In [5]:
import os
os.chdir('/Users/albert/seelviz/graphfiles/LukeGraphs')
from argparse import ArgumentParser
from collections import OrderedDict
from subprocess import Popen
from scipy.stats import gaussian_kde
import numpy as np
import nibabel as nb
import networkx as nx
import os
import pickle
In [6]:
filename = 'Fear199localeq.5000.graphml'
G = nx.read_graphml(filename)
In [10]:
def scan_statistic(G, i):
"""
Computes scan statistic-i on a set of graphs
Required Parameters:
G: graph
i:
- which scan statistic to compute
"""
tmp = np.array(())
for n in G.nodes():
sg = nx.ego_graph(G, n, radius=i)
tmp = np.append(tmp, np.sum([sg.get_edge_data(e[0], e[1])['weight']
for e in sg.edges()]))
ss = tmp
return ss
In [12]:
def density(data):
"""
Computes density for metrics which return vectors
Required parameters:
data:
- Dictionary of the vectors of data
"""
dens = gaussian_kde(data)
xs = np.linspace(0, 1.2*np.max(data), 1000)
density = dens.pdf(xs)
return {"xs": xs, "pdfs": density}
In [7]:
# NNZ - Number of non-zero edges
print len(nx.edges(G))
18665
In [14]:
# Degree sequence
temp_deg = np.array(nx.degree(G).values())
deg = density(temp_deg)
print deg
{'xs': array([ 0. , 0.04324324, 0.08648649, 0.12972973,
0.17297297, 0.21621622, 0.25945946, 0.3027027 ,
0.34594595, 0.38918919, 0.43243243, 0.47567568,
0.51891892, 0.56216216, 0.60540541, 0.64864865,
0.69189189, 0.73513514, 0.77837838, 0.82162162,
0.86486486, 0.90810811, 0.95135135, 0.99459459,
1.03783784, 1.08108108, 1.12432432, 1.16756757,
1.21081081, 1.25405405, 1.2972973 , 1.34054054,
1.38378378, 1.42702703, 1.47027027, 1.51351351,
1.55675676, 1.6 , 1.64324324, 1.68648649,
1.72972973, 1.77297297, 1.81621622, 1.85945946,
1.9027027 , 1.94594595, 1.98918919, 2.03243243,
2.07567568, 2.11891892, 2.16216216, 2.20540541,
2.24864865, 2.29189189, 2.33513514, 2.37837838,
2.42162162, 2.46486486, 2.50810811, 2.55135135,
2.59459459, 2.63783784, 2.68108108, 2.72432432,
2.76756757, 2.81081081, 2.85405405, 2.8972973 ,
2.94054054, 2.98378378, 3.02702703, 3.07027027,
3.11351351, 3.15675676, 3.2 , 3.24324324,
3.28648649, 3.32972973, 3.37297297, 3.41621622,
3.45945946, 3.5027027 , 3.54594595, 3.58918919,
3.63243243, 3.67567568, 3.71891892, 3.76216216,
3.80540541, 3.84864865, 3.89189189, 3.93513514,
3.97837838, 4.02162162, 4.06486486, 4.10810811,
4.15135135, 4.19459459, 4.23783784, 4.28108108,
4.32432432, 4.36756757, 4.41081081, 4.45405405,
4.4972973 , 4.54054054, 4.58378378, 4.62702703,
4.67027027, 4.71351351, 4.75675676, 4.8 ,
4.84324324, 4.88648649, 4.92972973, 4.97297297,
5.01621622, 5.05945946, 5.1027027 , 5.14594595,
5.18918919, 5.23243243, 5.27567568, 5.31891892,
5.36216216, 5.40540541, 5.44864865, 5.49189189,
5.53513514, 5.57837838, 5.62162162, 5.66486486,
5.70810811, 5.75135135, 5.79459459, 5.83783784,
5.88108108, 5.92432432, 5.96756757, 6.01081081,
6.05405405, 6.0972973 , 6.14054054, 6.18378378,
6.22702703, 6.27027027, 6.31351351, 6.35675676,
6.4 , 6.44324324, 6.48648649, 6.52972973,
6.57297297, 6.61621622, 6.65945946, 6.7027027 ,
6.74594595, 6.78918919, 6.83243243, 6.87567568,
6.91891892, 6.96216216, 7.00540541, 7.04864865,
7.09189189, 7.13513514, 7.17837838, 7.22162162,
7.26486486, 7.30810811, 7.35135135, 7.39459459,
7.43783784, 7.48108108, 7.52432432, 7.56756757,
7.61081081, 7.65405405, 7.6972973 , 7.74054054,
7.78378378, 7.82702703, 7.87027027, 7.91351351,
7.95675676, 8. , 8.04324324, 8.08648649,
8.12972973, 8.17297297, 8.21621622, 8.25945946,
8.3027027 , 8.34594595, 8.38918919, 8.43243243,
8.47567568, 8.51891892, 8.56216216, 8.60540541,
8.64864865, 8.69189189, 8.73513514, 8.77837838,
8.82162162, 8.86486486, 8.90810811, 8.95135135,
8.99459459, 9.03783784, 9.08108108, 9.12432432,
9.16756757, 9.21081081, 9.25405405, 9.2972973 ,
9.34054054, 9.38378378, 9.42702703, 9.47027027,
9.51351351, 9.55675676, 9.6 , 9.64324324,
9.68648649, 9.72972973, 9.77297297, 9.81621622,
9.85945946, 9.9027027 , 9.94594595, 9.98918919,
10.03243243, 10.07567568, 10.11891892, 10.16216216,
10.20540541, 10.24864865, 10.29189189, 10.33513514,
10.37837838, 10.42162162, 10.46486486, 10.50810811,
10.55135135, 10.59459459, 10.63783784, 10.68108108,
10.72432432, 10.76756757, 10.81081081, 10.85405405,
10.8972973 , 10.94054054, 10.98378378, 11.02702703,
11.07027027, 11.11351351, 11.15675676, 11.2 ,
11.24324324, 11.28648649, 11.32972973, 11.37297297,
11.41621622, 11.45945946, 11.5027027 , 11.54594595,
11.58918919, 11.63243243, 11.67567568, 11.71891892,
11.76216216, 11.80540541, 11.84864865, 11.89189189,
11.93513514, 11.97837838, 12.02162162, 12.06486486,
12.10810811, 12.15135135, 12.19459459, 12.23783784,
12.28108108, 12.32432432, 12.36756757, 12.41081081,
12.45405405, 12.4972973 , 12.54054054, 12.58378378,
12.62702703, 12.67027027, 12.71351351, 12.75675676,
12.8 , 12.84324324, 12.88648649, 12.92972973,
12.97297297, 13.01621622, 13.05945946, 13.1027027 ,
13.14594595, 13.18918919, 13.23243243, 13.27567568,
13.31891892, 13.36216216, 13.40540541, 13.44864865,
13.49189189, 13.53513514, 13.57837838, 13.62162162,
13.66486486, 13.70810811, 13.75135135, 13.79459459,
13.83783784, 13.88108108, 13.92432432, 13.96756757,
14.01081081, 14.05405405, 14.0972973 , 14.14054054,
14.18378378, 14.22702703, 14.27027027, 14.31351351,
14.35675676, 14.4 , 14.44324324, 14.48648649,
14.52972973, 14.57297297, 14.61621622, 14.65945946,
14.7027027 , 14.74594595, 14.78918919, 14.83243243,
14.87567568, 14.91891892, 14.96216216, 15.00540541,
15.04864865, 15.09189189, 15.13513514, 15.17837838,
15.22162162, 15.26486486, 15.30810811, 15.35135135,
15.39459459, 15.43783784, 15.48108108, 15.52432432,
15.56756757, 15.61081081, 15.65405405, 15.6972973 ,
15.74054054, 15.78378378, 15.82702703, 15.87027027,
15.91351351, 15.95675676, 16. , 16.04324324,
16.08648649, 16.12972973, 16.17297297, 16.21621622,
16.25945946, 16.3027027 , 16.34594595, 16.38918919,
16.43243243, 16.47567568, 16.51891892, 16.56216216,
16.60540541, 16.64864865, 16.69189189, 16.73513514,
16.77837838, 16.82162162, 16.86486486, 16.90810811,
16.95135135, 16.99459459, 17.03783784, 17.08108108,
17.12432432, 17.16756757, 17.21081081, 17.25405405,
17.2972973 , 17.34054054, 17.38378378, 17.42702703,
17.47027027, 17.51351351, 17.55675676, 17.6 ,
17.64324324, 17.68648649, 17.72972973, 17.77297297,
17.81621622, 17.85945946, 17.9027027 , 17.94594595,
17.98918919, 18.03243243, 18.07567568, 18.11891892,
18.16216216, 18.20540541, 18.24864865, 18.29189189,
18.33513514, 18.37837838, 18.42162162, 18.46486486,
18.50810811, 18.55135135, 18.59459459, 18.63783784,
18.68108108, 18.72432432, 18.76756757, 18.81081081,
18.85405405, 18.8972973 , 18.94054054, 18.98378378,
19.02702703, 19.07027027, 19.11351351, 19.15675676,
19.2 , 19.24324324, 19.28648649, 19.32972973,
19.37297297, 19.41621622, 19.45945946, 19.5027027 ,
19.54594595, 19.58918919, 19.63243243, 19.67567568,
19.71891892, 19.76216216, 19.80540541, 19.84864865,
19.89189189, 19.93513514, 19.97837838, 20.02162162,
20.06486486, 20.10810811, 20.15135135, 20.19459459,
20.23783784, 20.28108108, 20.32432432, 20.36756757,
20.41081081, 20.45405405, 20.4972973 , 20.54054054,
20.58378378, 20.62702703, 20.67027027, 20.71351351,
20.75675676, 20.8 , 20.84324324, 20.88648649,
20.92972973, 20.97297297, 21.01621622, 21.05945946,
21.1027027 , 21.14594595, 21.18918919, 21.23243243,
21.27567568, 21.31891892, 21.36216216, 21.40540541,
21.44864865, 21.49189189, 21.53513514, 21.57837838,
21.62162162, 21.66486486, 21.70810811, 21.75135135,
21.79459459, 21.83783784, 21.88108108, 21.92432432,
21.96756757, 22.01081081, 22.05405405, 22.0972973 ,
22.14054054, 22.18378378, 22.22702703, 22.27027027,
22.31351351, 22.35675676, 22.4 , 22.44324324,
22.48648649, 22.52972973, 22.57297297, 22.61621622,
22.65945946, 22.7027027 , 22.74594595, 22.78918919,
22.83243243, 22.87567568, 22.91891892, 22.96216216,
23.00540541, 23.04864865, 23.09189189, 23.13513514,
23.17837838, 23.22162162, 23.26486486, 23.30810811,
23.35135135, 23.39459459, 23.43783784, 23.48108108,
23.52432432, 23.56756757, 23.61081081, 23.65405405,
23.6972973 , 23.74054054, 23.78378378, 23.82702703,
23.87027027, 23.91351351, 23.95675676, 24. ,
24.04324324, 24.08648649, 24.12972973, 24.17297297,
24.21621622, 24.25945946, 24.3027027 , 24.34594595,
24.38918919, 24.43243243, 24.47567568, 24.51891892,
24.56216216, 24.60540541, 24.64864865, 24.69189189,
24.73513514, 24.77837838, 24.82162162, 24.86486486,
24.90810811, 24.95135135, 24.99459459, 25.03783784,
25.08108108, 25.12432432, 25.16756757, 25.21081081,
25.25405405, 25.2972973 , 25.34054054, 25.38378378,
25.42702703, 25.47027027, 25.51351351, 25.55675676,
