In [1]:
import collections
import tensorflow as tf
from tensorflow.examples.tutorials.mnist import input_data
import numpy as np
import matplotlib.pyplot as plt
import matplotlib.image as mpimg
import sklearn
import seaborn as sns
from sklearn import svm
from my_rbm import Rbm
import six.moves.cPickle as pickle
import sys
from pandas import *
from sklearn.preprocessing import OneHotEncoder
from yadlt.models.rbm_models import dbn
%matplotlib inline
In [2]:
mnist = input_data.read_data_sets("MNIST_data/", one_hot=False)
train_images = mnist.train.images
test_images = mnist.test.images
Extracting MNIST_data/train-images-idx3-ubyte.gz
Extracting MNIST_data/train-labels-idx1-ubyte.gz
Extracting MNIST_data/t10k-images-idx3-ubyte.gz
Extracting MNIST_data/t10k-labels-idx1-ubyte.gz
In [8]:
num_hidden = 64
num_epochs=10
rbm = Rbm(num_hidden=num_hidden, num_classes=10, num_features=784, learning_rate=0.01)
rbm.init_rbm()
rbm.fit(mnist.train.images, mnist.test.images, num_epochs=num_epochs)
Number of features: 784
Number of classes: 10
logit shape: (?, 10)
batch_labels shape: (?, 10)
epoch: 0
batch_number: 0
batch_number: 1000
batch_number: 2000
batch_number: 3000
batch_number: 4000
batch_number: 5000
rec_loss: 0.160803
epoch: 1
batch_number: 0
batch_number: 1000
batch_number: 2000
batch_number: 3000
batch_number: 4000
batch_number: 5000
rec_loss: 0.149739
epoch: 2
batch_number: 0
batch_number: 1000
batch_number: 2000
batch_number: 3000
batch_number: 4000
batch_number: 5000
rec_loss: 0.144336
epoch: 3
batch_number: 0
batch_number: 1000
batch_number: 2000
batch_number: 3000
batch_number: 4000
batch_number: 5000
rec_loss: 0.141112
epoch: 4
batch_number: 0
batch_number: 1000
batch_number: 2000
batch_number: 3000
batch_number: 4000
batch_number: 5000
rec_loss: 0.138709
epoch: 5
batch_number: 0
batch_number: 1000
batch_number: 2000
batch_number: 3000
batch_number: 4000
batch_number: 5000
rec_loss: 0.136846
epoch: 6
batch_number: 0
batch_number: 1000
batch_number: 2000
batch_number: 3000
batch_number: 4000
batch_number: 5000
rec_loss: 0.135343
epoch: 7
batch_number: 0
batch_number: 1000
batch_number: 2000
batch_number: 3000
batch_number: 4000
batch_number: 5000
rec_loss: 0.134035
epoch: 8
batch_number: 0
batch_number: 1000
batch_number: 2000
batch_number: 3000
batch_number: 4000
batch_number: 5000
rec_loss: 0.132901
epoch: 9
batch_number: 0
batch_number: 1000
batch_number: 2000
batch_number: 3000
batch_number: 4000
batch_number: 5000
rec_loss: 0.131953
In [79]:
probs_index = dict()
probs = dict()
probs_avg = dict()
probs_min = dict()
probs_max = dict()
probs_std = dict()
x = [i for i in range(num_hidden)]
for i in range(10):
probs_index[i] = [idx for idx, label in enumerate(mnist.train.labels) if i == mnist.train.labels[idx]]
probs[i] = [rbm.get_h_prob_out([mnist.train.images[idx]])[0] for idx in probs_index[i]]
probs_avg[i] = np.average(probs[i], axis=0)
probs_min[i] = np.min(probs[i], axis=0)
probs_max[i] = np.max(probs[i], axis=0)
probs_std[i] = np.std(probs[i], axis=0)
In [30]:
num = 0
sorted_indexes = np.argsort(probs_avg[num])
for i in range(10):
probs_avg[i] = [probs_avg[i][j] for j in sorted_indexes]
col_num = 10
plt.figure()
plt.suptitle('Average of activation probabilities after %s epochs, sorted by number: %s' % (num_epochs, str(num)))
for cidx in range(col_num):
plt.subplot(col_num, 1, cidx + 1, axisbg='white')
plt.bar(x, probs_avg[cidx])
plt.xticks(())
plt.yticks(())
In [31]:
num = 0
sorted_indexes = np.argsort(probs_avg[num])
for i in range(10):
probs_min[i] = [probs_min[i][j] for j in sorted_indexes]
col_num = 10
plt.figure()
plt.suptitle('Minimum of activation probabilities after %s epochs, sorted by number: %s' % (num_epochs, str(num)))
for cidx in range(col_num):
plt.subplot(col_num, 1, cidx + 1, axisbg='white')
plt.bar(x, probs_min[cidx])
plt.xticks(())
plt.yticks(())
In [32]:
num = 0
sorted_indexes = np.argsort(probs_avg[num])
for i in range(10):
probs_max[i] = [probs_max[i][j] for j in sorted_indexes]
col_num = 10
plt.figure()
plt.suptitle('Maximum of activation probabilities after %s epochs, sorted by number: %s' % (num_epochs, str(num)))
for cidx in range(col_num):
plt.subplot(col_num, 1, cidx + 1, axisbg='white')
plt.bar(x, probs_max[cidx])
plt.xticks(())
plt.yticks(())
In [111]:
num = 0
sorted_indexes = np.argsort(probs_avg[num])
for i in range(10):
probs_std[i] = [probs_std[i][j] for j in sorted_indexes]
col_num = 10
plt.figure()
plt.suptitle('Standard deviation of the activation probabilities after %s epochs, sorted by number: %s' % (num_epochs, str(num)))
for cidx in range(col_num):
plt.subplot(col_num, 1, cidx + 1, axisbg='white')
plt.bar(x, probs_std[cidx])
plt.xticks(())
plt.yticks(())
In [110]:
num = 0
sorted_indexes = np.argsort(probs_std[num])
for i in range(10):
probs_std[i] = [probs_std[i][j] for j in sorted_indexes]
col_num = 10
plt.figure()
plt.suptitle('Average of activation probabilities after %s epochs, sorted by number: %s' % (num_epochs, str(num)))
for cidx in range(col_num):
plt.subplot(col_num, 1, cidx + 1, axisbg='white')
plt.bar(x, probs_std[cidx])
plt.xticks(())
plt.yticks(())
In [41]:
probs_std_df = DataFrame(probs_std)
In [42]:
sns.heatmap(probs_std_df.transpose().corr(), xticklabels=False, yticklabels=True)
Out[42]:
<matplotlib.axes._subplots.AxesSubplot at 0x7fdefeed7dd8>
In [112]:
num = 0
sorted_indexes = np.argsort(probs_std[num])
sorted_zero_probs = np.array(probs[0])[:,sorted_indexes]
In [106]:
sorted_zero_probs.shape
Out[106]:
(5444, 64)
In [78]:
probs_std_df
Out[78]:
0
1
2
3
4
5
6
7
8
9
...
54
55
56
57
58
59
60
61
62
63
0
1.021952e-06
9.870780e-01
1.192071e-11
1.341175e-01
4.549682e-21
0.999999
5.657776e-10
2.846777e-07
8.047195e-22
5.010798e-01
...
6.756461e-08
9.994231e-01
1.378419e-17
9.999770e-01
3.454823e-14
9.999672e-01
2.179784e-12
1.779409e-06
7.988060e-01
1.000000
1
1.000000e+00
1.000000e+00
9.980527e-01
8.983456e-02
1.793834e-07
0.999974
5.559444e-11
1.248095e-01
5.753697e-17
9.997521e-01
...
4.034987e-10
9.999999e-01
5.651632e-24
3.066431e-01
3.468188e-17
9.999593e-01
3.980749e-11
7.838909e-01
4.243384e-17
0.016025
2
9.708478e-06
9.923098e-01
1.161718e-09
9.798852e-05
1.057574e-21
0.999999
3.779723e-07
4.659127e-04
4.607709e-19
9.991634e-01
...
1.900148e-11
1.000000e+00
7.795302e-13
1.000000e+00
8.278665e-15
9.548029e-01
9.304936e-15
2.982033e-06
9.999976e-01
1.000000
3
8.227582e-08
5.950965e-09
1.428391e-15
9.996890e-01
3.485249e-14
0.029861
2.018357e-11
5.183554e-11
1.808444e-25
2.313454e-11
...
1.023974e-03
8.787958e-06
6.330463e-26
3.749080e-01
1.641566e-09
1.000000e+00
3.249068e-10
9.905946e-01
2.970900e-12
1.000000
4
9.999330e-01
1.000000e+00
6.966294e-02
2.678493e-03
2.644970e-08
1.000000
4.949141e-05
6.099035e-05
1.556003e-13
9.999994e-01
...
1.676110e-08
9.999996e-01
3.271447e-11
3.181145e-03
7.942609e-13
2.597088e-01
6.319578e-08
2.089847e-02
3.407834e-03
0.640045
5
9.991748e-01
2.394171e-08
5.586800e-09
9.769082e-01
2.052519e-13
0.999617
4.446306e-04
1.201399e-08
4.380617e-12
8.474043e-13
...
5.598526e-07
2.360338e-11
8.341496e-15
4.235176e-07
1.706484e-08
9.999892e-01
5.849971e-01
1.713555e-08
5.620606e-17
0.996651
6
2.685455e-02
2.731774e-06
4.959186e-16
1.367670e-02
7.944410e-21
0.999984
8.561195e-11
3.376000e-12
2.982447e-20
4.955029e-04
...
4.766821e-08
9.999038e-01
1.643170e-09
1.000000e+00
9.189185e-11
9.999785e-01
7.028335e-10
1.301266e-06
4.597659e-01
1.000000
7
2.167441e-07
8.942975e-02
4.193588e-13
9.977685e-01
7.906502e-20
1.000000
9.098262e-06
1.647725e-11
8.175469e-17
6.390858e-03
...
9.999840e-01
1.728023e-05
6.033769e-05
9.851292e-01
1.005331e-13
1.299980e-03
2.245874e-20
2.119237e-09
9.999998e-01
0.988409
8
2.417483e-03
9.994821e-01
1.385960e-12
9.989691e-01
8.802700e-26
0.999975
6.169133e-13
1.188910e-11
2.711694e-23
1.411204e-09
...
2.899368e-12
1.731552e-01
3.920958e-24
1.000000e+00
2.838252e-18
9.999906e-01
1.461133e-13
1.870899e-03
1.648054e-16
0.999993
9
8.862295e-04
2.220302e-02
8.275414e-01
9.994677e-01
9.993650e-01
0.519846
9.999729e-01
5.332419e-01
3.807702e-09
4.961229e-04
...
6.236552e-06
9.998966e-01
7.341923e-01
7.727008e-01
1.560463e-04
1.743022e-05
5.540459e-09
1.394326e-07
9.036386e-01
1.000000
10
1.317435e-11
4.480606e-14
5.050300e-19
9.460054e-05
2.449723e-19
0.999380
9.561468e-07
1.696448e-10
9.385913e-19
1.141833e-04
...
4.868625e-03
8.732408e-02
1.054375e-07
1.000000e+00
3.947374e-08
6.549042e-01
4.255220e-08
2.574639e-07
9.999994e-01
1.000000
11
5.050360e-02
5.750517e-09
2.482358e-14
6.178762e-05
1.841831e-14
0.998154
3.576534e-09
2.680806e-07
1.557610e-16
7.046629e-03
...
9.415256e-06
9.968246e-01
6.095481e-09
9.970415e-01
2.437073e-09
9.999988e-01
8.668666e-09
5.128673e-03
9.999987e-01
1.000000
12
1.000000e+00
9.365660e-01
1.054696e-13
6.779364e-01
5.992769e-16
1.000000
1.484478e-12
3.398639e-12
2.683067e-17
1.060891e-03
...
5.026917e-08
9.996159e-01
3.059184e-16
6.310638e-01
1.386166e-16
5.209454e-01
7.657175e-10
1.482163e-01
4.347675e-14
0.031744
13
4.239189e-04
4.624874e-05
4.608470e-13
9.127667e-01
9.067655e-19
1.000000
2.356755e-13
6.810924e-11
1.230281e-20
5.328056e-05
...
1.602435e-03
9.965706e-01
6.257354e-11
1.000000e+00
2.064721e-10
9.992780e-01
2.534612e-11
6.051499e-08
9.999356e-01
1.000000
14
9.999636e-01
1.000000e+00
1.297935e-04
9.975775e-01
3.771794e-19
1.000000
6.883129e-15
1.679309e-07
1.402046e-23
9.916623e-01
...
8.737183e-14
9.999647e-01
1.828036e-27
9.998165e-01
7.614345e-21
4.405795e-02
7.754424e-15
1.083116e-05
1.598856e-10
0.999962
15
5.142549e-01
7.629129e-06
2.926319e-16
1.000000e+00
5.569953e-18
1.000000
2.538045e-12
1.513892e-16
5.654021e-18
2.596466e-06
...
6.311589e-04
1.048297e-05
5.746568e-17
1.000000e+00
1.920400e-10
9.974970e-01
5.195600e-11
1.959512e-04
3.901666e-03
1.000000
16
1.202144e-08
1.783337e-02
3.365777e-12
5.235417e-01
5.597707e-18
0.999989
1.373462e-06
6.733227e-08
1.516360e-16
9.999267e-01
...
8.208282e-01
2.225726e-03
1.877945e-01
9.999510e-01
3.867526e-12
3.806027e-08
3.140755e-14
3.863775e-11
1.000000e+00
1.000000
17
9.987410e-01
9.999524e-01
1.476295e-02
7.894914e-01
2.076465e-06
0.942467
3.678207e-04
7.488677e-01
4.073972e-09
9.999788e-01
...
1.676723e-08
9.999951e-01
4.879634e-10
9.998550e-01
1.834488e-04
1.000000e+00
4.726859e-04
9.993293e-01
1.175854e-02
0.999325
18
8.309701e-08
3.620636e-11
1.780079e-20
3.841161e-01
2.832787e-20
1.000000
5.434576e-11
2.749071e-11
5.855355e-23
2.497516e-06
...
6.314891e-01
1.392328e-03
3.097803e-05
9.975205e-01
3.367373e-14
2.450561e-05
1.076156e-09
5.983775e-14
9.999979e-01
1.000000
19
1.038825e-14
2.050894e-04
3.045664e-17
3.674582e-01
7.324940e-27
0.999812
4.486238e-08
1.481210e-09
1.817573e-18
1.055505e-02
...
2.831018e-03
6.286415e-07
8.796480e-01
1.000000e+00
1.656710e-21
7.343993e-12
1.136903e-21
1.579862e-20
1.000000e+00
1.000000
20
1.120021e-06
3.541684e-16
6.279441e-21
5.134537e-05
3.120989e-21
0.999997
2.260390e-10
3.094122e-17
1.141779e-22
3.565330e-09
...
5.957332e-06
1.970498e-06
7.330223e-12
9.955569e-01
1.177317e-12
7.008506e-02
3.074711e-07
1.125356e-10
9.999982e-01
1.000000
21
5.659013e-01
3.420873e-06
8.129894e-20
9.999325e-01
2.387429e-21
1.000000
4.130053e-13
7.416946e-18
3.340284e-20
2.265385e-05
...
4.489754e-09
1.364205e-01
7.495658e-05
1.000000e+00
7.696533e-18
1.722140e-08
1.023043e-10
5.242204e-15
9.722002e-01
1.000000
22
1.000000e+00
9.999999e-01
9.997620e-01
6.671253e-07
6.448086e-02
0.999710
2.061506e-10
3.679773e-01
3.522152e-13
9.919917e-01
...
2.451915e-08
9.998497e-01
1.161944e-20
9.657949e-05
1.414223e-15
9.967774e-01
9.024378e-20
1.937026e-01
1.280439e-13
0.000081
23
1.185762e-03
9.980088e-01
1.521373e-04
9.999982e-01
1.251821e-13
1.000000
1.973531e-08
2.944755e-07
7.481348e-15
2.124184e-11
...
9.997813e-01
5.414107e-09
1.198818e-14
2.979600e-08
7.971677e-12
7.343622e-04
6.978547e-11
5.978247e-16
2.451543e-04
1.000000
24
1.099304e-02
9.999861e-01
8.944965e-01
1.000000e+00
2.496656e-13
0.999360
1.140241e-02
3.330669e-05
2.988559e-07
3.465924e-02
...
