3
,
1.0000
),(
4
,
0.0000
),(
5
,
0.0000
),(
6
,
0.0000
),(
7
,
0.0000
),(
8
,
0.0000
),(
9
,
0.0000
),(
10
,
0.0000
),(
11
,
0.0000
),(
12
,
0.0000
),(
13
,
0.0000
),(
14
,
0.0000
),(
15
,
0.0000
),(
16
,
0.0000
),(
17
,
0.0000
),(
18
,
0.0000
),(
19
,
0.0000
),(
20
,
0.0000
)])
...
...
@@ -98,8 +132,7 @@ test_prox0 = [ (0,[(0,1.0000),(1,0.0000),(2,0.0000),(3,0.0000),(4,0.0000),(5,0.0
--{-
--, longueur balade , 1]),
test_prox1
::
[(
Int
,
[(
Int
,
Double
)])]
test_prox1
=
[(
0
,[(
0
,
0.2000
),(
1
,
0.2000
),(
2
,
0.2000
),(
3
,
0.0000
),(
4
,
0.2000
),(
5
,
0.2000
),(
6
,
0.0000
),(
7
,
0.0000
),(
8
,
0.0000
),(
9
,
0.0000
),(
10
,
0.0000
),(
11
,
0.0000
),(
12
,
0.0000
),(
13
,
0.0000
),(
14
,
0.0000
),(
15
,
0.0000
),(
16
,
0.0000
),(
17
,
0.0000
),(
18
,
0.0000
),(
19
,
0.0000
),(
20
,
0.0000
)])
test_prox
1
=
[(
0
,[(
0
,
0.2000
),(
1
,
0.2000
),(
2
,
0.2000
),(
3
,
0.0000
),(
4
,
0.2000
),(
5
,
0.2000
),(
6
,
0.0000
),(
7
,
0.0000
),(
8
,
0.0000
),(
9
,
0.0000
),(
10
,
0.0000
),(
11
,
0.0000
),(
12
,
0.0000
),(
13
,
0.0000
),(
14
,
0.0000
),(
15
,
0.0000
),(
16
,
0.0000
),(
17
,
0.0000
),(
18
,
0.0000
),(
19
,
0.0000
),(
20
,
0.0000
)])
,
(
1
,[(
0
,
0.2500
),(
1
,
0.2500
),(
2
,
0.0000
),(
3
,
0.2500
),(
4
,
0.0000
),(
5
,
0.0000
),(
6
,
0.0000
),(
7
,
0.0000
),(
8
,
0.2500
),(
9
,
0.0000
),(
10
,
0.0000
),(
11
,
0.0000
),(
12
,
0.0000
),(
13
,
0.0000
),(
14
,
0.0000
),(
15
,
0.0000
),(
16
,
0.0000
),(
17
,
0.0000
),(
18
,
0.0000
),(
19
,
0.0000
),(
20
,
0.0000
)])
,
(
2
,[(
0
,
0.1429
),(
1
,
0.0000
),(
2
,
0.1429
),(
3
,
0.1429
),(
4
,
0.1429
),(
5
,
0.1429
),(
6
,
0.1429
),(
7
,
0.0000
),(
8
,
0.0000
),(
9
,
0.0000
),(
10
,
0.0000
),(
11
,
0.0000
),(
12
,
0.0000
),(
13
,
0.0000
),(
14
,
0.0000
),(
15
,
0.0000
),(
16
,
0.1429
),(
17
,
0.0000
),(
18
,
0.0000
),(
19
,
0.0000
),(
20
,
0.0000
)])
,
(
3
,[(
0
,
0.0000
),(
1
,
0.1429
),(
2
,
0.1429
),(
3
,
0.1429
),(
4
,
0.1429
),(
5
,
0.1429
),(
6
,
0.1429
),(
7
,
0.0000
),(
8
,
0.0000
),(
9
,
0.0000
),(
10
,
0.0000
),(
11
,
0.0000
),(
12
,
0.0000
),(
13
,
0.0000
),(
14
,
0.0000
),(
15
,
0.0000
),(
16
,
0.0000
),(
17
,
0.0000
),(
18
,
0.1429
),(
19
,
0.0000
),(
20
,
0.0000
)])
...