25.6 , 25.64324324, 25.68648649, 25.72972973,
25.77297297, 25.81621622, 25.85945946, 25.9027027 ,
25.94594595, 25.98918919, 26.03243243, 26.07567568,
26.11891892, 26.16216216, 26.20540541, 26.24864865,
26.29189189, 26.33513514, 26.37837838, 26.42162162,
26.46486486, 26.50810811, 26.55135135, 26.59459459,
26.63783784, 26.68108108, 26.72432432, 26.76756757,
26.81081081, 26.85405405, 26.8972973 , 26.94054054,
26.98378378, 27.02702703, 27.07027027, 27.11351351,
27.15675676, 27.2 , 27.24324324, 27.28648649,
27.32972973, 27.37297297, 27.41621622, 27.45945946,
27.5027027 , 27.54594595, 27.58918919, 27.63243243,
27.67567568, 27.71891892, 27.76216216, 27.80540541,
27.84864865, 27.89189189, 27.93513514, 27.97837838,
28.02162162, 28.06486486, 28.10810811, 28.15135135,
28.19459459, 28.23783784, 28.28108108, 28.32432432,
28.36756757, 28.41081081, 28.45405405, 28.4972973 ,
28.54054054, 28.58378378, 28.62702703, 28.67027027,
28.71351351, 28.75675676, 28.8 , 28.84324324,
28.88648649, 28.92972973, 28.97297297, 29.01621622,
29.05945946, 29.1027027 , 29.14594595, 29.18918919,
29.23243243, 29.27567568, 29.31891892, 29.36216216,
29.40540541, 29.44864865, 29.49189189, 29.53513514,
29.57837838, 29.62162162, 29.66486486, 29.70810811,
29.75135135, 29.79459459, 29.83783784, 29.88108108,
29.92432432, 29.96756757, 30.01081081, 30.05405405,
30.0972973 , 30.14054054, 30.18378378, 30.22702703,
30.27027027, 30.31351351, 30.35675676, 30.4 ,
30.44324324, 30.48648649, 30.52972973, 30.57297297,
30.61621622, 30.65945946, 30.7027027 , 30.74594595,
30.78918919, 30.83243243, 30.87567568, 30.91891892,
30.96216216, 31.00540541, 31.04864865, 31.09189189,
31.13513514, 31.17837838, 31.22162162, 31.26486486,
31.30810811, 31.35135135, 31.39459459, 31.43783784,
31.48108108, 31.52432432, 31.56756757, 31.61081081,
31.65405405, 31.6972973 , 31.74054054, 31.78378378,
31.82702703, 31.87027027, 31.91351351, 31.95675676,
32. , 32.04324324, 32.08648649, 32.12972973,
32.17297297, 32.21621622, 32.25945946, 32.3027027 ,
32.34594595, 32.38918919, 32.43243243, 32.47567568,
32.51891892, 32.56216216, 32.60540541, 32.64864865,
32.69189189, 32.73513514, 32.77837838, 32.82162162,
32.86486486, 32.90810811, 32.95135135, 32.99459459,
33.03783784, 33.08108108, 33.12432432, 33.16756757,
33.21081081, 33.25405405, 33.2972973 , 33.34054054,
33.38378378, 33.42702703, 33.47027027, 33.51351351,
33.55675676, 33.6 , 33.64324324, 33.68648649,
33.72972973, 33.77297297, 33.81621622, 33.85945946,
33.9027027 , 33.94594595, 33.98918919, 34.03243243,
34.07567568, 34.11891892, 34.16216216, 34.20540541,
34.24864865, 34.29189189, 34.33513514, 34.37837838,
34.42162162, 34.46486486, 34.50810811, 34.55135135,
34.59459459, 34.63783784, 34.68108108, 34.72432432,
34.76756757, 34.81081081, 34.85405405, 34.8972973 ,
34.94054054, 34.98378378, 35.02702703, 35.07027027,
35.11351351, 35.15675676, 35.2 , 35.24324324,
35.28648649, 35.32972973, 35.37297297, 35.41621622,
35.45945946, 35.5027027 , 35.54594595, 35.58918919,
35.63243243, 35.67567568, 35.71891892, 35.76216216,
35.80540541, 35.84864865, 35.89189189, 35.93513514,
35.97837838, 36.02162162, 36.06486486, 36.10810811,
36.15135135, 36.19459459, 36.23783784, 36.28108108,
36.32432432, 36.36756757, 36.41081081, 36.45405405,
36.4972973 , 36.54054054, 36.58378378, 36.62702703,
36.67027027, 36.71351351, 36.75675676, 36.8 ,
36.84324324, 36.88648649, 36.92972973, 36.97297297,
37.01621622, 37.05945946, 37.1027027 , 37.14594595,
37.18918919, 37.23243243, 37.27567568, 37.31891892,
37.36216216, 37.40540541, 37.44864865, 37.49189189,
37.53513514, 37.57837838, 37.62162162, 37.66486486,
37.70810811, 37.75135135, 37.79459459, 37.83783784,
37.88108108, 37.92432432, 37.96756757, 38.01081081,
38.05405405, 38.0972973 , 38.14054054, 38.18378378,
38.22702703, 38.27027027, 38.31351351, 38.35675676,
38.4 , 38.44324324, 38.48648649, 38.52972973,
38.57297297, 38.61621622, 38.65945946, 38.7027027 ,
38.74594595, 38.78918919, 38.83243243, 38.87567568,
38.91891892, 38.96216216, 39.00540541, 39.04864865,
39.09189189, 39.13513514, 39.17837838, 39.22162162,
39.26486486, 39.30810811, 39.35135135, 39.39459459,
39.43783784, 39.48108108, 39.52432432, 39.56756757,
39.61081081, 39.65405405, 39.6972973 , 39.74054054,
39.78378378, 39.82702703, 39.87027027, 39.91351351,
39.95675676, 40. , 40.04324324, 40.08648649,
40.12972973, 40.17297297, 40.21621622, 40.25945946,
40.3027027 , 40.34594595, 40.38918919, 40.43243243,
40.47567568, 40.51891892, 40.56216216, 40.60540541,
40.64864865, 40.69189189, 40.73513514, 40.77837838,
40.82162162, 40.86486486, 40.90810811, 40.95135135,
40.99459459, 41.03783784, 41.08108108, 41.12432432,
41.16756757, 41.21081081, 41.25405405, 41.2972973 ,
41.34054054, 41.38378378, 41.42702703, 41.47027027,
41.51351351, 41.55675676, 41.6 , 41.64324324,
41.68648649, 41.72972973, 41.77297297, 41.81621622,
41.85945946, 41.9027027 , 41.94594595, 41.98918919,
42.03243243, 42.07567568, 42.11891892, 42.16216216,
42.20540541, 42.24864865, 42.29189189, 42.33513514,
42.37837838, 42.42162162, 42.46486486, 42.50810811,
42.55135135, 42.59459459, 42.63783784, 42.68108108,
42.72432432, 42.76756757, 42.81081081, 42.85405405,
42.8972973 , 42.94054054, 42.98378378, 43.02702703,
43.07027027, 43.11351351, 43.15675676, 43.2 ]), 'pdfs': array([ 2.73449430e-02, 2.81332663e-02, 2.89100590e-02,
2.96744213e-02, 3.04255747e-02, 3.11628624e-02,
3.18857485e-02, 3.25938163e-02, 3.32867652e-02,
3.39644065e-02, 3.46266585e-02, 3.52735407e-02,
3.59051674e-02, 3.65217410e-02, 3.71235445e-02,
3.77109345e-02, 3.82843332e-02, 3.88442214e-02,
3.93911305e-02, 3.99256356e-02, 4.04483483e-02,
4.09599102e-02, 4.14609865e-02, 4.19522603e-02,
4.24344266e-02, 4.29081879e-02, 4.33742496e-02,
4.38333154e-02, 4.42860845e-02, 4.47332479e-02,
4.51754858e-02, 4.56134655e-02, 4.60478394e-02,
4.64792433e-02, 4.69082955e-02, 4.73355957e-02,
4.77617242e-02, 4.81872419e-02, 4.86126893e-02,
4.90385873e-02, 4.94654363e-02, 4.98937169e-02,
5.03238895e-02, 5.07563950e-02, 5.11916541e-02,
5.16300680e-02, 5.20720181e-02, 5.25178658e-02,
5.29679525e-02, 5.34225990e-02, 5.38821054e-02,
5.43467504e-02, 5.48167904e-02, 5.52924592e-02,
5.57739668e-02, 5.62614988e-02, 5.67552150e-02,
5.72552486e-02, 5.77617050e-02, 5.82746610e-02,
5.87941634e-02, 5.93202277e-02, 5.98528378e-02,
6.03919445e-02, 6.09374646e-02, 6.14892806e-02,
6.20472397e-02, 6.26111533e-02, 6.31807971e-02,
6.37559106e-02, 6.43361974e-02, 6.49213256e-02,
6.55109282e-02, 6.61046042e-02, 6.67019195e-02,
6.73024084e-02, 6.79055752e-02, 6.85108959e-02,
6.91178207e-02, 6.97257764e-02, 7.03341687e-02,
7.09423850e-02, 7.15497979e-02, 7.21557678e-02,
7.27596462e-02, 7.33607792e-02, 7.39585108e-02,
7.45521860e-02, 7.51411544e-02, 7.57247732e-02,
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1.22060217e-06, 1.05125472e-06, 9.03114436e-07,
7.73888827e-07, 6.61477836e-07, 5.63965987e-07,
4.79613494e-07, 4.06846623e-07, 3.44247547e-07,
2.90543918e-07, 2.44598338e-07, 2.05397890e-07,
1.72043868e-07, 1.43741825e-07, 1.19792005e-07,
9.95802535e-08, 8.25694370e-08, 6.82914156e-08,
5.63395787e-08, 4.63619568e-08, 3.80549010e-08,
3.11573209e-08, 2.54454587e-08, 2.07281778e-08,
1.68427353e-08, 1.36510098e-08, 1.10361499e-08,
8.89961152e-09, 7.15855158e-09, 5.74354349e-09,
4.59658520e-09, 3.66936876e-09, 2.92178359e-09,
2.32062717e-09, 1.83849875e-09, 1.45285390e-09,
1.14519960e-09, 9.00411572e-10, 7.06157514e-10,
5.52411533e-10, 4.31046899e-10, 3.35495692e-10,
2.60465378e-10, 2.01703621e-10, 1.55803790e-10,
1.20044696e-10, 9.22589627e-11, 7.07252988e-11,
5.40806181e-11, 4.12485926e-11, 3.13817570e-11,
2.38147490e-11, 1.80266652e-11, 1.36108551e-11,
1.02507598e-11, 7.70064915e-12, 5.77031137e-12,
4.31292386e-12, 3.21547372e-12, 2.39121579e-12,
1.77375326e-12, 1.31240620e-12, 9.68598905e-13,
7.13050525e-13, 5.23597139e-13, 3.83508379e-13,
2.80190290e-13, 2.04188809e-13, 1.48426491e-13,
1.07619641e-13, 7.78345259e-14, 5.61505045e-14,
4.04050522e-14, 2.90013565e-14, 2.07635488e-14,
1.48280993e-14, 1.05625802e-14, 7.50507753e-15,
5.31913457e-15, 3.76034250e-15, 2.65163938e-15,
1.86510011e-15, 1.30855043e-15, 9.15755246e-16,
6.39247437e-16, 4.45101652e-16, 3.09136331e-16,
2.14161560e-16, 1.47990427e-16, 1.02006151e-16,
7.01325652e-17, 4.80965273e-17, 3.29009431e-17,
2.24493414e-17, 1.52791605e-17, 1.03728002e-17,
7.02414009e-18, 4.74450540e-18, 3.19660782e-18,
2.14826771e-18, 1.44008483e-18, 9.62915947e-19,
6.42228117e-19, 4.27258667e-19, 2.83526123e-19,
1.87670455e-19, 1.23908005e-19, 8.16024984e-20,
5.36053550e-20])}
In [18]:
# Compute Edge Weight
temp_ew = (G.get_edge_data(e[0], e[1])['weight'] for e in G.edges())