6.826553e-06
4.379016e-06
1.253538e-10
9.999999e-01
1.296984e-06
2.803870e-01
2.340901e-04
9.913709e-01
8.804094e-11
0.000213
25
4.240204e-03
1.445789e-01
1.405588e-08
1.000000e+00
1.531283e-14
1.000000
1.729819e-05
8.882413e-10
4.770085e-12
1.789720e-09
...
5.680617e-03
2.748635e-12
3.316715e-22
3.077693e-01
1.674313e-09
9.999676e-01
2.549005e-08
8.848881e-01
4.158093e-15
1.000000
26
8.368778e-04
1.147602e-07
1.583347e-16
1.447233e-02
2.208459e-20
1.000000
1.415604e-09
5.804726e-12
2.635731e-18
2.173463e-02
...
1.239672e-09
5.021324e-01
1.514774e-05
9.999996e-01
2.454159e-17
3.440427e-08
2.196559e-11
2.484007e-17
1.000000e+00
1.000000
27
3.310761e-01
2.930171e-03
1.056079e-09
9.999985e-01
2.256974e-17
1.000000
1.619426e-10
1.559208e-10
3.044125e-21
2.392422e-12
...
2.030540e-07
1.492176e-07
2.918957e-26
2.961091e-06
2.655736e-13
7.978318e-01
2.466174e-15
3.420398e-01
3.439534e-23
1.000000
28
9.999920e-01
9.999735e-01
4.896721e-05
9.998983e-01
5.254463e-13
0.999999
3.784971e-10
1.434037e-04
1.278284e-14
3.140891e-02
...
1.415681e-07
9.999998e-01
4.209231e-20
1.509944e-01
1.625012e-12
9.999999e-01
5.256879e-09
2.414973e-01
3.188155e-12
1.000000
29
9.999967e-01
8.142858e-02
2.626480e-03
4.884553e-03
1.393427e-18
1.000000
1.766616e-13
1.206243e-09
2.661336e-23
1.481387e-07
...
5.412988e-14
9.963380e-01
2.599486e-24
1.029157e-06
4.035411e-21
1.630849e-05
1.838413e-21
9.556539e-10
8.962274e-22
1.000000
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
...
34
3.249706e-01
3.552199e-01
2.196391e-07
6.377316e-05
5.638605e-16
0.999999
1.982544e-03
5.425976e-03
1.629341e-12
9.907981e-01
...
2.077173e-09
1.000000e+00
1.129566e-03
9.997600e-01
2.335734e-18
2.931212e-03
8.202640e-11
1.324842e-09
1.000000e+00
1.000000
35
6.607993e-01
1.760286e-02
2.381161e-11
2.536276e-06
2.021626e-17
0.999871
4.970398e-06
3.334848e-05
4.025106e-15
9.996200e-01
...
2.202493e-09
9.999397e-01
4.638384e-01
9.999998e-01
3.863128e-14
3.766026e-03
3.042216e-09
2.991886e-10
9.999976e-01
1.000000
36
9.988958e-01
1.000000e+00
1.464015e-03
7.580599e-01
2.524052e-14
0.999949
1.847231e-07
4.455394e-04
5.180182e-15
9.998858e-01
...
2.438689e-11
1.000000e+00
1.496663e-19
9.803801e-01
2.776316e-13
9.999996e-01
4.079298e-09
9.989135e-01
2.371952e-09
0.500848
37
9.219725e-01
9.999989e-01
9.997812e-01
9.560419e-01
9.838821e-01
0.970179
3.410790e-01
2.040671e-01
1.298291e-05
9.999958e-01
...
2.200904e-05
9.999983e-01
1.137704e-07
2.835801e-01
9.905963e-06
9.982759e-01
4.767956e-05
2.611832e-01
9.256761e-02
0.492449
38
1.897893e-03
9.994598e-01
5.160910e-01
1.000000e+00
8.515393e-09
0.999999
7.483844e-01
2.797722e-05
6.672705e-06
7.197051e-01
...
9.933048e-01
2.887696e-07
8.283534e-07
9.705650e-01
5.957594e-10
9.844601e-01
1.145256e-14
7.394829e-01
9.935375e-01
0.022070
39
9.937832e-01
9.616503e-01
1.733647e-09
1.409005e-04
2.003371e-16
0.999963
3.802618e-11
6.597363e-04
3.117255e-20
9.806815e-01
...
1.822646e-10
1.000000e+00
3.963714e-16
9.930552e-01
1.434030e-16
9.999872e-01
1.471864e-12
1.904872e-04
1.536857e-01
1.000000
40
9.997259e-01
1.718591e-10
3.227943e-21
6.708593e-03
5.928691e-24
0.999091
5.969295e-11
9.834659e-20
1.765861e-21
5.523555e-09
...
1.251187e-11
7.680646e-05
1.716145e-16
9.996839e-01
4.863693e-16
9.486986e-01
8.479529e-12
3.153429e-06
1.044087e-07
0.999919
41
4.234753e-01
9.990760e-01
1.117676e-05
3.586665e-06
3.777775e-24
0.967250
4.055259e-12
7.367581e-06
2.262739e-26
1.022570e-06
...
1.298807e-19
6.897076e-01
5.545281e-31
9.999999e-01
1.686123e-20
5.374770e-01
1.106699e-18
9.997025e-01
3.453353e-22
0.999966
42
1.792605e-03
9.980969e-01
1.008125e-05
4.694646e-07
1.106207e-14
0.999957
3.371450e-06
1.140398e-02
1.570817e-14
9.999999e-01
...
1.485638e-10
1.000000e+00
9.999937e-01
1.000000e+00
2.144635e-16
7.247326e-08
7.203947e-10
1.527132e-11
9.999577e-01
1.000000
43
6.576920e-01
9.981869e-01
5.195137e-10
5.146645e-01
1.155619e-11
0.999831
3.156379e-07
8.809675e-04
1.262972e-14
9.999975e-01
...
2.734814e-11
9.999927e-01
3.560863e-10
5.171735e-01
5.844601e-11
9.991907e-01
7.039140e-06
6.684743e-06
9.999958e-01
0.999995
44
9.999998e-01
9.721019e-01
2.578491e-02
1.034426e-01
1.666964e-10
1.000000
8.321473e-15
1.374368e-07
1.043364e-22
2.659175e-07
...
3.038277e-10
9.999992e-01
3.567826e-17
6.118019e-09
4.927185e-24
5.292507e-04
1.279082e-17
5.941701e-12
1.941651e-14
1.000000
45
9.999883e-01
1.000000e+00
9.998233e-01
4.848162e-02
1.229853e-07
0.916128
1.186650e-09
9.676973e-01
1.182462e-15
9.999999e-01
...
3.846387e-10
1.000000e+00
1.721657e-19
8.279527e-01
5.083389e-12
9.999999e-01
4.791949e-10
6.529589e-01
7.916618e-11
1.000000
46
5.004518e-04
2.460025e-03
2.089727e-05
9.999999e-01
5.348740e-22
0.999999
1.108932e-06
2.591840e-05
8.211766e-15
5.839105e-07
...
1.655593e-09
3.030188e-09
1.726248e-26
9.999509e-01
2.865711e-11
9.451659e-01
1.710698e-08
9.999034e-01
1.814227e-18
0.999574
47
2.233552e-06
2.020094e-04
1.408430e-16
9.999802e-01
7.559673e-21
1.000000
5.609192e-16
4.205894e-12
2.454553e-24
1.878920e-07
...
8.223982e-01
1.918952e-07
9.941802e-09
9.999410e-01
3.257475e-18
3.015572e-09
1.291999e-16
8.727201e-19
9.198502e-01
1.000000
48
7.683423e-05
9.981147e-01
4.753088e-01
1.246090e-08
3.891544e-05
0.999948
1.482265e-01
4.746449e-06
7.820951e-12
9.998851e-01
...
1.798889e-08
9.999975e-01
1.107431e-01
9.993480e-01
6.051026e-12
8.605328e-08
1.482129e-13
1.373033e-11
9.999847e-01
1.000000
49
4.215040e-06
2.411450e-03
6.089513e-15
9.999992e-01
2.010154e-23
1.000000
1.371694e-17
9.084826e-12
3.007351e-21
2.241463e-08
...
9.686278e-04
4.443499e-14
9.751103e-18
9.999998e-01
8.153344e-20
2.413606e-06
1.921243e-16
3.373449e-21
2.703000e-02
1.000000
50
4.294480e-07
9.633033e-01
5.997767e-12
1.000000e+00
7.031602e-19
1.000000
2.568671e-10
4.551250e-11
2.125347e-18
3.667163e-05
...
9.999394e-01
2.884667e-09
3.850289e-06
9.299985e-01
2.804224e-17
1.240732e-09
1.579474e-23
4.923252e-19
1.000000e+00
0.999971
51
8.867984e-01
1.000000e+00
8.310452e-03
3.291453e-01
3.247224e-20
1.000000
3.388564e-10
6.381904e-01
2.984578e-18
9.323921e-07
...
6.418897e-13
6.426846e-01
5.823181e-26
9.999987e-01
2.426508e-20
9.989310e-01
2.826209e-16
1.634336e-03
3.000021e-19
1.000000
52
1.403230e-07
5.401706e-04
1.755100e-17
9.936993e-01
1.499209e-23
1.000000
5.377076e-14
1.821778e-12
3.391534e-24
6.406547e-07
...
4.069830e-05
9.993092e-01
1.255211e-03
1.000000e+00
2.481552e-26
2.040050e-08
7.824999e-22
2.126125e-19
9.309994e-01
1.000000
53
9.710438e-01
9.999822e-01
9.999882e-01
1.626745e-03
2.048261e-03
1.000000
3.246201e-03
8.837171e-01
4.720993e-11
9.999313e-01
...
4.341010e-08
1.000000e+00
9.105319e-06
1.402658e-02
1.232821e-11
5.755649e-01
1.043614e-09
7.710963e-04
1.334657e-02
1.000000
54
9.986972e-01
9.920175e-01
2.947197e-01
9.999796e-01
9.686852e-01
0.302001
7.926077e-03
9.999211e-01
2.454096e-11
9.976550e-01
...
3.501838e-08
9.999994e-01
1.408651e-15
5.204004e-04
1.111334e-09
9.791694e-01
4.512996e-03
2.590000e-02
2.394419e-01
0.999975
55
9.999939e-01
9.990169e-01
1.595894e-07
3.963182e-01
3.239458e-10
0.999999
5.326249e-07
4.011301e-05
2.149188e-17
1.789077e-01
...
6.664376e-11
9.993364e-01
5.776758e-20
3.657934e-03
8.199962e-12
5.992056e-01
1.524815e-08
8.852366e-04
7.702283e-02
0.990274
56
1.226884e-11
6.875201e-12
9.876323e-26
7.072568e-05
1.203041e-30
1.000000
1.710808e-09
1.717290e-10
3.184782e-27
5.587282e-07
...
5.743151e-09
9.965329e-01
3.091154e-14
1.000000e+00
3.107465e-24
5.099613e-05
4.242161e-21
1.851439e-15
8.969701e-01
1.000000
57
2.405726e-05
2.629779e-02
1.176199e-09
9.999999e-01
2.633200e-09
0.998856
5.361911e-06
1.019366e-07
3.334094e-11
2.145554e-05
...
9.999998e-01
3.699740e-10
1.868731e-15
8.496042e-04
1.131425e-05
9.999757e-01
2.294913e-10
6.892008e-01
3.885961e-07
0.999964
58
1.830357e-08
1.552058e-10
3.110894e-23
7.055271e-07
1.340643e-27
0.998954
4.335536e-10
2.790137e-11
2.676738e-25
1.563475e-04
...
1.328264e-11
9.971926e-01
1.175171e-10
9.999999e-01
6.159255e-21
8.058342e-05
5.213087e-16
4.071777e-15
9.987873e-01
1.000000
59
3.166451e-06
9.979334e-01
2.838024e-07
9.192243e-05
3.589241e-11
1.000000
6.223358e-07
1.178886e-08
8.947977e-18
9.999920e-01
...
1.963936e-09
1.000000e+00
5.143889e-01
9.999999e-01
7.501591e-20
8.520043e-08
3.623201e-14
2.204562e-12
9.999998e-01
1.000000
60
1.023241e-03
6.264278e-01
2.911791e-13
1.357099e-04
2.266101e-17
0.999994
1.335529e-04
3.841683e-03
1.327620e-20
2.222692e-01
...
1.638058e-11
9.999998e-01
1.290074e-16
9.999419e-01
8.343803e-26
2.814446e-03
9.784999e-13
5.453576e-12
2.802177e-02
1.000000
61
2.094964e-02
9.834266e-01
9.994755e-01
1.321693e-01
9.993317e-01
0.786878
2.464216e-03
9.971499e-01
2.605199e-13
9.999976e-01
...
1.414903e-07
1.000000e+00
1.139915e-10
2.609860e-04
1.203285e-11
2.153992e-01
9.382501e-10
4.305570e-05
9.976535e-01
1.000000
62
9.998586e-01
3.600796e-01
9.955183e-01
9.985082e-01
5.949606e-08
0.915291
6.032153e-05
9.999812e-01
3.577972e-10
1.860550e-05
...
1.725716e-09
6.364752e-01
6.273062e-17
6.346870e-01
3.911726e-09
9.879882e-01
2.794691e-05
9.999998e-01
1.352387e-14
0.982579
63
2.833277e-05
3.275885e-07
5.519970e-18
9.999943e-01
3.864008e-20
1.000000
2.815957e-13
1.612103e-14
4.878588e-19
5.656800e-08
...