...
@@ -124,8 +157,7 @@ test_prox1 = [(0,[(0,0.2000),(1,0.2000),(2,0.2000),(3,0.0000),(4,0.2000),(5,0.20
-- | longueur balade 2
test_prox2
::
[(
Int
,
[(
Int
,
Double
)])]
test_prox2
=
[
(
0
,[(
0
,
0.1986
),(
1
,
0.0900
),(
2
,
0.1486
),(
3
,
0.1586
),(
4
,
0.1086
),(
5
,
0.1086
),(
6
,
0.0686
),(
7
,
0.0000
),(
8
,
0.0900
),(
9
,
0.0000
),(
10
,
0.0000
),(
11
,
0.0000
),(
12
,
0.0000
),(
13
,
0.0000
),(
14
,
0.0000
),(
15
,
0.0000
),(
16
,
0.0286
),(
17
,
0.0000
),(
18
,
0.0000
),(
19
,
0.0000
),(
20
,
0.0000
)])
test_prox
2
=
[
(
0
,[(
0
,
0.1986
),(
1
,
0.0900
),(
2
,
0.1486
),(
3
,
0.1586
),(
4
,
0.1086
),(
5
,
0.1086
),(
6
,
0.0686
),(
7
,
0.0000
),(
8
,
0.0900
),(
9
,
0.0000
),(
10
,
0.0000
),(
11
,
0.0000
),(
12
,
0.0000
),(
13
,
0.0000
),(
14
,
0.0000
),(
15
,
0.0000
),(
16
,
0.0286
),(
17
,
0.0000
),(
18
,
0.0000
),(
19
,
0.0000
),(
20
,
0.0000
)])
,
(
1
,[(
0
,
0.1125
),(
1
,
0.1760
),(
2
,
0.0857
),(
3
,
0.0982
),(
4
,
0.0857
),(
5
,
0.1135
),(
6
,
0.0357
),(
7
,
0.0278
),(
8
,
0.0903
),(
9
,
0.0278
),(
10
,
0.0278
),(
11
,
0.0278
),(
12
,
0.0278
),(
13
,
0.0278
),(
14
,
0.0000
),(
15
,
0.0000
),(
16
,
0.0000
),(
17
,
0.0000
),(
18
,
0.0357
),(
19
,
0.0000
),(
20
,
0.0000
)])
,
(
2
,[(
0
,
0.1061
),(
1
,
0.0490
),(
2
,
0.1861
),(
3
,
0.1337
),(
4
,
0.1337
),(
5
,
0.0980
),(
6
,
0.1051
),(
7
,
0.0000
),(
8
,
0.0286
),(
9
,
0.0000
),(
10
,
0.0000
),(
11
,
0.0000
),(
12
,
0.0000
),(
13
,
0.0000
),(
14
,
0.0238
),(
15
,
0.0238
),(
16
,
0.0442
),(
17
,
0.0000
),(
18
,
0.0442
),(
19
,
0.0000
),(
20
,
0.0238
)])
,
(
3
,[(
0
,
0.1133
),(
1
,
0.0561
),(
2
,
0.1337
),(
3
,
0.1872
),(
4
,
0.1051
),(
5
,
0.0694
),(
6
,
0.1051
),(
7
,
0.0000
),(
8
,
0.0643
),(
9
,
0.0000
),(
10
,
0.0000
),(
11
,
0.0000
),(
12
,
0.0000
),(
13
,
0.0000
),(
14
,
0.0179
),(
15
,
0.0179
),(
16
,
0.0383
),(
17
,
0.0179
),(
18
,
0.0383
),(
19
,
0.0179
),(
20
,
0.0179
)])
...
...