## ew = density(temp_ew) "ValueError: `dataset` input should have multiple elements."
print temp_ew
# We don't have edge weights so this makes sense
<generator object <genexpr> at 0x10b59d0a0>
In [20]:
# Clustering Coefficients
nxc = nx.clustering
temp_cc = nxc(G).values()
ccoefs = density(temp_cc)
print ccoefs
{'xs': array([ 0. , 0.0012012 , 0.0024024 , 0.0036036 , 0.0048048 ,
0.00600601, 0.00720721, 0.00840841, 0.00960961, 0.01081081,
0.01201201, 0.01321321, 0.01441441, 0.01561562, 0.01681682,
0.01801802, 0.01921922, 0.02042042, 0.02162162, 0.02282282,
0.02402402, 0.02522523, 0.02642643, 0.02762763, 0.02882883,
0.03003003, 0.03123123, 0.03243243, 0.03363363, 0.03483483,
0.03603604, 0.03723724, 0.03843844, 0.03963964, 0.04084084,
0.04204204, 0.04324324, 0.04444444, 0.04564565, 0.04684685,
0.04804805, 0.04924925, 0.05045045, 0.05165165, 0.05285285,
0.05405405, 0.05525526, 0.05645646, 0.05765766, 0.05885886,
0.06006006, 0.06126126, 0.06246246, 0.06366366, 0.06486486,
0.06606607, 0.06726727, 0.06846847, 0.06966967, 0.07087087,
0.07207207, 0.07327327, 0.07447447, 0.07567568, 0.07687688,
0.07807808, 0.07927928, 0.08048048, 0.08168168, 0.08288288,
0.08408408, 0.08528529, 0.08648649, 0.08768769, 0.08888889,
0.09009009, 0.09129129, 0.09249249, 0.09369369, 0.09489489,
0.0960961 , 0.0972973 , 0.0984985 , 0.0996997 , 0.1009009 ,
0.1021021 , 0.1033033 , 0.1045045 , 0.10570571, 0.10690691,
0.10810811, 0.10930931, 0.11051051, 0.11171171, 0.11291291,
0.11411411, 0.11531532, 0.11651652, 0.11771772, 0.11891892,
0.12012012, 0.12132132, 0.12252252, 0.12372372, 0.12492492,
0.12612613, 0.12732733, 0.12852853, 0.12972973, 0.13093093,
0.13213213, 0.13333333, 0.13453453, 0.13573574, 0.13693694,
0.13813814, 0.13933934, 0.14054054, 0.14174174, 0.14294294,
0.14414414, 0.14534535, 0.14654655, 0.14774775, 0.14894895,
0.15015015, 0.15135135, 0.15255255, 0.15375375, 0.15495495,
0.15615616, 0.15735736, 0.15855856, 0.15975976, 0.16096096,
0.16216216, 0.16336336, 0.16456456, 0.16576577, 0.16696697,
0.16816817, 0.16936937, 0.17057057, 0.17177177, 0.17297297,
0.17417417, 0.17537538, 0.17657658, 0.17777778, 0.17897898,
0.18018018, 0.18138138, 0.18258258, 0.18378378, 0.18498498,
0.18618619, 0.18738739, 0.18858859, 0.18978979, 0.19099099,
0.19219219, 0.19339339, 0.19459459, 0.1957958 , 0.196997 ,
0.1981982 , 0.1993994 , 0.2006006 , 0.2018018 , 0.203003 ,
0.2042042 , 0.20540541, 0.20660661, 0.20780781, 0.20900901,
0.21021021, 0.21141141, 0.21261261, 0.21381381, 0.21501502,
0.21621622, 0.21741742, 0.21861862, 0.21981982, 0.22102102,
0.22222222, 0.22342342, 0.22462462, 0.22582583, 0.22702703,
0.22822823, 0.22942943, 0.23063063, 0.23183183, 0.23303303,
0.23423423, 0.23543544, 0.23663664, 0.23783784, 0.23903904,
0.24024024, 0.24144144, 0.24264264, 0.24384384, 0.24504505,
0.24624625, 0.24744745, 0.24864865, 0.24984985, 0.25105105,
0.25225225, 0.25345345, 0.25465465, 0.25585586, 0.25705706,
0.25825826, 0.25945946, 0.26066066, 0.26186186, 0.26306306,
0.26426426, 0.26546547, 0.26666667, 0.26786787, 0.26906907,
0.27027027, 0.27147147, 0.27267267, 0.27387387, 0.27507508,
0.27627628, 0.27747748, 0.27867868, 0.27987988, 0.28108108,
0.28228228, 0.28348348, 0.28468468, 0.28588589, 0.28708709,
0.28828829, 0.28948949, 0.29069069, 0.29189189, 0.29309309,
0.29429429, 0.2954955 , 0.2966967 , 0.2978979 , 0.2990991 ,
0.3003003 , 0.3015015 , 0.3027027 , 0.3039039 , 0.30510511,
0.30630631, 0.30750751, 0.30870871, 0.30990991, 0.31111111,
0.31231231, 0.31351351, 0.31471471, 0.31591592, 0.31711712,
0.31831832, 0.31951952, 0.32072072, 0.32192192, 0.32312312,
0.32432432, 0.32552553, 0.32672673, 0.32792793, 0.32912913,
0.33033033, 0.33153153, 0.33273273, 0.33393393, 0.33513514,
0.33633634, 0.33753754, 0.33873874, 0.33993994, 0.34114114,
0.34234234, 0.34354354, 0.34474474, 0.34594595, 0.34714715,
0.34834835, 0.34954955, 0.35075075, 0.35195195, 0.35315315,
0.35435435, 0.35555556, 0.35675676, 0.35795796, 0.35915916,
0.36036036, 0.36156156, 0.36276276, 0.36396396, 0.36516517,
0.36636637, 0.36756757, 0.36876877, 0.36996997, 0.37117117,
0.37237237, 0.37357357, 0.37477477, 0.37597598, 0.37717718,
0.37837838, 0.37957958, 0.38078078, 0.38198198, 0.38318318,
0.38438438, 0.38558559, 0.38678679, 0.38798799, 0.38918919,
0.39039039, 0.39159159, 0.39279279, 0.39399399, 0.3951952 ,
0.3963964 , 0.3975976 , 0.3987988 , 0.4 , 0.4012012 ,
0.4024024 , 0.4036036 , 0.4048048 , 0.40600601, 0.40720721,
0.40840841, 0.40960961, 0.41081081, 0.41201201, 0.41321321,
0.41441441, 0.41561562, 0.41681682, 0.41801802, 0.41921922,
0.42042042, 0.42162162, 0.42282282, 0.42402402, 0.42522523,
0.42642643, 0.42762763, 0.42882883, 0.43003003, 0.43123123,
0.43243243, 0.43363363, 0.43483483, 0.43603604, 0.43723724,
0.43843844, 0.43963964, 0.44084084, 0.44204204, 0.44324324,
0.44444444, 0.44564565, 0.44684685, 0.44804805, 0.44924925,
0.45045045, 0.45165165, 0.45285285, 0.45405405, 0.45525526,
0.45645646, 0.45765766, 0.45885886, 0.46006006, 0.46126126,
0.46246246, 0.46366366, 0.46486486, 0.46606607, 0.46726727,
0.46846847, 0.46966967, 0.47087087, 0.47207207, 0.47327327,
0.47447447, 0.47567568, 0.47687688, 0.47807808, 0.47927928,
0.48048048, 0.48168168, 0.48288288, 0.48408408, 0.48528529,
0.48648649, 0.48768769, 0.48888889, 0.49009009, 0.49129129,
0.49249249, 0.49369369, 0.49489489, 0.4960961 , 0.4972973 ,
0.4984985 , 0.4996997 , 0.5009009 , 0.5021021 , 0.5033033 ,
0.5045045 , 0.50570571, 0.50690691, 0.50810811, 0.50930931,
0.51051051, 0.51171171, 0.51291291, 0.51411411, 0.51531532,
0.51651652, 0.51771772, 0.51891892, 0.52012012, 0.52132132,
0.52252252, 0.52372372, 0.52492492, 0.52612613, 0.52732733,
0.52852853, 0.52972973, 0.53093093, 0.53213213, 0.53333333,
0.53453453, 0.53573574, 0.53693694, 0.53813814, 0.53933934,
0.54054054, 0.54174174, 0.54294294, 0.54414414, 0.54534535,
0.54654655, 0.54774775, 0.54894895, 0.55015015, 0.55135135,
0.55255255, 0.55375375, 0.55495495, 0.55615616, 0.55735736,
0.55855856, 0.55975976, 0.56096096, 0.56216216, 0.56336336,
0.56456456, 0.56576577, 0.56696697, 0.56816817, 0.56936937,
0.57057057, 0.57177177, 0.57297297, 0.57417417, 0.57537538,
0.57657658, 0.57777778, 0.57897898, 0.58018018, 0.58138138,
0.58258258, 0.58378378, 0.58498498, 0.58618619, 0.58738739,
0.58858859, 0.58978979, 0.59099099, 0.59219219, 0.59339339,
0.59459459, 0.5957958 , 0.596997 , 0.5981982 , 0.5993994 ,
0.6006006 , 0.6018018 , 0.603003 , 0.6042042 , 0.60540541,
0.60660661, 0.60780781, 0.60900901, 0.61021021, 0.61141141,
0.61261261, 0.61381381, 0.61501502, 0.61621622, 0.61741742,
0.61861862, 0.61981982, 0.62102102, 0.62222222, 0.62342342,
0.62462462, 0.62582583, 0.62702703, 0.62822823, 0.62942943,
0.63063063, 0.63183183, 0.63303303, 0.63423423, 0.63543544,
0.63663664, 0.63783784, 0.63903904, 0.64024024, 0.64144144,
0.64264264, 0.64384384, 0.64504505, 0.64624625, 0.64744745,
0.64864865, 0.64984985, 0.65105105, 0.65225225, 0.65345345,
0.65465465, 0.65585586, 0.65705706, 0.65825826, 0.65945946,
0.66066066, 0.66186186, 0.66306306, 0.66426426, 0.66546547,