8.464233e-01
8.155379e-09
1.979223e-02
9.997190e-01
4.610366e-18
8.423020e-07
2.060670e-13
1.693061e-16
1.000000e+00
1.000000
64 rows × 64 columns
In [76]:
probs[0]
Out[76]:
[array([ 1.02195236e-06, 9.87077951e-01, 1.19207057e-11,
1.34117469e-01, 4.54968199e-21, 9.99998808e-01,
5.65777647e-10, 2.84677668e-07, 8.04719458e-22,
5.01079798e-01, 3.60531732e-02, 1.42893086e-14,
1.76528213e-03, 2.17282642e-02, 2.06837255e-20,
4.23568624e-13, 1.54671193e-21, 2.05233786e-02,
1.98851694e-06, 1.00000000e+00, 1.00000000e+00,
7.64207765e-02, 9.99999881e-01, 9.34309185e-01,
2.02259701e-03, 1.28969535e-11, 2.92308123e-05,
5.00939785e-17, 9.99996543e-01, 1.96535530e-14,
1.47937732e-10, 1.00000000e+00, 1.00000000e+00,
2.59315960e-15, 1.00000000e+00, 9.99986291e-01,
2.08755013e-10, 3.02518214e-16, 1.00000000e+00,
9.89541650e-01, 1.00000000e+00, 4.90002578e-16,
9.99924660e-01, 3.60326179e-11, 9.99999404e-01,
1.00000000e+00, 2.37735530e-17, 9.99999762e-01,
5.01254649e-19, 6.07070123e-12, 4.06040315e-04,
7.15725812e-10, 9.97809827e-01, 4.18992853e-03,
6.75646064e-08, 9.99423146e-01, 1.37841890e-17,
9.99976993e-01, 3.45482344e-14, 9.99967217e-01,
2.17978435e-12, 1.77940933e-06, 7.98806012e-01,
1.00000000e+00], dtype=float32),
array([ 1.00000000e+00, 1.00000000e+00, 9.98052716e-01,
8.98345560e-02, 1.79383449e-07, 9.99973774e-01,
5.55944422e-11, 1.24809466e-01, 5.75369695e-17,
9.99752104e-01, 7.55424378e-04, 7.72193975e-11,
9.99998927e-01, 3.63125920e-01, 3.65849359e-13,
2.69622635e-03, 5.68386636e-17, 9.52142119e-01,
1.24608006e-12, 9.03886199e-01, 9.99870658e-01,
7.79673755e-01, 5.07614613e-01, 9.99999762e-01,
9.98974323e-01, 9.29077101e-14, 3.39170024e-02,
3.44139117e-08, 9.93429720e-01, 2.52519495e-13,
9.99999285e-01, 1.00000000e+00, 1.00000000e+00,
2.49732075e-11, 1.00000000e+00, 9.99998569e-01,
1.97458034e-03, 1.76001699e-10, 1.00000000e+00,
1.94844906e-04, 9.99832749e-01, 4.44767273e-17,
9.90790963e-01, 7.67144929e-16, 7.71798852e-07,
1.00000000e+00, 8.81377491e-14, 9.99991894e-01,
1.09927438e-15, 2.58169057e-15, 2.35634632e-02,
5.26387933e-10, 9.99996543e-01, 1.90495448e-05,
4.03498679e-10, 9.99999881e-01, 5.65163184e-24,
3.06643099e-01, 3.46818798e-17, 9.99959350e-01,
3.98074872e-11, 7.83890903e-01, 4.24338393e-17,
1.60252005e-02], dtype=float32),
array([ 9.70847759e-06, 9.92309809e-01, 1.16171761e-09,
9.79885153e-05, 1.05757404e-21, 9.99998808e-01,
3.77972299e-07, 4.65912686e-04, 4.60770931e-19,
9.99163389e-01, 4.39729956e-05, 5.50893763e-14,
3.87414929e-07, 4.78868838e-03, 1.72998411e-20,
1.42340133e-13, 1.17614283e-20, 7.20973403e-05,
1.23956570e-05, 1.00000000e+00, 1.00000000e+00,
1.67664993e-08, 9.95773971e-01, 2.51616314e-07,
2.76913047e-02, 2.84099775e-11, 7.96932727e-06,
1.28254829e-13, 9.99999762e-01, 1.14954782e-10,
1.78773923e-11, 1.00000000e+00, 1.00000000e+00,
1.34989311e-16, 9.99999166e-01, 9.99956250e-01,
1.72060199e-09, 2.82881791e-13, 9.99999404e-01,
3.08658391e-01, 1.00000000e+00, 1.82453743e-14,
9.62209165e-01, 5.27195247e-08, 9.99997497e-01,
1.00000000e+00, 2.42100801e-11, 9.92109120e-01,
3.37614284e-19, 3.94651082e-14, 1.25130429e-03,
1.23850272e-08, 9.99999404e-01, 2.48822927e-01,
1.90014775e-11, 1.00000000e+00, 7.79530195e-13,
1.00000000e+00, 8.27866540e-15, 9.54802871e-01,
9.30493645e-15, 2.98203304e-06, 9.99997616e-01,
1.00000000e+00], dtype=float32),
array([ 8.22758182e-08, 5.95096461e-09, 1.42839052e-15,
9.99688983e-01, 3.48524886e-14, 2.98610665e-02,
2.01835736e-11, 5.18355359e-11, 1.80844440e-25,
2.31345360e-11, 8.44068766e-01, 2.62002903e-13,
9.46667135e-01, 5.89902818e-01, 1.87121632e-19,
5.26158679e-19, 7.34940793e-18, 9.65406466e-03,
1.17632782e-03, 9.99946952e-01, 1.00000000e+00,
9.97999132e-01, 1.00000000e+00, 9.97605443e-01,
7.45793038e-10, 4.84943308e-10, 4.57895666e-11,
3.16190716e-17, 8.63805950e-01, 1.15278074e-16,
4.30247340e-08, 1.00000000e+00, 1.00000000e+00,
2.49849123e-16, 9.99939680e-01, 9.99957323e-01,
3.69023896e-14, 2.15375026e-25, 1.00000000e+00,
9.51588452e-01, 1.00000000e+00, 3.64978149e-13,
2.30314209e-15, 2.60809592e-18, 1.00000000e+00,
1.00000000e+00, 7.87814570e-19, 1.00000000e+00,
2.97905558e-22, 1.78671626e-15, 3.39026958e-01,
7.42164996e-09, 9.97003257e-01, 6.02822783e-12,
1.02397369e-03, 8.78795800e-06, 6.33046270e-26,
3.74907970e-01, 1.64156566e-09, 1.00000000e+00,
3.24906824e-10, 9.90594625e-01, 2.97090000e-12,
1.00000000e+00], dtype=float32),
array([ 9.99933004e-01, 1.00000000e+00, 6.96629435e-02,
2.67849304e-03, 2.64497029e-08, 9.99999881e-01,
4.94914093e-05, 6.09903545e-05, 1.55600332e-13,
9.99999404e-01, 1.52581163e-06, 3.95029176e-10,
9.99938965e-01, 9.99736726e-01, 1.51206234e-16,
2.66128123e-01, 1.95383054e-12, 3.80784151e-08,
3.61984312e-05, 1.00000000e+00, 9.96734440e-01,
3.59487444e-01, 2.89329357e-04, 1.00000000e+00,
7.45227098e-01, 2.19182383e-09, 1.82684266e-03,
1.14217823e-10, 9.99992728e-01, 1.56158485e-12,
3.44628234e-07, 1.00000000e+00, 1.00000000e+00,
4.97259569e-13, 1.00000000e+00, 9.99990821e-01,
9.87586141e-01, 2.94359867e-04, 9.92553294e-01,
6.24365091e-01, 1.00000000e+00, 8.75295726e-15,
9.99967217e-01, 1.89384230e-06, 3.07806022e-06,
1.00000000e+00, 2.55129635e-07, 9.88741100e-01,
4.32344605e-10, 1.20070752e-07, 7.30642915e-01,
1.38328637e-09, 9.99979615e-01, 9.99990344e-01,
1.67610956e-08, 9.99999642e-01, 3.27144666e-11,
3.18114529e-03, 7.94260870e-13, 2.59708822e-01,
6.31957775e-08, 2.08984651e-02, 3.40783433e-03,
6.40045285e-01], dtype=float32),
array([ 9.99174774e-01, 2.39417108e-08, 5.58679991e-09,
9.76908207e-01, 2.05251858e-13, 9.99617338e-01,
4.44630568e-04, 1.20139898e-08, 4.38061696e-12,
8.47404286e-13, 3.95509720e-01, 1.14657432e-02,
9.14875627e-01, 9.99543965e-01, 4.30886729e-07,
8.21160143e-13, 6.48290232e-13, 9.99908209e-01,
9.99999166e-01, 9.99217987e-01, 1.00000000e+00,
9.99999523e-01, 1.00000000e+00, 7.06154704e-01,
9.97569382e-01, 4.74987377e-04, 3.52280676e-01,
5.38934124e-08, 6.92216738e-04, 2.75006687e-06,
9.98033702e-01, 2.05930178e-06, 9.79017556e-01,
9.66857255e-01, 9.99986649e-01, 9.99999762e-01,
3.08686751e-03, 7.59988708e-15, 9.08996642e-01,
9.99940872e-01, 9.79129314e-01, 1.82137953e-07,
6.85461714e-07, 8.66495875e-10, 5.28003089e-02,
1.00000000e+00, 1.96211186e-10, 1.81781907e-05,
1.54262633e-16, 7.69379039e-05, 4.96938020e-01,
8.89225557e-05, 9.27000463e-01, 2.03432767e-18,
5.59852595e-07, 2.36033814e-11, 8.34149576e-15,
4.23517633e-07, 1.70648384e-08, 9.99989152e-01,
5.84997118e-01, 1.71355499e-08, 5.62060557e-17,
9.96650755e-01], dtype=float32),
array([ 2.68545542e-02, 2.73177443e-06, 4.95918574e-16,
1.36766974e-02, 7.94440982e-21, 9.99984026e-01,
8.56119481e-11, 3.37600000e-12, 2.98244720e-20,
4.95502900e-04, 3.89511231e-04, 1.83845751e-11,
5.07795990e-01, 2.24424480e-06, 2.52987086e-17,
1.66760730e-13, 7.31427154e-20, 5.10111420e-08,
1.04249813e-01, 1.00000000e+00, 1.00000000e+00,
8.83995313e-07, 9.99999881e-01, 2.53547784e-02,
3.99942882e-03, 4.78852418e-13, 1.31072782e-04,
3.67870000e-14, 9.99975085e-01, 3.68651420e-12,
1.73367496e-15, 1.00000000e+00, 1.00000000e+00,
3.84652987e-12, 1.00000000e+00, 9.99997735e-01,
1.33255776e-06, 8.94969400e-16, 9.38687921e-01,
9.99999642e-01, 1.00000000e+00, 4.46476713e-20,
1.24943338e-01, 1.27600309e-11, 1.00000000e+00,
1.00000000e+00, 7.04313655e-14, 4.14388329e-01,
4.00336708e-20, 9.21523532e-14, 5.69869808e-05,
2.80985404e-07, 9.42075133e-01, 2.61565266e-11,
4.76682054e-08, 9.99903798e-01, 1.64316960e-09,
1.00000000e+00, 9.18918483e-11, 9.99978542e-01,
7.02833514e-10, 1.30126591e-06, 4.59765851e-01,
1.00000000e+00], dtype=float32),
array([ 2.16744084e-07, 8.94297510e-02, 4.19358802e-13,
9.97768521e-01, 7.90650184e-20, 1.00000000e+00,
9.09826213e-06, 1.64772484e-11, 8.17546870e-17,
6.39085798e-03, 8.97408867e-08, 2.32098160e-10,
9.99466181e-08, 9.83722150e-01, 6.13530184e-17,
4.67581563e-16, 1.35600425e-23, 4.69951611e-03,
2.81627234e-02, 1.00000000e+00, 1.00000000e+00,
2.13223393e-06, 1.00000000e+00, 9.99997258e-01,
1.69555601e-02, 1.00000000e+00, 3.07860638e-12,
8.62850156e-12, 9.99999881e-01, 4.92828658e-05,
4.55457373e-12, 1.00000000e+00, 1.00000000e+00,
1.16488889e-04, 9.99993205e-01, 9.97866690e-01,
1.70327326e-07, 4.45696561e-16, 2.14780848e-05,
4.21904467e-09, 1.00000000e+00, 9.73036826e-01,
3.79600585e-03, 4.28233937e-09, 8.77232305e-05,
1.00000000e+00, 1.08368363e-19, 9.99999166e-01,
5.53968511e-21, 2.83493067e-14, 9.98663187e-01,
3.91264882e-10, 3.09981551e-04, 9.62626475e-16,
9.99984026e-01, 1.72802338e-05, 6.03376902e-05,
9.85129237e-01, 1.00533094e-13, 1.29997951e-03,
2.24587404e-20, 2.11923656e-09, 9.99999762e-01,
9.88408744e-01], dtype=float32),
array([ 2.41748337e-03, 9.99482095e-01, 1.38595960e-12,
9.98969078e-01, 8.80270039e-26, 9.99974966e-01,
6.16913259e-13, 1.18890973e-11, 2.71169422e-23,
1.41120438e-09, 9.48905468e-01, 8.39534927e-15,
1.00000000e+00, 3.86916943e-09, 1.19279137e-15,
1.94214236e-15, 5.30296203e-24, 5.62394202e-01,
8.68071493e-06, 1.00000000e+00, 1.00000000e+00,
1.35762412e-02, 9.99999762e-01, 2.82342662e-05,
4.07845802e-09, 1.11355997e-17, 9.99452174e-01,
2.60932790e-12, 1.00000000e+00, 9.78113480e-17,
2.08262627e-05, 1.00000000e+00, 1.00000000e+00,
2.54965482e-13, 9.99999762e-01, 9.99999166e-01,
4.27847124e-12, 3.07977255e-21, 9.99999881e-01,
9.91762757e-01, 9.99999762e-01, 1.58377600e-23,
2.29444131e-01, 3.93293025e-15, 9.64213490e-01,
1.00000000e+00, 1.09827872e-19, 9.86107826e-01,
1.07559854e-20, 8.34081450e-18, 3.21877587e-06,
2.94740460e-07, 9.99920726e-01, 1.73072870e-14,
2.89936825e-12, 1.73155203e-01, 3.92095819e-24,
1.00000000e+00, 2.83825231e-18, 9.99990582e-01,
1.46113346e-13, 1.87089946e-03, 1.64805387e-16,
9.99993443e-01], dtype=float32),
array([ 8.86229507e-04, 2.22030208e-02, 8.27541351e-01,
9.99467671e-01, 9.99365032e-01, 5.19846261e-01,
9.99972939e-01, 5.33241868e-01, 3.80770171e-09,
4.96122928e-04, 3.56381163e-02, 9.47183522e-04,
1.89552119e-03, 1.00000000e+00, 1.13828987e-01,
9.99847889e-01, 8.87932777e-02, 9.93887961e-01,
1.00000000e+00, 3.13000232e-02, 1.03961842e-13,
9.39404070e-01, 9.73045051e-01, 9.98983324e-01,
9.99394774e-01, 1.91600069e-11, 9.99324203e-01,
5.94676880e-04, 7.13713327e-03, 7.31678540e-08,
6.10450979e-09, 1.00000000e+00, 3.48899066e-02,
1.37183265e-10, 9.99760330e-01, 9.99881625e-01,
9.99556005e-01, 9.99588311e-01, 9.99998093e-01,
6.84586396e-08, 1.00000000e+00, 1.00000000e+00,
8.24429935e-06, 9.99971151e-01, 5.06530143e-03,
9.97762918e-01, 1.00000000e+00, 5.38965687e-04,
9.98176336e-01, 9.87829924e-01, 1.00000000e+00,
8.63560021e-01, 2.56864041e-01, 9.81654406e-01,
6.23655205e-06, 9.99896646e-01, 7.34192312e-01,
7.72700787e-01, 1.56046328e-04, 1.74302186e-05,
5.54045876e-09, 1.39432572e-07, 9.03638601e-01,
9.99999523e-01], dtype=float32),
array([ 1.31743470e-11, 4.48060575e-14, 5.05029953e-19,
9.46005384e-05, 2.44972304e-19, 9.99380350e-01,
9.56146778e-07, 1.69644770e-10, 9.38591295e-19,
1.14183342e-04, 5.66961169e-01, 2.70310753e-11,
1.58504836e-08, 3.19568755e-07, 3.52035744e-18,
9.05719413e-16, 9.08583353e-19, 6.30287544e-10,
6.58453286e-01, 1.00000000e+00, 1.00000000e+00,
5.10491782e-09, 9.99989510e-01, 2.66379113e-10,
1.52484586e-06, 2.17692970e-04, 1.71470646e-07,
1.80057182e-15, 9.99877214e-01, 6.01014619e-07,
4.42437138e-17, 1.00000000e+00, 1.00000000e+00,
2.72271084e-13, 9.99999762e-01, 9.99982715e-01,
3.28950443e-11, 9.25147748e-18, 3.74830307e-07,