@@ -149,8 +181,7 @@ test_prox2 = [ (0,[(0,0.1986),(1,0.0900),(2,0.1486),(3,0.1586),(4,0.1086),(5,0.1
]
-- | longueur balade 3
test_prox3
::
[(
Int
,
[(
Int
,
Double
)])]
test_prox3
=
[
(
0
,[(
0
,
0.1269
),(
1
,
0.0949
),(
2
,
0.1489
),(
3
,
0.1269
),(
4
,
0.1224
),(
5
,
0.1153
),(
6
,
0.0827
),(
7
,
0.0100
),(
8
,
0.0542
),(
9
,
0.0100
),(
10
,
0.0100
),(
11
,
0.0100
),(
12
,
0.0100
),(
13
,
0.0100
),(
14
,
0.0048
),(
15
,
0.0048
),(
16
,
0.0260
),(
17
,
0.0000
),(
18
,
0.0274
),(
19
,
0.0000
),(
20
,
0.0048
)])
test_prox
3
=
[
(
0
,[(
0
,
0.1269
),(
1
,
0.0949
),(
2
,
0.1489
),(
3
,
0.1269
),(
4
,
0.1224
),(
5
,
0.1153
),(
6
,
0.0827
),(
7
,
0.0100
),(
8
,
0.0542
),(
9
,
0.0100
),(
10
,
0.0100
),(
11
,
0.0100
),(
12
,
0.0100
),(
13
,
0.0100
),(
14
,
0.0048
),(
15
,
0.0048
),(
16
,
0.0260
),(
17
,
0.0000
),(
18
,
0.0274
),(
19
,
0.0000
),(
20
,
0.0048
)])
,
(
1
,[(
0
,
0.1186
),(
1
,
0.0906
),(
2
,
0.0975
),(
3
,
0.1235
),(
4
,
0.0748
),(
5
,
0.0815
),(
6
,
0.0523
),(
7
,
0.0323
),(
8
,
0.1128
),(
9
,
0.0336
),(
10
,
0.0281
),(
11
,
0.0295
),(
12
,
0.0295
),(
13
,
0.0267
),(
14
,
0.0045
),(
15
,
0.0045
),(
16
,
0.0167
),(
17
,
0.0100
),(
18
,
0.0185
),(
19
,
0.0045
),(
20
,
0.0100
)])
,
(
2
,[(
0
,
0.1064
),(
1
,
0.0557
),(
2
,
0.1469
),(
3
,
0.1360
),(
4
,
0.1199
),(
5
,
0.0897
),(
6
,
0.0987
),(
7
,
0.0032
),(
8
,
0.0350
),(
9
,
0.0032
),(
10
,
0.0032
),(
11
,
0.0032
),(
12
,
0.0032
),(
13
,
0.0062
),(
14
,
0.0206
),(
15
,
0.0206
),(
16
,
0.0520
),(
17
,
0.0180
),(
18
,
0.0445
),(
19
,
0.0085
),(
20
,
0.0254
)])
,
(
3
,[(
0
,
0.0907
),(
1
,
0.0706
),(
2
,
0.1360
),(
3
,
0.1258
),(
4
,
0.1158
),(
5
,
0.0895
),(
6
,
0.0931
),(
7
,
0.0071
),(
8
,
0.0351
),(
9
,
0.0071
),(
10
,
0.0101
),(
11
,
0.0071
),(
12
,
0.0071
),(
13
,
0.0094
),(
14
,
0.0199
),(
15
,
0.0199
),(
16
,
0.0396
),(
17
,
0.0171
),(
18
,
0.0562
),(
19
,
0.0130
),(
20
,
0.0295
)])
...
...
@@ -172,10 +203,12 @@ test_prox3 = [ (0,[(0,0.1269),(1,0.0949),(2,0.1489),(3,0.1269),(4,0.1224),(5,0.1
,
(
19
,[(
0
,
0.0000
),(
1
,
0.0060
),(
2
,
0.0198
),(
3
,
0.0303
),(
4
,
0.0060
),(
5
,
0.0060
),(
6
,
0.0060
),(
7
,
0.0083
),(
8
,
0.0083
),(
9
,
0.0083
),(
10
,
0.0139
),(
11
,
0.0000
),(
12
,
0.0000
),(
13
,
0.0326
),(
14
,
0.0931
),(
15
,
0.0931
),(
16
,
0.0958
),(
17
,
0.0958
),(
18
,
0.1805
),(
19
,
0.1134
),(
20
,
0.1829
)])
,
(
20
,[(
0
,
0.0030
),(
1
,
0.0050
),(
2
,
0.0222
),(
3
,
0.0258
),(
4
,
0.0052
),(
5
,
0.0080
),(
6
,
0.0052
),(
7
,
0.0251
),(
8
,
0.0251
),(
9
,
0.0209
),(
10
,
0.0290
),(
11
,
0.0069
),(
12
,
0.0078
),(
13
,
0.0446
),(
14
,
0.0979
),(
15
,
0.0979
),(
16
,
0.1034
),(
17
,
0.1046
),(
18
,
0.1440
),(
19
,
0.0686
),(
20
,
0.1499
)])
]
test_prox
_
=
undefined
-- | confluence longueur balade
4
test_
prox4
::
[(
Int
,
[(
Int
,
Double
)])]
test_
prox4
=
[(
0
,[(
0
,
0.7448
),(
1
,
0.4844
),(
2
,
0.6471
),(
3
,
0.6759
),(
4
,
0.6297
),(
5
,
0.6219
),(
6
,
0.7040
),(
7
,
0.1870
),(
8
,
0.4092
),(
9
,
0.1870
),(
10
,
0.1870
),(
11
,
0.2233
),(
12
,
0.2233
),(
13
,
0.1870
),(
14
,
0.0987
),(
15
,
0.0987
),(
16
,
0.3325
),(
17
,
0.0000
),(
18
,
0.2827
),(
19
,
0.0000
),(
20
,
0.0641
)])
-- | confluence longueur balade
3
test_
confluence_temoin
::
[(
Node
,
[(
Node
,
Double
)])]
test_
confluence_temoin
=
[(
0
,[(
0
,
0.7448
),(
1
,
0.4844
),(
2
,
0.6471
),(
3
,
0.6759
),(
4
,
0.6297
),(
5
,
0.6219
),(
6
,
0.7040
),(
7
,
0.1870
),(
8
,
0.4092
),(
9
,
0.1870
),(
10
,
0.1870
),(
11
,
0.2233
),(
12
,
0.2233
),(
13
,
0.1870
),(
14
,
0.0987
),(
15
,
0.0987
),(
16
,
0.3325
),(
17
,
0.0000
),(
18
,
0.2827
),(
19
,
0.0000
),(
20
,
0.0641
)])
,
(
1
,[(
0
,
0.4844
),(
1
,
0.7225
),(
2
,
0.6158
),(
3
,
0.4509
),(
4
,
0.6326
),(
5
,
0.6521
),(
6
,
0.6008
),(
7
,
0.4259
),(
8
,
0.2441
),(
9
,
0.4362
),(
10
,
0.3925
),(
11
,
0.4587
),(
12
,
0.4587
),(
13
,
0.3804
),(
14
,
0.0931
),(
15
,
0.0931
),(
16
,
0.2426
),(
17
,
0.1611
),(
18
,
0.2100
),(
19
,
0.1461
),(
20
,
0.1259
)])
,
(
2
,[(
0
,
0.6471
),(
1
,
0.6158
),(
2
,
0.7070
),(
3
,
0.6569
),(
4
,
0.7060
),(
5
,
0.5915
),(
6
,
0.6918
),(
7
,
0.0680
),(
8
,
0.3091
),(
9
,
0.0680
),(
10
,
0.0680
),(
11
,
0.0836
),(
12
,
0.0836
),(
13
,
0.1239
),(
14
,
0.3219
),(
15
,
0.3219
),(
16
,
0.0630
),(
17
,
0.2568
),(
18
,
0.3901
),(
19
,
0.2458
),(
20
,
0.2674
)])
,
(
3
,[(
0
,
0.6759
),(
1
,
0.4509
),(
2
,
0.6569
),(
3
,
0.6740
),(
4
,
0.6865
),(
5
,
0.5777
),(
6
,
0.6659
),(
7
,
0.1411
),(
8
,
0.3093
),(
9
,
0.1411
),(
10
,
0.1888
),(
11
,
0.1704
),(
12
,
0.1704
),(
13
,
0.1774
),(
14
,
0.3144
),(
15
,
0.3144
),(
16
,
0.4317
),(
17
,
0.2472
),(
18
,
0.0602
),(
19
,
0.3320
),(
20
,
0.2975
)])
...
...
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