0.66666667, 0.66786787, 0.66906907, 0.67027027, 0.67147147,
0.67267267, 0.67387387, 0.67507508, 0.67627628, 0.67747748,
0.67867868, 0.67987988, 0.68108108, 0.68228228, 0.68348348,
0.68468468, 0.68588589, 0.68708709, 0.68828829, 0.68948949,
0.69069069, 0.69189189, 0.69309309, 0.69429429, 0.6954955 ,
0.6966967 , 0.6978979 , 0.6990991 , 0.7003003 , 0.7015015 ,
0.7027027 , 0.7039039 , 0.70510511, 0.70630631, 0.70750751,
0.70870871, 0.70990991, 0.71111111, 0.71231231, 0.71351351,
0.71471471, 0.71591592, 0.71711712, 0.71831832, 0.71951952,
0.72072072, 0.72192192, 0.72312312, 0.72432432, 0.72552553,
0.72672673, 0.72792793, 0.72912913, 0.73033033, 0.73153153,
0.73273273, 0.73393393, 0.73513514, 0.73633634, 0.73753754,
0.73873874, 0.73993994, 0.74114114, 0.74234234, 0.74354354,
0.74474474, 0.74594595, 0.74714715, 0.74834835, 0.74954955,
0.75075075, 0.75195195, 0.75315315, 0.75435435, 0.75555556,
0.75675676, 0.75795796, 0.75915916, 0.76036036, 0.76156156,
0.76276276, 0.76396396, 0.76516517, 0.76636637, 0.76756757,
0.76876877, 0.76996997, 0.77117117, 0.77237237, 0.77357357,
0.77477477, 0.77597598, 0.77717718, 0.77837838, 0.77957958,
0.78078078, 0.78198198, 0.78318318, 0.78438438, 0.78558559,
0.78678679, 0.78798799, 0.78918919, 0.79039039, 0.79159159,
0.79279279, 0.79399399, 0.7951952 , 0.7963964 , 0.7975976 ,
0.7987988 , 0.8 , 0.8012012 , 0.8024024 , 0.8036036 ,
0.8048048 , 0.80600601, 0.80720721, 0.80840841, 0.80960961,
0.81081081, 0.81201201, 0.81321321, 0.81441441, 0.81561562,
0.81681682, 0.81801802, 0.81921922, 0.82042042, 0.82162162,
0.82282282, 0.82402402, 0.82522523, 0.82642643, 0.82762763,
0.82882883, 0.83003003, 0.83123123, 0.83243243, 0.83363363,
0.83483483, 0.83603604, 0.83723724, 0.83843844, 0.83963964,
0.84084084, 0.84204204, 0.84324324, 0.84444444, 0.84564565,
0.84684685, 0.84804805, 0.84924925, 0.85045045, 0.85165165,
0.85285285, 0.85405405, 0.85525526, 0.85645646, 0.85765766,
0.85885886, 0.86006006, 0.86126126, 0.86246246, 0.86366366,
0.86486486, 0.86606607, 0.86726727, 0.86846847, 0.86966967,
0.87087087, 0.87207207, 0.87327327, 0.87447447, 0.87567568,
0.87687688, 0.87807808, 0.87927928, 0.88048048, 0.88168168,
0.88288288, 0.88408408, 0.88528529, 0.88648649, 0.88768769,
0.88888889, 0.89009009, 0.89129129, 0.89249249, 0.89369369,
0.89489489, 0.8960961 , 0.8972973 , 0.8984985 , 0.8996997 ,
0.9009009 , 0.9021021 , 0.9033033 , 0.9045045 , 0.90570571,
0.90690691, 0.90810811, 0.90930931, 0.91051051, 0.91171171,
0.91291291, 0.91411411, 0.91531532, 0.91651652, 0.91771772,
0.91891892, 0.92012012, 0.92132132, 0.92252252, 0.92372372,
0.92492492, 0.92612613, 0.92732733, 0.92852853, 0.92972973,
0.93093093, 0.93213213, 0.93333333, 0.93453453, 0.93573574,
0.93693694, 0.93813814, 0.93933934, 0.94054054, 0.94174174,
0.94294294, 0.94414414, 0.94534535, 0.94654655, 0.94774775,
0.94894895, 0.95015015, 0.95135135, 0.95255255, 0.95375375,
0.95495495, 0.95615616, 0.95735736, 0.95855856, 0.95975976,
0.96096096, 0.96216216, 0.96336336, 0.96456456, 0.96576577,
0.96696697, 0.96816817, 0.96936937, 0.97057057, 0.97177177,
0.97297297, 0.97417417, 0.97537538, 0.97657658, 0.97777778,
0.97897898, 0.98018018, 0.98138138, 0.98258258, 0.98378378,
0.98498498, 0.98618619, 0.98738739, 0.98858859, 0.98978979,
0.99099099, 0.99219219, 0.99339339, 0.99459459, 0.9957958 ,
0.996997 , 0.9981982 , 0.9993994 , 1.0006006 , 1.0018018 ,
1.003003 , 1.0042042 , 1.00540541, 1.00660661, 1.00780781,
1.00900901, 1.01021021, 1.01141141, 1.01261261, 1.01381381,
1.01501502, 1.01621622, 1.01741742, 1.01861862, 1.01981982,
1.02102102, 1.02222222, 1.02342342, 1.02462462, 1.02582583,
1.02702703, 1.02822823, 1.02942943, 1.03063063, 1.03183183,
1.03303303, 1.03423423, 1.03543544, 1.03663664, 1.03783784,
1.03903904, 1.04024024, 1.04144144, 1.04264264, 1.04384384,
1.04504505, 1.04624625, 1.04744745, 1.04864865, 1.04984985,
1.05105105, 1.05225225, 1.05345345, 1.05465465, 1.05585586,
1.05705706, 1.05825826, 1.05945946, 1.06066066, 1.06186186,
1.06306306, 1.06426426, 1.06546547, 1.06666667, 1.06786787,
1.06906907, 1.07027027, 1.07147147, 1.07267267, 1.07387387,
1.07507508, 1.07627628, 1.07747748, 1.07867868, 1.07987988,
1.08108108, 1.08228228, 1.08348348, 1.08468468, 1.08588589,
1.08708709, 1.08828829, 1.08948949, 1.09069069, 1.09189189,
1.09309309, 1.09429429, 1.0954955 , 1.0966967 , 1.0978979 ,
1.0990991 , 1.1003003 , 1.1015015 , 1.1027027 , 1.1039039 ,
1.10510511, 1.10630631, 1.10750751, 1.10870871, 1.10990991,
1.11111111, 1.11231231, 1.11351351, 1.11471471, 1.11591592,
1.11711712, 1.11831832, 1.11951952, 1.12072072, 1.12192192,
1.12312312, 1.12432432, 1.12552553, 1.12672673, 1.12792793,
1.12912913, 1.13033033, 1.13153153, 1.13273273, 1.13393393,
1.13513514, 1.13633634, 1.13753754, 1.13873874, 1.13993994,
1.14114114, 1.14234234, 1.14354354, 1.14474474, 1.14594595,
1.14714715, 1.14834835, 1.14954955, 1.15075075, 1.15195195,
1.15315315, 1.15435435, 1.15555556, 1.15675676, 1.15795796,
1.15915916, 1.16036036, 1.16156156, 1.16276276, 1.16396396,
1.16516517, 1.16636637, 1.16756757, 1.16876877, 1.16996997,
1.17117117, 1.17237237, 1.17357357, 1.17477477, 1.17597598,
1.17717718, 1.17837838, 1.17957958, 1.18078078, 1.18198198,
1.18318318, 1.18438438, 1.18558559, 1.18678679, 1.18798799,
1.18918919, 1.19039039, 1.19159159, 1.19279279, 1.19399399,
1.1951952 , 1.1963964 , 1.1975976 , 1.1987988 , 1.2 ]), 'pdfs': array([ 9.10997228e-01, 9.10715568e-01, 9.09797020e-01,
9.08243710e-01, 9.06059107e-01, 9.03248011e-01,
8.99816538e-01, 8.95772096e-01, 8.91123363e-01,
8.85880257e-01, 8.80053899e-01, 8.73656578e-01,
8.66701712e-01, 8.59203795e-01, 8.51178356e-01,
8.42641903e-01, 8.33611869e-01, 8.24106554e-01,
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5.49533497e-01, 5.51769575e-01, 5.53701563e-01,
5.55322432e-01, 5.56625825e-01, 5.57606072e-01,
5.58258213e-01, 5.58578014e-01, 5.58561982e-01,
5.58207373e-01, 5.57512207e-01, 5.56475270e-01,
5.55096116e-01, 5.53375075e-01, 5.51313244e-01,
5.48912485e-01, 5.46175419e-01, 5.43105414e-01,
5.39706574e-01, 5.35983722e-01, 5.31942385e-01,
5.27588771e-01, 5.22929750e-01, 5.17972825e-01,
5.12726111e-01, 5.07198301e-01, 5.01398641e-01,
4.95336893e-01, 4.89023304e-01, 4.82468573e-01,
4.75683811e-01, 4.68680506e-01, 4.61470486e-01,
4.54065880e-01, 4.46479077e-01, 4.38722688e-01,
4.30809508e-01, 4.22752474e-01, 4.14564625e-01,
4.06259068e-01, 3.97848933e-01, 3.89347339e-01,
3.80767355e-01, 3.72121966e-01, 3.63424037e-01,
3.54686277e-01, 3.45921208e-01, 3.37141137e-01,
3.28358119e-01, 3.19583935e-01, 3.10830065e-01,
3.02107661e-01, 2.93427523e-01, 2.84800084e-01,
2.76235385e-01, 2.67743060e-01, 2.59332321e-01,
2.51011943e-01, 2.42790257e-01, 2.34675133e-01,
2.26673980e-01, 2.18793737e-01, 2.11040867e-01,
2.03421359e-01, 1.95940725e-01, 1.88604003e-01,
1.81415757e-01, 1.74380085e-01, 1.67500623e-01,
1.60780552e-01, 1.54222608e-01, 1.47829092e-01,
1.41601876e-01, 1.35542424e-01, 1.29651796e-01,
1.23930667e-01, 1.18379341e-01, 1.12997762e-01,