9.99707520e-01, 1.00000000e+00, 8.39343317e-10,
2.73257901e-05, 8.44672769e-12, 9.99999046e-01,
1.00000000e+00, 1.23021059e-12, 9.94433939e-01,
6.13527202e-19, 3.17564447e-10, 4.85049723e-10,
5.73061872e-03, 9.82690871e-01, 4.02074138e-11,
4.86862520e-03, 8.73240829e-02, 1.05437493e-07,
1.00000000e+00, 3.94737363e-08, 6.54904246e-01,
4.25521982e-08, 2.57463881e-07, 9.99999404e-01,
1.00000000e+00], dtype=float32),
array([ 5.05036041e-02, 5.75051651e-09, 2.48235762e-14,
6.17876212e-05, 1.84183096e-14, 9.98153746e-01,
3.57653418e-09, 2.68080555e-07, 1.55761047e-16,
7.04662874e-03, 8.29734653e-02, 8.31485783e-11,
1.32468813e-05, 4.57741588e-01, 4.51761264e-16,
3.10204323e-15, 6.90592447e-17, 3.54104054e-06,
4.01163399e-02, 1.00000000e+00, 1.00000000e+00,
2.65465095e-03, 9.99623418e-01, 9.84239101e-01,
6.27656555e-05, 5.12499867e-07, 2.41707152e-08,
5.01473964e-14, 1.00000000e+00, 3.04067305e-09,
1.72719521e-12, 1.00000000e+00, 1.00000000e+00,
7.34635334e-14, 9.99999762e-01, 9.99563754e-01,
1.35956594e-04, 2.82547681e-15, 7.42123246e-01,
9.99994993e-01, 1.00000000e+00, 1.62770595e-14,
2.57261214e-03, 5.30640976e-10, 9.99999285e-01,
1.00000000e+00, 4.76098698e-08, 1.91475689e-01,
4.50123152e-18, 1.50103985e-12, 8.36526752e-01,
1.63976779e-07, 9.99984503e-01, 2.75688253e-05,
9.41525650e-06, 9.96824622e-01, 6.09548145e-09,
9.97041523e-01, 2.43707321e-09, 9.99998808e-01,
8.66866579e-09, 5.12867328e-03, 9.99998689e-01,
1.00000000e+00], dtype=float32),
array([ 1.00000000e+00, 9.36565995e-01, 1.05469568e-13,
6.77936435e-01, 5.99276869e-16, 1.00000000e+00,
1.48447769e-12, 3.39863858e-12, 2.68306653e-17,
1.06089097e-03, 3.56365781e-09, 6.03903363e-16,
1.00000000e+00, 4.93447601e-07, 8.64423290e-12,
6.60108690e-10, 3.25160149e-19, 7.56030749e-06,
1.13065024e-08, 1.00000000e+00, 1.00000000e+00,
2.66698352e-03, 2.98630774e-01, 9.99779522e-01,
6.91898286e-01, 8.70536199e-10, 1.06289692e-01,
8.71912675e-07, 9.99669433e-01, 1.74553948e-12,
8.65567267e-01, 1.00000000e+00, 1.00000000e+00,
7.42762107e-14, 1.00000000e+00, 9.99999881e-01,
3.00296620e-06, 4.56950084e-14, 9.99988914e-01,
1.00000000e+00, 9.99046981e-01, 5.48380793e-18,
9.99997854e-01, 1.21038204e-17, 6.05730945e-03,
1.00000000e+00, 1.03378597e-19, 6.38869584e-01,
1.71083491e-19, 3.68888242e-17, 9.82353330e-01,
1.25810098e-10, 9.99983549e-01, 1.01656001e-11,
5.02691719e-08, 9.99615908e-01, 3.05918416e-16,
6.31063819e-01, 1.38616571e-16, 5.20945430e-01,
7.65717545e-10, 1.48216337e-01, 4.34767477e-14,
3.17442939e-02], dtype=float32),
array([ 4.23918886e-04, 4.62487405e-05, 4.60847018e-13,
9.12766695e-01, 9.06765520e-19, 9.99999762e-01,
2.35675466e-13, 6.81092405e-11, 1.23028067e-20,
5.32805643e-05, 1.19900382e-04, 4.66216475e-12,
1.60306081e-05, 1.15377520e-06, 3.69330558e-16,
1.19510456e-12, 3.23695163e-17, 1.35146294e-07,
3.15132916e-01, 1.00000000e+00, 1.00000000e+00,
7.98288384e-05, 9.99998093e-01, 5.63794002e-03,
4.18159289e-05, 1.99287392e-10, 1.72528971e-07,
1.36334005e-13, 1.00000000e+00, 4.32168815e-11,
8.79142814e-14, 1.00000000e+00, 1.00000000e+00,
1.00519332e-16, 1.00000000e+00, 9.99996185e-01,
5.09113951e-09, 2.27556169e-16, 9.99353230e-01,
9.99198854e-01, 1.00000000e+00, 6.51786296e-14,
1.30068585e-01, 2.83403214e-11, 1.00000000e+00,
1.00000000e+00, 3.25313540e-14, 9.98872221e-01,
3.36205673e-19, 5.58055291e-15, 2.01611617e-03,
1.06382236e-08, 9.99655128e-01, 6.54317432e-07,
1.60243525e-03, 9.96570587e-01, 6.25735436e-11,
1.00000000e+00, 2.06472131e-10, 9.99278009e-01,
2.53461176e-11, 6.05149921e-08, 9.99935627e-01,
1.00000000e+00], dtype=float32),
array([ 9.99963641e-01, 1.00000000e+00, 1.29793480e-04,
9.97577488e-01, 3.77179418e-19, 9.99999881e-01,
6.88312864e-15, 1.67930864e-07, 1.40204564e-23,
9.91662264e-01, 2.48151395e-07, 1.34961647e-14,
1.00000000e+00, 8.70753604e-04, 4.78358910e-19,
3.75061582e-08, 4.42765235e-22, 2.57668739e-06,
6.77181067e-09, 9.99617338e-01, 9.99998927e-01,
5.42672165e-03, 8.63084912e-01, 9.99944448e-01,
1.79633230e-01, 3.68642895e-20, 9.60241914e-01,
1.96018722e-12, 9.98734772e-01, 1.62612014e-18,
5.48154640e-05, 1.00000000e+00, 1.00000000e+00,
1.58872634e-15, 1.00000000e+00, 9.99992728e-01,
3.96171360e-11, 2.54333058e-17, 1.00000000e+00,
9.14761066e-01, 1.00000000e+00, 7.27960133e-24,
3.22166613e-08, 1.02277805e-14, 7.03316909e-05,
1.00000000e+00, 6.34675780e-19, 9.99999642e-01,
1.30471599e-19, 6.79660163e-17, 1.04370465e-05,
8.93497276e-09, 1.00000000e+00, 1.04742602e-03,
8.73718280e-14, 9.99964714e-01, 1.82803647e-27,
9.99816477e-01, 7.61434456e-21, 4.40579541e-02,
7.75442400e-15, 1.08311551e-05, 1.59885619e-10,
9.99961853e-01], dtype=float32),
array([ 5.14254868e-01, 7.62912896e-06, 2.92631857e-16,
1.00000000e+00, 5.56995342e-18, 1.00000000e+00,
2.53804529e-12, 1.51389193e-16, 5.65402102e-18,
2.59646572e-06, 3.05396607e-05, 2.14759275e-14,
9.99994159e-01, 7.57653584e-09, 2.16150632e-15,
9.11333048e-14, 3.86675834e-16, 2.30703307e-07,
6.91443264e-01, 1.00000000e+00, 1.00000000e+00,
8.48205015e-02, 9.78793859e-01, 9.99561608e-01,
5.08558300e-11, 6.22123253e-16, 4.74558491e-03,
1.48629655e-12, 9.99996185e-01, 1.15728234e-11,
1.49130444e-10, 1.00000000e+00, 1.00000000e+00,
5.38466521e-16, 9.99999762e-01, 9.99970317e-01,
6.02539720e-13, 8.28170838e-20, 9.80466187e-01,
1.00000000e+00, 9.99962926e-01, 1.41000943e-17,
1.10070714e-05, 3.81436690e-13, 1.00000000e+00,
9.99999881e-01, 1.68637709e-16, 9.95534778e-01,
1.26192431e-18, 8.46987353e-17, 5.19132618e-06,
2.55713450e-10, 9.99630213e-01, 6.02524211e-11,
6.31158939e-04, 1.04829714e-05, 5.74656798e-17,
1.00000000e+00, 1.92039953e-10, 9.97497022e-01,
5.19559951e-11, 1.95951216e-04, 3.90166580e-03,
1.00000000e+00], dtype=float32),
array([ 1.20214398e-08, 1.78333726e-02, 3.36577706e-12,
5.23541689e-01, 5.59770739e-18, 9.99988675e-01,
1.37346206e-06, 6.73322731e-08, 1.51635997e-16,
9.99926686e-01, 3.33435992e-07, 1.69588691e-15,
1.90876226e-09, 9.88128245e-01, 7.23281299e-19,
3.86339778e-08, 6.10249653e-20, 1.57556395e-04,
9.80205417e-01, 9.99999881e-01, 9.99999523e-01,
9.88440514e-01, 1.00000000e+00, 9.99999762e-01,
9.97189701e-01, 6.55582920e-02, 5.84918669e-14,
1.30692306e-11, 9.99990344e-01, 7.01948579e-07,
3.50611489e-12, 9.99018192e-01, 1.00000000e+00,
1.08084663e-09, 1.00000000e+00, 9.99999881e-01,
7.48899109e-10, 9.71485262e-13, 8.00461858e-04,
8.91135186e-02, 1.00000000e+00, 2.72007281e-04,
9.99994993e-01, 6.38069109e-09, 9.99980927e-01,
1.00000000e+00, 4.90123125e-20, 9.99859691e-01,
1.95859865e-16, 3.02242287e-10, 8.36154163e-01,
1.90358862e-09, 5.86878955e-01, 4.75356546e-06,
8.20828199e-01, 2.22572591e-03, 1.87794507e-01,
9.99951005e-01, 3.86752566e-12, 3.80602678e-08,
3.14075480e-14, 3.86377493e-11, 1.00000000e+00,
1.00000000e+00], dtype=float32),
array([ 9.98740971e-01, 9.99952435e-01, 1.47629473e-02,
7.89491355e-01, 2.07646463e-06, 9.42467272e-01,
3.67820729e-04, 7.48867691e-01, 4.07397227e-09,
9.99978781e-01, 9.99871373e-01, 1.92850165e-03,
9.78888214e-01, 7.44955182e-01, 1.70038998e-04,
3.26223417e-05, 1.05470633e-06, 9.99863744e-01,
3.83866078e-04, 9.89440858e-01, 1.00000000e+00,
9.13828135e-01, 5.91573026e-03, 9.99883890e-01,
1.61542892e-02, 1.82096062e-06, 2.10998401e-01,
2.63199718e-06, 9.99093533e-01, 1.30714898e-06,
1.38121413e-03, 9.99998450e-01, 1.00000000e+00,
1.41517063e-07, 9.09353912e-01, 9.84924614e-01,
9.95618641e-01, 9.35091884e-06, 1.00000000e+00,
9.99941468e-01, 9.99649167e-01, 1.43192862e-11,
9.14417565e-01, 1.94093829e-03, 9.99364436e-01,
9.87930655e-01, 9.71715391e-01, 4.25628304e-01,
5.20701615e-05, 1.16735336e-03, 6.17645904e-02,
1.95505004e-03, 9.99931335e-01, 9.94437456e-01,
1.67672347e-08, 9.99995112e-01, 4.87963447e-10,
9.99855042e-01, 1.83448763e-04, 1.00000000e+00,
4.72685875e-04, 9.99329329e-01, 1.17585445e-02,
9.99324560e-01], dtype=float32),
array([ 8.30970137e-08, 3.62063643e-11, 1.78007878e-20,
3.84116113e-01, 2.83278696e-20, 1.00000000e+00,
5.43457640e-11, 2.74907094e-11, 5.85535478e-23,
2.49751611e-06, 1.62461916e-07, 1.01359509e-16,
1.04573886e-07, 7.86834338e-04, 5.74612676e-18,
2.10780270e-14, 3.40859098e-23, 1.45129841e-09,
9.99840379e-01, 1.00000000e+00, 1.00000000e+00,
6.58681393e-02, 9.99994159e-01, 9.99999642e-01,
9.99863148e-01, 5.61677962e-06, 1.58351388e-11,
6.98877940e-14, 1.07586779e-01, 8.24273484e-13,
9.61836881e-17, 1.00000000e+00, 1.00000000e+00,
1.55746267e-15, 1.00000000e+00, 9.99998927e-01,
1.12503296e-09, 2.03332112e-16, 9.05406952e-01,
9.99999762e-01, 1.00000000e+00, 4.68567546e-11,
9.61116910e-01, 1.66114532e-15, 1.00000000e+00,
1.00000000e+00, 2.82870223e-22, 9.99184430e-01,
1.51715370e-22, 1.37755636e-14, 5.08850007e-06,
2.24580185e-12, 9.99993682e-01, 4.01261625e-13,
6.31489098e-01, 1.39232760e-03, 3.09780335e-05,
9.97520506e-01, 3.36737271e-14, 2.45056144e-05,
1.07615650e-09, 5.98377481e-14, 9.99997854e-01,
1.00000000e+00], dtype=float32),
array([ 1.03882501e-14, 2.05089396e-04, 3.04566413e-17,
3.67458224e-01, 7.32494020e-27, 9.99812424e-01,
4.48623787e-08, 1.48121038e-09, 1.81757306e-18,
1.05550503e-02, 1.44088759e-07, 6.60901639e-16,
5.98624340e-13, 4.52287257e-01, 5.12672233e-18,
1.42927154e-14, 1.99805361e-29, 9.96201932e-01,
1.00000000e+00, 1.00000000e+00, 7.62084424e-01,
3.02156568e-01, 1.00000000e+00, 9.97431099e-01,
9.99975324e-01, 9.99211073e-01, 1.92788595e-14,
7.95576313e-11, 9.99536395e-01, 3.08564122e-05,
3.55243910e-13, 1.00000000e+00, 1.00000000e+00,
8.78052759e-08, 9.99999285e-01, 9.99995589e-01,
3.02512735e-14, 2.40445142e-14, 6.88727297e-09,
1.11268168e-08, 1.00000000e+00, 6.73573613e-01,
9.69366491e-01, 7.87801602e-10, 2.63196141e-01,
1.00000000e+00, 8.21554604e-25, 1.00000000e+00,
2.67875948e-18, 4.61820415e-16, 4.11090326e-07,
2.59585183e-11, 4.09298301e-01, 1.30266132e-20,
2.83101760e-03, 6.28641487e-07, 8.79648030e-01,
1.00000000e+00, 1.65671049e-21, 7.34399347e-12,
1.13690331e-21, 1.57986230e-20, 1.00000000e+00,
9.99999523e-01], dtype=float32),
array([ 1.12002124e-06, 3.54168351e-16, 6.27944145e-21,
5.13453706e-05, 3.12098921e-21, 9.99997377e-01,
2.26038951e-10, 3.09412202e-17, 1.14177910e-22,
3.56533003e-09, 1.21460579e-01, 3.99432034e-13,
1.41271495e-03, 9.98204231e-01, 2.31359191e-17,
2.40905329e-16, 7.02020068e-22, 9.35049130e-13,
1.00000000e+00, 1.00000000e+00, 1.00000000e+00,
6.81138396e-01, 9.81891811e-01, 9.99990225e-01,
4.59202391e-04, 3.93879018e-09, 1.48788437e-09,
2.70344245e-15, 1.50768280e-01, 9.12882427e-08,
5.16685810e-16, 1.00000000e+00, 1.00000000e+00,
3.85928746e-12, 1.00000000e+00, 1.00000000e+00,
9.34268721e-12, 5.68837549e-18, 4.89856438e-06,
1.00000000e+00, 1.00000000e+00, 4.54026668e-14,
5.36896261e-09, 3.75453241e-15, 9.95335281e-01,
9.99999762e-01, 6.87662004e-15, 4.39335078e-01,
5.79088907e-24, 1.52780655e-09, 3.13189231e-12,
2.37893760e-10, 9.99831080e-01, 9.12041276e-13,
5.95733218e-06, 1.97049803e-06, 7.33022323e-12,
9.95556891e-01, 1.17731703e-12, 7.00850636e-02,
3.07471083e-07, 1.12535647e-10, 9.99998212e-01,
1.00000000e+00], dtype=float32),
array([ 5.65901339e-01, 3.42087310e-06, 8.12989424e-20,
9.99932528e-01, 2.38742924e-21, 1.00000000e+00,
4.13005269e-13, 7.41694557e-18, 3.34028424e-20,
2.26538523e-05, 2.29220427e-06, 6.87709226e-15,
9.99468029e-01, 6.35676956e-10, 1.29676043e-14,
1.51498855e-10, 1.91692474e-23, 8.05140121e-11,
9.99999404e-01, 1.00000000e+00, 9.99653697e-01,
3.97408655e-07, 2.42438421e-01, 1.06830886e-02,