1.07785537e-01, 1.02741945e-01, 9.78659589e-02,
9.31562581e-02, 8.86112492e-02, 8.42290815e-02,
8.00076644e-02, 7.59446850e-02, 7.20376254e-02,
6.82837791e-02, 6.46802689e-02, 6.12240624e-02,
5.79119889e-02, 5.47407554e-02, 5.17069613e-02,
4.88071140e-02, 4.60376435e-02, 4.33949155e-02,
4.08752459e-02, 3.84749127e-02, 3.61901688e-02,
3.40172531e-02, 3.19524020e-02, 2.99918591e-02,
2.81318855e-02, 2.63687683e-02, 2.46988295e-02,
2.31184332e-02, 2.16239931e-02, 2.02119792e-02,
1.88789230e-02, 1.76214237e-02, 1.64361522e-02,
1.53198558e-02, 1.42693616e-02, 1.32815798e-02,
1.23535061e-02, 1.14822241e-02, 1.06649070e-02,
9.89881904e-03, 9.18131601e-03, 8.50984619e-03,
7.88195035e-03, 7.29526168e-03, 6.74750533e-03,
6.23649770e-03, 5.76014548e-03, 5.31644448e-03,
4.90347815e-03, 4.51941609e-03, 4.16251221e-03,
3.83110285e-03, 3.52360479e-03, 3.23851305e-03,
2.97439869e-03, 2.72990648e-03, 2.50375258e-03,
2.29472208e-03, 2.10166655e-03, 1.92350162e-03,
1.75920447e-03, 1.60781136e-03, 1.46841520e-03,
1.34016307e-03, 1.22225385e-03, 1.11393580e-03,
1.01450429e-03, 9.23299468e-04, 8.39704051e-04,
7.63141147e-04, 6.93072149e-04, 6.28994679e-04,
5.70440616e-04, 5.16974173e-04, 4.68190058e-04,
4.23711700e-04, 3.83189543e-04, 3.46299419e-04,
3.12740979e-04, 2.82236210e-04, 2.54528008e-04,
2.29378828e-04, 2.06569396e-04, 1.85897490e-04,
1.67176783e-04, 1.50235751e-04, 1.34916637e-04,
1.21074477e-04, 1.08576185e-04, 9.72996841e-05,
8.71330980e-05, 7.79739888e-05, 6.97286432e-05,
6.23114049e-05, 5.56440503e-05, 4.96552057e-05,
4.42798044e-05, 3.94585804e-05, 3.51375982e-05,
3.12678154e-05])}
In [22]:
# Scan Statistic-1
temp_ss1 = scan_statistic(G, 1)
ss1 = density(temp_ss1)
print ss1
{'xs': array([ 0. , 0.40840841, 0.81681682, 1.22522523,
1.63363363, 2.04204204, 2.45045045, 2.85885886,
3.26726727, 3.67567568, 4.08408408, 4.49249249,
4.9009009 , 5.30930931, 5.71771772, 6.12612613,
6.53453453, 6.94294294, 7.35135135, 7.75975976,
8.16816817, 8.57657658, 8.98498498, 9.39339339,
9.8018018 , 10.21021021, 10.61861862, 11.02702703,
11.43543544, 11.84384384, 12.25225225, 12.66066066,
13.06906907, 13.47747748, 13.88588589, 14.29429429,
14.7027027 , 15.11111111, 15.51951952, 15.92792793,
16.33633634, 16.74474474, 17.15315315, 17.56156156,
17.96996997, 18.37837838, 18.78678679, 19.1951952 ,
19.6036036 , 20.01201201, 20.42042042, 20.82882883,
21.23723724, 21.64564565, 22.05405405, 22.46246246,
22.87087087, 23.27927928, 23.68768769, 24.0960961 ,
24.5045045 , 24.91291291, 25.32132132, 25.72972973,
26.13813814, 26.54654655, 26.95495495, 27.36336336,
27.77177177, 28.18018018, 28.58858859, 28.996997 ,
29.40540541, 29.81381381, 30.22222222, 30.63063063,
31.03903904, 31.44744745, 31.85585586, 32.26426426,
32.67267267, 33.08108108, 33.48948949, 33.8978979 ,
34.30630631, 34.71471471, 35.12312312, 35.53153153,
35.93993994, 36.34834835, 36.75675676, 37.16516517,
37.57357357, 37.98198198, 38.39039039, 38.7987988 ,
39.20720721, 39.61561562, 40.02402402, 40.43243243,
40.84084084, 41.24924925, 41.65765766, 42.06606607,
42.47447447, 42.88288288, 43.29129129, 43.6996997 ,
44.10810811, 44.51651652, 44.92492492, 45.33333333,
45.74174174, 46.15015015, 46.55855856, 46.96696697,
47.37537538, 47.78378378, 48.19219219, 48.6006006 ,
49.00900901, 49.41741742, 49.82582583, 50.23423423,
50.64264264, 51.05105105, 51.45945946, 51.86786787,
52.27627628, 52.68468468, 53.09309309, 53.5015015 ,
53.90990991, 54.31831832, 54.72672673, 55.13513514,
55.54354354, 55.95195195, 56.36036036, 56.76876877,
57.17717718, 57.58558559, 57.99399399, 58.4024024 ,
58.81081081, 59.21921922, 59.62762763, 60.03603604,
60.44444444, 60.85285285, 61.26126126, 61.66966967,
62.07807808, 62.48648649, 62.89489489, 63.3033033 ,
63.71171171, 64.12012012, 64.52852853, 64.93693694,
65.34534535, 65.75375375, 66.16216216, 66.57057057,
66.97897898, 67.38738739, 67.7957958 , 68.2042042 ,
68.61261261, 69.02102102, 69.42942943, 69.83783784,
70.24624625, 70.65465465, 71.06306306, 71.47147147,
71.87987988, 72.28828829, 72.6966967 , 73.10510511,
73.51351351, 73.92192192, 74.33033033, 74.73873874,
75.14714715, 75.55555556, 75.96396396, 76.37237237,
76.78078078, 77.18918919, 77.5975976 , 78.00600601,
78.41441441, 78.82282282, 79.23123123, 79.63963964,
80.04804805, 80.45645646, 80.86486486, 81.27327327,
81.68168168, 82.09009009, 82.4984985 , 82.90690691,
83.31531532, 83.72372372, 84.13213213, 84.54054054,
84.94894895, 85.35735736, 85.76576577, 86.17417417,
86.58258258, 86.99099099, 87.3993994 , 87.80780781,
88.21621622, 88.62462462, 89.03303303, 89.44144144,
89.84984985, 90.25825826, 90.66666667, 91.07507508,
91.48348348, 91.89189189, 92.3003003 , 92.70870871,
93.11711712, 93.52552553, 93.93393393, 94.34234234,
94.75075075, 95.15915916, 95.56756757, 95.97597598,
96.38438438, 96.79279279, 97.2012012 , 97.60960961,
98.01801802, 98.42642643, 98.83483483, 99.24324324,
99.65165165, 100.06006006, 100.46846847, 100.87687688,
101.28528529, 101.69369369, 102.1021021 , 102.51051051,
102.91891892, 103.32732733, 103.73573574, 104.14414414,
104.55255255, 104.96096096, 105.36936937, 105.77777778,
106.18618619, 106.59459459, 107.003003 , 107.41141141,
107.81981982, 108.22822823, 108.63663664, 109.04504505,
109.45345345, 109.86186186, 110.27027027, 110.67867868,
111.08708709, 111.4954955 , 111.9039039 , 112.31231231,
112.72072072, 113.12912913, 113.53753754, 113.94594595,
114.35435435, 114.76276276, 115.17117117, 115.57957958,
115.98798799, 116.3963964 , 116.8048048 , 117.21321321,
117.62162162, 118.03003003, 118.43843844, 118.84684685,
119.25525526, 119.66366366, 120.07207207, 120.48048048,
120.88888889, 121.2972973 , 121.70570571, 122.11411411,
122.52252252, 122.93093093, 123.33933934, 123.74774775,
124.15615616, 124.56456456, 124.97297297, 125.38138138,
125.78978979, 126.1981982 , 126.60660661, 127.01501502,
127.42342342, 127.83183183, 128.24024024, 128.64864865,
129.05705706, 129.46546547, 129.87387387, 130.28228228,
130.69069069, 131.0990991 , 131.50750751, 131.91591592,
132.32432432, 132.73273273, 133.14114114, 133.54954955,
133.95795796, 134.36636637, 134.77477477, 135.18318318,
135.59159159, 136. , 136.40840841, 136.81681682,
137.22522523, 137.63363363, 138.04204204, 138.45045045,
138.85885886, 139.26726727, 139.67567568, 140.08408408,
140.49249249, 140.9009009 , 141.30930931, 141.71771772,
142.12612613, 142.53453453, 142.94294294, 143.35135135,
143.75975976, 144.16816817, 144.57657658, 144.98498498,
145.39339339, 145.8018018 , 146.21021021, 146.61861862,
147.02702703, 147.43543544, 147.84384384, 148.25225225,
148.66066066, 149.06906907, 149.47747748, 149.88588589,
150.29429429, 150.7027027 , 151.11111111, 151.51951952,
151.92792793, 152.33633634, 152.74474474, 153.15315315,
153.56156156, 153.96996997, 154.37837838, 154.78678679,
155.1951952 , 155.6036036 , 156.01201201, 156.42042042,
156.82882883, 157.23723724, 157.64564565, 158.05405405,
158.46246246, 158.87087087, 159.27927928, 159.68768769,
160.0960961 , 160.5045045 , 160.91291291, 161.32132132,
161.72972973, 162.13813814, 162.54654655, 162.95495495,
163.36336336, 163.77177177, 164.18018018, 164.58858859,
164.996997 , 165.40540541, 165.81381381, 166.22222222,
166.63063063, 167.03903904, 167.44744745, 167.85585586,
168.26426426, 168.67267267, 169.08108108, 169.48948949,
169.8978979 , 170.30630631, 170.71471471, 171.12312312,
171.53153153, 171.93993994, 172.34834835, 172.75675676,
173.16516517, 173.57357357, 173.98198198, 174.39039039,
174.7987988 , 175.20720721, 175.61561562, 176.02402402,
176.43243243, 176.84084084, 177.24924925, 177.65765766,
178.06606607, 178.47447447, 178.88288288, 179.29129129,
179.6996997 , 180.10810811, 180.51651652, 180.92492492,
181.33333333, 181.74174174, 182.15015015, 182.55855856,
182.96696697, 183.37537538, 183.78378378, 184.19219219,
184.6006006 , 185.00900901, 185.41741742, 185.82582583,
186.23423423, 186.64264264, 187.05105105, 187.45945946,
187.86786787, 188.27627628, 188.68468468, 189.09309309,
189.5015015 , 189.90990991, 190.31831832, 190.72672673,
191.13513514, 191.54354354, 191.95195195, 192.36036036,
192.76876877, 193.17717718, 193.58558559, 193.99399399,
194.4024024 , 194.81081081, 195.21921922, 195.62762763,
196.03603604, 196.44444444, 196.85285285, 197.26126126,
197.66966967, 198.07807808, 198.48648649, 198.89489489,
199.3033033 , 199.71171171, 200.12012012, 200.52852853,
200.93693694, 201.34534535, 201.75375375, 202.16216216,
202.57057057, 202.97897898, 203.38738739, 203.7957958 ,
204.2042042 , 204.61261261, 205.02102102, 205.42942943,
205.83783784, 206.24624625, 206.65465465, 207.06306306,
207.47147147, 207.87987988, 208.28828829, 208.6966967 ,
209.10510511, 209.51351351, 209.92192192, 210.33033033,
210.73873874, 211.14714715, 211.55555556, 211.96396396,
212.37237237, 212.78078078, 213.18918919, 213.5975976 ,
214.00600601, 214.41441441, 214.82282282, 215.23123123,
215.63963964, 216.04804805, 216.45645646, 216.86486486,
217.27327327, 217.68168168, 218.09009009, 218.4984985 ,
218.90690691, 219.31531532, 219.72372372, 220.13213213,
220.54054054, 220.94894895, 221.35735736, 221.76576577,
222.17417417, 222.58258258, 222.99099099, 223.3993994 ,
223.80780781, 224.21621622, 224.62462462, 225.03303303,
225.44144144, 225.84984985, 226.25825826, 226.66666667,
227.07507508, 227.48348348, 227.89189189, 228.3003003 ,
228.70870871, 229.11711712, 229.52552553, 229.93393393,
230.34234234, 230.75075075, 231.15915916, 231.56756757,
231.97597598, 232.38438438, 232.79279279, 233.2012012 ,
233.60960961, 234.01801802, 234.42642643, 234.83483483,
235.24324324, 235.65165165, 236.06006006, 236.46846847,
236.87687688, 237.28528529, 237.69369369, 238.1021021 ,
238.51051051, 238.91891892, 239.32732733, 239.73573574,
240.14414414, 240.55255255, 240.96096096, 241.36936937,
241.77777778, 242.18618619, 242.59459459, 243.003003 ,
243.41141141, 243.81981982, 244.22822823, 244.63663664,
245.04504505, 245.45345345, 245.86186186, 246.27027027,
246.67867868, 247.08708709, 247.4954955 , 247.9039039 ,
248.31231231, 248.72072072, 249.12912913, 249.53753754,
249.94594595, 250.35435435, 250.76276276, 251.17117117,
251.57957958, 251.98798799, 252.3963964 , 252.8048048 ,
253.21321321, 253.62162162, 254.03003003, 254.43843844,
254.84684685, 255.25525526, 255.66366366, 256.07207207,
256.48048048, 256.88888889, 257.2972973 , 257.70570571,
258.11411411, 258.52252252, 258.93093093, 259.33933934,
259.74774775, 260.15615616, 260.56456456, 260.97297297,
261.38138138, 261.78978979, 262.1981982 , 262.60660661,
263.01501502, 263.42342342, 263.83183183, 264.24024024,
264.64864865, 265.05705706, 265.46546547, 265.87387387,
266.28228228, 266.69069069, 267.0990991 , 267.50750751,
267.91591592, 268.32432432, 268.73273273, 269.14114114,
269.54954955, 269.95795796, 270.36636637, 270.77477477,
271.18318318, 271.59159159, 272. , 272.40840841,
272.81681682, 273.22522523, 273.63363363, 274.04204204,
274.45045045, 274.85885886, 275.26726727, 275.67567568,
276.08408408, 276.49249249, 276.9009009 , 277.30930931,
277.71771772, 278.12612613, 278.53453453, 278.94294294,
279.35135135, 279.75975976, 280.16816817, 280.57657658,
280.98498498, 281.39339339, 281.8018018 , 282.21021021,
282.61861862, 283.02702703, 283.43543544, 283.84384384,
284.25225225, 284.66066066, 285.06906907, 285.47747748,
285.88588589, 286.29429429, 286.7027027 , 287.11111111,
287.51951952, 287.92792793, 288.33633634, 288.74474474,
289.15315315, 289.56156156, 289.96996997, 290.37837838,
290.78678679, 291.1951952 , 291.6036036 , 292.01201201,
292.42042042, 292.82882883, 293.23723724, 293.64564565,
294.05405405, 294.46246246, 294.87087087, 295.27927928,
295.68768769, 296.0960961 , 296.5045045 , 296.91291291,
297.32132132, 297.72972973, 298.13813814, 298.54654655,
298.95495495, 299.36336336, 299.77177177, 300.18018018,
300.58858859, 300.996997 , 301.40540541, 301.81381381,
302.22222222, 302.63063063, 303.03903904, 303.44744745,
303.85585586, 304.26426426, 304.67267267, 305.08108108,
305.48948949, 305.8978979 , 306.30630631, 306.71471471,
307.12312312, 307.53153153, 307.93993994, 308.34834835,
308.75675676, 309.16516517, 309.57357357, 309.98198198,
310.39039039, 310.7987988 , 311.20720721, 311.61561562,
312.02402402, 312.43243243, 312.84084084, 313.24924925,
313.65765766, 314.06606607, 314.47447447, 314.88288288,
315.29129129, 315.6996997 , 316.10810811, 316.51651652,
316.92492492, 317.33333333, 317.74174174, 318.15015015,
318.55855856, 318.96696697, 319.37537538, 319.78378378,
320.19219219, 320.6006006 , 321.00900901, 321.41741742,
321.82582583, 322.23423423, 322.64264264, 323.05105105,
323.45945946, 323.86786787, 324.27627628, 324.68468468,
325.09309309, 325.5015015 , 325.90990991, 326.31831832,
326.72672673, 327.13513514, 327.54354354, 327.95195195,
328.36036036, 328.76876877, 329.17717718, 329.58558559,
329.99399399, 330.4024024 , 330.81081081, 331.21921922,
331.62762763, 332.03603604, 332.44444444, 332.85285285,
333.26126126, 333.66966967, 334.07807808, 334.48648649,
334.89489489, 335.3033033 , 335.71171171, 336.12012012,
336.52852853, 336.93693694, 337.34534535, 337.75375375,
338.16216216, 338.57057057, 338.97897898, 339.38738739,
339.7957958 , 340.2042042 , 340.61261261, 341.02102102,
341.42942943, 341.83783784, 342.24624625, 342.65465465,
343.06306306, 343.47147147, 343.87987988, 344.28828829,
344.6966967 , 345.10510511, 345.51351351, 345.92192192,
346.33033033, 346.73873874, 347.14714715, 347.55555556,
347.96396396, 348.37237237, 348.78078078, 349.18918919,
349.5975976 , 350.00600601, 350.41441441, 350.82282282,
351.23123123, 351.63963964, 352.04804805, 352.45645646,
352.86486486, 353.27327327, 353.68168168, 354.09009009,
354.4984985 , 354.90690691, 355.31531532, 355.72372372,
356.13213213, 356.54054054, 356.94894895, 357.35735736,
357.76576577, 358.17417417, 358.58258258, 358.99099099,
359.3993994 , 359.80780781, 360.21621622, 360.62462462,
361.03303303, 361.44144144, 361.84984985, 362.25825826,
362.66666667, 363.07507508, 363.48348348, 363.89189189,
364.3003003 , 364.70870871, 365.11711712, 365.52552553,