4.39445525e-01, 2.91697765e-17, 9.61408436e-01,
3.53730800e-09, 9.96633112e-01, 3.92127550e-15,
8.15556475e-17, 1.00000000e+00, 1.00000000e+00,
2.14397985e-13, 1.00000000e+00, 9.99990940e-01,
2.26374404e-08, 7.70908063e-14, 1.80128700e-05,
1.00000000e+00, 1.00000000e+00, 3.83522517e-20,
9.99963641e-01, 7.99144483e-14, 9.89637733e-01,
1.00000000e+00, 8.18619164e-20, 5.16083557e-04,
2.50781785e-18, 5.12107446e-14, 8.20011643e-16,
1.05561455e-07, 9.99959826e-01, 3.35084566e-16,
4.48975390e-09, 1.36420518e-01, 7.49565806e-05,
1.00000000e+00, 7.69653262e-18, 1.72213959e-08,
1.02304346e-10, 5.24220432e-15, 9.72200215e-01,
1.00000000e+00], dtype=float32),
array([ 1.00000000e+00, 9.99999881e-01, 9.99761999e-01,
6.67125335e-07, 6.44808561e-02, 9.99710143e-01,
2.06150638e-10, 3.67977321e-01, 3.52215246e-13,
9.91991699e-01, 9.15547353e-05, 1.84097271e-08,
9.99999881e-01, 9.98626113e-01, 2.48686852e-11,
9.94827569e-01, 5.95411428e-11, 9.16179001e-01,
9.45207119e-01, 9.99953866e-01, 2.52008886e-10,
9.99983668e-01, 4.06928621e-02, 1.00000000e+00,
9.99987006e-01, 8.53369946e-13, 9.99710977e-01,
5.76666025e-06, 1.53071091e-01, 4.83839246e-10,
9.99998927e-01, 1.00000000e+00, 1.00000000e+00,
6.18318894e-12, 9.99980569e-01, 1.00000000e+00,
1.69401517e-06, 1.14559969e-02, 9.99999881e-01,
2.24826492e-13, 9.99569595e-01, 2.69475818e-01,
4.31584492e-02, 1.20373777e-13, 2.29255781e-11,
9.99984264e-01, 2.19927210e-06, 9.99995351e-01,
2.07125305e-14, 4.50827198e-09, 8.15399885e-02,
9.56745112e-07, 9.99988556e-01, 1.12063989e-01,
2.45191494e-08, 9.99849677e-01, 1.16194384e-20,
9.65794898e-05, 1.41422336e-15, 9.96777356e-01,
9.02437828e-20, 1.93702564e-01, 1.28043897e-13,
8.10023121e-05], dtype=float32),
array([ 1.18576200e-03, 9.98008788e-01, 1.52137291e-04,
9.99998212e-01, 1.25182051e-13, 1.00000000e+00,
1.97353138e-08, 2.94475512e-07, 7.48134820e-15,
2.12418364e-11, 2.42366601e-04, 1.91200274e-06,
7.00051430e-08, 9.99999285e-01, 1.71360945e-13,
4.80307280e-15, 4.66139476e-14, 9.97385323e-01,
1.00000000e+00, 9.99974608e-01, 1.00000000e+00,
9.99994040e-01, 1.00000000e+00, 1.34186330e-03,
3.80278453e-02, 5.17068148e-01, 2.00473050e-06,
6.44465032e-08, 1.00000000e+00, 1.51424171e-08,
7.40429666e-03, 5.15731870e-07, 8.79013062e-01,
1.17041145e-05, 9.98031557e-01, 9.99721110e-01,
2.68740141e-08, 1.25184380e-14, 9.99997020e-01,
8.08327538e-09, 1.00000000e+00, 9.99206364e-01,
1.41339615e-05, 4.73186113e-09, 9.82281923e-01,
1.00000000e+00, 3.05636457e-14, 4.83251601e-01,
3.06104886e-18, 4.87816398e-10, 9.98945296e-01,
4.94571822e-03, 8.40468705e-01, 3.78965165e-10,
9.99781311e-01, 5.41410694e-09, 1.19881793e-14,
2.97959968e-08, 7.97167714e-12, 7.34362227e-04,
6.97854691e-11, 5.97824737e-16, 2.45154341e-04,
1.00000000e+00], dtype=float32),
array([ 1.09930374e-02, 9.99986053e-01, 8.94496500e-01,
1.00000000e+00, 2.49665631e-13, 9.99359787e-01,
1.14024123e-02, 3.33066855e-05, 2.98855923e-07,
3.46592404e-02, 1.41661447e-02, 8.68784628e-06,
1.00000000e+00, 4.58112254e-06, 3.09146523e-01,
1.06852840e-05, 1.59687297e-09, 9.99534130e-01,
8.37709564e-08, 9.41960083e-04, 1.00000000e+00,
6.97744638e-02, 8.94077241e-01, 6.57958677e-04,
4.08925143e-06, 1.94728127e-05, 9.99993324e-01,
3.66664022e-01, 9.99757707e-01, 3.86221545e-05,
1.00000000e+00, 9.99996305e-01, 1.00000000e+00,
2.43784231e-03, 1.98747575e-01, 9.57308471e-01,
8.98471353e-06, 2.21237390e-10, 1.00000000e+00,
6.06152892e-01, 1.80761406e-09, 5.01859887e-09,
6.30601153e-06, 1.09943755e-06, 6.66514679e-05,
2.64378707e-03, 5.22360642e-06, 2.65964895e-01,
5.00164024e-05, 1.58710391e-05, 4.45261784e-03,
9.80239093e-01, 9.96016085e-01, 4.31279101e-09,
6.82655309e-06, 4.37901599e-06, 1.25353797e-10,
9.99999881e-01, 1.29698401e-06, 2.80386955e-01,
2.34090083e-04, 9.91370916e-01, 8.80409357e-11,
2.12831743e-04], dtype=float32),
array([ 4.24020365e-03, 1.44578889e-01, 1.40558809e-08,
1.00000000e+00, 1.53128310e-14, 9.99999762e-01,
1.72981891e-05, 8.88241258e-10, 4.77008537e-12,
1.78971982e-09, 9.90261603e-03, 2.33385273e-12,
1.00000000e+00, 3.60609363e-07, 4.95881981e-11,
5.04986547e-12, 1.19793342e-10, 9.99971628e-01,
3.43795837e-05, 9.99999166e-01, 1.00000000e+00,
9.99717414e-01, 9.99997377e-01, 9.98594463e-01,
2.49077998e-11, 2.08195822e-11, 3.39276791e-01,
9.39152159e-11, 1.00000000e+00, 3.01459990e-09,
9.99998093e-01, 8.12163532e-01, 1.00000000e+00,
1.87979775e-12, 9.99999046e-01, 9.95782852e-01,
1.88237538e-14, 2.92251027e-19, 1.00000000e+00,
5.38412571e-01, 6.75218940e-01, 1.15503744e-11,
2.02307874e-07, 1.54258994e-10, 9.97105300e-01,
9.99997497e-01, 1.39052113e-13, 9.07181084e-01,
2.10615801e-15, 5.03973978e-13, 9.99999046e-01,
3.59037756e-07, 9.88758802e-01, 5.50561610e-11,
5.68061741e-03, 2.74863465e-12, 3.31671506e-22,
3.07769269e-01, 1.67431313e-09, 9.99967575e-01,
2.54900492e-08, 8.84888053e-01, 4.15809278e-15,
1.00000000e+00], dtype=float32),
array([ 8.36877793e-04, 1.14760191e-07, 1.58334678e-16,
1.44723300e-02, 2.20845866e-20, 9.99999881e-01,
1.41560408e-09, 5.80472562e-12, 2.63573079e-18,
2.17346288e-02, 5.21902432e-09, 6.37582096e-14,
5.27287892e-04, 9.81570184e-01, 2.73714116e-19,
9.43743984e-14, 3.15518507e-24, 1.64205738e-09,
1.00000000e+00, 1.00000000e+00, 5.54739475e-01,
3.51934165e-01, 3.81384802e-04, 9.99978185e-01,
9.99968410e-01, 8.05031768e-13, 2.30300600e-07,
1.21246582e-10, 2.16162175e-01, 1.18903956e-10,
2.63547335e-15, 1.00000000e+00, 1.00000000e+00,
4.52193992e-16, 1.00000000e+00, 1.00000000e+00,
5.59668423e-10, 5.59410920e-11, 1.73736935e-05,
9.99999642e-01, 1.00000000e+00, 3.64965423e-14,
9.36292827e-01, 2.02568500e-11, 1.59372136e-01,
1.00000000e+00, 3.26392933e-19, 9.72476661e-01,
7.95534403e-17, 3.96188141e-14, 2.05796380e-09,
1.14671137e-11, 1.00000000e+00, 1.58249043e-06,
1.23967192e-09, 5.02132416e-01, 1.51477425e-05,
9.99999642e-01, 2.45415918e-17, 3.44042661e-08,
2.19655908e-11, 2.48400700e-17, 1.00000000e+00,
9.99999881e-01], dtype=float32),
array([ 3.31076086e-01, 2.93017086e-03, 1.05607878e-09,
9.99998450e-01, 2.25697372e-17, 1.00000000e+00,
1.61942570e-10, 1.55920846e-10, 3.04412462e-21,
2.39242241e-12, 1.29532756e-03, 1.75120171e-16,
9.99998689e-01, 1.13343823e-07, 4.10360895e-12,
1.89020078e-14, 1.57045500e-17, 1.00000000e+00,
3.59015801e-04, 9.99962449e-01, 1.00000000e+00,
9.99984503e-01, 1.00000000e+00, 9.92608964e-01,
3.54043972e-09, 1.95937694e-15, 3.68591441e-06,
3.40247660e-13, 1.00000000e+00, 5.26268135e-15,
9.99999762e-01, 9.94782507e-01, 1.00000000e+00,
5.26139682e-15, 1.00000000e+00, 9.99999166e-01,
1.38988484e-13, 1.14324360e-22, 1.00000000e+00,
1.43746468e-06, 6.46000683e-01, 2.25616831e-10,
4.54723086e-05, 2.71195068e-17, 9.68367457e-01,
1.00000000e+00, 3.78294332e-21, 9.99086380e-01,
2.18238700e-21, 5.41285073e-19, 1.00000000e+00,
3.67176567e-11, 9.62692499e-01, 1.50346231e-14,
2.03053972e-07, 1.49217570e-07, 2.91895668e-26,
2.96109056e-06, 2.65573587e-13, 7.97831833e-01,
2.46617412e-15, 3.42039824e-01, 3.43953421e-23,
1.00000000e+00], dtype=float32),
array([ 9.99992013e-01, 9.99973536e-01, 4.89672129e-05,
9.99898314e-01, 5.25446277e-13, 9.99999404e-01,
3.78497095e-10, 1.43403653e-04, 1.27828359e-14,
3.14089060e-02, 2.44588184e-04, 6.51182396e-14,
9.99999046e-01, 6.15545241e-06, 1.86476789e-11,
1.60778750e-08, 2.55243309e-13, 9.99731600e-01,
2.32912605e-08, 9.99618649e-01, 1.00000000e+00,
8.26606989e-01, 9.18586075e-01, 9.99997735e-01,
1.45078050e-02, 8.82907307e-17, 4.29627076e-02,
1.87457316e-09, 9.99998927e-01, 8.99363429e-13,
9.58175063e-01, 1.00000000e+00, 1.00000000e+00,
3.50591553e-15, 1.00000000e+00, 9.99998331e-01,
1.21505238e-07, 1.06039450e-12, 1.00000000e+00,
9.84908342e-01, 9.99824107e-01, 5.48575627e-17,
9.99999523e-01, 1.88125487e-11, 9.99952197e-01,
1.00000000e+00, 2.01820033e-14, 9.66098011e-01,
5.63585177e-16, 1.29076267e-16, 8.28964055e-01,
2.81406209e-09, 9.97273862e-01, 4.65551921e-06,
1.41568080e-07, 9.99999762e-01, 4.20923101e-20,
1.50994360e-01, 1.62501197e-12, 9.99999881e-01,
5.25687893e-09, 2.41497338e-01, 3.18815547e-12,
1.00000000e+00], dtype=float32),
array([ 9.99996662e-01, 8.14285800e-02, 2.62647984e-03,
4.88455268e-03, 1.39342741e-18, 1.00000000e+00,
1.76661637e-13, 1.20624311e-09, 2.66133586e-23,
1.48138696e-07, 3.14034160e-10, 8.25162861e-19,
9.98925507e-01, 4.75228950e-03, 2.02725702e-16,
9.13122702e-12, 1.41848045e-23, 9.99999642e-01,
6.21486288e-06, 7.94048429e-01, 1.00000000e+00,
9.95810866e-01, 1.00000000e+00, 9.99993920e-01,
1.36560770e-02, 7.05882266e-20, 1.59503744e-09,
1.32478483e-15, 9.99984980e-01, 8.81624482e-18,
9.99983311e-01, 1.00000000e+00, 1.00000000e+00,
6.34639487e-19, 1.00000000e+00, 1.00000000e+00,
3.01548155e-08, 6.57057013e-19, 1.00000000e+00,
3.74227538e-09, 8.41517150e-01, 1.12778341e-12,
3.27239931e-03, 1.00130399e-18, 4.69472595e-02,
1.00000000e+00, 2.27290647e-24, 9.96919632e-01,
1.53856074e-22, 4.12490091e-22, 1.00000000e+00,
4.77464722e-15, 9.99995470e-01, 7.25147329e-12,
5.41298811e-14, 9.96338010e-01, 2.59948621e-24,
1.02915669e-06, 4.03541072e-21, 1.63084896e-05,
1.83841295e-21, 9.55653889e-10, 8.96227374e-22,
1.00000000e+00], dtype=float32),
array([ 8.28000411e-05, 1.95457553e-03, 1.58576483e-12,
1.37043173e-06, 1.57907704e-15, 9.99999285e-01,
5.02771556e-01, 5.93461795e-03, 5.24789457e-12,
9.99999404e-01, 1.65306130e-10, 1.95371199e-15,
8.49048618e-08, 9.99988794e-01, 5.30408399e-13,
2.61478750e-09, 2.76070537e-18, 2.60226857e-02,
5.18985808e-01, 9.99827087e-01, 8.62889749e-04,
1.89730363e-05, 2.65782603e-07, 9.99997020e-01,
1.00000000e+00, 6.78854140e-10, 2.00316708e-10,
6.38376179e-08, 8.58172238e-01, 1.63667124e-07,
1.83032981e-11, 1.00000000e+00, 1.00000000e+00,
6.31524737e-17, 9.99999404e-01, 9.99999762e-01,
9.71599817e-01, 9.43254352e-01, 9.98209119e-01,
9.99527335e-01, 1.00000000e+00, 5.28056210e-10,
5.83169281e-01, 1.75283775e-02, 9.97428596e-01,
9.99999881e-01, 9.51879770e-07, 3.10625315e-01,
1.75312032e-08, 7.32101757e-15, 9.99999046e-01,
5.15105125e-10, 9.99998569e-01, 6.74710199e-02,
8.57186475e-11, 1.00000000e+00, 9.99991536e-01,
9.99993801e-01, 6.96303269e-18, 3.84896073e-11,
1.04706056e-10, 8.50489384e-12, 1.00000000e+00,
1.00000000e+00], dtype=float32),
array([ 9.80482101e-01, 9.99991298e-01, 6.19488419e-04,
7.16150999e-02, 7.72600213e-12, 1.00000000e+00,
1.67144285e-11, 1.80228362e-05, 2.43210725e-18,
6.24557674e-01, 1.83416979e-08, 2.24723614e-13,
9.99677777e-01, 5.27025312e-02, 2.79657523e-17,
2.88278784e-07, 7.29653451e-16, 2.43117452e-01,
2.66639027e-03, 9.99046624e-01, 9.99999881e-01,
4.36575949e-01, 9.99999404e-01, 9.99999642e-01,
8.97024691e-01, 5.54341705e-17, 3.49239127e-09,
3.64611848e-11, 9.99999762e-01, 3.62672112e-17,
3.29978548e-06, 1.00000000e+00, 1.00000000e+00,
2.15215645e-18, 1.00000000e+00, 9.99999762e-01,
2.58422550e-03, 1.60495333e-08, 1.00000000e+00,
4.52247207e-07, 9.99999881e-01, 2.90392141e-13,
9.99995828e-01, 1.27830678e-12, 9.99999762e-01,
1.00000000e+00, 4.51112013e-16, 9.99911427e-01,
6.11694560e-13, 6.45884658e-17, 9.99876738e-01,
7.35274674e-10, 9.79339421e-01, 4.93530557e-03,
9.41028429e-06, 1.00000000e+00, 6.23828506e-12,
2.75788426e-01, 5.53616940e-13, 5.15947223e-01,
1.36644689e-15, 3.79831431e-06, 3.31120845e-07,
1.00000000e+00], dtype=float32),
array([ 3.66982035e-02, 7.98918903e-01, 9.99984145e-01,
9.99997258e-01, 3.97252608e-15, 9.99966860e-01,
2.00761274e-09, 5.26635488e-03, 1.18683810e-20,
1.07911367e-10, 1.06886674e-07, 2.11110928e-05,
9.99981642e-01, 4.40664871e-06, 4.81424252e-08,
1.85628415e-10, 3.14706377e-21, 1.00000000e+00,
2.02384109e-09, 6.79668342e-16, 9.99995947e-01,
9.97328639e-01, 1.00000000e+00, 9.98564303e-01,
2.29007230e-10, 7.73984419e-14, 4.19123025e-05,
3.32059293e-12, 9.99968052e-01, 4.11402613e-11,
1.00000000e+00, 9.34603631e-01, 9.98510182e-01,
6.13999987e-07, 1.25941247e-01, 1.46146398e-02,
3.57156971e-10, 2.07299819e-23, 1.00000000e+00,
7.07981584e-09, 6.90261275e-02, 4.84454802e-07,
7.62206105e-17, 1.14461104e-19, 7.84357727e-01,
7.54300892e-01, 1.58398312e-21, 1.00000000e+00,
3.02768724e-16, 9.25659763e-14, 7.31474757e-01,
2.78719187e-10, 9.89745498e-01, 5.12997511e-16,
1.72495750e-11, 1.10610415e-06, 7.56334568e-26,
1.94160474e-08, 7.92987078e-15, 1.33056007e-02,
1.82888889e-18, 9.99995947e-01, 1.06768714e-22,
1.00000000e+00], dtype=float32),
array([ 6.46099124e-06, 9.96744871e-01, 4.21068609e-01,
1.12177496e-07, 2.99889274e-04, 9.99999881e-01,
7.71420076e-04, 1.13163898e-02, 2.94589006e-13,
9.99608576e-01, 1.38362282e-07, 4.41728494e-11,
8.06933999e-01, 9.99999166e-01, 1.98238665e-11,
9.20657456e-01, 9.69222272e-12, 1.19491247e-02,
9.99999881e-01, 9.99978065e-01, 1.43172182e-10,
3.76277357e-01, 7.63032801e-08, 1.00000000e+00,
1.00000000e+00, 4.60790802e-13, 9.75655530e-06,
1.43217860e-09, 2.64182776e-01, 1.15803521e-11,
3.72746500e-09, 1.00000000e+00, 1.00000000e+00,
2.21407150e-17, 9.99999523e-01, 1.00000000e+00,
8.86297464e-01, 1.00000000e+00, 9.99597609e-01,
1.34043205e-06, 1.00000000e+00, 2.41476741e-08,
7.21934248e-06, 1.97965667e-01, 1.19747492e-02,
9.99986172e-01, 4.66044201e-03, 9.88296568e-01,
6.85703615e-03, 4.28869278e-08, 9.99915123e-01,
4.95789398e-04, 1.00000000e+00, 9.90445018e-01,
2.57484034e-11, 9.99980927e-01, 3.04015636e-01,
2.38566697e-01, 6.93894049e-15, 1.17623922e-09,
2.61680556e-11, 2.69444818e-12, 9.99997258e-01,
9.99999881e-01], dtype=float32),
array([ 3.24970573e-01, 3.55219901e-01, 2.19639119e-07,
6.37731646e-05, 5.63860463e-16, 9.99998689e-01,
1.98254408e-03, 5.42597566e-03, 1.62934141e-12,
9.90798116e-01, 1.16328813e-08, 1.84183208e-13,
1.54775550e-11, 1.00000000e+00, 1.26385807e-15,
8.37206010e-13, 5.36624530e-18, 2.48270575e-04,
1.44656296e-04, 9.99999762e-01, 9.82556224e-01,
8.01180489e-03, 1.00220204e-03, 7.92562187e-01,
9.75413501e-01, 1.31276856e-08, 7.72117370e-11,
6.32818731e-09, 1.00000000e+00, 1.74243961e-08,
7.91452348e-10, 1.00000000e+00, 1.00000000e+00,
1.38377824e-15, 1.00000000e+00, 9.99986529e-01,
9.97737288e-01, 7.83529231e-06, 9.99926448e-01,
6.23725176e-01, 1.00000000e+00, 1.53103947e-08,
9.99771416e-01, 6.57371730e-02, 9.71552849e-01,
1.00000000e+00, 9.02292668e-05, 1.33666068e-01,
2.24905511e-12, 2.29652384e-14, 1.00000000e+00,
3.32807783e-14, 9.99986529e-01, 9.99791801e-01,
2.07717288e-09, 1.00000000e+00, 1.12956564e-03,
9.99759972e-01, 2.33573368e-18, 2.93121161e-03,
8.20263996e-11, 1.32484190e-09, 1.00000000e+00,
1.00000000e+00], dtype=float32),
array([ 6.60799325e-01, 1.76028647e-02, 2.38116089e-11,
2.53627559e-06, 2.02162611e-17, 9.99871373e-01,
4.97039809e-06, 3.33484786e-05, 4.02510649e-15,
9.99619961e-01, 6.76751461e-06, 4.98165009e-10,
3.56627794e-07, 9.99990106e-01, 2.34004267e-17,
1.64665837e-09, 7.01119166e-19, 1.18422438e-04,
2.44686186e-01, 9.99999762e-01, 9.99953032e-01,
9.54781353e-01, 2.23236978e-01, 9.99592125e-01,
9.98784721e-01, 4.70752184e-08, 3.42892115e-09,
9.77348646e-10, 1.00000000e+00, 1.01964908e-08,
8.32542282e-12, 1.00000000e+00, 1.00000000e+00,
1.41515098e-12, 1.00000000e+00, 9.99958396e-01,
9.99292016e-01, 1.14543482e-07, 3.18579350e-06,
9.99922156e-01, 1.00000000e+00, 1.14220252e-13,
9.99989986e-01, 7.33000979e-06, 9.99930501e-01,
1.00000000e+00, 9.37962596e-09, 5.64391375e-01,
9.55439720e-12, 9.55540980e-10, 9.99927163e-01,
2.56656849e-11, 9.99858022e-01, 3.91245671e-02,
2.20249330e-09, 9.99939680e-01, 4.63838369e-01,
9.99999762e-01, 3.86312788e-14, 3.76602565e-03,
3.04221603e-09, 2.99188618e-10, 9.99997616e-01,
1.00000000e+00], dtype=float32),
array([ 9.98895764e-01, 1.00000000e+00, 1.46401511e-03,
7.58059919e-01, 2.52405230e-14, 9.99948502e-01,
1.84723064e-07, 4.45539394e-04, 5.18018245e-15,
9.99885798e-01, 9.94963765e-01, 4.19134150e-09,
9.99997139e-01, 2.14317307e-01, 6.59766903e-12,
5.42884493e-08, 1.79066194e-13, 1.43409129e-02,
2.35312967e-07, 9.99994874e-01, 1.00000000e+00,
7.76813805e-01, 4.25934106e-01, 9.99999762e-01,
4.47572954e-03, 9.26444945e-12, 5.77327728e-01,
7.05940408e-08, 1.00000000e+00, 1.97518824e-12,
5.21450579e-01, 1.00000000e+00, 1.00000000e+00,
3.25108759e-11, 9.99959588e-01, 9.99868274e-01,
4.21668519e-04, 5.48074043e-12, 1.00000000e+00,
9.96492565e-01, 9.99993920e-01, 6.16037136e-17,
1.78109139e-01, 2.77953411e-08, 5.80209598e-05,
9.99995470e-01, 2.60993058e-08, 9.79505122e-01,
1.38652128e-14, 5.34759736e-11, 6.63673505e-03,
1.76491000e-08, 9.99999404e-01, 6.44157454e-03,
2.43868883e-11, 1.00000000e+00, 1.49666325e-19,
9.80380058e-01, 2.77631623e-13, 9.99999642e-01,
4.07929823e-09, 9.98913527e-01, 2.37195241e-09,
5.00847936e-01], dtype=float32),
array([ 9.21972454e-01, 9.99998927e-01, 9.99781191e-01,
9.56041873e-01, 9.83882070e-01, 9.70178545e-01,
3.41078967e-01, 2.04067051e-01, 1.29829123e-05,
9.99995828e-01, 1.00030258e-01, 2.08935956e-03,
9.99429047e-01, 9.96994257e-01, 2.00664135e-06,
9.99639511e-01, 7.68686732e-06, 2.68905222e-01,
1.25644938e-05, 9.99647141e-01, 7.29099631e-01,
3.44763175e-02, 5.40765643e-04, 9.99522924e-01,
9.88820255e-01, 3.67531015e-07, 7.08091557e-01,
4.42991732e-03, 7.72091568e-01, 1.49911129e-05,
6.08601309e-02, 1.00000000e+00, 1.00000000e+00,
4.79455935e-07, 9.99983191e-01, 9.79209423e-01,
9.99979377e-01, 9.98043776e-01, 9.99999881e-01,
1.59656501e-03, 9.87603605e-01, 1.14801786e-07,
9.98543978e-01, 9.81848478e-01, 2.10954036e-04,
9.93309736e-01, 9.99999404e-01, 9.98216331e-01,
7.62866497e-01, 2.07218491e-02, 5.06668687e-01,
1.87762138e-02, 9.61828351e-01, 9.84751225e-01,
2.20090405e-05, 9.99998331e-01, 1.13770405e-07,
2.83580095e-01, 9.90596345e-06, 9.98275876e-01,
4.76795576e-05, 2.61183232e-01, 9.25676078e-02,
4.92448568e-01], dtype=float32),
array([ 1.89789257e-03, 9.99459803e-01, 5.16091049e-01,
1.00000000e+00, 8.51539284e-09, 9.99998927e-01,
7.48384356e-01, 2.79772248e-05, 6.67270479e-06,
7.19705105e-01, 9.95375872e-01, 9.86406624e-01,
7.29696592e-04, 2.58860807e-03, 5.20852655e-02,
9.33631057e-08, 1.19549899e-12, 9.99999166e-01,
7.41737022e-04, 9.99713838e-01, 8.64167869e-01,
3.77498236e-06, 9.99999642e-01, 9.91702259e-01,
3.90921741e-06, 9.99980807e-01, 9.99853730e-01,
4.17306408e-04, 9.99099135e-01, 9.99992132e-01,
8.85841191e-01, 1.19231036e-02, 9.99616504e-01,
1.00000000e+00, 9.71660137e-01, 4.51081269e-06,
7.79535767e-05, 1.48239743e-09, 1.61167026e-01,
1.75005451e-04, 9.99967694e-01, 1.00000000e+00,
3.63571715e-04, 3.61729115e-02, 1.14301872e-02,
9.99992609e-01, 3.52578681e-05, 4.57877963e-04,
1.74841119e-09, 5.66428661e-01, 3.68517618e-07,
4.39315801e-03, 2.31478989e-01, 5.17096566e-07,
9.93304789e-01, 2.88769627e-07, 8.28353393e-07,
9.70565021e-01, 5.95759386e-10, 9.84460056e-01,
1.14525605e-14, 7.39482880e-01, 9.93537486e-01,
2.20696423e-02], dtype=float32),
array([ 9.93783236e-01, 9.61650252e-01, 1.73364723e-09,
1.40900549e-04, 2.00337109e-16, 9.99962807e-01,
3.80261760e-11, 6.59736281e-04, 3.11725470e-20,
9.80681479e-01, 5.40335894e-01, 1.08898249e-14,
1.05910358e-05, 9.95575786e-01, 1.44890508e-14,
2.62510486e-14, 7.77080529e-21, 3.02904725e-01,
3.65568482e-08, 9.99999881e-01, 1.00000000e+00,
2.78545946e-01, 9.70832348e-01, 9.94946182e-01,
1.80903330e-01, 3.98601898e-12, 8.06298388e-08,
3.45132804e-13, 1.00000000e+00, 1.25174351e-14,
1.28415847e-10, 1.00000000e+00, 1.00000000e+00,
5.42153563e-17, 1.00000000e+00, 9.99991417e-01,
4.69380245e-02, 4.65120390e-12, 1.00000000e+00,
9.42412972e-01, 1.00000000e+00, 1.05212775e-17,
9.99930382e-01, 1.97758219e-08, 9.99950886e-01,
1.00000000e+00, 3.59619570e-08, 9.92393136e-01,
1.43485512e-17, 6.87667256e-15, 9.99831438e-01,
2.26658563e-13, 9.99988556e-01, 9.47981834e-01,
1.82264551e-10, 1.00000000e+00, 3.96371397e-16,
9.93055165e-01, 1.43402956e-16, 9.99987245e-01,
1.47186386e-12, 1.90487248e-04, 1.53685659e-01,
1.00000000e+00], dtype=float32),
array([ 9.99725878e-01, 1.71859069e-10, 3.22794350e-21,
6.70859264e-03, 5.92869084e-24, 9.99090791e-01,
5.96929520e-11, 9.83465920e-20, 1.76586138e-21,
5.52355539e-09, 5.86391593e-07, 1.18324711e-15,
9.99979973e-01, 8.56647015e-01, 1.35197158e-21,
9.36802400e-20, 3.68005115e-27, 7.82816756e-10,
9.98123348e-01, 1.00000000e+00, 1.00000000e+00,
1.03134327e-01, 7.54792690e-01, 1.00000000e+00,
1.07933192e-06, 8.62732025e-15, 1.37909097e-07,
8.38180871e-16, 9.99007404e-01, 8.85089658e-12,
3.85376870e-13, 1.00000000e+00, 1.00000000e+00,
4.00306619e-14, 1.00000000e+00, 1.00000000e+00,
7.17374746e-08, 3.72049901e-23, 6.41245424e-06,
1.00000000e+00, 1.00000000e+00, 8.49511939e-23,
5.21522622e-07, 8.02541073e-19, 5.21210837e-04,
1.00000000e+00, 1.05230567e-22, 9.06549573e-01,
8.72464014e-26, 8.51347123e-14, 2.91662417e-07,
2.55366733e-15, 9.99939203e-01, 3.93601676e-14,
1.25118691e-11, 7.68064638e-05, 1.71614500e-16,
9.99683857e-01, 4.86369336e-16, 9.48698640e-01,
8.47952871e-12, 3.15342891e-06, 1.04408663e-07,
9.99919295e-01], dtype=float32),
array([ 4.23475266e-01, 9.99076009e-01, 1.11767595e-05,
3.58666466e-06, 3.77777481e-24, 9.67249632e-01,
4.05525873e-12, 7.36758147e-06, 2.26273935e-26,
1.02257047e-06, 7.90237635e-02, 2.96132442e-14,
1.00000000e+00, 4.73379910e-01, 1.32500944e-19,
1.48423762e-15, 1.33316109e-28, 9.99993801e-01,
3.19861693e-10, 9.16197777e-01, 1.00000000e+00,
6.65707052e-01, 9.99996185e-01, 9.00586426e-01,
1.05323988e-06, 9.49182156e-16, 1.44734554e-06,
3.89836623e-15, 1.00000000e+00, 1.57135549e-15,
9.99960899e-01, 1.00000000e+00, 1.00000000e+00,
6.59374948e-18, 1.00000000e+00, 9.99944568e-01,
3.06674158e-10, 6.48021377e-26, 9.99999166e-01,
1.89342281e-05, 9.99999881e-01, 5.81147005e-24,
2.40818520e-12, 3.39453632e-24, 7.51010657e-06,
9.99999881e-01, 3.77054230e-19, 9.99997377e-01,
1.16860030e-24, 1.72740748e-18, 9.99512076e-01,
9.90799240e-13, 9.99999881e-01, 1.71883327e-10,
1.29880669e-19, 6.89707577e-01, 5.54528128e-31,
9.99999881e-01, 1.68612286e-20, 5.37476957e-01,
1.10669900e-18, 9.99702513e-01, 3.45335334e-22,
9.99966025e-01], dtype=float32),
array([ 1.79260469e-03, 9.98096883e-01, 1.00812549e-05,
4.69464624e-07, 1.10620741e-14, 9.99957323e-01,
3.37144957e-06, 1.14039825e-02, 1.57081701e-14,
9.99999881e-01, 2.71351055e-05, 2.33606645e-08,
2.36471300e-03, 9.88949955e-01, 3.90389327e-12,
1.14320340e-02, 4.63726468e-18, 6.01735055e-01,
9.93838012e-01, 9.99902487e-01, 1.86127634e-03,
3.08096223e-03, 2.14290968e-03, 9.99996543e-01,
1.00000000e+00, 4.88226215e-09, 1.46440084e-06,
9.45311911e-07, 9.99997735e-01, 7.05769132e-09,
8.72355799e-11, 1.00000000e+00, 1.00000000e+00,
2.22484357e-11, 9.99980688e-01, 9.99980092e-01,
9.99381065e-01, 9.93282318e-01, 5.26883468e-06,
8.60209227e-01, 1.00000000e+00, 1.80591660e-15,
5.43548584e-01, 7.20097451e-05, 9.99998450e-01,
1.00000000e+00, 2.73163856e-08, 1.07025895e-02,
2.70605005e-06, 1.02171945e-10, 9.99843359e-01,
5.27652048e-07, 9.99998093e-01, 5.83944129e-05,
1.48563772e-10, 1.00000000e+00, 9.99993682e-01,
1.00000000e+00, 2.14463501e-16, 7.24732558e-08,
7.20394744e-10, 1.52713207e-11, 9.99957681e-01,