365.93393393, 366.34234234, 366.75075075, 367.15915916,
367.56756757, 367.97597598, 368.38438438, 368.79279279,
369.2012012 , 369.60960961, 370.01801802, 370.42642643,
370.83483483, 371.24324324, 371.65165165, 372.06006006,
372.46846847, 372.87687688, 373.28528529, 373.69369369,
374.1021021 , 374.51051051, 374.91891892, 375.32732733,
375.73573574, 376.14414414, 376.55255255, 376.96096096,
377.36936937, 377.77777778, 378.18618619, 378.59459459,
379.003003 , 379.41141141, 379.81981982, 380.22822823,
380.63663664, 381.04504505, 381.45345345, 381.86186186,
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1.66028029e-05, 1.52480126e-05, 1.39610005e-05,
1.27431549e-05, 1.15952875e-05, 1.05176709e-05,
9.51008012e-06, 8.57183589e-06, 7.70185071e-06,
6.89867702e-06, 6.16055703e-06, 5.48547419e-06,
4.87120538e-06, 4.31537371e-06, 3.81550095e-06,
3.36905912e-06, 2.97352059e-06, 2.62640581e-06,
2.32532816e-06, 2.06803506e-06, 1.85244494e-06,
1.67667917e-06, 1.53908872e-06, 1.43827488e-06,
1.37310374e-06, 1.34271409e-06, 1.34651860e-06,
1.38419807e-06, 1.45568872e-06, 1.56116278e-06,
1.70100230e-06, 1.87576669e-06, 2.08615443e-06,
2.33295936e-06, 2.61702235e-06, 2.93917918e-06,
3.30020547e-06, 3.70075982e-06, 4.14132622e-06,
4.62215704e-06, 5.14321787e-06, 5.70413552e-06,
6.30415050e-06, 6.94207535e-06, 7.61625994e-06,
8.32456483e-06, 9.06434372e-06, 9.83243575e-06,
1.06251680e-05, 1.14383690e-05, 1.22673922e-05,
1.31071513e-05, 1.39521639e-05, 1.47966062e-05,
1.56343749e-05, 1.64591569e-05, 1.72645051e-05,
1.80439184e-05, 1.87909250e-05, 1.94991672e-05,
2.01624863e-05, 2.07750050e-05, 2.13312083e-05,
2.18260185e-05, 2.22548655e-05, 2.26137497e-05,
2.28992973e-05, 2.31088072e-05, 2.32402884e-05,
2.32924873e-05, 2.32649053e-05, 2.31578054e-05,
2.29722092e-05, 2.27098816e-05, 2.23733076e-05,
2.19656566e-05, 2.14907393e-05, 2.09529545e-05,
2.03572281e-05, 1.97089451e-05, 1.90138755e-05,
1.82780948e-05, 1.75079019e-05, 1.67097340e-05,
1.58900810e-05, 1.50554013e-05, 1.42120394e-05,
1.33661479e-05, 1.25236142e-05, 1.16899948e-05,
1.08704565e-05, 1.00697267e-05, 9.29205320e-06,
8.54117408e-06, 7.82029729e-06, 7.13209088e-06,
6.47868289e-06, 5.86167069e-06, 5.28213882e-06,
4.74068473e-06, 4.23745099e-06, 3.77216316e-06,
3.34417175e-06, 2.95249731e-06, 2.59587720e-06,
2.27281295e-06, 1.98161710e-06, 1.72045857e-06,
1.48740561e-06, 1.28046574e-06, 1.09762208e-06,
9.36865705e-07, 7.96223724e-07, 6.73783075e-07,
5.67710003e-07, 4.76265374e-07, 3.97816061e-07,
3.30842709e-07, 2.73944220e-07, 2.25839370e-07,
1.85365952e-07, 1.51477863e-07, 1.23240536e-07,
9.98250897e-08, 8.05015581e-08, 6.46314972e-08,
5.16602602e-08, 4.11091659e-08, 3.25677581e-08,
2.56863123e-08, 2.01687076e-08, 1.57657505e-08,
1.22690091e-08, 9.50518745e-09, 7.33105483e-09,
5.62892112e-09, 4.30264192e-09, 3.27412397e-09,
2.48029609e-09, 1.87050613e-09, 1.40430269e-09,
1.04955974e-09, 7.80903511e-10, 5.78402766e-10,
4.26486395e-10, 3.13055226e-10, 2.28758302e-10,
1.66407206e-10, 1.20505266e-10, 8.68716114e-11,
6.23429070e-11, 4.45382291e-11, 3.16748822e-11,
2.24250136e-11, 1.58046753e-11, 1.10885086e-11,
7.74452826e-12, 5.38456553e-12, 3.72683234e-12,
2.56780586e-12, 1.76123507e-12, 1.20255505e-12,
8.17381539e-13, 5.53065572e-13, 3.72529025e-13,
2.49790007e-13, 1.66732875e-13, 1.10789459e-13,
7.32835464e-14, 4.82553159e-14, 3.16311024e-14,
2.06401959e-14, 1.34073663e-14, 8.66968197e-15,
5.58075249e-15, 3.57612045e-15, 2.28118854e-15,
1.44857100e-15, 9.15688689e-16, 5.76215957e-16,
3.60954111e-16, 2.25085698e-16, 1.39724618e-16,
8.63429756e-17, 5.31141303e-17, 3.25253559e-17,
1.98272692e-17, 1.20318540e-17, 7.26826847e-18,
4.37077122e-18, 2.61645850e-18, 1.55918716e-18,
9.24935027e-19, 5.46201324e-19, 3.21087043e-19,
1.87897625e-19, 1.09458187e-19, 6.34751340e-20,
3.66426940e-20, 2.10571473e-20, 1.20459212e-20,
6.85975850e-21, 3.88871341e-21, 2.19447852e-21,
1.23277835e-21, 6.89393066e-22, 3.83775335e-22,
2.12674504e-22, 1.17322688e-22, 6.44283153e-23,
3.52208416e-23, 1.91668548e-23, 1.03831742e-23,
5.59934951e-24, 3.00589050e-24, 1.60633776e-24,
8.54532744e-25, 4.52531345e-25, 2.38559511e-25,
1.25190943e-25, 6.53999150e-26, 3.40102286e-26,
1.76063773e-26, 9.07315945e-27, 4.65452277e-27,
2.37694892e-27, 1.20834962e-27, 6.11495738e-28,
3.08050787e-28, 1.54482494e-28, 7.71195123e-29,
3.83245736e-29, 1.89591315e-29, 9.33657509e-30,
4.57704092e-30, 2.23362385e-30, 1.08508391e-30,
5.24740577e-31, 2.52612019e-31, 1.21057418e-31,
5.77506449e-32, 2.74252315e-32, 1.29649784e-32,
6.10128515e-33])}
In [23]:
# EigenValues
laplacian = nx.normalized_laplacian_matrix(G)
eigs = np.sort(np.linalg.eigvals(laplacian.A))[::-1]
print eigs
[ 2.00000000e+00+0.j 2.00000000e+00+0.j 2.00000000e+00+0.j ...,
-4.18339719e-15+0.j -4.25129112e-15+0.j -4.76591340e-15+0.j]
In [25]:
#Betweenness Centrality
nxbc = nx.algorithms.betweenness_centrality
temp_bc = (nxbc(G).values())
centrality = density(temp_bc)
print centrality
{'xs': array([ 0.00000000e+00, 5.75934325e-05, 1.15186865e-04,
1.72780298e-04, 2.30373730e-04, 2.87967163e-04,
3.45560595e-04, 4.03154028e-04, 4.60747460e-04,
5.18340893e-04, 5.75934325e-04, 6.33527758e-04,
6.91121190e-04, 7.48714623e-04, 8.06308055e-04,
8.63901488e-04, 9.21494920e-04, 9.79088353e-04,
1.03668179e-03, 1.09427522e-03, 1.15186865e-03,
1.20946208e-03, 1.26705552e-03, 1.32464895e-03,
1.38224238e-03, 1.43983581e-03, 1.49742925e-03,
1.55502268e-03, 1.61261611e-03, 1.67020954e-03,
1.72780298e-03, 1.78539641e-03, 1.84298984e-03,
1.90058327e-03, 1.95817671e-03, 2.01577014e-03,
2.07336357e-03, 2.13095700e-03, 2.18855044e-03,
2.24614387e-03, 2.30373730e-03, 2.36133073e-03,
2.41892417e-03, 2.47651760e-03, 2.53411103e-03,
2.59170446e-03, 2.64929790e-03, 2.70689133e-03,
2.76448476e-03, 2.82207819e-03, 2.87967163e-03,
2.93726506e-03, 2.99485849e-03, 3.05245192e-03,
3.11004536e-03, 3.16763879e-03, 3.22523222e-03,
3.28282565e-03, 3.34041909e-03, 3.39801252e-03,
3.45560595e-03, 3.51319938e-03, 3.57079282e-03,
3.62838625e-03, 3.68597968e-03, 3.74357311e-03,
3.80116655e-03, 3.85875998e-03, 3.91635341e-03,
3.97394684e-03, 4.03154028e-03, 4.08913371e-03,
4.14672714e-03, 4.20432057e-03, 4.26191401e-03,
4.31950744e-03, 4.37710087e-03, 4.43469430e-03,
4.49228774e-03, 4.54988117e-03, 4.60747460e-03,
4.66506803e-03, 4.72266147e-03, 4.78025490e-03,
4.83784833e-03, 4.89544176e-03, 4.95303520e-03,
5.01062863e-03, 5.06822206e-03, 5.12581549e-03,
5.18340893e-03, 5.24100236e-03, 5.29859579e-03,
5.35618922e-03, 5.41378266e-03, 5.47137609e-03,
5.52896952e-03, 5.58656295e-03, 5.64415639e-03,
5.70174982e-03, 5.75934325e-03, 5.81693669e-03,
5.87453012e-03, 5.93212355e-03, 5.98971698e-03,
6.04731042e-03, 6.10490385e-03, 6.16249728e-03,
6.22009071e-03, 6.27768415e-03, 6.33527758e-03,
6.39287101e-03, 6.45046444e-03, 6.50805788e-03,
6.56565131e-03, 6.62324474e-03, 6.68083817e-03,
6.73843161e-03, 6.79602504e-03, 6.85361847e-03,
6.91121190e-03, 6.96880534e-03, 7.02639877e-03,
7.08399220e-03, 7.14158563e-03, 7.19917907e-03,
7.25677250e-03, 7.31436593e-03, 7.37195936e-03,
7.42955280e-03, 7.48714623e-03, 7.54473966e-03,
7.60233309e-03, 7.65992653e-03, 7.71751996e-03,
7.77511339e-03, 7.83270682e-03, 7.89030026e-03,
7.94789369e-03, 8.00548712e-03, 8.06308055e-03,
8.12067399e-03, 8.17826742e-03, 8.23586085e-03,
8.29345428e-03, 8.35104772e-03, 8.40864115e-03,
8.46623458e-03, 8.52382801e-03, 8.58142145e-03,
8.63901488e-03, 8.69660831e-03, 8.75420174e-03,
8.81179518e-03, 8.86938861e-03, 8.92698204e-03,
8.98457547e-03, 9.04216891e-03, 9.09976234e-03,
9.15735577e-03, 9.21494920e-03, 9.27254264e-03,
9.33013607e-03, 9.38772950e-03, 9.44532293e-03,
9.50291637e-03, 9.56050980e-03, 9.61810323e-03,
9.67569666e-03, 9.73329010e-03, 9.79088353e-03,
9.84847696e-03, 9.90607039e-03, 9.96366383e-03,
1.00212573e-02, 1.00788507e-02, 1.01364441e-02,
1.01940376e-02, 1.02516310e-02, 1.03092244e-02,
1.03668179e-02, 1.04244113e-02, 1.04820047e-02,
1.05395982e-02, 1.05971916e-02, 1.06547850e-02,
1.07123784e-02, 1.07699719e-02, 1.08275653e-02,
1.08851587e-02, 1.09427522e-02, 1.10003456e-02,
1.10579390e-02, 1.11155325e-02, 1.11731259e-02,
1.12307193e-02, 1.12883128e-02, 1.13459062e-02,
1.14034996e-02, 1.14610931e-02, 1.15186865e-02,
1.15762799e-02, 1.16338734e-02, 1.16914668e-02,
1.17490602e-02, 1.18066537e-02, 1.18642471e-02,
1.19218405e-02, 1.19794340e-02, 1.20370274e-02,
1.20946208e-02, 1.21522143e-02, 1.22098077e-02,
1.22674011e-02, 1.23249946e-02, 1.23825880e-02,
1.24401814e-02, 1.24977749e-02, 1.25553683e-02,
1.26129617e-02, 1.26705552e-02, 1.27281486e-02,
1.27857420e-02, 1.28433355e-02, 1.29009289e-02,
1.29585223e-02, 1.30161158e-02, 1.30737092e-02,
1.31313026e-02, 1.31888960e-02, 1.32464895e-02,
1.33040829e-02, 1.33616763e-02, 1.34192698e-02,
1.34768632e-02, 1.35344566e-02, 1.35920501e-02,
1.36496435e-02, 1.37072369e-02, 1.37648304e-02,
1.38224238e-02, 1.38800172e-02, 1.39376107e-02,
1.39952041e-02, 1.40527975e-02, 1.41103910e-02,
1.41679844e-02, 1.42255778e-02, 1.42831713e-02,
1.43407647e-02, 1.43983581e-02, 1.44559516e-02,
1.45135450e-02, 1.45711384e-02, 1.46287319e-02,
1.46863253e-02, 1.47439187e-02, 1.48015122e-02,
1.48591056e-02, 1.49166990e-02, 1.49742925e-02,
1.50318859e-02, 1.50894793e-02, 1.51470728e-02,
1.52046662e-02, 1.52622596e-02, 1.53198531e-02,
1.53774465e-02, 1.54350399e-02, 1.54926333e-02,
1.55502268e-02, 1.56078202e-02, 1.56654136e-02,
1.57230071e-02, 1.57806005e-02, 1.58381939e-02,
1.58957874e-02, 1.59533808e-02, 1.60109742e-02,
1.60685677e-02, 1.61261611e-02, 1.61837545e-02,
1.62413480e-02, 1.62989414e-02, 1.63565348e-02,
1.64141283e-02, 1.64717217e-02, 1.65293151e-02,
1.65869086e-02, 1.66445020e-02, 1.67020954e-02,
1.67596889e-02, 1.68172823e-02, 1.68748757e-02,
1.69324692e-02, 1.69900626e-02, 1.70476560e-02,
1.71052495e-02, 1.71628429e-02, 1.72204363e-02,
1.72780298e-02, 1.73356232e-02, 1.73932166e-02,
1.74508101e-02, 1.75084035e-02, 1.75659969e-02,
1.76235904e-02, 1.76811838e-02, 1.77387772e-02,
1.77963707e-02, 1.78539641e-02, 1.79115575e-02,
1.79691509e-02, 1.80267444e-02, 1.80843378e-02,
1.81419312e-02, 1.81995247e-02, 1.82571181e-02,
1.83147115e-02, 1.83723050e-02, 1.84298984e-02,
1.84874918e-02, 1.85450853e-02, 1.86026787e-02,
1.86602721e-02, 1.87178656e-02, 1.87754590e-02,
1.88330524e-02, 1.88906459e-02, 1.89482393e-02,
1.90058327e-02, 1.90634262e-02, 1.91210196e-02,
1.91786130e-02, 1.92362065e-02, 1.92937999e-02,
1.93513933e-02, 1.94089868e-02, 1.94665802e-02,
1.95241736e-02, 1.95817671e-02, 1.96393605e-02,
1.96969539e-02, 1.97545474e-02, 1.98121408e-02,
1.98697342e-02, 1.99273277e-02, 1.99849211e-02,
2.00425145e-02, 2.01001080e-02, 2.01577014e-02,
2.02152948e-02, 2.02728882e-02, 2.03304817e-02,
2.03880751e-02, 2.04456685e-02, 2.05032620e-02,
2.05608554e-02, 2.06184488e-02, 2.06760423e-02,
2.07336357e-02, 2.07912291e-02, 2.08488226e-02,
2.09064160e-02, 2.09640094e-02, 2.10216029e-02,
2.10791963e-02, 2.11367897e-02, 2.11943832e-02,
2.12519766e-02, 2.13095700e-02, 2.13671635e-02,
2.14247569e-02, 2.14823503e-02, 2.15399438e-02,
2.15975372e-02, 2.16551306e-02, 2.17127241e-02,
2.17703175e-02, 2.18279109e-02, 2.18855044e-02,
2.19430978e-02, 2.20006912e-02, 2.20582847e-02,
2.21158781e-02, 2.21734715e-02, 2.22310650e-02,
2.22886584e-02, 2.23462518e-02, 2.24038453e-02,
2.24614387e-02, 2.25190321e-02, 2.25766256e-02,
2.26342190e-02, 2.26918124e-02, 2.27494058e-02,
2.28069993e-02, 2.28645927e-02, 2.29221861e-02,
2.29797796e-02, 2.30373730e-02, 2.30949664e-02,
2.31525599e-02, 2.32101533e-02, 2.32677467e-02,
2.33253402e-02, 2.33829336e-02, 2.34405270e-02,
2.34981205e-02, 2.35557139e-02, 2.36133073e-02,
2.36709008e-02, 2.37284942e-02, 2.37860876e-02,
2.38436811e-02, 2.39012745e-02, 2.39588679e-02,
2.40164614e-02, 2.40740548e-02, 2.41316482e-02,
2.41892417e-02, 2.42468351e-02, 2.43044285e-02,
2.43620220e-02, 2.44196154e-02, 2.44772088e-02,
2.45348023e-02, 2.45923957e-02, 2.46499891e-02,
2.47075826e-02, 2.47651760e-02, 2.48227694e-02,
2.48803629e-02, 2.49379563e-02, 2.49955497e-02,
2.50531431e-02, 2.51107366e-02, 2.51683300e-02,
2.52259234e-02, 2.52835169e-02, 2.53411103e-02,
2.53987037e-02, 2.54562972e-02, 2.55138906e-02,
2.55714840e-02, 2.56290775e-02, 2.56866709e-02,
2.57442643e-02, 2.58018578e-02, 2.58594512e-02,
2.59170446e-02, 2.59746381e-02, 2.60322315e-02,
2.60898249e-02, 2.61474184e-02, 2.62050118e-02,
2.62626052e-02, 2.63201987e-02, 2.63777921e-02,
2.64353855e-02, 2.64929790e-02, 2.65505724e-02,
2.66081658e-02, 2.66657593e-02, 2.67233527e-02,
2.67809461e-02, 2.68385396e-02, 2.68961330e-02,
2.69537264e-02, 2.70113199e-02, 2.70689133e-02,
2.71265067e-02, 2.71841002e-02, 2.72416936e-02,
2.72992870e-02, 2.73568804e-02, 2.74144739e-02,
2.74720673e-02, 2.75296607e-02, 2.75872542e-02,
2.76448476e-02, 2.77024410e-02, 2.77600345e-02,
2.78176279e-02, 2.78752213e-02, 2.79328148e-02,
2.79904082e-02, 2.80480016e-02, 2.81055951e-02,
2.81631885e-02, 2.82207819e-02, 2.82783754e-02,
2.83359688e-02, 2.83935622e-02, 2.84511557e-02,
2.85087491e-02, 2.85663425e-02, 2.86239360e-02,
2.86815294e-02, 2.87391228e-02, 2.87967163e-02,
2.88543097e-02, 2.89119031e-02, 2.89694966e-02,
2.90270900e-02, 2.90846834e-02, 2.91422769e-02,
2.91998703e-02, 2.92574637e-02, 2.93150572e-02,
2.93726506e-02, 2.94302440e-02, 2.94878375e-02,
2.95454309e-02, 2.96030243e-02, 2.96606178e-02,
2.97182112e-02, 2.97758046e-02, 2.98333980e-02,
2.98909915e-02, 2.99485849e-02, 3.00061783e-02,
3.00637718e-02, 3.01213652e-02, 3.01789586e-02,
3.02365521e-02, 3.02941455e-02, 3.03517389e-02,
3.04093324e-02, 3.04669258e-02, 3.05245192e-02,
3.05821127e-02, 3.06397061e-02, 3.06972995e-02,
3.07548930e-02, 3.08124864e-02, 3.08700798e-02,
3.09276733e-02, 3.09852667e-02, 3.10428601e-02,
3.11004536e-02, 3.11580470e-02, 3.12156404e-02,
3.12732339e-02, 3.13308273e-02, 3.13884207e-02,
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7.13190728e-55, 1.58341870e-55, 3.48337654e-56,
7.59310927e-57])}
Content source: NeuroDataDesign/seelviz
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