9.99999881e-01], dtype=float32),
array([ 6.57692015e-01, 9.98186886e-01, 5.19513654e-10,
5.14664471e-01, 1.15561909e-11, 9.99830842e-01,
3.15637891e-07, 8.80967535e-04, 1.26297186e-14,
9.99997497e-01, 5.55386841e-01, 6.54725718e-10,
5.18556714e-01, 9.98812914e-01, 1.21019113e-12,
2.65905492e-10, 1.03455791e-14, 2.23880576e-04,
2.64656381e-04, 9.09666538e-01, 1.00000000e+00,
9.83549356e-01, 2.08953372e-03, 1.00000000e+00,
9.92083907e-01, 4.11806943e-11, 2.71950662e-03,
3.88828809e-08, 9.99991775e-01, 3.47287493e-13,
8.97655017e-09, 1.00000000e+00, 1.00000000e+00,
3.37276457e-11, 9.99997973e-01, 9.39031124e-01,
7.31013358e-01, 1.29358554e-07, 1.00000000e+00,
9.99997735e-01, 1.00000000e+00, 3.76584961e-15,
9.98191893e-01, 2.32605427e-03, 3.83661240e-02,
9.99095321e-01, 2.12424256e-09, 9.97984290e-01,
6.24912188e-12, 4.27254099e-09, 5.89966385e-06,
6.05051753e-07, 9.99999642e-01, 2.57569249e-03,
2.73481428e-11, 9.99992728e-01, 3.56086327e-10,
5.17173529e-01, 5.84460119e-11, 9.99190748e-01,
7.03913975e-06, 6.68474331e-06, 9.99995828e-01,
9.99994993e-01], dtype=float32),
array([ 9.99999762e-01, 9.72101867e-01, 2.57849116e-02,
1.03442647e-01, 1.66696421e-10, 1.00000000e+00,
8.32147275e-15, 1.37436828e-07, 1.04336409e-22,
2.65917492e-07, 9.20048876e-07, 6.44238437e-17,
1.24987915e-01, 9.99999642e-01, 1.28552645e-13,
1.37809142e-08, 7.13844730e-24, 1.00000000e+00,
9.99860764e-01, 9.97148693e-01, 9.97586250e-01,
9.99137402e-01, 9.99999285e-01, 9.94598985e-01,
9.99980807e-01, 9.65966101e-17, 2.76122485e-08,
9.62726670e-14, 9.99986649e-01, 3.30376619e-18,
4.17396873e-01, 1.00000000e+00, 9.84318137e-01,
1.20219638e-16, 1.00000000e+00, 1.00000000e+00,
3.50360324e-06, 1.79513678e-11, 1.00000000e+00,
5.61133845e-07, 1.00000000e+00, 1.07281631e-12,
5.77487946e-01, 3.66826643e-18, 9.96883333e-01,
1.00000000e+00, 1.90446689e-17, 2.08962956e-04,
6.47138694e-21, 1.85477145e-19, 9.99999642e-01,
3.62910396e-12, 9.99998808e-01, 4.79240328e-11,
3.03827713e-10, 9.99999166e-01, 3.56782586e-17,
6.11801942e-09, 4.92718459e-24, 5.29250654e-04,
1.27908162e-17, 5.94170069e-12, 1.94165058e-14,
1.00000000e+00], dtype=float32),
array([ 9.99988317e-01, 1.00000000e+00, 9.99823272e-01,
4.84816171e-02, 1.22985341e-07, 9.16128039e-01,
1.18665000e-09, 9.67697322e-01, 1.18246202e-15,
9.99999881e-01, 9.23102081e-01, 3.42900506e-07,
9.97871995e-01, 2.90720835e-02, 3.86976762e-09,
1.86860207e-02, 1.75516353e-13, 9.99996424e-01,
1.27878610e-10, 1.57508766e-03, 9.99985814e-01,
6.88295841e-01, 9.99106467e-01, 9.99998927e-01,
9.98480141e-01, 3.14941215e-13, 2.17811740e-03,
1.11624854e-06, 9.57501233e-01, 3.56057614e-11,
5.09328306e-01, 1.00000000e+00, 1.00000000e+00,
2.06888302e-07, 9.99999166e-01, 9.99999762e-01,
1.42423749e-01, 8.32502394e-07, 1.00000000e+00,
1.81798368e-05, 9.99981761e-01, 6.05633587e-16,
9.99935627e-01, 2.19560106e-10, 9.80299354e-01,
1.00000000e+00, 4.11179684e-07, 9.99258101e-01,
8.90975575e-12, 1.45804271e-10, 5.24915449e-05,
2.06930064e-08, 9.80858982e-01, 6.01661988e-02,
3.84638710e-10, 1.00000000e+00, 1.72165689e-19,
8.27952683e-01, 5.08338857e-12, 9.99999881e-01,
4.79194850e-10, 6.52958930e-01, 7.91661806e-11,
9.99999642e-01], dtype=float32),
array([ 5.00451773e-04, 2.46002502e-03, 2.08972669e-05,
9.99999881e-01, 5.34873998e-22, 9.99998927e-01,
1.10893154e-06, 2.59183980e-05, 8.21176589e-15,
5.83910492e-07, 3.36144126e-07, 5.91104206e-13,
1.00000000e+00, 3.41534623e-08, 2.62354618e-08,
1.57797983e-13, 2.26351053e-16, 1.00000000e+00,
1.40804176e-14, 9.55375112e-10, 1.00000000e+00,
9.83823895e-01, 9.98465657e-01, 3.81898135e-01,
3.69402842e-10, 1.03607409e-11, 9.99393106e-01,
2.43480702e-08, 9.99999881e-01, 1.18438134e-10,
1.00000000e+00, 9.99999881e-01, 1.00000000e+00,
9.54456583e-11, 9.99687433e-01, 6.18402779e-01,
3.56323586e-13, 3.70817195e-23, 1.00000000e+00,
9.74493980e-01, 1.39609352e-10, 2.86740007e-15,
1.67138872e-11, 2.78057688e-13, 1.11689438e-07,
5.24915929e-04, 4.25968369e-17, 9.86257017e-01,
6.88139934e-14, 1.02543789e-15, 9.99931216e-01,
3.06273391e-03, 9.99980211e-01, 2.67306663e-12,
1.65559277e-09, 3.03018788e-09, 1.72624752e-26,
9.99950886e-01, 2.86571114e-11, 9.45165873e-01,
1.71069754e-08, 9.99903440e-01, 1.81422732e-18,
9.99574482e-01], dtype=float32),
array([ 2.23355187e-06, 2.02009396e-04, 1.40842971e-16,
9.99980211e-01, 7.55967309e-21, 1.00000000e+00,
5.60919194e-16, 4.20589388e-12, 2.45455293e-24,
1.87892027e-07, 1.92936778e-11, 1.26195386e-17,
2.35874595e-05, 1.35129667e-05, 2.83673981e-16,
5.55260760e-15, 1.91601526e-26, 1.62513417e-04,
9.99999881e-01, 1.00000000e+00, 5.40414095e-01,
9.28190708e-01, 9.99998927e-01, 9.99984741e-01,
9.99940872e-01, 1.47974499e-09, 1.42803791e-09,
5.00447990e-13, 9.96478021e-01, 1.04522875e-14,
2.02191183e-13, 9.99999762e-01, 1.00000000e+00,
3.17233360e-17, 9.99999881e-01, 1.00000000e+00,
7.16119939e-15, 1.29828792e-13, 8.78863156e-01,
7.81863570e-01, 1.00000000e+00, 2.12271156e-09,
9.98165667e-01, 1.61726393e-15, 1.00000000e+00,
1.00000000e+00, 2.17882824e-27, 9.99991536e-01,
2.77478403e-22, 1.08843448e-21, 4.11503986e-02,
3.46194942e-13, 9.99695897e-01, 1.04663658e-15,
8.22398186e-01, 1.91895211e-07, 9.94180205e-09,
9.99940991e-01, 3.25747510e-18, 3.01557179e-09,
1.29199907e-16, 8.72720111e-19, 9.19850230e-01,
1.00000000e+00], dtype=float32),
array([ 7.68342288e-05, 9.98114705e-01, 4.75308836e-01,
1.24608981e-08, 3.89154447e-05, 9.99947548e-01,
1.48226514e-01, 4.74644867e-06, 7.82095135e-12,
9.99885082e-01, 1.35890204e-07, 6.73381123e-07,
7.21224904e-01, 1.00000000e+00, 1.56022266e-14,
5.99780045e-02, 3.16957198e-08, 8.03966424e-04,
1.00000000e+00, 9.99905586e-01, 3.19103115e-13,
3.92025177e-05, 5.51081958e-10, 1.00000000e+00,
9.99999642e-01, 2.94363763e-13, 2.77357530e-02,
2.92791874e-10, 1.43024297e-02, 1.34712713e-10,
5.48376761e-07, 1.00000000e+00, 1.00000000e+00,
4.27824596e-18, 9.78803694e-01, 9.99903798e-01,
9.31240201e-01, 1.00000000e+00, 9.98159468e-01,
2.86789873e-05, 1.00000000e+00, 9.99969840e-01,
2.83688646e-08, 9.92098212e-01, 3.81244234e-07,
9.94284332e-01, 1.17642188e-03, 9.99391437e-01,
6.77500284e-05, 2.64897844e-05, 9.99999166e-01,
1.30331537e-05, 9.99789059e-01, 9.99875426e-01,
1.79888922e-08, 9.99997497e-01, 1.10743120e-01,
9.99347985e-01, 6.05102557e-12, 8.60532836e-08,
1.48212876e-13, 1.37303337e-11, 9.99984741e-01,
1.00000000e+00], dtype=float32),
array([ 4.21504001e-06, 2.41145026e-03, 6.08951340e-15,
9.99999166e-01, 2.01015422e-23, 1.00000000e+00,
1.37169425e-17, 9.08482577e-12, 3.00735123e-21,
2.24146266e-08, 1.42082965e-04, 2.25968737e-17,
2.17375159e-03, 9.59016120e-07, 8.87757953e-15,
3.84881769e-13, 6.50146174e-25, 9.98441875e-01,
1.00000000e+00, 1.00000000e+00, 1.28818318e-01,
1.00000000e+00, 9.99999881e-01, 9.97112632e-01,
9.83070433e-01, 1.61763120e-11, 8.83932262e-06,
1.34310688e-10, 9.59180951e-01, 2.75191285e-12,
2.78004855e-08, 1.37417612e-03, 1.00000000e+00,
2.91003014e-14, 9.99998331e-01, 1.00000000e+00,
2.71307325e-21, 1.01586671e-17, 9.77289677e-01,
7.26521552e-01, 9.99999642e-01, 7.93373367e-10,
9.27768707e-01, 1.59527068e-14, 1.00000000e+00,
1.00000000e+00, 1.75431526e-26, 9.99999046e-01,
8.19993916e-21, 1.14780802e-18, 8.61371445e-05,
8.74230484e-13, 9.99994516e-01, 6.54738628e-16,
9.68627806e-04, 4.44349927e-14, 9.75110285e-18,
9.99999762e-01, 8.15334352e-20, 2.41360613e-06,
1.92124344e-16, 3.37344853e-21, 2.70300042e-02,
1.00000000e+00], dtype=float32),
array([ 4.29448022e-07, 9.63303328e-01, 5.99776652e-12,
1.00000000e+00, 7.03160183e-19, 1.00000000e+00,
2.56867083e-10, 4.55125035e-11, 2.12534732e-18,
3.66716304e-05, 2.36609199e-09, 2.91047325e-11,
1.23026411e-09, 9.65542942e-02, 9.79396143e-13,
1.51119828e-11, 6.69748904e-24, 8.26686680e-01,
9.99996781e-01, 1.00000000e+00, 8.45633566e-01,
5.34634339e-03, 1.00000000e+00, 9.99985695e-01,
9.99809921e-01, 9.99965787e-01, 2.63890049e-10,
3.17670623e-09, 9.29431498e-01, 1.91429604e-06,
3.32400231e-12, 5.67710120e-03, 1.00000000e+00,
1.04891333e-05, 1.00000000e+00, 9.98943388e-01,
1.38034958e-10, 1.40184080e-14, 6.35100678e-02,
5.23441923e-12, 1.00000000e+00, 1.00000000e+00,
9.99891996e-01, 2.31108412e-08, 2.95915315e-03,
1.00000000e+00, 4.89316969e-24, 9.99992847e-01,
3.38924021e-19, 6.14767704e-15, 2.20281094e-01,
1.78310687e-12, 9.92125094e-01, 6.17188321e-14,
9.99939442e-01, 2.88466651e-09, 3.85028852e-06,
9.29998517e-01, 2.80422433e-17, 1.24073174e-09,
1.57947419e-23, 4.92325183e-19, 1.00000000e+00,
9.99970913e-01], dtype=float32),
array([ 8.86798441e-01, 1.00000000e+00, 8.31045210e-03,
3.29145283e-01, 3.24722383e-20, 9.99999881e-01,
3.38856387e-10, 6.38190448e-01, 2.98457849e-18,
9.32392140e-07, 1.77718827e-03, 7.20524508e-12,
9.99999881e-01, 9.35084454e-10, 8.71968472e-18,
2.25181124e-04, 2.66964320e-23, 9.99999523e-01,
2.85149923e-07, 9.99999285e-01, 9.99751389e-01,
1.85992364e-02, 1.00000000e+00, 9.83590098e-08,
1.63336575e-03, 2.49958261e-20, 9.99821484e-01,
1.47024365e-10, 9.99998569e-01, 3.71087406e-12,
9.99915957e-01, 9.98962641e-01, 1.00000000e+00,
7.77074571e-10, 1.00000000e+00, 9.99995708e-01,
2.05941933e-14, 7.48458351e-20, 1.00000000e+00,
5.45810849e-07, 9.99989867e-01, 1.01290665e-17,
7.47674882e-01, 2.14036789e-17, 9.71029580e-01,
1.00000000e+00, 4.14180185e-23, 9.99995351e-01,
8.73385694e-20, 5.63642987e-17, 3.03205468e-07,
6.08201001e-09, 9.99999285e-01, 4.91699780e-13,
6.41889699e-13, 6.42684579e-01, 5.82318077e-26,
9.99998689e-01, 2.42650751e-20, 9.98930991e-01,
2.82620854e-16, 1.63433573e-03, 3.00002123e-19,
1.00000000e+00], dtype=float32),
array([ 1.40322996e-07, 5.40170644e-04, 1.75509958e-17,
9.93699312e-01, 1.49920885e-23, 1.00000000e+00,
5.37707594e-14, 1.82177819e-12, 3.39153352e-24,
6.40654719e-07, 2.16097759e-16, 9.75980130e-20,
1.67148188e-04, 3.92765145e-08, 3.54801025e-17,
1.57922612e-13, 9.35873397e-28, 2.11166739e-02,
9.99912500e-01, 1.00000000e+00, 6.11530122e-05,
1.82883557e-08, 9.99999642e-01, 6.93561602e-03,
9.99589741e-01, 3.75742493e-12, 1.66220730e-07,
9.75770437e-11, 1.87885016e-03, 4.57036986e-19,
1.98120226e-16, 1.00000000e+00, 1.00000000e+00,
9.60050182e-20, 9.99959946e-01, 9.99996424e-01,
6.19540703e-12, 9.40501843e-11, 9.99996305e-01,
2.69195959e-02, 9.99999642e-01, 7.49165744e-15,
8.42716455e-01, 1.05929676e-16, 1.00000000e+00,
1.00000000e+00, 7.74315651e-24, 9.99483347e-01,
3.90782993e-18, 6.49575679e-26, 3.16022888e-05,
7.16718221e-12, 9.99858379e-01, 1.55259683e-17,
4.06983017e-05, 9.99309182e-01, 1.25521119e-03,
1.00000000e+00, 2.48155180e-26, 2.04004991e-08,
7.82499935e-22, 2.12612469e-19, 9.30999398e-01,
1.00000000e+00], dtype=float32),
array([ 9.71043825e-01, 9.99982238e-01, 9.99988198e-01,
1.62674498e-03, 2.04826053e-03, 1.00000000e+00,
3.24620120e-03, 8.83717060e-01, 4.72099339e-11,
9.99931335e-01, 2.14707162e-02, 6.57967804e-03,
2.26277998e-03, 8.05393159e-01, 1.42339678e-08,
9.99343097e-01, 2.22267732e-10, 9.84242260e-02,
5.07663749e-03, 1.00000000e+00, 7.59583805e-03,
1.00364647e-04, 9.99997258e-01, 3.05105187e-02,
9.99969244e-01, 5.18294563e-09, 7.15668201e-01,
1.16810770e-05, 9.99615908e-01, 2.87990787e-07,
7.16391951e-05, 1.00000000e+00, 9.99793470e-01,
5.41342479e-06, 1.00000000e+00, 9.99961257e-01,
9.99946713e-01, 1.67669833e-01, 9.99172330e-01,
1.09209839e-06, 1.00000000e+00, 6.73164848e-08,
9.98964071e-01, 3.91103365e-02, 9.15079296e-01,
1.00000000e+00, 9.99997139e-01, 4.36317147e-04,
3.30233370e-08, 3.46448235e-02, 9.72145677e-01,
1.21870271e-05, 7.57102072e-01, 9.98463988e-01,
4.34100969e-08, 1.00000000e+00, 9.10531890e-06,
1.40265841e-02, 1.23282088e-11, 5.75564921e-01,
1.04361386e-09, 7.71096325e-04, 1.33465677e-02,
9.99999762e-01], dtype=float32),
array([ 9.98697221e-01, 9.92017508e-01, 2.94719666e-01,
9.99979615e-01, 9.68685150e-01, 3.02000791e-01,
7.92607665e-03, 9.99921083e-01, 2.45409630e-11,
9.97655034e-01, 9.99204218e-01, 3.30529382e-09,
3.15057933e-01, 1.00000000e+00, 2.41064030e-04,
9.92066622e-01, 2.71093455e-07, 9.84305859e-01,
8.05678815e-02, 2.87547529e-01, 2.11576968e-02,
9.99999762e-01, 2.49013647e-05, 8.60502362e-01,
3.69594425e-01, 2.94558961e-11, 6.95520192e-02,
5.38666844e-01, 9.99985933e-01, 4.18025969e-09,
2.66431761e-03, 1.00000000e+00, 2.73541272e-01,
1.89190344e-10, 1.00000000e+00, 9.99712169e-01,
2.82634925e-02, 7.28542125e-03, 1.00000000e+00,
3.94337228e-04, 1.00000000e+00, 4.90008324e-06,
9.99999881e-01, 5.75546443e-01, 1.82228012e-03,
1.00000000e+00, 9.99999762e-01, 1.23351309e-02,
2.11011549e-03, 5.31137630e-07, 9.40253615e-01,
3.58723241e-06, 9.99897122e-01, 9.99999642e-01,
3.50183811e-08, 9.99999404e-01, 1.40865073e-15,
5.20400412e-04, 1.11133436e-09, 9.79169428e-01,
4.51299641e-03, 2.58999951e-02, 2.39441857e-01,
9.99975204e-01], dtype=float32),
array([ 9.99993920e-01, 9.99016881e-01, 1.59589391e-07,
3.96318227e-01, 3.23945842e-10, 9.99999285e-01,
5.32624881e-07, 4.01130092e-05, 2.14918762e-17,
1.78907692e-01, 9.99976754e-01, 6.47533310e-15,
9.99801099e-01, 1.00000000e+00, 2.35315348e-12,
1.55870211e-07, 2.19975456e-14, 1.21432189e-04,
9.96149063e-01, 9.99646068e-01, 1.00000000e+00,
9.99998212e-01, 1.52098835e-06, 9.99999881e-01,
1.28818181e-04, 1.68979590e-13, 1.39535710e-04,
2.11153406e-09, 1.00000000e+00, 4.43950562e-12,
2.10646945e-07, 1.00000000e+00, 1.00000000e+00,
2.45509450e-14, 1.00000000e+00, 9.99993324e-01,
9.05139081e-04, 4.21152530e-10, 1.00000000e+00,
9.99772489e-01, 1.00000000e+00, 1.29465362e-12,
9.96129394e-01, 4.02972626e-04, 4.51430768e-11,
9.99999881e-01, 3.17311014e-06, 2.17235996e-03,
3.90034847e-13, 1.88499949e-09, 9.99914169e-01,
4.44203607e-09, 9.99999881e-01, 9.99993443e-01,
6.66437600e-11, 9.99336421e-01, 5.77675798e-20,
3.65793449e-03, 8.19996154e-12, 5.99205554e-01,
1.52481459e-08, 8.85236601e-04, 7.70228282e-02,
9.90274370e-01], dtype=float32),
array([ 1.22688379e-11, 6.87520136e-12, 9.87632345e-26,
7.07256841e-05, 1.20304107e-30, 9.99999762e-01,
1.71080772e-09, 1.71728978e-10, 3.18478227e-27,
5.58728232e-07, 1.61482902e-07, 2.86850601e-22,
1.53878821e-09, 3.14494042e-04, 4.22738775e-25,
1.75573711e-23, 1.72184815e-33, 2.12570914e-04,
7.48288631e-02, 1.00000000e+00, 9.99993920e-01,
2.43381912e-11, 9.99998689e-01, 2.13816098e-09,
1.55116338e-02, 3.20323466e-06, 2.18620590e-11,
5.72270150e-17, 1.18057169e-01, 1.46644781e-15,
3.99970180e-21, 1.00000000e+00, 1.00000000e+00,
7.40958601e-20, 1.00000000e+00, 9.79241312e-01,
1.08548611e-14, 1.67979738e-22, 9.94401515e-01,
2.42016632e-02, 1.00000000e+00, 7.11322060e-13,
5.65278754e-07, 6.45303159e-18, 9.99968886e-01,
1.00000000e+00, 3.74756104e-24, 9.99999881e-01,
3.88575202e-27, 6.62840880e-23, 7.07659211e-08,
1.37229237e-15, 9.99999046e-01, 6.28433668e-19,
5.74315084e-09, 9.96532917e-01, 3.09115357e-14,
1.00000000e+00, 3.10746530e-24, 5.09961283e-05,
4.24216144e-21, 1.85143869e-15, 8.96970093e-01,
1.00000000e+00], dtype=float32),
array([ 2.40572572e-05, 2.62977947e-02, 1.17619881e-09,
9.99999881e-01, 2.63320032e-09, 9.98856068e-01,
5.36191146e-06, 1.01936557e-07, 3.33409376e-11,
2.14555439e-05, 7.94306695e-01, 4.99905582e-05,
9.93694484e-01, 3.84598301e-04, 1.53445623e-09,
1.69785908e-10, 5.84689502e-12, 9.99776900e-01,
2.42981259e-02, 9.99999881e-01, 1.00000000e+00,
9.69795406e-01, 1.00000000e+00, 9.92387533e-01,
2.03738111e-07, 9.93531168e-01, 8.37476182e-05,
1.10059784e-08, 9.99564588e-01, 5.74566820e-06,
5.72548900e-03, 6.45409164e-05, 1.00000000e+00,
1.04974955e-03, 1.83539484e-02, 1.86578661e-01,
9.05773581e-11, 8.98506504e-16, 9.99281704e-01,
7.90833437e-04, 9.99760330e-01, 2.01197201e-03,
7.27737703e-10, 4.59398164e-09, 9.99996543e-01,
9.99997735e-01, 1.19533886e-13, 1.00000000e+00,
5.25340318e-12, 8.19302404e-11, 9.98932540e-01,
1.90707855e-04, 3.64612907e-01, 2.46349432e-15,
9.99999762e-01, 3.69973968e-10, 1.86873065e-15,
8.49604199e-04, 1.13142451e-05, 9.99975681e-01,
2.29491273e-10, 6.89200819e-01, 3.88596078e-07,
9.99964356e-01], dtype=float32),
array([ 1.83035702e-08, 1.55205765e-10, 3.11089444e-23,
7.05527100e-07, 1.34064330e-27, 9.98954177e-01,
4.33553554e-10, 2.79013705e-11, 2.67673768e-25,
1.56347480e-04, 3.58601483e-06, 2.23827901e-20,
1.53803779e-08, 3.64853293e-01, 3.36835640e-21,
4.08173501e-20, 1.41376559e-29, 3.25026031e-06,
9.96553540e-01, 1.00000000e+00, 9.99999881e-01,
3.27368207e-06, 9.99991179e-01, 9.08411026e-01,
9.97610211e-01, 2.52283500e-10, 2.46436633e-13,
4.72350305e-16, 9.57824826e-01, 1.41840456e-12,
1.81577725e-19, 1.00000000e+00, 1.00000000e+00,
8.13436167e-20, 1.00000000e+00, 1.00000000e+00,
1.46333903e-10, 2.17166881e-18, 8.31841469e-01,
9.99432743e-01, 1.00000000e+00, 1.62973599e-16,
5.30033540e-05, 2.40440670e-13, 9.99483585e-01,
1.00000000e+00, 2.89307267e-18, 9.96504903e-01,
2.37695683e-24, 1.94831860e-20, 8.07339773e-02,
2.60337842e-15, 9.99999881e-01, 1.03039881e-14,
1.32826380e-11, 9.97192562e-01, 1.17517121e-10,
9.99999881e-01, 6.15925510e-21, 8.05834206e-05,
5.21308651e-16, 4.07177674e-15, 9.98787344e-01,
1.00000000e+00], dtype=float32),
array([ 3.16645060e-06, 9.97933388e-01, 2.83802365e-07,
9.19224258e-05, 3.58924140e-11, 1.00000000e+00,
6.22335847e-07, 1.17888561e-08, 8.94797747e-18,
9.99992013e-01, 5.58049787e-12, 2.65290719e-12,
9.97265577e-01, 1.04697878e-02, 6.82985069e-15,
1.95711385e-03, 9.05528513e-18, 6.64818515e-07,
9.99569714e-01, 1.00000000e+00, 5.65824649e-08,
2.30085373e-08, 3.72184528e-04, 1.00000000e+00,
9.99975681e-01, 2.09541149e-15, 4.07227781e-03,
6.42973896e-10, 1.21638719e-02, 9.12596686e-16,
9.06779941e-14, 1.00000000e+00, 1.00000000e+00,
2.30890147e-17, 9.99998689e-01, 9.99995828e-01,
8.87118338e-04, 9.96927321e-01, 9.98771846e-01,
4.71131742e-01, 1.00000000e+00, 2.10492113e-15,
3.53012911e-06, 1.99249968e-08, 9.99486446e-01,
1.00000000e+00, 4.63810576e-14, 9.90384579e-01,
7.45848156e-05, 1.20161877e-12, 5.38408989e-03,
6.16096077e-04, 9.99999881e-01, 3.97775024e-01,
1.96393635e-09, 1.00000000e+00, 5.14388859e-01,
9.99999881e-01, 7.50159112e-20, 8.52004263e-08,
3.62320105e-14, 2.20456205e-12, 9.99999762e-01,
1.00000000e+00], dtype=float32),
array([ 1.02324132e-03, 6.26427770e-01, 2.91179136e-13,
1.35709852e-04, 2.26610099e-17, 9.99994159e-01,
1.33552894e-04, 3.84168257e-03, 1.32761955e-20,
2.22269237e-01, 1.38657808e-04, 1.05455119e-16,
8.12217920e-08, 1.00000000e+00, 3.85514804e-18,
3.56694510e-15, 2.27273414e-23, 2.18973570e-02,
1.36279397e-07, 5.53166727e-03, 9.75131174e-04,
9.06526864e-01, 1.12021364e-01, 9.75057065e-01,
9.83811915e-01, 1.51042587e-15, 2.08996553e-09,
1.20366384e-10, 9.99977708e-01, 2.64217761e-15,
3.54122276e-13, 1.00000000e+00, 1.00000000e+00,
1.19893556e-16, 1.00000000e+00, 9.99971867e-01,
5.00763416e-01, 3.55006718e-10, 1.00000000e+00,
9.35632646e-01, 1.00000000e+00, 4.10463263e-09,
9.99676943e-01, 8.44117403e-06, 1.59410294e-04,
1.00000000e+00, 1.44940960e-12, 9.99838829e-01,
6.90319926e-13, 4.24454993e-17, 9.99999166e-01,
5.70273998e-17, 9.99805868e-01, 9.98261750e-01,
1.63805792e-11, 9.99999762e-01, 1.29007353e-16,
9.99941945e-01, 8.34380336e-26, 2.81444564e-03,
9.78499942e-13, 5.45357596e-12, 2.80217715e-02,
1.00000000e+00], dtype=float32),
array([ 2.09496357e-02, 9.83426571e-01, 9.99475539e-01,
1.32169276e-01, 9.99331653e-01, 7.86877632e-01,
2.46421620e-03, 9.97149885e-01, 2.60519904e-13,
9.99997616e-01, 2.83403043e-03, 5.03263458e-08,
8.49332573e-05, 1.00000000e+00, 1.25737407e-10,
9.27676022e-01, 3.76672860e-10, 9.74678338e-01,
1.88299765e-07, 6.28287811e-03, 1.01038449e-05,
9.88805771e-01, 5.07077456e-01, 9.99978065e-01,
9.98145580e-01, 1.04170904e-12, 7.07416120e-06,
1.43908309e-07, 9.98077393e-01, 1.40587084e-10,
4.42455175e-08, 1.00000000e+00, 1.00000000e+00,
1.71415711e-11, 1.00000000e+00, 9.99840856e-01,
9.99432266e-01, 9.62579370e-01, 1.00000000e+00,
1.07303488e-09, 1.00000000e+00, 1.06549505e-05,
9.99938369e-01, 5.18636763e-01, 4.40677613e-01,
1.00000000e+00, 9.99859571e-01, 9.99661088e-01,
6.78230822e-03, 1.16000610e-05, 9.68901098e-01,
4.16870353e-06, 9.52015042e-01, 9.99998689e-01,
1.41490347e-07, 1.00000000e+00, 1.13991483e-10,
2.60985951e-04, 1.20328452e-11, 2.15399235e-01,
9.38250144e-10, 4.30557047e-05, 9.97653544e-01,
1.00000000e+00], dtype=float32),
array([ 9.99858618e-01, 3.60079646e-01, 9.95518267e-01,
9.98508155e-01, 5.94960596e-08, 9.15290713e-01,
6.03215267e-05, 9.99981165e-01, 3.57797209e-10,
1.86055022e-05, 8.14080298e-01, 4.78510787e-10,
9.99982595e-01, 9.99981761e-01, 8.97929911e-03,
3.48870276e-06, 7.75295355e-13, 1.00000000e+00,
1.37858827e-08, 3.32751981e-14, 1.00000000e+00,
9.99994278e-01, 9.88032341e-01, 9.98632014e-01,
3.36301280e-03, 5.44430001e-10, 5.56956558e-03,
1.70616680e-04, 1.00000000e+00, 1.97619514e-07,
1.00000000e+00, 9.99998927e-01, 7.98173785e-01,
3.66485892e-07, 9.99288797e-01, 9.99991298e-01,
9.71217465e-04, 2.68112169e-14, 1.00000000e+00,
1.08950783e-03, 2.67333530e-06, 5.87832538e-09,
4.57136572e-04, 2.55746986e-11, 3.02586223e-09,
8.02645385e-01, 6.84622012e-11, 5.32132154e-03,
3.30886407e-09, 6.51916909e-10, 9.92401004e-01,
1.02399987e-04, 9.97208416e-01, 7.88484704e-06,
1.72571613e-09, 6.36475205e-01, 6.27306182e-17,
6.34687006e-01, 3.91172561e-09, 9.87988234e-01,
2.79469059e-05, 9.99999762e-01, 1.35238653e-14,
9.82578635e-01], dtype=float32),
array([ 2.83327699e-05, 3.27588538e-07, 5.51997020e-18,
9.99994278e-01, 3.86400783e-20, 1.00000000e+00,
2.81595710e-13, 1.61210309e-14, 4.87858821e-19,
5.65679983e-08, 8.56415147e-11, 6.84870673e-17,
1.83044103e-04, 9.97341216e-01, 4.30357244e-16,
5.01536201e-10, 2.45470416e-23, 1.43089428e-05,
1.00000000e+00, 1.00000000e+00, 9.94987845e-01,
9.99992132e-01, 9.99996305e-01, 9.99991179e-01,
9.99322414e-01, 2.17759766e-09, 1.71179571e-10,
3.06230663e-09, 9.45032656e-01, 1.79422111e-09,
2.74915751e-13, 9.99998093e-01, 1.00000000e+00,
2.08712301e-11, 1.00000000e+00, 9.99999881e-01,
2.30471870e-12, 2.33423567e-12, 6.27388358e-02,
9.99980211e-01, 9.99999881e-01, 7.94181457e-11,
9.99982119e-01, 6.71260465e-13, 1.00000000e+00,
1.00000000e+00, 1.68484251e-21, 1.81931168e-01,
4.04911163e-17, 6.60772718e-17, 4.33233596e-04,
8.79170055e-13, 9.99785960e-01, 1.88716230e-12,
8.46423328e-01, 8.15537948e-09, 1.97922271e-02,
9.99718964e-01, 4.61036642e-18, 8.42302029e-07,
2.06066989e-13, 1.69306137e-16, 1.00000000e+00,
1.00000000e+00], dtype=float32)]
In [113]:
sns.boxplot(data=sorted_zero_probs)
Out[113]:
<matplotlib.axes._subplots.AxesSubplot at 0x7fde66b41668>
In [109]:
sns.violinplot(data=sorted_zero_probs)
Out[109]:
<matplotlib.axes._subplots.AxesSubplot at 0x7fde66b57940>
In [99]:
zero_probs = np.array(probs[0])
In [101]:
zero_probs[]
Out[101]:
(5444, 64)
In [91]:
zero_probs[0]
Out[91]:
array([ 1.02195236e-06, 1.00000000e+00, 9.70847759e-06, ...,
2.75358274e-12, 4.13430114e-13, 2.84496142e-11], dtype=float32)
In [ ]:
Content source: Kkari/bsc_thesis
Similar notebooks: