In [1]:

    

%matplotlib inline
from matplotlib import pyplot as plt
from sklearn.grid_search import GridSearchCV
from sklearn.cross_validation import train_test_split
from sklearn.externals import joblib
from sklearn.metrics import accuracy_score
from sknn.mlp import Classifier, Layer
from sknn import ae, mlp
import numpy as np
import pandas as pd
from time import time


    

In [2]:

    

pd.set_option('display.precision', 3)


    

In [3]:

    

features = joblib.load("./mldata/features_1200.mat")
labels = joblib.load("./mldata/lables_1200.mat")

features = np.array(features, 'int16')
labels = np.array(labels, 'int')

t0 = time()
def scale(X, eps = 0.001):
    # scale the data points s.t the columns of the feature space
    # (i.e the predictors) are within the range [0, 1]
    return (X - np.min(X, axis = 0)) / (np.max(X, axis = 0) + eps)

features = features.astype("float32")
features = scale(features)

print "escape time : ", round(time()-t0, 3), "s"

# scale the data to the range [0, 1] and then construct the training
# and testing splits
(trainX, testX, trainY, testY) = train_test_split(features, labels, test_size = 0.1)

print "the shape of training set %s rows, %s columns" %(trainX.shape[0], trainX.shape[1])
print "the shape of test set %s rows, %s columns" %(testX.shape[0], testX.shape[1])
print "the range of training set : %s ~ %s" %(trainX.min(),trainX.max())
print "the range of test set : %s ~ %s" %(testX.min(),testX.max())


    

    




escape time :  0.086 s
the shape of training set 5400 rows, 784 columns
the shape of test set 600 rows, 784 columns
the range of training set : 0.0 ~ 0.999996
the range of test set : 0.0 ~ 0.999996

In [5]:

    

score1 = []
for n in range(1, 501):
    nn = Classifier(
        layers=[
            Layer("Rectifier", units=n),
            Layer("Softmax")],
        verbose=1,
        learning_rate=0.009,
        n_iter=2,
    )

    t0 = time()
    nn.fit(trainX, trainY)
    preds = nn.predict(testX)
    print "the number of unit : %s" %n
    print "accuracy score : %s" %(accuracy_score(testY, preds))
    print "escape time : ", round(time()-t0, 3), "s"
    score1.append(accuracy_score(testY, preds))


    

    




the number of unit : 1
accuracy score : 0.445
escape time :  4.582 s
the number of unit : 2
accuracy score : 0.735
escape time :  3.281 s
the number of unit : 3
accuracy score : 0.805
escape time :  3.174 s
the number of unit : 4
accuracy score : 0.848333333333
escape time :  3.781 s
the number of unit : 5
accuracy score : 0.878333333333
escape time :  3.504 s
the number of unit : 6
accuracy score : 0.866666666667
escape time :  3.462 s
the number of unit : 7
accuracy score : 0.885
escape time :  3.5 s
the number of unit : 8
accuracy score : 0.885
escape time :  3.37 s
the number of unit : 9
accuracy score : 0.893333333333
escape time :  3.534 s
the number of unit : 10
accuracy score : 0.898333333333
escape time :  3.081 s
the number of unit : 11
accuracy score : 0.89
escape time :  3.434 s
the number of unit : 12
accuracy score : 0.885
escape time :  3.725 s
the number of unit : 13
accuracy score : 0.905
escape time :  3.9 s
the number of unit : 14
accuracy score : 0.903333333333
escape time :  3.666 s
the number of unit : 15
accuracy score : 0.903333333333
escape time :  3.359 s
the number of unit : 16
accuracy score : 0.901666666667
escape time :  3.631 s
the number of unit : 17
accuracy score : 0.903333333333
escape time :  3.329 s
the number of unit : 18
accuracy score : 0.903333333333
escape time :  3.519 s
the number of unit : 19
accuracy score : 0.898333333333
escape time :  3.735 s
the number of unit : 20
accuracy score : 0.908333333333
escape time :  4.238 s
the number of unit : 21
accuracy score : 0.903333333333
escape time :  3.542 s
the number of unit : 22
accuracy score : 0.906666666667
escape time :  3.391 s
the number of unit : 23
accuracy score : 0.901666666667
escape time :  4.013 s
the number of unit : 24
accuracy score : 0.915
escape time :  3.652 s
the number of unit : 25
accuracy score : 0.9
escape time :  3.506 s
the number of unit : 26
accuracy score : 0.903333333333
escape time :  3.553 s
the number of unit : 27
accuracy score : 0.91
escape time :  3.997 s
the number of unit : 28
accuracy score : 0.905
escape time :  4.024 s
the number of unit : 29
accuracy score : 0.906666666667
escape time :  3.387 s
the number of unit : 30
accuracy score : 0.896666666667
escape time :  3.538 s
the number of unit : 31
accuracy score : 0.903333333333
escape time :  3.362 s
the number of unit : 32
accuracy score : 0.901666666667
escape time :  3.366 s
the number of unit : 33
accuracy score : 0.906666666667
escape time :  3.523 s
the number of unit : 34
accuracy score : 0.901666666667
escape time :  3.366 s
the number of unit : 35
accuracy score : 0.898333333333
escape time :  3.337 s
the number of unit : 36
accuracy score : 0.903333333333
escape time :  3.457 s
the number of unit : 37
accuracy score : 0.908333333333
escape time :  3.41 s
the number of unit : 38
accuracy score : 0.906666666667
escape time :  3.386 s
the number of unit : 39
accuracy score : 0.903333333333
escape time :  3.632 s
the number of unit : 40
accuracy score : 0.901666666667
escape time :  3.508 s
the number of unit : 41
accuracy score : 0.906666666667
escape time :  3.481 s
the number of unit : 42
accuracy score : 0.908333333333
escape time :  3.663 s
the number of unit : 43
accuracy score : 0.906666666667
escape time :  3.585 s
the number of unit : 44
accuracy score : 0.905
escape time :  3.444 s
the number of unit : 45
accuracy score : 0.906666666667
escape time :  3.596 s
the number of unit : 46
accuracy score : 0.903333333333
escape time :  3.508 s
the number of unit : 47
accuracy score : 0.903333333333
escape time :  3.468 s
the number of unit : 48
accuracy score : 0.901666666667
escape time :  3.653 s
the number of unit : 49
accuracy score : 0.903333333333
escape time :  3.513 s
the number of unit : 50
accuracy score : 0.906666666667
escape time :  3.793 s
the number of unit : 51
accuracy score : 0.895
escape time :  3.861 s
the number of unit : 52
accuracy score : 0.906666666667
escape time :  3.554 s
the number of unit : 53
accuracy score : 0.906666666667
escape time :  3.582 s
the number of unit : 54
accuracy score : 0.908333333333
escape time :  3.703 s
the number of unit : 55
accuracy score : 0.911666666667
escape time :  3.656 s
the number of unit : 56
accuracy score : 0.905
escape time :  3.63 s
the number of unit : 57
accuracy score : 0.903333333333
escape time :  3.798 s
the number of unit : 58
accuracy score : 0.901666666667
escape time :  3.677 s
the number of unit : 59
accuracy score : 0.911666666667
escape time :  3.65 s
the number of unit : 60
accuracy score : 0.903333333333
escape time :  3.869 s
the number of unit : 61
accuracy score : 0.91
escape time :  3.694 s
the number of unit : 62
accuracy score : 0.906666666667
escape time :  3.727 s
the number of unit : 63
accuracy score : 0.91
escape time :  3.913 s
the number of unit : 64
accuracy score : 0.908333333333
escape time :  3.709 s
the number of unit : 65
accuracy score : 0.908333333333
escape time :  3.773 s
the number of unit : 66
accuracy score : 0.906666666667
escape time :  3.93 s
the number of unit : 67
accuracy score : 0.906666666667
escape time :  3.748 s
the number of unit : 68
accuracy score : 0.896666666667
escape time :  3.818 s
the number of unit : 69
accuracy score : 0.903333333333
escape time :  3.993 s
the number of unit : 70
accuracy score : 0.905
escape time :  3.893 s
the number of unit : 71
accuracy score : 0.905
escape time :  3.972 s
the number of unit : 72
accuracy score : 0.905
escape time :  4.12 s
the number of unit : 73
accuracy score : 0.905
escape time :  3.925 s
the number of unit : 74
accuracy score : 0.906666666667
escape time :  3.987 s
the number of unit : 75
accuracy score : 0.908333333333
escape time :  4.087 s
the number of unit : 76
accuracy score : 0.901666666667
escape time :  3.948 s
the number of unit : 77
accuracy score : 0.901666666667
escape time :  4.145 s
the number of unit : 78
accuracy score : 0.903333333333
escape time :  4.244 s
the number of unit : 79
accuracy score : 0.901666666667
escape time :  4.06 s
the number of unit : 80
accuracy score : 0.905
escape time :  4.026 s
the number of unit : 81
accuracy score : 0.905
escape time :  4.209 s
the number of unit : 82
accuracy score : 0.905
escape time :  4.112 s
the number of unit : 83
accuracy score : 0.908333333333
escape time :  4.094 s
the number of unit : 84
accuracy score : 0.906666666667
escape time :  4.693 s
the number of unit : 85
accuracy score : 0.906666666667
escape time :  4.552 s
the number of unit : 86
accuracy score : 0.905
escape time :  4.573 s
the number of unit : 87
accuracy score : 0.901666666667
escape time :  4.752 s
the number of unit : 88
accuracy score : 0.9
escape time :  4.667 s
the number of unit : 89
accuracy score : 0.906666666667
escape time :  4.626 s
the number of unit : 90
accuracy score : 0.901666666667
escape time :  4.841 s
the number of unit : 91
accuracy score : 0.906666666667
escape time :  4.695 s
the number of unit : 92
accuracy score : 0.905
escape time :  4.707 s
the number of unit : 93
accuracy score : 0.905
escape time :  4.859 s
the number of unit : 94
accuracy score : 0.905
escape time :  4.722 s
the number of unit : 95
accuracy score : 0.906666666667
escape time :  4.739 s
the number of unit : 96
accuracy score : 0.901666666667
escape time :  4.883 s
the number of unit : 97
accuracy score : 0.908333333333
escape time :  4.769 s
the number of unit : 98
accuracy score : 0.905
escape time :  4.763 s
the number of unit : 99
accuracy score : 0.905
escape time :  4.97 s
the number of unit : 100
accuracy score : 0.905
escape time :  4.802 s
the number of unit : 101
accuracy score : 0.901666666667
escape time :  4.786 s
the number of unit : 102
accuracy score : 0.905
escape time :  5.006 s
the number of unit : 103
accuracy score : 0.908333333333
escape time :  4.838 s
the number of unit : 104
accuracy score : 0.903333333333
escape time :  4.842 s
the number of unit : 105
accuracy score : 0.905
escape time :  5.045 s
the number of unit : 106
accuracy score : 0.905
escape time :  4.882 s
the number of unit : 107
accuracy score : 0.905
escape time :  4.934 s
the number of unit : 108
accuracy score : 0.908333333333
escape time :  5.112 s
the number of unit : 109
accuracy score : 0.901666666667
escape time :  4.951 s
the number of unit : 110
accuracy score : 0.903333333333
escape time :  4.946 s
the number of unit : 111
accuracy score : 0.906666666667
escape time :  5.153 s
the number of unit : 112
accuracy score : 0.906666666667
escape time :  5.057 s
the number of unit : 113
accuracy score : 0.903333333333
escape time :  5.012 s
the number of unit : 114
accuracy score : 0.906666666667
escape time :  5.205 s
the number of unit : 115
accuracy score : 0.903333333333
escape time :  5.068 s
the number of unit : 116
accuracy score : 0.908333333333
escape time :  5.089 s
the number of unit : 117
accuracy score : 0.903333333333
escape time :  5.182 s
the number of unit : 118
accuracy score : 0.908333333333
escape time :  5.23 s
the number of unit : 119
accuracy score : 0.9
escape time :  5.07 s
the number of unit : 120
accuracy score : 0.898333333333
escape time :  5.312 s
the number of unit : 121
accuracy score : 0.903333333333
escape time :  5.221 s
the number of unit : 122
accuracy score : 0.9
escape time :  5.214 s
the number of unit : 123
accuracy score : 0.905
escape time :  5.392 s
the number of unit : 124
accuracy score : 0.903333333333
escape time :  5.16 s
the number of unit : 125
accuracy score : 0.901666666667
escape time :  5.27 s
the number of unit : 126
accuracy score : 0.906666666667
escape time :  5.344 s
the number of unit : 127
accuracy score : 0.901666666667
escape time :  5.231 s
the number of unit : 128
accuracy score : 0.903333333333
escape time :  7.395 s
the number of unit : 129
accuracy score : 0.906666666667
escape time :  7.802 s
the number of unit : 130
accuracy score : 0.905
escape time :  7.544 s
the number of unit : 131
accuracy score : 0.908333333333
escape time :  7.747 s
the number of unit : 132
accuracy score : 0.906666666667
escape time :  7.535 s
the number of unit : 133
accuracy score : 0.906666666667
escape time :  7.633 s
the number of unit : 134
accuracy score : 0.905
escape time :  7.568 s
the number of unit : 135
accuracy score : 0.903333333333
escape time :  7.952 s
the number of unit : 136
accuracy score : 0.906666666667
escape time :  7.635 s
the number of unit : 137
accuracy score : 0.91
escape time :  7.6 s
the number of unit : 138
accuracy score : 0.908333333333
escape time :  8.05 s
the number of unit : 139
accuracy score : 0.906666666667
escape time :  7.63 s
the number of unit : 140
accuracy score : 0.9
escape time :  7.425 s
the number of unit : 141
accuracy score : 0.901666666667
escape time :  7.798 s
the number of unit : 142
accuracy score : 0.905
escape time :  7.706 s
the number of unit : 143
accuracy score : 0.905
escape time :  7.569 s
the number of unit : 144
accuracy score : 0.903333333333
escape time :  7.718 s
the number of unit : 145
accuracy score : 0.908333333333
escape time :  7.637 s
the number of unit : 146
accuracy score : 0.903333333333
escape time :  7.599 s
the number of unit : 147
accuracy score : 0.911666666667
escape time :  8.0 s
the number of unit : 148
accuracy score : 0.906666666667
escape time :  7.878 s
the number of unit : 149
accuracy score : 0.905
escape time :  7.689 s
the number of unit : 150
accuracy score : 0.903333333333
escape time :  7.965 s
the number of unit : 151
accuracy score : 0.901666666667
escape time :  7.795 s
the number of unit : 152
accuracy score : 0.901666666667
escape time :  7.602 s
the number of unit : 153
accuracy score : 0.901666666667
escape time :  7.799 s
the number of unit : 154
accuracy score : 0.903333333333
escape time :  7.65 s
the number of unit : 155
accuracy score : 0.905
escape time :  7.876 s
the number of unit : 156
accuracy score : 0.903333333333
escape time :  7.971 s
the number of unit : 157
accuracy score : 0.906666666667
escape time :  7.684 s
the number of unit : 158
accuracy score : 0.905
escape time :  7.662 s
the number of unit : 159
accuracy score : 0.908333333333
escape time :  8.007 s
the number of unit : 160
accuracy score : 0.906666666667
escape time :  7.673 s
the number of unit : 161
accuracy score : 0.9
escape time :  7.847 s
the number of unit : 162
accuracy score : 0.905
escape time :  7.969 s
the number of unit : 163
accuracy score : 0.906666666667
escape time :  7.851 s
the number of unit : 164
accuracy score : 0.906666666667
escape time :  7.982 s
the number of unit : 165
accuracy score : 0.905
escape time :  8.152 s
the number of unit : 166
accuracy score : 0.905
escape time :  8.262 s
the number of unit : 167
accuracy score : 0.906666666667
escape time :  7.92 s
the number of unit : 168
accuracy score : 0.906666666667
escape time :  7.73 s
the number of unit : 169
accuracy score : 0.908333333333
escape time :  8.103 s
the number of unit : 170
accuracy score : 0.903333333333
escape time :  7.993 s
the number of unit : 171
accuracy score : 0.903333333333
escape time :  8.615 s
the number of unit : 172
accuracy score : 0.905
escape time :  8.199 s
the number of unit : 173
accuracy score : 0.903333333333
escape time :  8.428 s
the number of unit : 174
accuracy score : 0.911666666667
escape time :  8.489 s
the number of unit : 175
accuracy score : 0.906666666667
escape time :  8.808 s
the number of unit : 176
accuracy score : 0.901666666667
escape time :  8.119 s
the number of unit : 177
accuracy score : 0.905
escape time :  8.846 s
the number of unit : 178
accuracy score : 0.906666666667
escape time :  8.147 s
the number of unit : 179
accuracy score : 0.903333333333
escape time :  8.763 s
the number of unit : 180
accuracy score : 0.906666666667
escape time :  8.588 s
the number of unit : 181
accuracy score : 0.905
escape time :  8.765 s
the number of unit : 182
accuracy score : 0.906666666667
escape time :  8.41 s
the number of unit : 183
accuracy score : 0.91
escape time :  8.704 s
the number of unit : 184
accuracy score : 0.906666666667
escape time :  8.462 s
the number of unit : 185
accuracy score : 0.905
escape time :  8.45 s
the number of unit : 186
accuracy score : 0.903333333333
escape time :  8.768 s
the number of unit : 187
accuracy score : 0.906666666667
escape time :  8.608 s
the number of unit : 188
accuracy score : 0.903333333333
escape time :  8.149 s
the number of unit : 189
accuracy score : 0.906666666667
escape time :  8.956 s
the number of unit : 190
accuracy score : 0.908333333333
escape time :  8.766 s
the number of unit : 191
accuracy score : 0.901666666667
escape time :  9.003 s
the number of unit : 192
accuracy score : 0.906666666667
escape time :  9.247 s
the number of unit : 193
accuracy score : 0.901666666667
escape time :  9.287 s
the number of unit : 194
accuracy score : 0.906666666667
escape time :  9.038 s
the number of unit : 195
accuracy score : 0.901666666667
escape time :  9.548 s
the number of unit : 196
accuracy score : 0.903333333333
escape time :  8.314 s
the number of unit : 197
accuracy score : 0.906666666667
escape time :  9.176 s
the number of unit : 198
accuracy score : 0.908333333333
escape time :  7.847 s
the number of unit : 199
accuracy score : 0.903333333333
escape time :  7.211 s
the number of unit : 200
accuracy score : 0.905
escape time :  6.078 s
the number of unit : 201
accuracy score : 0.905
escape time :  7.998 s
the number of unit : 202
accuracy score : 0.906666666667
escape time :  9.1 s
the number of unit : 203
accuracy score : 0.906666666667
escape time :  9.548 s
the number of unit : 204
accuracy score : 0.905
escape time :  8.995 s
the number of unit : 205
accuracy score : 0.903333333333
escape time :  9.712 s
the number of unit : 206
accuracy score : 0.903333333333
escape time :  9.416 s
the number of unit : 207
accuracy score : 0.903333333333
escape time :  9.721 s
the number of unit : 208
accuracy score : 0.905
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the number of unit : 209
accuracy score : 0.905
escape time :  9.789 s
the number of unit : 210
accuracy score : 0.903333333333
escape time :  9.812 s
the number of unit : 211
accuracy score : 0.903333333333
escape time :  9.727 s
the number of unit : 212
accuracy score : 0.906666666667
escape time :  9.332 s
the number of unit : 213
accuracy score : 0.906666666667
escape time :  9.996 s
the number of unit : 214
accuracy score : 0.906666666667
escape time :  9.761 s
the number of unit : 215
accuracy score : 0.903333333333
escape time :  9.83 s
the number of unit : 216
accuracy score : 0.91
escape time :  9.603 s
the number of unit : 217
accuracy score : 0.906666666667
escape time :  9.805 s
the number of unit : 218
accuracy score : 0.905
escape time :  9.813 s
the number of unit : 219
accuracy score : 0.906666666667
escape time :  9.978 s
the number of unit : 220
accuracy score : 0.905
escape time :  9.608 s
the number of unit : 221
accuracy score : 0.906666666667
escape time :  9.921 s
the number of unit : 222
accuracy score : 0.908333333333
escape time :  10.014 s
the number of unit : 223
accuracy score : 0.901666666667
escape time :  9.804 s
the number of unit : 224
accuracy score : 0.906666666667
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the number of unit : 225
accuracy score : 0.901666666667
escape time :  10.27 s
the number of unit : 226
accuracy score : 0.905
escape time :  9.923 s
the number of unit : 227
accuracy score : 0.908333333333
escape time :  10.097 s
the number of unit : 228
accuracy score : 0.901666666667
escape time :  9.979 s
the number of unit : 229
accuracy score : 0.905
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the number of unit : 230
accuracy score : 0.903333333333
escape time :  10.029 s
the number of unit : 231
accuracy score : 0.903333333333
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the number of unit : 232
accuracy score : 0.906666666667
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the number of unit : 233
accuracy score : 0.908333333333
escape time :  10.221 s
the number of unit : 234
accuracy score : 0.903333333333
escape time :  10.147 s
the number of unit : 235
accuracy score : 0.901666666667
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the number of unit : 236
accuracy score : 0.905
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the number of unit : 237
accuracy score : 0.901666666667
escape time :  10.4 s
the number of unit : 238
accuracy score : 0.908333333333
escape time :  10.151 s
the number of unit : 239
accuracy score : 0.905
escape time :  10.239 s
the number of unit : 240
accuracy score : 0.906666666667
escape time :  10.247 s
the number of unit : 241
accuracy score : 0.908333333333
escape time :  10.273 s
the number of unit : 242
accuracy score : 0.905
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the number of unit : 243
accuracy score : 0.903333333333
escape time :  10.393 s
the number of unit : 244
accuracy score : 0.905
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the number of unit : 245
accuracy score : 0.906666666667
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the number of unit : 246
accuracy score : 0.903333333333
escape time :  10.391 s
the number of unit : 247
accuracy score : 0.906666666667
escape time :  10.349 s
the number of unit : 248
accuracy score : 0.903333333333
escape time :  10.122 s
the number of unit : 249
accuracy score : 0.903333333333
escape time :  10.746 s
the number of unit : 250
accuracy score : 0.91
escape time :  10.548 s
the number of unit : 251
accuracy score : 0.903333333333
escape time :  11.168 s
the number of unit : 252
accuracy score : 0.906666666667
escape time :  10.485 s
the number of unit : 253
accuracy score : 0.901666666667
escape time :  10.669 s
the number of unit : 254
accuracy score : 0.906666666667
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the number of unit : 255
accuracy score : 0.905
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the number of unit : 256
accuracy score : 0.906666666667
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the number of unit : 257
accuracy score : 0.903333333333
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the number of unit : 258
accuracy score : 0.905
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the number of unit : 259
accuracy score : 0.906666666667
escape time :  12.259 s
the number of unit : 260
accuracy score : 0.905
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the number of unit : 261
accuracy score : 0.908333333333
escape time :  12.306 s
the number of unit : 262
accuracy score : 0.903333333333
escape time :  12.083 s
the number of unit : 263
accuracy score : 0.908333333333
escape time :  12.118 s
the number of unit : 264
accuracy score : 0.905
escape time :  12.333 s
the number of unit : 265
accuracy score : 0.91
escape time :  12.231 s
the number of unit : 266
accuracy score : 0.906666666667
escape time :  12.165 s
the number of unit : 267
accuracy score : 0.906666666667
escape time :  12.551 s
the number of unit : 268
accuracy score : 0.901666666667
escape time :  11.975 s
the number of unit : 269
accuracy score : 0.906666666667
escape time :  11.817 s
the number of unit : 270
accuracy score : 0.911666666667
escape time :  12.048 s
the number of unit : 271
accuracy score : 0.903333333333
escape time :  11.925 s
the number of unit : 272
accuracy score : 0.903333333333
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the number of unit : 273
accuracy score : 0.908333333333
escape time :  12.252 s
the number of unit : 274
accuracy score : 0.906666666667
escape time :  12.016 s
the number of unit : 275
accuracy score : 0.901666666667
escape time :  12.109 s
the number of unit : 276
accuracy score : 0.9
escape time :  12.393 s
the number of unit : 277
accuracy score : 0.908333333333
escape time :  12.185 s
the number of unit : 278
accuracy score : 0.905
escape time :  11.987 s
the number of unit : 279
accuracy score : 0.901666666667
escape time :  12.235 s
the number of unit : 280
accuracy score : 0.911666666667
escape time :  12.086 s
the number of unit : 281
accuracy score : 0.905
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the number of unit : 282
accuracy score : 0.906666666667
escape time :  12.411 s
the number of unit : 283
accuracy score : 0.898333333333
escape time :  12.19 s
the number of unit : 284
accuracy score : 0.906666666667
escape time :  12.171 s
the number of unit : 285
accuracy score : 0.901666666667
escape time :  12.368 s
the number of unit : 286
accuracy score : 0.905
escape time :  12.126 s
the number of unit : 287
accuracy score : 0.903333333333
escape time :  12.326 s
the number of unit : 288
accuracy score : 0.906666666667
escape time :  12.178 s
the number of unit : 289
accuracy score : 0.906666666667
escape time :  12.303 s
the number of unit : 290
accuracy score : 0.908333333333
escape time :  12.155 s
the number of unit : 291
accuracy score : 0.908333333333
escape time :  12.698 s
the number of unit : 292
accuracy score : 0.901666666667
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the number of unit : 293
accuracy score : 0.906666666667
escape time :  12.014 s
the number of unit : 294
accuracy score : 0.905
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the number of unit : 295
accuracy score : 0.9
escape time :  12.255 s
the number of unit : 296
accuracy score : 0.903333333333
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the number of unit : 297
accuracy score : 0.901666666667
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the number of unit : 298
accuracy score : 0.908333333333
escape time :  11.659 s
the number of unit : 299
accuracy score : 0.905
escape time :  12.16 s
the number of unit : 300
accuracy score : 0.905
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the number of unit : 301
accuracy score : 0.903333333333
escape time :  11.743 s
the number of unit : 302
accuracy score : 0.906666666667
escape time :  11.794 s
the number of unit : 303
accuracy score : 0.91
escape time :  12.204 s
the number of unit : 304
accuracy score : 0.908333333333
escape time :  12.27 s
the number of unit : 305
accuracy score : 0.901666666667
escape time :  11.567 s
the number of unit : 306
accuracy score : 0.903333333333
escape time :  11.977 s
the number of unit : 307
accuracy score : 0.905
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the number of unit : 308
accuracy score : 0.906666666667
escape time :  11.773 s
the number of unit : 309
accuracy score : 0.906666666667
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the number of unit : 310
accuracy score : 0.905
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the number of unit : 311
accuracy score : 0.903333333333
escape time :  11.485 s
the number of unit : 312
accuracy score : 0.905
escape time :  12.04 s
the number of unit : 313
accuracy score : 0.905
escape time :  11.412 s
the number of unit : 314
accuracy score : 0.903333333333
escape time :  11.934 s
the number of unit : 315
accuracy score : 0.906666666667
escape time :  11.744 s
the number of unit : 316
accuracy score : 0.908333333333
escape time :  11.767 s
the number of unit : 317
accuracy score : 0.906666666667
escape time :  11.528 s
the number of unit : 318
accuracy score : 0.905
escape time :  11.575 s
the number of unit : 319
accuracy score : 0.905
escape time :  11.444 s
the number of unit : 320
accuracy score : 0.908333333333
escape time :  11.74 s
the number of unit : 321
accuracy score : 0.906666666667
escape time :  11.769 s
the number of unit : 322
accuracy score : 0.901666666667
escape time :  11.524 s
the number of unit : 323
accuracy score : 0.905
escape time :  11.54 s
the number of unit : 324
accuracy score : 0.905
escape time :  11.803 s
the number of unit : 325
accuracy score : 0.903333333333
escape time :  11.458 s
the number of unit : 326
accuracy score : 0.91
escape time :  11.419 s
the number of unit : 327
accuracy score : 0.903333333333
escape time :  11.637 s
the number of unit : 328
accuracy score : 0.903333333333
escape time :  11.917 s
the number of unit : 329
accuracy score : 0.903333333333
escape time :  11.582 s
the number of unit : 330
accuracy score : 0.908333333333
escape time :  11.611 s
the number of unit : 331
accuracy score : 0.905
escape time :  11.498 s
the number of unit : 332
accuracy score : 0.906666666667
escape time :  11.484 s
the number of unit : 333
accuracy score : 0.903333333333
escape time :  11.458 s
the number of unit : 334
accuracy score : 0.903333333333
escape time :  11.434 s
the number of unit : 335
accuracy score : 0.905
escape time :  11.218 s
the number of unit : 336
accuracy score : 0.903333333333
escape time :  11.468 s
the number of unit : 337
accuracy score : 0.905
escape time :  11.26 s
the number of unit : 338
accuracy score : 0.905
escape time :  11.668 s
the number of unit : 339
accuracy score : 0.905
escape time :  11.626 s
the number of unit : 340
accuracy score : 0.905
escape time :  11.537 s
the number of unit : 341
accuracy score : 0.908333333333
escape time :  11.523 s
the number of unit : 342
accuracy score : 0.906666666667
escape time :  10.857 s
the number of unit : 343
accuracy score : 0.903333333333
escape time :  11.438 s
the number of unit : 344
accuracy score : 0.905
escape time :  11.446 s
the number of unit : 345
accuracy score : 0.903333333333
escape time :  11.241 s
the number of unit : 346
accuracy score : 0.905
escape time :  11.318 s
the number of unit : 347
accuracy score : 0.901666666667
escape time :  10.628 s
the number of unit : 348
accuracy score : 0.901666666667
escape time :  11.64 s
the number of unit : 349
accuracy score : 0.905
escape time :  10.938 s
the number of unit : 350
accuracy score : 0.905
escape time :  10.486 s
the number of unit : 351
accuracy score : 0.905
escape time :  10.385 s
the number of unit : 352
accuracy score : 0.906666666667
escape time :  11.5 s
the number of unit : 353
accuracy score : 0.905
escape time :  9.818 s
the number of unit : 354
accuracy score : 0.9
escape time :  11.467 s
the number of unit : 355
accuracy score : 0.905
escape time :  9.864 s
the number of unit : 356
accuracy score : 0.901666666667
escape time :  9.985 s
the number of unit : 357
accuracy score : 0.908333333333
escape time :  9.931 s
the number of unit : 358
accuracy score : 0.905
escape time :  11.179 s
the number of unit : 359
accuracy score : 0.903333333333
escape time :  10.471 s
the number of unit : 360
accuracy score : 0.903333333333
escape time :  9.929 s
the number of unit : 361
accuracy score : 0.903333333333
escape time :  9.894 s
the number of unit : 362
accuracy score : 0.901666666667
escape time :  9.679 s
the number of unit : 363
accuracy score : 0.903333333333
escape time :  10.729 s
the number of unit : 364
accuracy score : 0.905
escape time :  9.476 s
the number of unit : 365
accuracy score : 0.903333333333
escape time :  9.913 s
the number of unit : 366
accuracy score : 0.905
escape time :  9.899 s
the number of unit : 367
accuracy score : 0.903333333333
escape time :  9.866 s
the number of unit : 368
accuracy score : 0.905
escape time :  9.646 s
the number of unit : 369
accuracy score : 0.906666666667
escape time :  10.177 s
the number of unit : 370
accuracy score : 0.903333333333
escape time :  10.032 s
the number of unit : 371
accuracy score : 0.905
escape time :  9.791 s
the number of unit : 372
accuracy score : 0.905
escape time :  9.681 s
the number of unit : 373
accuracy score : 0.905
escape time :  10.041 s
the number of unit : 374
accuracy score : 0.903333333333
escape time :  9.729 s
the number of unit : 375
accuracy score : 0.901666666667
escape time :  10.175 s
the number of unit : 376
accuracy score : 0.901666666667
escape time :  9.931 s
the number of unit : 377
accuracy score : 0.905
escape time :  9.835 s
the number of unit : 378
accuracy score : 0.901666666667
escape time :  10.045 s
the number of unit : 379
accuracy score : 0.905
escape time :  9.867 s
the number of unit : 380
accuracy score : 0.908333333333
escape time :  9.744 s
the number of unit : 381
accuracy score : 0.905
escape time :  10.101 s
the number of unit : 382
accuracy score : 0.906666666667
escape time :  9.899 s
the number of unit : 383
accuracy score : 0.901666666667
escape time :  9.891 s
the number of unit : 384
accuracy score : 0.903333333333
escape time :  9.999 s
the number of unit : 385
accuracy score : 0.905
escape time :  9.933 s
the number of unit : 386
accuracy score : 0.905
escape time :  9.864 s
the number of unit : 387
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escape time :  10.091 s
the number of unit : 388
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escape time :  9.774 s
the number of unit : 389
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the number of unit : 390
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escape time :  10.004 s
the number of unit : 391
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the number of unit : 392
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escape time :  9.622 s
the number of unit : 393
accuracy score : 0.905
escape time :  10.097 s
the number of unit : 394
accuracy score : 0.906666666667
escape time :  9.929 s
the number of unit : 395
accuracy score : 0.905
escape time :  9.921 s
the number of unit : 396
accuracy score : 0.903333333333
escape time :  9.963 s
the number of unit : 397
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escape time :  10.125 s
the number of unit : 398
accuracy score : 0.908333333333
escape time :  9.844 s
the number of unit : 399
accuracy score : 0.903333333333
escape time :  10.238 s
the number of unit : 400
accuracy score : 0.91
escape time :  9.67 s
the number of unit : 401
accuracy score : 0.906666666667
escape time :  9.978 s
the number of unit : 402
accuracy score : 0.906666666667
escape time :  10.199 s
the number of unit : 403
accuracy score : 0.903333333333
escape time :  10.061 s
the number of unit : 404
accuracy score : 0.903333333333
escape time :  9.826 s
the number of unit : 405
accuracy score : 0.901666666667
escape time :  10.254 s
the number of unit : 406
accuracy score : 0.905
escape time :  10.001 s
the number of unit : 407
accuracy score : 0.908333333333
escape time :  10.073 s
the number of unit : 408
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escape time :  9.953 s
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accuracy score : 0.906666666667
escape time :  10.075 s
the number of unit : 410
accuracy score : 0.905
escape time :  10.071 s
the number of unit : 411
accuracy score : 0.906666666667
escape time :  10.189 s
the number of unit : 412
accuracy score : 0.905
escape time :  9.859 s
the number of unit : 413
accuracy score : 0.906666666667
escape time :  10.125 s
the number of unit : 414
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escape time :  10.224 s
the number of unit : 415
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the number of unit : 416
accuracy score : 0.903333333333
escape time :  9.892 s
the number of unit : 417
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escape time :  10.264 s
the number of unit : 418
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the number of unit : 419
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escape time :  10.125 s
the number of unit : 420
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escape time :  10.188 s
the number of unit : 421
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escape time :  10.276 s
the number of unit : 422
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escape time :  10.136 s
the number of unit : 423
accuracy score : 0.903333333333
escape time :  10.458 s
the number of unit : 424
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escape time :  9.997 s
the number of unit : 425
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escape time :  10.291 s
the number of unit : 426
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escape time :  10.444 s
the number of unit : 427
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the number of unit : 428
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escape time :  10.116 s
the number of unit : 429
accuracy score : 0.906666666667
escape time :  10.466 s
the number of unit : 430
accuracy score : 0.901666666667
escape time :  10.208 s
the number of unit : 431
accuracy score : 0.905
escape time :  10.341 s
the number of unit : 432
accuracy score : 0.905
escape time :  10.314 s
the number of unit : 433
accuracy score : 0.905
escape time :  10.39 s
the number of unit : 434
accuracy score : 0.905
escape time :  10.35 s
the number of unit : 435
accuracy score : 0.908333333333
escape time :  10.477 s
the number of unit : 436
accuracy score : 0.905
escape time :  10.184 s
the number of unit : 437
accuracy score : 0.905
escape time :  10.422 s
the number of unit : 438
accuracy score : 0.901666666667
escape time :  10.497 s
the number of unit : 439
accuracy score : 0.905
escape time :  10.426 s
the number of unit : 440
accuracy score : 0.905
escape time :  10.144 s
the number of unit : 441
accuracy score : 0.905
escape time :  10.727 s
the number of unit : 442
accuracy score : 0.903333333333
escape time :  10.475 s
the number of unit : 443
accuracy score : 0.906666666667
escape time :  10.325 s
the number of unit : 444
accuracy score : 0.905
escape time :  10.504 s
the number of unit : 445
accuracy score : 0.901666666667
escape time :  10.521 s
the number of unit : 446
accuracy score : 0.905
escape time :  10.42 s
the number of unit : 447
accuracy score : 0.908333333333
escape time :  10.726 s
the number of unit : 448
accuracy score : 0.91
escape time :  10.401 s
the number of unit : 449
accuracy score : 0.906666666667
escape time :  10.472 s
the number of unit : 450
accuracy score : 0.906666666667
escape time :  10.781 s
the number of unit : 451
accuracy score : 0.906666666667
escape time :  10.412 s
the number of unit : 452
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escape time :  10.401 s
the number of unit : 453
accuracy score : 0.901666666667
escape time :  11.299 s
the number of unit : 454
accuracy score : 0.903333333333
escape time :  12.064 s
the number of unit : 455
accuracy score : 0.906666666667
escape time :  12.39 s
the number of unit : 456
accuracy score : 0.905
escape time :  11.425 s
the number of unit : 457
accuracy score : 0.903333333333
escape time :  11.464 s
the number of unit : 458
accuracy score : 0.905
escape time :  13.146 s
the number of unit : 459
accuracy score : 0.908333333333
escape time :  12.296 s
the number of unit : 460
accuracy score : 0.905
escape time :  13.627 s
the number of unit : 461
accuracy score : 0.91
escape time :  16.598 s
the number of unit : 462
accuracy score : 0.903333333333
escape time :  14.749 s
the number of unit : 463
accuracy score : 0.903333333333
escape time :  14.725 s
the number of unit : 464
accuracy score : 0.905
escape time :  21.925 s
the number of unit : 465
accuracy score : 0.901666666667
escape time :  19.215 s
the number of unit : 466
accuracy score : 0.901666666667
escape time :  14.791 s
the number of unit : 467
accuracy score : 0.901666666667
escape time :  14.321 s
the number of unit : 468
accuracy score : 0.903333333333
escape time :  14.388 s
the number of unit : 469
accuracy score : 0.908333333333
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the number of unit : 470
accuracy score : 0.903333333333
escape time :  15.668 s
the number of unit : 471
accuracy score : 0.906666666667
escape time :  15.879 s
the number of unit : 472
accuracy score : 0.901666666667
escape time :  15.225 s
the number of unit : 473
accuracy score : 0.9
escape time :  15.626 s
the number of unit : 474
accuracy score : 0.903333333333
escape time :  15.818 s
the number of unit : 475
accuracy score : 0.903333333333
escape time :  15.753 s
the number of unit : 476
accuracy score : 0.903333333333
escape time :  15.597 s
the number of unit : 477
accuracy score : 0.903333333333
escape time :  15.854 s
the number of unit : 478
accuracy score : 0.903333333333
escape time :  15.658 s
the number of unit : 479
accuracy score : 0.903333333333
escape time :  15.699 s
the number of unit : 480
accuracy score : 0.903333333333
escape time :  15.741 s
the number of unit : 481
accuracy score : 0.903333333333
escape time :  14.745 s
the number of unit : 482
accuracy score : 0.901666666667
escape time :  13.833 s
the number of unit : 483
accuracy score : 0.905
escape time :  13.648 s
the number of unit : 484
accuracy score : 0.91
escape time :  13.576 s
the number of unit : 485
accuracy score : 0.908333333333
escape time :  13.439 s
the number of unit : 486
accuracy score : 0.905
escape time :  13.644 s
the number of unit : 487
accuracy score : 0.905
escape time :  13.45 s
the number of unit : 488
accuracy score : 0.905
escape time :  13.183 s
the number of unit : 489
accuracy score : 0.905
escape time :  13.855 s
the number of unit : 490
accuracy score : 0.901666666667
escape time :  13.45 s
the number of unit : 491
accuracy score : 0.903333333333
escape time :  13.543 s
the number of unit : 492
accuracy score : 0.906666666667
escape time :  13.913 s
the number of unit : 493
accuracy score : 0.908333333333
escape time :  13.679 s
the number of unit : 494
accuracy score : 0.903333333333
escape time :  13.745 s
the number of unit : 495
accuracy score : 0.906666666667
escape time :  14.137 s
the number of unit : 496
accuracy score : 0.906666666667
escape time :  13.729 s
the number of unit : 497
accuracy score : 0.905
escape time :  13.788 s
the number of unit : 498
accuracy score : 0.905
escape time :  14.382 s
the number of unit : 499
accuracy score : 0.906666666667
escape time :  14.885 s
the number of unit : 500
accuracy score : 0.908333333333
escape time :  15.041 s

In [6]:

    

score2 = []
for n in range(1, 501):
    nn = Classifier(
        layers=[
            Layer("Sigmoid", units=n),
            Layer("Softmax")],
        verbose=1,
        learning_rate=0.009,
        n_iter=2,
    )

    t0 = time()
    nn.fit(trainX, trainY)
    preds = nn.predict(testX)
    print "the number of unit : %s" %n
    print "accuracy score : %s" %(accuracy_score(testY, preds))
    print "escape time : ", round(time()-t0, 3), "s"
    score2.append(accuracy_score(testY, preds))


    

    




the number of unit : 1
accuracy score : 0.226666666667
escape time :  4.472 s
the number of unit : 2
accuracy score : 0.473333333333
escape time :  3.968 s
the number of unit : 3
accuracy score : 0.49
escape time :  3.966 s
the number of unit : 4
accuracy score : 0.733333333333
escape time :  4.07 s
the number of unit : 5
accuracy score : 0.768333333333
escape time :  4.23 s
the number of unit : 6
accuracy score : 0.788333333333
escape time :  4.16 s
the number of unit : 7
accuracy score : 0.896666666667
escape time :  4.746 s
the number of unit : 8
accuracy score : 0.89
escape time :  4.693 s
the number of unit : 9
accuracy score : 0.88
escape time :  4.092 s
the number of unit : 10
accuracy score : 0.891666666667
escape time :  4.14 s
the number of unit : 11
accuracy score : 0.886666666667
escape time :  4.277 s
the number of unit : 12
accuracy score : 0.896666666667
escape time :  4.411 s
the number of unit : 13
accuracy score : 0.888333333333
escape time :  4.293 s
the number of unit : 14
accuracy score : 0.891666666667
escape time :  4.701 s
the number of unit : 15
accuracy score : 0.898333333333
escape time :  4.56 s
the number of unit : 16
accuracy score : 0.895
escape time :  4.299 s
the number of unit : 17
accuracy score : 0.89
escape time :  4.275 s
the number of unit : 18
accuracy score : 0.895
escape time :  4.546 s
the number of unit : 19
accuracy score : 0.901666666667
escape time :  4.453 s
the number of unit : 20
accuracy score : 0.893333333333
escape time :  4.375 s
the number of unit : 21
accuracy score : 0.893333333333
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the number of unit : 302
accuracy score : 0.896666666667
escape time :  11.748 s
the number of unit : 303
accuracy score : 0.901666666667
escape time :  11.285 s
the number of unit : 304
accuracy score : 0.9
escape time :  11.427 s
the number of unit : 305
accuracy score : 0.898333333333
escape time :  11.456 s
the number of unit : 306
accuracy score : 0.9
escape time :  11.764 s
the number of unit : 307
accuracy score : 0.898333333333
escape time :  11.484 s
the number of unit : 308
accuracy score : 0.9
escape time :  11.627 s
the number of unit : 309
accuracy score : 0.901666666667
escape time :  11.603 s
the number of unit : 310
accuracy score : 0.896666666667
escape time :  11.319 s
the number of unit : 311
accuracy score : 0.9
escape time :  11.074 s
the number of unit : 312
accuracy score : 0.9
escape time :  11.662 s
the number of unit : 313
accuracy score : 0.9
escape time :  11.334 s
the number of unit : 314
accuracy score : 0.901666666667
escape time :  11.48 s
the number of unit : 315
accuracy score : 0.9
escape time :  10.894 s
the number of unit : 316
accuracy score : 0.898333333333
escape time :  11.501 s
the number of unit : 317
accuracy score : 0.9
escape time :  11.315 s
the number of unit : 318
accuracy score : 0.901666666667
escape time :  11.308 s
the number of unit : 319
accuracy score : 0.898333333333
escape time :  11.1 s
the number of unit : 320
accuracy score : 0.898333333333
escape time :  11.493 s
the number of unit : 321
accuracy score : 0.9
escape time :  11.171 s
the number of unit : 322
accuracy score : 0.898333333333
escape time :  11.347 s
the number of unit : 323
accuracy score : 0.901666666667
escape time :  11.648 s
the number of unit : 324
accuracy score : 0.903333333333
escape time :  11.556 s
the number of unit : 325
accuracy score : 0.9
escape time :  11.164 s
the number of unit : 326
accuracy score : 0.9
escape time :  11.298 s
the number of unit : 327
accuracy score : 0.9
escape time :  11.461 s
the number of unit : 328
accuracy score : 0.9
escape time :  11.191 s
the number of unit : 329
accuracy score : 0.9
escape time :  11.094 s
the number of unit : 330
accuracy score : 0.896666666667
escape time :  11.253 s
the number of unit : 331
accuracy score : 0.901666666667
escape time :  10.849 s
the number of unit : 332
accuracy score : 0.898333333333
escape time :  10.905 s
the number of unit : 333
accuracy score : 0.9
escape time :  11.161 s
the number of unit : 334
accuracy score : 0.898333333333
escape time :  11.065 s
the number of unit : 335
accuracy score : 0.901666666667
escape time :  10.772 s
the number of unit : 336
accuracy score : 0.896666666667
escape time :  11.179 s
the number of unit : 337
accuracy score : 0.903333333333
escape time :  10.797 s
the number of unit : 338
accuracy score : 0.898333333333
escape time :  10.864 s
the number of unit : 339
accuracy score : 0.901666666667
escape time :  11.126 s
the number of unit : 340
accuracy score : 0.903333333333
escape time :  11.157 s
the number of unit : 341
accuracy score : 0.901666666667
escape time :  10.977 s
the number of unit : 342
accuracy score : 0.903333333333
escape time :  10.647 s
the number of unit : 343
accuracy score : 0.901666666667
escape time :  10.881 s
the number of unit : 344
accuracy score : 0.898333333333
escape time :  11.264 s
the number of unit : 345
accuracy score : 0.896666666667
escape time :  10.583 s
the number of unit : 346
accuracy score : 0.903333333333
escape time :  10.644 s
the number of unit : 347
accuracy score : 0.903333333333
escape time :  10.875 s
the number of unit : 348
accuracy score : 0.901666666667
escape time :  10.675 s
the number of unit : 349
accuracy score : 0.896666666667
escape time :  11.117 s
the number of unit : 350
accuracy score : 0.898333333333
escape time :  10.36 s
the number of unit : 351
accuracy score : 0.9
escape time :  10.296 s
the number of unit : 352
accuracy score : 0.9
escape time :  10.873 s
the number of unit : 353
accuracy score : 0.898333333333
escape time :  10.347 s
the number of unit : 354
accuracy score : 0.9
escape time :  10.972 s
the number of unit : 355
accuracy score : 0.898333333333
escape time :  10.273 s
the number of unit : 356
accuracy score : 0.903333333333
escape time :  10.059 s
the number of unit : 357
accuracy score : 0.898333333333
escape time :  10.302 s
the number of unit : 358
accuracy score : 0.901666666667
escape time :  10.049 s
the number of unit : 359
accuracy score : 0.901666666667
escape time :  10.587 s
the number of unit : 360
accuracy score : 0.9
escape time :  10.556 s
the number of unit : 361
accuracy score : 0.9
escape time :  10.142 s
the number of unit : 362
accuracy score : 0.898333333333
escape time :  9.991 s
the number of unit : 363
accuracy score : 0.896666666667
escape time :  10.257 s
the number of unit : 364
accuracy score : 0.9
escape time :  9.863 s
the number of unit : 365
accuracy score : 0.901666666667
escape time :  10.079 s
the number of unit : 366
accuracy score : 0.898333333333
escape time :  10.431 s
the number of unit : 367
accuracy score : 0.898333333333
escape time :  10.069 s
the number of unit : 368
accuracy score : 0.896666666667
escape time :  10.176 s
the number of unit : 369
accuracy score : 0.898333333333
escape time :  10.129 s
the number of unit : 370
accuracy score : 0.901666666667
escape time :  10.27 s
the number of unit : 371
accuracy score : 0.9
escape time :  10.129 s
the number of unit : 372
accuracy score : 0.9
escape time :  10.013 s
the number of unit : 373
accuracy score : 0.9
escape time :  10.04 s
the number of unit : 374
accuracy score : 0.9
escape time :  10.06 s
the number of unit : 375
accuracy score : 0.9
escape time :  10.226 s
the number of unit : 376
accuracy score : 0.898333333333
escape time :  9.834 s
the number of unit : 377
accuracy score : 0.896666666667
escape time :  10.227 s
the number of unit : 378
accuracy score : 0.898333333333
escape time :  10.021 s
the number of unit : 379
accuracy score : 0.9
escape time :  10.135 s
the number of unit : 380
accuracy score : 0.898333333333
escape time :  10.153 s
the number of unit : 381
accuracy score : 0.9
escape time :  10.279 s
the number of unit : 382
accuracy score : 0.898333333333
escape time :  10.002 s
the number of unit : 383
accuracy score : 0.898333333333
escape time :  10.228 s
the number of unit : 384
accuracy score : 0.9
escape time :  10.341 s
the number of unit : 385
accuracy score : 0.898333333333
escape time :  10.321 s
the number of unit : 386
accuracy score : 0.896666666667
escape time :  10.152 s
the number of unit : 387
accuracy score : 0.898333333333
escape time :  10.35 s
the number of unit : 388
accuracy score : 0.896666666667
escape time :  9.927 s
the number of unit : 389
accuracy score : 0.9
escape time :  10.076 s
the number of unit : 390
accuracy score : 0.9
escape time :  10.039 s
the number of unit : 391
accuracy score : 0.901666666667
escape time :  10.311 s
the number of unit : 392
accuracy score : 0.9
escape time :  10.03 s
the number of unit : 393
accuracy score : 0.9
escape time :  10.305 s
the number of unit : 394
accuracy score : 0.9
escape time :  10.324 s
the number of unit : 395
accuracy score : 0.898333333333
escape time :  10.213 s
the number of unit : 396
accuracy score : 0.901666666667
escape time :  9.99 s
the number of unit : 397
accuracy score : 0.9
escape time :  10.384 s
the number of unit : 398
accuracy score : 0.9
escape time :  10.245 s
the number of unit : 399
accuracy score : 0.896666666667
escape time :  10.236 s
the number of unit : 400
accuracy score : 0.9
escape time :  10.123 s
the number of unit : 401
accuracy score : 0.9
escape time :  10.365 s
the number of unit : 402
accuracy score : 0.898333333333
escape time :  10.247 s
the number of unit : 403
accuracy score : 0.901666666667
escape time :  10.319 s
the number of unit : 404
accuracy score : 0.9
escape time :  10.126 s
the number of unit : 405
accuracy score : 0.898333333333
escape time :  10.26 s
the number of unit : 406
accuracy score : 0.9
escape time :  10.246 s
the number of unit : 407
accuracy score : 0.9
escape time :  10.601 s
the number of unit : 408
accuracy score : 0.9
escape time :  10.109 s
the number of unit : 409
accuracy score : 0.901666666667
escape time :  10.221 s
the number of unit : 410
accuracy score : 0.9
escape time :  10.081 s
the number of unit : 411
accuracy score : 0.898333333333
escape time :  10.484 s
the number of unit : 412
accuracy score : 0.898333333333
escape time :  10.013 s
the number of unit : 413
accuracy score : 0.901666666667
escape time :  10.368 s
the number of unit : 414
accuracy score : 0.898333333333
escape time :  10.43 s
the number of unit : 415
accuracy score : 0.901666666667
escape time :  10.336 s
the number of unit : 416
accuracy score : 0.9
escape time :  10.16 s
the number of unit : 417
accuracy score : 0.898333333333
escape time :  10.549 s
the number of unit : 418
accuracy score : 0.9
escape time :  10.314 s
the number of unit : 419
accuracy score : 0.901666666667
escape time :  10.422 s
the number of unit : 420
accuracy score : 0.9
escape time :  10.168 s
the number of unit : 421
accuracy score : 0.906666666667
escape time :  10.714 s
the number of unit : 422
accuracy score : 0.901666666667
escape time :  10.335 s
the number of unit : 423
accuracy score : 0.903333333333
escape time :  10.523 s
the number of unit : 424
accuracy score : 0.898333333333
escape time :  10.233 s
the number of unit : 425
accuracy score : 0.901666666667
escape time :  10.447 s
the number of unit : 426
accuracy score : 0.901666666667
escape time :  10.592 s
the number of unit : 427
accuracy score : 0.903333333333
escape time :  10.511 s
the number of unit : 428
accuracy score : 0.898333333333
escape time :  10.56 s
the number of unit : 429
accuracy score : 0.896666666667
escape time :  10.615 s
the number of unit : 430
accuracy score : 0.9
escape time :  10.437 s
the number of unit : 431
accuracy score : 0.9
escape time :  10.689 s
the number of unit : 432
accuracy score : 0.901666666667
escape time :  10.336 s
the number of unit : 433
accuracy score : 0.903333333333
escape time :  10.585 s
the number of unit : 434
accuracy score : 0.9
escape time :  10.76 s
the number of unit : 435
accuracy score : 0.901666666667
escape time :  10.658 s
the number of unit : 436
accuracy score : 0.903333333333
escape time :  10.468 s
the number of unit : 437
accuracy score : 0.901666666667
escape time :  10.645 s
the number of unit : 438
accuracy score : 0.898333333333
escape time :  10.755 s
the number of unit : 439
accuracy score : 0.9
escape time :  10.634 s
the number of unit : 440
accuracy score : 0.898333333333
escape time :  10.479 s
the number of unit : 441
accuracy score : 0.9
escape time :  10.881 s
the number of unit : 442
accuracy score : 0.9
escape time :  10.694 s
the number of unit : 443
accuracy score : 0.901666666667
escape time :  10.59 s
the number of unit : 444
accuracy score : 0.9
escape time :  10.564 s
the number of unit : 445
accuracy score : 0.901666666667
escape time :  10.909 s
the number of unit : 446
accuracy score : 0.903333333333
escape time :  10.671 s
the number of unit : 447
accuracy score : 0.901666666667
escape time :  10.739 s
the number of unit : 448
accuracy score : 0.898333333333
escape time :  10.788 s
the number of unit : 449
accuracy score : 0.901666666667
escape time :  10.744 s
the number of unit : 450
accuracy score : 0.898333333333
escape time :  10.634 s
the number of unit : 451
accuracy score : 0.898333333333
escape time :  11.031 s
the number of unit : 452
accuracy score : 0.898333333333
escape time :  10.685 s
the number of unit : 453
accuracy score : 0.9
escape time :  10.834 s
the number of unit : 454
accuracy score : 0.901666666667
escape time :  10.65 s
the number of unit : 455
accuracy score : 0.898333333333
escape time :  11.116 s
the number of unit : 456
accuracy score : 0.901666666667
escape time :  10.634 s
the number of unit : 457
accuracy score : 0.898333333333
escape time :  10.768 s
the number of unit : 458
accuracy score : 0.901666666667
escape time :  11.038 s
the number of unit : 459
accuracy score : 0.898333333333
escape time :  10.912 s
the number of unit : 460
accuracy score : 0.9
escape time :  10.784 s
the number of unit : 461
accuracy score : 0.898333333333
escape time :  11.287 s
the number of unit : 462
accuracy score : 0.901666666667
escape time :  11.041 s
the number of unit : 463
accuracy score : 0.9
escape time :  10.914 s
the number of unit : 464
accuracy score : 0.9
escape time :  10.674 s
the number of unit : 465
accuracy score : 0.901666666667
escape time :  11.213 s
the number of unit : 466
accuracy score : 0.901666666667
escape time :  10.826 s
the number of unit : 467
accuracy score : 0.9
escape time :  10.878 s
the number of unit : 468
accuracy score : 0.901666666667
escape time :  11.061 s
the number of unit : 469
accuracy score : 0.901666666667
escape time :  11.086 s
the number of unit : 470
accuracy score : 0.9
escape time :  10.989 s
the number of unit : 471
accuracy score : 0.903333333333
escape time :  11.096 s
the number of unit : 472
accuracy score : 0.901666666667
escape time :  11.003 s
the number of unit : 473
accuracy score : 0.9
escape time :  11.039 s
the number of unit : 474
accuracy score : 0.903333333333
escape time :  11.005 s
the number of unit : 475
accuracy score : 0.9
escape time :  11.263 s
the number of unit : 476
accuracy score : 0.901666666667
escape time :  10.922 s
the number of unit : 477
accuracy score : 0.898333333333
escape time :  11.085 s
the number of unit : 478
accuracy score : 0.9
escape time :  11.24 s
the number of unit : 479
accuracy score : 0.896666666667
escape time :  11.175 s
the number of unit : 480
accuracy score : 0.9
escape time :  10.852 s
the number of unit : 481
accuracy score : 0.903333333333
escape time :  11.181 s
the number of unit : 482
accuracy score : 0.9
escape time :  11.424 s
the number of unit : 483
accuracy score : 0.901666666667
escape time :  11.288 s
the number of unit : 484
accuracy score : 0.901666666667
escape time :  11.102 s
the number of unit : 485
accuracy score : 0.903333333333
escape time :  11.532 s
the number of unit : 486
accuracy score : 0.905
escape time :  11.394 s
the number of unit : 487
accuracy score : 0.901666666667
escape time :  11.241 s
the number of unit : 488
accuracy score : 0.9
escape time :  11.258 s
the number of unit : 489
accuracy score : 0.901666666667
escape time :  11.324 s
the number of unit : 490
accuracy score : 0.896666666667
escape time :  11.225 s
the number of unit : 491
accuracy score : 0.9
escape time :  11.231 s
the number of unit : 492
accuracy score : 0.901666666667
escape time :  11.481 s
the number of unit : 493
accuracy score : 0.898333333333
escape time :  11.415 s
the number of unit : 494
accuracy score : 0.896666666667
escape time :  11.184 s
the number of unit : 495
accuracy score : 0.905
escape time :  11.604 s
the number of unit : 496
accuracy score : 0.901666666667
escape time :  11.163 s
the number of unit : 497
accuracy score : 0.901666666667
escape time :  11.523 s
the number of unit : 498
accuracy score : 0.896666666667
escape time :  11.433 s
the number of unit : 499
accuracy score : 0.9
escape time :  11.687 s
the number of unit : 500
accuracy score : 0.901666666667
escape time :  11.456 s

In [7]:

    

score3 = []
for n in range(1, 501):
    nn = Classifier(
        layers=[
            Layer("Tanh", units=n),
            Layer("Softmax")],
        verbose=1,
        learning_rate=0.009,
        n_iter=2,
    )

    t0 = time()
    nn.fit(trainX, trainY)
    preds = nn.predict(testX)
    print "the number of unit : %s" %n
    print "accuracy score : %s" %(accuracy_score(testY, preds))
    print "escape time : ", round(time()-t0, 3), "s"
    score3.append(accuracy_score(testY, preds))


    

    




the number of unit : 1
accuracy score : 0.231666666667
escape time :  3.155 s
the number of unit : 2
accuracy score : 0.49
escape time :  3.209 s
the number of unit : 3
accuracy score : 0.796666666667
escape time :  3.064 s
the number of unit : 4
accuracy score : 0.896666666667
escape time :  3.079 s
the number of unit : 5
accuracy score : 0.898333333333
escape time :  3.149 s
the number of unit : 6
accuracy score : 0.895
escape time :  3.004 s
the number of unit : 7
accuracy score : 0.901666666667
escape time :  3.073 s
the number of unit : 8
accuracy score : 0.906666666667
escape time :  3.149 s
the number of unit : 9
accuracy score : 0.895
escape time :  3.247 s
the number of unit : 10
accuracy score : 0.896666666667
escape time :  3.108 s
the number of unit : 11
accuracy score : 0.891666666667
escape time :  3.133 s
the number of unit : 12
accuracy score : 0.898333333333
escape time :  3.307 s
the number of unit : 13
accuracy score : 0.895
escape time :  3.089 s
the number of unit : 14
accuracy score : 0.893333333333
escape time :  3.426 s
the number of unit : 15
accuracy score : 0.896666666667
escape time :  3.602 s
the number of unit : 16
accuracy score : 0.905
escape time :  3.414 s
the number of unit : 17
accuracy score : 0.9
escape time :  3.402 s
the number of unit : 18
accuracy score : 0.898333333333
escape time :  3.436 s
the number of unit : 19
accuracy score : 0.893333333333
escape time :  3.579 s
the number of unit : 20
accuracy score : 0.898333333333
escape time :  3.458 s
the number of unit : 21
accuracy score : 0.9
escape time :  3.6 s
the number of unit : 22
accuracy score : 0.903333333333
escape time :  3.639 s
the number of unit : 23
accuracy score : 0.895
escape time :  3.561 s
the number of unit : 24
accuracy score : 0.906666666667
escape time :  3.512 s
the number of unit : 25
accuracy score : 0.903333333333
escape time :  3.592 s
the number of unit : 26
accuracy score : 0.896666666667
escape time :  3.797 s
the number of unit : 27
accuracy score : 0.9
escape time :  4.034 s
the number of unit : 28
accuracy score : 0.901666666667
escape time :  3.632 s
the number of unit : 29
accuracy score : 0.903333333333
escape time :  3.86 s
the number of unit : 30
accuracy score : 0.903333333333
escape time :  3.73 s
the number of unit : 31
accuracy score : 0.9
escape time :  3.635 s
the number of unit : 32
accuracy score : 0.901666666667
escape time :  3.908 s
the number of unit : 33
accuracy score : 0.901666666667
escape time :  3.69 s
the number of unit : 34
accuracy score : 0.9
escape time :  3.741 s
the number of unit : 35
accuracy score : 0.9
escape time :  3.766 s
the number of unit : 36
accuracy score : 0.898333333333
escape time :  3.867 s
the number of unit : 37
accuracy score : 0.903333333333
escape time :  3.806 s
the number of unit : 38
accuracy score : 0.901666666667
escape time :  3.896 s
the number of unit : 39
accuracy score : 0.898333333333
escape time :  3.954 s
the number of unit : 40
accuracy score : 0.9
escape time :  3.83 s
the number of unit : 41
accuracy score : 0.898333333333
escape time :  3.854 s
the number of unit : 42
accuracy score : 0.905
escape time :  4.008 s
the number of unit : 43
accuracy score : 0.9
escape time :  3.868 s
the number of unit : 44
accuracy score : 0.903333333333
escape time :  4.018 s
the number of unit : 45
accuracy score : 0.9
escape time :  3.937 s
the number of unit : 46
accuracy score : 0.903333333333
escape time :  4.081 s
the number of unit : 47
accuracy score : 0.901666666667
escape time :  4.008 s
the number of unit : 48
accuracy score : 0.903333333333
escape time :  3.97 s
the number of unit : 49
accuracy score : 0.901666666667
escape time :  4.203 s
the number of unit : 50
accuracy score : 0.9
escape time :  4.025 s
the number of unit : 51
accuracy score : 0.9
escape time :  4.056 s
the number of unit : 52
accuracy score : 0.898333333333
escape time :  4.232 s
the number of unit : 53
accuracy score : 0.9
escape time :  4.096 s
the number of unit : 54
accuracy score : 0.898333333333
escape time :  4.066 s
the number of unit : 55
accuracy score : 0.901666666667
escape time :  4.102 s
the number of unit : 56
accuracy score : 0.901666666667
escape time :  4.509 s
the number of unit : 57
accuracy score : 0.896666666667
escape time :  4.365 s
the number of unit : 58
accuracy score : 0.896666666667
escape time :  4.2 s
the number of unit : 59
accuracy score : 0.905
escape time :  4.351 s
the number of unit : 60
accuracy score : 0.898333333333
escape time :  4.288 s
the number of unit : 61
accuracy score : 0.9
escape time :  4.27 s
the number of unit : 62
accuracy score : 0.903333333333
escape time :  4.448 s
the number of unit : 63
accuracy score : 0.901666666667
escape time :  4.3 s
the number of unit : 64
accuracy score : 0.895
escape time :  4.393 s
the number of unit : 65
accuracy score : 0.9
escape time :  4.309 s
the number of unit : 66
accuracy score : 0.9
escape time :  4.593 s
the number of unit : 67
accuracy score : 0.903333333333
escape time :  4.452 s
the number of unit : 68
accuracy score : 0.9
escape time :  4.464 s
the number of unit : 69
accuracy score : 0.903333333333
escape time :  4.629 s
the number of unit : 70
accuracy score : 0.901666666667
escape time :  4.44 s
the number of unit : 71
accuracy score : 0.901666666667
escape time :  4.55 s
the number of unit : 72
accuracy score : 0.901666666667
escape time :  4.644 s
the number of unit : 73
accuracy score : 0.898333333333
escape time :  4.513 s
the number of unit : 74
accuracy score : 0.901666666667
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accuracy score : 0.901666666667
escape time :  11.854 s
the number of unit : 356
accuracy score : 0.901666666667
escape time :  12.269 s
the number of unit : 357
accuracy score : 0.901666666667
escape time :  12.078 s
the number of unit : 358
accuracy score : 0.901666666667
escape time :  12.579 s
the number of unit : 359
accuracy score : 0.901666666667
escape time :  12.534 s
the number of unit : 360
accuracy score : 0.901666666667
escape time :  13.955 s
the number of unit : 361
accuracy score : 0.901666666667
escape time :  12.701 s
the number of unit : 362
accuracy score : 0.901666666667
escape time :  12.242 s
the number of unit : 363
accuracy score : 0.901666666667
escape time :  11.673 s
the number of unit : 364
accuracy score : 0.901666666667
escape time :  13.023 s
the number of unit : 365
accuracy score : 0.901666666667
escape time :  11.61 s
the number of unit : 366
accuracy score : 0.901666666667
escape time :  11.736 s
the number of unit : 367
accuracy score : 0.901666666667
escape time :  11.235 s
the number of unit : 368
accuracy score : 0.901666666667
escape time :  11.774 s
the number of unit : 369
accuracy score : 0.901666666667
escape time :  10.905 s
the number of unit : 370
accuracy score : 0.901666666667
escape time :  11.477 s
the number of unit : 371
accuracy score : 0.901666666667
escape time :  11.116 s
the number of unit : 372
accuracy score : 0.901666666667
escape time :  11.477 s
the number of unit : 373
accuracy score : 0.901666666667
escape time :  13.219 s
the number of unit : 374
accuracy score : 0.901666666667
escape time :  12.408 s
the number of unit : 375
accuracy score : 0.901666666667
escape time :  11.426 s
the number of unit : 376
accuracy score : 0.901666666667
escape time :  11.286 s
the number of unit : 377
accuracy score : 0.901666666667
escape time :  11.85 s
the number of unit : 378
accuracy score : 0.903333333333
escape time :  11.893 s
the number of unit : 379
accuracy score : 0.901666666667
escape time :  11.373 s
the number of unit : 380
accuracy score : 0.901666666667
escape time :  10.411 s
the number of unit : 381
accuracy score : 0.901666666667
escape time :  10.349 s
the number of unit : 382
accuracy score : 0.901666666667
escape time :  10.079 s
the number of unit : 383
accuracy score : 0.901666666667
escape time :  10.776 s
the number of unit : 384
accuracy score : 0.901666666667
escape time :  11.282 s
the number of unit : 385
accuracy score : 0.901666666667
escape time :  10.822 s
the number of unit : 386
accuracy score : 0.901666666667
escape time :  11.327 s
the number of unit : 387
accuracy score : 0.901666666667
escape time :  10.475 s
the number of unit : 388
accuracy score : 0.901666666667
escape time :  10.249 s
the number of unit : 389
accuracy score : 0.901666666667
escape time :  11.272 s
the number of unit : 390
accuracy score : 0.901666666667
escape time :  10.584 s
the number of unit : 391
accuracy score : 0.901666666667
escape time :  10.356 s
the number of unit : 392
accuracy score : 0.901666666667
escape time :  11.315 s
the number of unit : 393
accuracy score : 0.901666666667
escape time :  11.36 s
the number of unit : 394
accuracy score : 0.901666666667
escape time :  12.264 s
the number of unit : 395
accuracy score : 0.901666666667
escape time :  10.888 s
the number of unit : 396
accuracy score : 0.901666666667
escape time :  12.127 s
the number of unit : 397
accuracy score : 0.901666666667
escape time :  11.793 s
the number of unit : 398
accuracy score : 0.901666666667
escape time :  10.478 s
the number of unit : 399
accuracy score : 0.901666666667
escape time :  11.921 s
the number of unit : 400
accuracy score : 0.901666666667
escape time :  10.865 s
the number of unit : 401
accuracy score : 0.901666666667
escape time :  10.922 s
the number of unit : 402
accuracy score : 0.901666666667
escape time :  11.14 s
the number of unit : 403
accuracy score : 0.901666666667
escape time :  11.238 s
the number of unit : 404
accuracy score : 0.901666666667
escape time :  10.996 s
the number of unit : 405
accuracy score : 0.901666666667
escape time :  12.002 s
the number of unit : 406
accuracy score : 0.901666666667
escape time :  13.606 s
the number of unit : 407
accuracy score : 0.901666666667
escape time :  10.86 s
the number of unit : 408
accuracy score : 0.901666666667
escape time :  11.32 s
the number of unit : 409
accuracy score : 0.901666666667
escape time :  11.112 s
the number of unit : 410
accuracy score : 0.901666666667
escape time :  10.605 s
the number of unit : 411
accuracy score : 0.901666666667
escape time :  10.944 s
the number of unit : 412
accuracy score : 0.901666666667
escape time :  10.283 s
the number of unit : 413
accuracy score : 0.901666666667
escape time :  10.564 s
the number of unit : 414
accuracy score : 0.901666666667
escape time :  10.243 s
the number of unit : 415
accuracy score : 0.901666666667
escape time :  10.364 s
the number of unit : 416
accuracy score : 0.901666666667
escape time :  10.093 s
the number of unit : 417
accuracy score : 0.901666666667
escape time :  10.331 s
the number of unit : 418
accuracy score : 0.901666666667
escape time :  10.329 s
the number of unit : 419
accuracy score : 0.901666666667
escape time :  10.409 s
the number of unit : 420
accuracy score : 0.901666666667
escape time :  10.413 s
the number of unit : 421
accuracy score : 0.903333333333
escape time :  10.46 s
the number of unit : 422
accuracy score : 0.901666666667
escape time :  10.331 s
the number of unit : 423
accuracy score : 0.901666666667
escape time :  10.674 s
the number of unit : 424
accuracy score : 0.901666666667
escape time :  10.141 s
the number of unit : 425
accuracy score : 0.901666666667
escape time :  10.438 s
the number of unit : 426
accuracy score : 0.903333333333
escape time :  10.571 s
the number of unit : 427
accuracy score : 0.901666666667
escape time :  10.497 s
the number of unit : 428
accuracy score : 0.901666666667
escape time :  10.411 s
the number of unit : 429
accuracy score : 0.901666666667
escape time :  10.506 s
the number of unit : 430
accuracy score : 0.901666666667
escape time :  10.408 s
the number of unit : 431
accuracy score : 0.901666666667
escape time :  10.562 s
the number of unit : 432
accuracy score : 0.903333333333
escape time :  10.192 s
the number of unit : 433
accuracy score : 0.901666666667
escape time :  10.678 s
the number of unit : 434
accuracy score : 0.901666666667
escape time :  10.51 s
the number of unit : 435
accuracy score : 0.901666666667
escape time :  10.604 s
the number of unit : 436
accuracy score : 0.901666666667
escape time :  10.165 s
the number of unit : 437
accuracy score : 0.901666666667
escape time :  10.775 s
the number of unit : 438
accuracy score : 0.901666666667
escape time :  10.212 s
the number of unit : 439
accuracy score : 0.901666666667
escape time :  10.724 s
the number of unit : 440
accuracy score : 0.901666666667
escape time :  10.414 s
the number of unit : 441
accuracy score : 0.901666666667
escape time :  10.664 s
the number of unit : 442
accuracy score : 0.901666666667
escape time :  10.338 s
the number of unit : 443
accuracy score : 0.901666666667
escape time :  10.777 s
the number of unit : 444
accuracy score : 0.901666666667
escape time :  10.234 s
the number of unit : 445
accuracy score : 0.901666666667
escape time :  10.754 s
the number of unit : 446
accuracy score : 0.901666666667
escape time :  10.557 s
the number of unit : 447
accuracy score : 0.901666666667
escape time :  10.937 s
the number of unit : 448
accuracy score : 0.901666666667
escape time :  10.601 s
the number of unit : 449
accuracy score : 0.901666666667
escape time :  10.68 s
the number of unit : 450
accuracy score : 0.901666666667
escape time :  10.68 s
the number of unit : 451
accuracy score : 0.901666666667
escape time :  10.713 s
the number of unit : 452
accuracy score : 0.903333333333
escape time :  10.311 s
the number of unit : 453
accuracy score : 0.901666666667
escape time :  10.838 s
the number of unit : 454
accuracy score : 0.903333333333
escape time :  10.532 s
the number of unit : 455
accuracy score : 0.903333333333
escape time :  10.749 s
the number of unit : 456
accuracy score : 0.901666666667
escape time :  10.918 s
the number of unit : 457
accuracy score : 0.901666666667
escape time :  13.602 s
the number of unit : 458
accuracy score : 0.901666666667
escape time :  13.77 s
the number of unit : 459
accuracy score : 0.901666666667
escape time :  13.403 s
the number of unit : 460
accuracy score : 0.903333333333
escape time :  13.606 s
the number of unit : 461
accuracy score : 0.903333333333
escape time :  13.381 s
the number of unit : 462
accuracy score : 0.903333333333
escape time :  13.225 s
the number of unit : 463
accuracy score : 0.903333333333
escape time :  13.692 s
the number of unit : 464
accuracy score : 0.903333333333
escape time :  13.298 s
the number of unit : 465
accuracy score : 0.903333333333
escape time :  13.274 s
the number of unit : 466
accuracy score : 0.903333333333
escape time :  13.505 s
the number of unit : 467
accuracy score : 0.903333333333
escape time :  13.738 s
the number of unit : 468
accuracy score : 0.903333333333
escape time :  13.345 s
the number of unit : 469
accuracy score : 0.903333333333
escape time :  13.462 s
the number of unit : 470
accuracy score : 0.901666666667
escape time :  13.554 s
the number of unit : 471
accuracy score : 0.901666666667
escape time :  13.447 s
the number of unit : 472
accuracy score : 0.901666666667
escape time :  13.386 s
the number of unit : 473
accuracy score : 0.903333333333
escape time :  13.858 s
the number of unit : 474
accuracy score : 0.903333333333
escape time :  13.573 s
the number of unit : 475
accuracy score : 0.903333333333
escape time :  13.384 s
the number of unit : 476
accuracy score : 0.901666666667
escape time :  13.668 s
the number of unit : 477
accuracy score : 0.903333333333
escape time :  13.839 s
the number of unit : 478
accuracy score : 0.903333333333
escape time :  13.567 s
the number of unit : 479
accuracy score : 0.903333333333
escape time :  13.58 s
the number of unit : 480
accuracy score : 0.903333333333
escape time :  13.604 s
the number of unit : 481
accuracy score : 0.903333333333
escape time :  13.575 s
the number of unit : 482
accuracy score : 0.901666666667
escape time :  13.683 s
the number of unit : 483
accuracy score : 0.903333333333
escape time :  13.923 s
the number of unit : 484
accuracy score : 0.901666666667
escape time :  13.797 s
the number of unit : 485
accuracy score : 0.901666666667
escape time :  13.695 s
the number of unit : 486
accuracy score : 0.903333333333
escape time :  13.733 s
the number of unit : 487
accuracy score : 0.903333333333
escape time :  14.1 s
the number of unit : 488
accuracy score : 0.903333333333
escape time :  13.823 s
the number of unit : 489
accuracy score : 0.903333333333
escape time :  13.71 s
the number of unit : 490
accuracy score : 0.901666666667
escape time :  13.944 s
the number of unit : 491
accuracy score : 0.901666666667
escape time :  13.745 s
the number of unit : 492
accuracy score : 0.901666666667
escape time :  13.813 s
the number of unit : 493
accuracy score : 0.903333333333
escape time :  14.194 s
the number of unit : 494
accuracy score : 0.903333333333
escape time :  13.812 s
the number of unit : 495
accuracy score : 0.903333333333
escape time :  13.83 s
the number of unit : 496
accuracy score : 0.903333333333
escape time :  13.829 s
the number of unit : 497
accuracy score : 0.903333333333
escape time :  14.049 s
the number of unit : 498
accuracy score : 0.903333333333
escape time :  13.99 s
the number of unit : 499
accuracy score : 0.903333333333
escape time :  13.861 s
the number of unit : 500
accuracy score : 0.901666666667
escape time :  14.308 s

In [8]:

    

score4 = []
for n in range(1, 501):
    nn = Classifier(
        layers=[
            Layer("Maxout", units=n, pieces=2),
            Layer("Softmax")],
        verbose=1,
        learning_rate=0.009,
        n_iter=2,
    )

    t0 = time()
    nn.fit(trainX, trainY)
    preds = nn.predict(testX)
    print "the number of unit : %s" %n
    print "accuracy score : %s" %(accuracy_score(testY, preds))
    print "escape time : ", round(time()-t0, 3), "s"
    score4.append(accuracy_score(testY, preds))


    

    




the number of unit : 1
accuracy score : 0.601666666667
escape time :  6.096 s
the number of unit : 2
accuracy score : 0.888333333333
escape time :  4.043 s
the number of unit : 3
accuracy score : 0.891666666667
escape time :  4.329 s
the number of unit : 4
accuracy score : 0.906666666667
escape time :  3.976 s
the number of unit : 5
accuracy score : 0.903333333333
escape time :  4.209 s
the number of unit : 6
accuracy score : 0.898333333333
escape time :  4.147 s
the number of unit : 7
accuracy score : 0.896666666667
escape time :  4.532 s
the number of unit : 8
accuracy score : 0.903333333333
escape time :  4.092 s
the number of unit : 9
accuracy score : 0.9
escape time :  4.222 s
the number of unit : 10
accuracy score : 0.906666666667
escape time :  4.59 s
the number of unit : 11
accuracy score : 0.906666666667
escape time :  4.396 s
the number of unit : 12
accuracy score : 0.901666666667
escape time :  4.489 s
the number of unit : 13
accuracy score : 0.9
escape time :  4.699 s
the number of unit : 14
accuracy score : 0.901666666667
escape time :  4.617 s
the number of unit : 15
accuracy score : 0.905
escape time :  4.707 s
the number of unit : 16
accuracy score : 0.903333333333
escape time :  4.46 s
the number of unit : 17
accuracy score : 0.905
escape time :  4.92 s
the number of unit : 18
accuracy score : 0.9
escape time :  4.905 s
the number of unit : 19
accuracy score : 0.908333333333
escape time :  4.806 s
the number of unit : 20
accuracy score : 0.903333333333
escape time :  4.953 s
the number of unit : 21
accuracy score : 0.903333333333
escape time :  4.716 s
the number of unit : 22
accuracy score : 0.905
escape time :  5.084 s
the number of unit : 23
accuracy score : 0.9
escape time :  4.911 s
the number of unit : 24
accuracy score : 0.908333333333
escape time :  4.86 s
the number of unit : 25
accuracy score : 0.905
escape time :  5.119 s
the number of unit : 26
accuracy score : 0.906666666667
escape time :  5.052 s
the number of unit : 27
accuracy score : 0.906666666667
escape time :  5.286 s
the number of unit : 28
accuracy score : 0.906666666667
escape time :  5.124 s
the number of unit : 29
accuracy score : 0.905
escape time :  5.254 s
the number of unit : 30
accuracy score : 0.9
escape time :  5.42 s
the number of unit : 31
accuracy score : 0.901666666667
escape time :  5.221 s
the number of unit : 32
accuracy score : 0.905
escape time :  5.543 s
the number of unit : 33
accuracy score : 0.91
escape time :  5.506 s
the number of unit : 34
accuracy score : 0.903333333333
escape time :  5.559 s
the number of unit : 35
accuracy score : 0.906666666667
escape time :  5.786 s
the number of unit : 36
accuracy score : 0.908333333333
escape time :  5.656 s
the number of unit : 37
accuracy score : 0.903333333333
escape time :  5.687 s
the number of unit : 38
accuracy score : 0.903333333333
escape time :  5.747 s
the number of unit : 39
accuracy score : 0.905
escape time :  5.906 s
the number of unit : 40
accuracy score : 0.903333333333
escape time :  5.79 s
the number of unit : 41
accuracy score : 0.905
escape time :  6.134 s
the number of unit : 42
accuracy score : 0.903333333333
escape time :  6.293 s
the number of unit : 43
accuracy score : 0.901666666667
escape time :  6.459 s
the number of unit : 44
accuracy score : 0.9
escape time :  6.301 s
the number of unit : 45
accuracy score : 0.905
escape time :  6.598 s
the number of unit : 46
accuracy score : 0.901666666667
escape time :  6.541 s
the number of unit : 47
accuracy score : 0.901666666667
escape time :  6.704 s
the number of unit : 48
accuracy score : 0.9
escape time :  6.553 s
the number of unit : 49
accuracy score : 0.9
escape time :  6.537 s
the number of unit : 50
accuracy score : 0.9
escape time :  6.777 s
the number of unit : 51
accuracy score : 0.903333333333
escape time :  6.565 s
the number of unit : 52
accuracy score : 0.903333333333
escape time :  6.912 s
the number of unit : 53
accuracy score : 0.906666666667
escape time :  6.903 s
the number of unit : 54
accuracy score : 0.901666666667
escape time :  7.02 s
the number of unit : 55
accuracy score : 0.903333333333
escape time :  6.976 s
the number of unit : 56
accuracy score : 0.903333333333
escape time :  7.079 s
the number of unit : 57
accuracy score : 0.906666666667
escape time :  7.231 s
the number of unit : 58
accuracy score : 0.903333333333
escape time :  7.137 s
the number of unit : 59
accuracy score : 0.901666666667
escape time :  7.441 s
the number of unit : 60
accuracy score : 0.905
escape time :  7.195 s
the number of unit : 61
accuracy score : 0.905
escape time :  7.507 s
the number of unit : 62
accuracy score : 0.908333333333
escape time :  7.316 s
the number of unit : 63
accuracy score : 0.906666666667
escape time :  7.643 s
the number of unit : 64
accuracy score : 0.901666666667
escape time :  8.873 s
the number of unit : 65
accuracy score : 0.905
escape time :  8.881 s
the number of unit : 66
accuracy score : 0.901666666667
escape time :  8.94 s
the number of unit : 67
accuracy score : 0.903333333333
escape time :  9.143 s
the number of unit : 68
accuracy score : 0.9
escape time :  9.057 s
the number of unit : 69
accuracy score : 0.901666666667
escape time :  9.395 s
the number of unit : 70
accuracy score : 0.901666666667
escape time :  9.059 s
the number of unit : 71
accuracy score : 0.901666666667
escape time :  9.196 s
the number of unit : 72
accuracy score : 0.903333333333
escape time :  9.043 s
the number of unit : 73
accuracy score : 0.901666666667
escape time :  9.506 s
the number of unit : 74
accuracy score : 0.905
escape time :  9.586 s
the number of unit : 75
accuracy score : 0.898333333333
escape time :  9.226 s
the number of unit : 76
accuracy score : 0.903333333333
escape time :  9.682 s
the number of unit : 77
accuracy score : 0.9
escape time :  10.029 s
the number of unit : 78
accuracy score : 0.906666666667
escape time :  9.698 s
the number of unit : 79
accuracy score : 0.903333333333
escape time :  9.748 s
the number of unit : 80
accuracy score : 0.905
escape time :  9.86 s
the number of unit : 81
accuracy score : 0.905
escape time :  10.23 s
the number of unit : 82
accuracy score : 0.901666666667
escape time :  9.46 s
the number of unit : 83
accuracy score : 0.903333333333
escape time :  10.072 s
the number of unit : 84
accuracy score : 0.901666666667
escape time :  9.952 s
the number of unit : 85
accuracy score : 0.903333333333
escape time :  10.179 s
the number of unit : 86
accuracy score : 0.901666666667
escape time :  10.052 s
the number of unit : 87
accuracy score : 0.905
escape time :  10.317 s
the number of unit : 88
accuracy score : 0.905
escape time :  10.3 s
the number of unit : 89
accuracy score : 0.906666666667
escape time :  10.637 s
the number of unit : 90
accuracy score : 0.903333333333
escape time :  10.343 s
the number of unit : 91
accuracy score : 0.901666666667
escape time :  10.915 s
the number of unit : 92
accuracy score : 0.903333333333
escape time :  10.497 s
the number of unit : 93
accuracy score : 0.903333333333
escape time :  10.797 s
the number of unit : 94
accuracy score : 0.901666666667
escape time :  10.586 s
the number of unit : 95
accuracy score : 0.901666666667
escape time :  10.867 s
the number of unit : 96
accuracy score : 0.9
escape time :  10.823 s
the number of unit : 97
accuracy score : 0.901666666667
escape time :  10.755 s
the number of unit : 98
accuracy score : 0.901666666667
escape time :  11.061 s
the number of unit : 99
accuracy score : 0.9
escape time :  10.998 s
the number of unit : 100
accuracy score : 0.903333333333
escape time :  10.282 s
the number of unit : 101
accuracy score : 0.905
escape time :  10.825 s
the number of unit : 102
accuracy score : 0.903333333333
escape time :  11.271 s
the number of unit : 103
accuracy score : 0.901666666667
escape time :  11.287 s
the number of unit : 104
accuracy score : 0.903333333333
escape time :  11.224 s
the number of unit : 105
accuracy score : 0.898333333333
escape time :  11.182 s
the number of unit : 106
accuracy score : 0.903333333333
escape time :  11.27 s
the number of unit : 107
accuracy score : 0.901666666667
escape time :  11.492 s
the number of unit : 108
accuracy score : 0.906666666667
escape time :  11.315 s
the number of unit : 109
accuracy score : 0.903333333333
escape time :  11.762 s
the number of unit : 110
accuracy score : 0.9
escape time :  11.46 s
the number of unit : 111
accuracy score : 0.903333333333
escape time :  11.614 s
the number of unit : 112
accuracy score : 0.903333333333
escape time :  11.707 s
the number of unit : 113
accuracy score : 0.903333333333
escape time :  11.795 s
the number of unit : 114
accuracy score : 0.901666666667
escape time :  11.818 s
the number of unit : 115
accuracy score : 0.905
escape time :  11.89 s
the number of unit : 116
accuracy score : 0.903333333333
escape time :  11.669 s
the number of unit : 117
accuracy score : 0.903333333333
escape time :  12.006 s
the number of unit : 118
accuracy score : 0.901666666667
escape time :  11.856 s
the number of unit : 119
accuracy score : 0.901666666667
escape time :  12.051 s
the number of unit : 120
accuracy score : 0.901666666667
escape time :  12.353 s
the number of unit : 121
accuracy score : 0.905
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escape time :  19.693 s
the number of unit : 402
accuracy score : 0.901666666667
escape time :  19.984 s
the number of unit : 403
accuracy score : 0.903333333333
escape time :  19.55 s
the number of unit : 404
accuracy score : 0.9
escape time :  20.051 s
the number of unit : 405
accuracy score : 0.9
escape time :  19.942 s
the number of unit : 406
accuracy score : 0.898333333333
escape time :  20.101 s
the number of unit : 407
accuracy score : 0.901666666667
escape time :  19.886 s
the number of unit : 408
accuracy score : 0.901666666667
escape time :  20.429 s
the number of unit : 409
accuracy score : 0.896666666667
escape time :  19.799 s
the number of unit : 410
accuracy score : 0.896666666667
escape time :  20.116 s
the number of unit : 411
accuracy score : 0.9
escape time :  19.92 s
the number of unit : 412
accuracy score : 0.898333333333
escape time :  20.459 s
the number of unit : 413
accuracy score : 0.9
escape time :  20.017 s
the number of unit : 414
accuracy score : 0.896666666667
escape time :  20.45 s
the number of unit : 415
accuracy score : 0.9
escape time :  20.15 s
the number of unit : 416
accuracy score : 0.898333333333
escape time :  20.63 s
the number of unit : 417
accuracy score : 0.9
escape time :  20.336 s
the number of unit : 418
accuracy score : 0.905
escape time :  20.721 s
the number of unit : 419
accuracy score : 0.896666666667
escape time :  20.109 s
the number of unit : 420
accuracy score : 0.903333333333
escape time :  20.784 s
the number of unit : 421
accuracy score : 0.901666666667
escape time :  20.755 s
the number of unit : 422
accuracy score : 0.9
escape time :  20.948 s
the number of unit : 423
accuracy score : 0.903333333333
escape time :  20.474 s
the number of unit : 424
accuracy score : 0.9
escape time :  20.954 s
the number of unit : 425
accuracy score : 0.898333333333
escape time :  20.709 s
the number of unit : 426
accuracy score : 0.901666666667
escape time :  20.692 s
the number of unit : 427
accuracy score : 0.901666666667
escape time :  20.447 s
the number of unit : 428
accuracy score : 0.9
escape time :  20.894 s
the number of unit : 429
accuracy score : 0.901666666667
escape time :  20.628 s
the number of unit : 430
accuracy score : 0.9
escape time :  21.106 s
the number of unit : 431
accuracy score : 0.901666666667
escape time :  20.718 s
the number of unit : 432
accuracy score : 0.9
escape time :  21.234 s
the number of unit : 433
accuracy score : 0.9
escape time :  20.806 s
the number of unit : 434
accuracy score : 0.9
escape time :  21.121 s
the number of unit : 435
accuracy score : 0.901666666667
escape time :  20.898 s
the number of unit : 436
accuracy score : 0.901666666667
escape time :  21.308 s
the number of unit : 437
accuracy score : 0.896666666667
escape time :  21.084 s
the number of unit : 438
accuracy score : 0.906666666667
escape time :  21.253 s
the number of unit : 439
accuracy score : 0.898333333333
escape time :  20.869 s
the number of unit : 440
accuracy score : 0.9
escape time :  21.732 s
the number of unit : 441
accuracy score : 0.901666666667
escape time :  21.053 s
the number of unit : 442
accuracy score : 0.903333333333
escape time :  21.255 s
the number of unit : 443
accuracy score : 0.903333333333
escape time :  20.885 s
the number of unit : 444
accuracy score : 0.898333333333
escape time :  21.672 s
the number of unit : 445
accuracy score : 0.9
escape time :  21.07 s
the number of unit : 446
accuracy score : 0.9
escape time :  21.439 s
the number of unit : 447
accuracy score : 0.898333333333
escape time :  21.273 s
the number of unit : 448
accuracy score : 0.903333333333
escape time :  21.713 s
the number of unit : 449
accuracy score : 0.901666666667
escape time :  21.37 s
the number of unit : 450
accuracy score : 0.901666666667
escape time :  21.742 s
the number of unit : 451
accuracy score : 0.901666666667
escape time :  21.261 s
the number of unit : 452
accuracy score : 0.9
escape time :  21.79 s
the number of unit : 453
accuracy score : 0.9
escape time :  21.353 s
the number of unit : 454
accuracy score : 0.9
escape time :  22.411 s
the number of unit : 455
accuracy score : 0.903333333333
escape time :  21.38 s
the number of unit : 456
accuracy score : 0.905
escape time :  22.187 s
the number of unit : 457
accuracy score : 0.9
escape time :  21.499 s
the number of unit : 458
accuracy score : 0.901666666667
escape time :  22.141 s
the number of unit : 459
accuracy score : 0.901666666667
escape time :  21.522 s
the number of unit : 460
accuracy score : 0.9
escape time :  22.267 s
the number of unit : 461
accuracy score : 0.901666666667
escape time :  21.63 s
the number of unit : 462
accuracy score : 0.898333333333
escape time :  22.255 s
the number of unit : 463
accuracy score : 0.898333333333
escape time :  21.552 s
the number of unit : 464
accuracy score : 0.9
escape time :  22.357 s
the number of unit : 465
accuracy score : 0.903333333333
escape time :  22.027 s
the number of unit : 466
accuracy score : 0.9
escape time :  22.326 s
the number of unit : 467
accuracy score : 0.9
escape time :  21.706 s
the number of unit : 468
accuracy score : 0.898333333333
escape time :  22.433 s
the number of unit : 469
accuracy score : 0.903333333333
escape time :  21.859 s
the number of unit : 470
accuracy score : 0.898333333333
escape time :  22.427 s
the number of unit : 471
accuracy score : 0.9
escape time :  21.827 s
the number of unit : 472
accuracy score : 0.9
escape time :  22.469 s
the number of unit : 473
accuracy score : 0.896666666667
escape time :  22.486 s
the number of unit : 474
accuracy score : 0.903333333333
escape time :  22.48 s
the number of unit : 475
accuracy score : 0.9
escape time :  22.091 s
the number of unit : 476
accuracy score : 0.896666666667
escape time :  22.618 s
the number of unit : 477
accuracy score : 0.896666666667
escape time :  22.709 s
the number of unit : 478
accuracy score : 0.903333333333
escape time :  22.803 s
the number of unit : 479
accuracy score : 0.901666666667
escape time :  22.158 s
the number of unit : 480
accuracy score : 0.898333333333
escape time :  22.781 s
the number of unit : 481
accuracy score : 0.9
escape time :  22.292 s
the number of unit : 482
accuracy score : 0.896666666667
escape time :  22.904 s
the number of unit : 483
accuracy score : 0.9
escape time :  22.142 s
the number of unit : 484
accuracy score : 0.9
escape time :  22.893 s
the number of unit : 485
accuracy score : 0.898333333333
escape time :  22.397 s
the number of unit : 486
accuracy score : 0.9
escape time :  23.019 s
the number of unit : 487
accuracy score : 0.898333333333
escape time :  22.446 s
the number of unit : 488
accuracy score : 0.903333333333
escape time :  23.797 s
the number of unit : 489
accuracy score : 0.9
escape time :  22.542 s
the number of unit : 490
accuracy score : 0.901666666667
escape time :  23.118 s
the number of unit : 491
accuracy score : 0.9
escape time :  22.367 s
the number of unit : 492
accuracy score : 0.896666666667
escape time :  23.115 s
the number of unit : 493
accuracy score : 0.9
escape time :  22.695 s
the number of unit : 494
accuracy score : 0.896666666667
escape time :  23.193 s
the number of unit : 495
accuracy score : 0.903333333333
escape time :  22.72 s
the number of unit : 496
accuracy score : 0.9
escape time :  23.095 s
the number of unit : 497
accuracy score : 0.898333333333
escape time :  22.751 s
the number of unit : 498
accuracy score : 0.901666666667
escape time :  23.447 s
the number of unit : 499
accuracy score : 0.906666666667
escape time :  22.733 s
the number of unit : 500
accuracy score : 0.898333333333
escape time :  23.426 s

In [9]:

    

score5 = []
for n in range(1, 501):
    nn = Classifier(
        layers=[
            Layer("Linear", units=n),
            Layer("Softmax")],
        verbose=1,
        learning_rate=0.009,
        n_iter=2,
    )

    t0 = time()
    nn.fit(trainX, trainY)
    preds = nn.predict(testX)
    print "the number of unit : %s" %n
    print "accuracy score : %s" %(accuracy_score(testY, preds))
    print "escape time : ", round(time()-t0, 3), "s"
    score5.append(accuracy_score(testY, preds))


    

    




the number of unit : 1
accuracy score : 0.62
escape time :  2.788 s
the number of unit : 2
accuracy score : 0.878333333333
escape time :  2.544 s
the number of unit : 3
accuracy score : 0.898333333333
escape time :  2.546 s
the number of unit : 4
accuracy score : 0.896666666667
escape time :  2.731 s
the number of unit : 5
accuracy score : 0.905
escape time :  2.581 s
the number of unit : 6
accuracy score : 0.905
escape time :  2.564 s
the number of unit : 7
accuracy score : 0.906666666667
escape time :  2.571 s
the number of unit : 8
accuracy score : 0.906666666667
escape time :  2.657 s
the number of unit : 9
accuracy score : 0.901666666667
escape time :  2.786 s
the number of unit : 10
accuracy score : 0.903333333333
escape time :  2.644 s
the number of unit : 11
accuracy score : 0.905
escape time :  2.711 s
the number of unit : 12
accuracy score : 0.905
escape time :  2.724 s
the number of unit : 13
accuracy score : 0.903333333333
escape time :  2.926 s
the number of unit : 14
accuracy score : 0.906666666667
escape time :  2.767 s
the number of unit : 15
accuracy score : 0.905
escape time :  2.785 s
the number of unit : 16
accuracy score : 0.905
escape time :  2.768 s
the number of unit : 17
accuracy score : 0.901666666667
escape time :  2.767 s
the number of unit : 18
accuracy score : 0.906666666667
escape time :  3.011 s
the number of unit : 19
accuracy score : 0.905
escape time :  2.832 s
the number of unit : 20
accuracy score : 0.905
escape time :  2.983 s
the number of unit : 21
accuracy score : 0.905
escape time :  2.876 s
the number of unit : 22
accuracy score : 0.906666666667
escape time :  2.878 s
the number of unit : 23
accuracy score : 0.905
escape time :  3.049 s
the number of unit : 24
accuracy score : 0.905
escape time :  2.877 s
the number of unit : 25
accuracy score : 0.906666666667
escape time :  2.888 s
the number of unit : 26
accuracy score : 0.906666666667
escape time :  2.886 s
the number of unit : 27
accuracy score : 0.903333333333
escape time :  2.957 s
the number of unit : 28
accuracy score : 0.906666666667
escape time :  2.947 s
the number of unit : 29
accuracy score : 0.903333333333
escape time :  3.222 s
the number of unit : 30
accuracy score : 0.905
escape time :  2.952 s
the number of unit : 31
accuracy score : 0.906666666667
escape time :  2.986 s
the number of unit : 32
accuracy score : 0.903333333333
escape time :  3.012 s
the number of unit : 33
accuracy score : 0.901666666667
escape time :  3.017 s
the number of unit : 34
accuracy score : 0.906666666667
escape time :  3.256 s
the number of unit : 35
accuracy score : 0.905
escape time :  3.061 s
the number of unit : 36
accuracy score : 0.906666666667
escape time :  3.076 s
the number of unit : 37
accuracy score : 0.905
escape time :  3.087 s
the number of unit : 38
accuracy score : 0.905
escape time :  3.076 s
the number of unit : 39
accuracy score : 0.905
escape time :  3.398 s
the number of unit : 40
accuracy score : 0.906666666667
escape time :  3.138 s
the number of unit : 41
accuracy score : 0.903333333333
escape time :  3.152 s
the number of unit : 42
accuracy score : 0.905
escape time :  3.152 s
the number of unit : 43
accuracy score : 0.905
escape time :  3.127 s
the number of unit : 44
accuracy score : 0.905
escape time :  3.421 s
the number of unit : 45
accuracy score : 0.906666666667
escape time :  3.197 s
the number of unit : 46
accuracy score : 0.905
escape time :  3.244 s
the number of unit : 47
accuracy score : 0.906666666667
escape time :  3.214 s
the number of unit : 48
accuracy score : 0.906666666667
escape time :  3.472 s
the number of unit : 49
accuracy score : 0.906666666667
escape time :  3.286 s
the number of unit : 50
accuracy score : 0.906666666667
escape time :  3.269 s
the number of unit : 51
accuracy score : 0.906666666667
escape time :  3.294 s
the number of unit : 52
accuracy score : 0.906666666667
escape time :  3.294 s
the number of unit : 53
accuracy score : 0.906666666667
escape time :  3.521 s
the number of unit : 54
accuracy score : 0.905
escape time :  3.426 s
the number of unit : 55
accuracy score : 0.905
escape time :  3.413 s
the number of unit : 56
accuracy score : 0.906666666667
escape time :  3.351 s
the number of unit : 57
accuracy score : 0.905
escape time :  3.34 s
the number of unit : 58
accuracy score : 0.906666666667
escape time :  3.597 s
the number of unit : 59
accuracy score : 0.905
escape time :  3.431 s
the number of unit : 60
accuracy score : 0.906666666667
escape time :  3.392 s
the number of unit : 61
accuracy score : 0.906666666667
escape time :  3.42 s
the number of unit : 62
accuracy score : 0.906666666667
escape time :  3.45 s
the number of unit : 63
accuracy score : 0.906666666667
escape time :  3.453 s
the number of unit : 64
accuracy score : 0.906666666667
escape time :  3.754 s
the number of unit : 65
accuracy score : 0.908333333333
escape time :  3.484 s
the number of unit : 66
accuracy score : 0.905
escape time :  3.533 s
the number of unit : 67
accuracy score : 0.905
escape time :  3.552 s
the number of unit : 68
accuracy score : 0.906666666667
escape time :  3.567 s
the number of unit : 69
accuracy score : 0.906666666667
escape time :  3.764 s
the number of unit : 70
accuracy score : 0.906666666667
escape time :  3.711 s
the number of unit : 71
accuracy score : 0.901666666667
escape time :  3.634 s
the number of unit : 72
accuracy score : 0.906666666667
escape time :  3.686 s
the number of unit : 73
accuracy score : 0.905
escape time :  3.754 s
the number of unit : 74
accuracy score : 0.905
escape time :  3.872 s
the number of unit : 75
accuracy score : 0.905
escape time :  3.731 s
the number of unit : 76
accuracy score : 0.906666666667
escape time :  3.747 s
the number of unit : 77
accuracy score : 0.905
escape time :  3.694 s
the number of unit : 78
accuracy score : 0.906666666667
escape time :  3.796 s
the number of unit : 79
accuracy score : 0.905
escape time :  3.931 s
the number of unit : 80
accuracy score : 0.906666666667
escape time :  3.787 s
the number of unit : 81
accuracy score : 0.903333333333
escape time :  3.783 s
the number of unit : 82
accuracy score : 0.905
escape time :  3.839 s
the number of unit : 83
accuracy score : 0.901666666667
escape time :  4.048 s
the number of unit : 84
accuracy score : 0.906666666667
escape time :  4.243 s
the number of unit : 85
accuracy score : 0.905
escape time :  4.344 s
the number of unit : 86
accuracy score : 0.908333333333
escape time :  4.298 s
the number of unit : 87
accuracy score : 0.906666666667
escape time :  4.296 s
the number of unit : 88
accuracy score : 0.905
escape time :  4.593 s
the number of unit : 89
accuracy score : 0.905
escape time :  4.336 s
the number of unit : 90
accuracy score : 0.905
escape time :  4.414 s
the number of unit : 91
accuracy score : 0.905
escape time :  4.401 s
the number of unit : 92
accuracy score : 0.906666666667
escape time :  4.4 s
the number of unit : 93
accuracy score : 0.903333333333
escape time :  4.611 s
the number of unit : 94
accuracy score : 0.905
escape time :  4.471 s
the number of unit : 95
accuracy score : 0.906666666667
escape time :  4.496 s
the number of unit : 96
accuracy score : 0.905
escape time :  4.41 s
the number of unit : 97
accuracy score : 0.906666666667
escape time :  4.514 s
the number of unit : 98
accuracy score : 0.905
escape time :  4.454 s
the number of unit : 99
accuracy score : 0.906666666667
escape time :  4.696 s
the number of unit : 100
accuracy score : 0.906666666667
escape time :  4.543 s
the number of unit : 101
accuracy score : 0.905
escape time :  4.601 s
the number of unit : 102
accuracy score : 0.905
escape time :  4.548 s
the number of unit : 103
accuracy score : 0.906666666667
escape time :  4.593 s
the number of unit : 104
accuracy score : 0.906666666667
escape time :  4.777 s
the number of unit : 105
accuracy score : 0.906666666667
escape time :  4.656 s
the number of unit : 106
accuracy score : 0.905
escape time :  4.592 s
the number of unit : 107
accuracy score : 0.906666666667
escape time :  4.605 s
the number of unit : 108
accuracy score : 0.906666666667
escape time :  4.623 s
the number of unit : 109
accuracy score : 0.905
escape time :  4.885 s
the number of unit : 110
accuracy score : 0.906666666667
escape time :  4.738 s
the number of unit : 111
accuracy score : 0.906666666667
escape time :  4.734 s
the number of unit : 112
accuracy score : 0.906666666667
escape time :  4.759 s
the number of unit : 113
accuracy score : 0.905
escape time :  4.776 s
the number of unit : 114
accuracy score : 0.905
escape time :  4.952 s
the number of unit : 115
accuracy score : 0.905
escape time :  4.827 s
the number of unit : 116
accuracy score : 0.905
escape time :  4.831 s
the number of unit : 117
accuracy score : 0.903333333333
escape time :  4.802 s
the number of unit : 118
accuracy score : 0.905
escape time :  5.007 s
the number of unit : 119
accuracy score : 0.906666666667
escape time :  4.876 s
the number of unit : 120
accuracy score : 0.903333333333
escape time :  4.938 s
the number of unit : 121
accuracy score : 0.905
escape time :  4.826 s
the number of unit : 122
accuracy score : 0.906666666667
escape time :  4.935 s
the number of unit : 123
accuracy score : 0.905
escape time :  5.244 s
the number of unit : 124
accuracy score : 0.906666666667
escape time :  4.935 s
the number of unit : 125
accuracy score : 0.905
escape time :  4.928 s
the number of unit : 126
accuracy score : 0.905
escape time :  5.049 s
the number of unit : 127
accuracy score : 0.903333333333
escape time :  4.985 s
the number of unit : 128
accuracy score : 0.905
escape time :  7.561 s
the number of unit : 129
accuracy score : 0.901666666667
escape time :  7.423 s
the number of unit : 130
accuracy score : 0.903333333333
escape time :  7.437 s
the number of unit : 131
accuracy score : 0.906666666667
escape time :  7.334 s
the number of unit : 132
accuracy score : 0.905
escape time :  7.151 s
the number of unit : 133
accuracy score : 0.901666666667
escape time :  7.543 s
the number of unit : 134
accuracy score : 0.905
escape time :  7.703 s
the number of unit : 135
accuracy score : 0.903333333333
escape time :  7.654 s
the number of unit : 136
accuracy score : 0.903333333333
escape time :  7.393 s
the number of unit : 137
accuracy score : 0.906666666667
escape time :  7.586 s
the number of unit : 138
accuracy score : 0.906666666667
escape time :  7.582 s
the number of unit : 139
accuracy score : 0.905
escape time :  7.636 s
the number of unit : 140
accuracy score : 0.905
escape time :  7.708 s
the number of unit : 141
accuracy score : 0.901666666667
escape time :  7.536 s
the number of unit : 142
accuracy score : 0.905
escape time :  7.695 s
the number of unit : 143
accuracy score : 0.905
escape time :  7.565 s
the number of unit : 144
accuracy score : 0.905
escape time :  7.648 s
the number of unit : 145
accuracy score : 0.906666666667
escape time :  7.652 s
the number of unit : 146
accuracy score : 0.905
escape time :  7.49 s
the number of unit : 147
accuracy score : 0.906666666667
escape time :  7.478 s
the number of unit : 148
accuracy score : 0.905
escape time :  7.698 s
the number of unit : 149
accuracy score : 0.905
escape time :  7.751 s
the number of unit : 150
accuracy score : 0.905
escape time :  7.765 s
the number of unit : 151
accuracy score : 0.903333333333
escape time :  7.654 s
the number of unit : 152
accuracy score : 0.906666666667
escape time :  7.945 s
the number of unit : 153
accuracy score : 0.903333333333
escape time :  7.697 s
the number of unit : 154
accuracy score : 0.903333333333
escape time :  7.599 s
the number of unit : 155
accuracy score : 0.906666666667
escape time :  7.673 s
the number of unit : 156
accuracy score : 0.905
escape time :  7.844 s
the number of unit : 157
accuracy score : 0.903333333333
escape time :  7.816 s
the number of unit : 158
accuracy score : 0.903333333333
escape time :  7.708 s
the number of unit : 159
accuracy score : 0.905
escape time :  7.863 s
the number of unit : 160
accuracy score : 0.901666666667
escape time :  7.57 s
the number of unit : 161
accuracy score : 0.906666666667
escape time :  7.804 s
the number of unit : 162
accuracy score : 0.901666666667
escape time :  8.096 s
the number of unit : 163
accuracy score : 0.905
escape time :  8.006 s
the number of unit : 164
accuracy score : 0.906666666667
escape time :  7.95 s
the number of unit : 165
accuracy score : 0.901666666667
escape time :  8.031 s
the number of unit : 166
accuracy score : 0.901666666667
escape time :  7.9 s
the number of unit : 167
accuracy score : 0.906666666667
escape time :  7.577 s
the number of unit : 168
accuracy score : 0.905
escape time :  7.859 s
the number of unit : 169
accuracy score : 0.906666666667
escape time :  7.883 s
the number of unit : 170
accuracy score : 0.905
escape time :  7.784 s
the number of unit : 171
accuracy score : 0.905
escape time :  7.785 s
the number of unit : 172
accuracy score : 0.905
escape time :  7.673 s
the number of unit : 173
accuracy score : 0.905
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the number of unit : 449
accuracy score : 0.901666666667
escape time :  10.571 s
the number of unit : 450
accuracy score : 0.901666666667
escape time :  10.262 s
the number of unit : 451
accuracy score : 0.901666666667
escape time :  10.275 s
the number of unit : 452
accuracy score : 0.901666666667
escape time :  10.066 s
the number of unit : 453
accuracy score : 0.901666666667
escape time :  10.387 s
the number of unit : 454
accuracy score : 0.901666666667
escape time :  10.453 s
the number of unit : 455
accuracy score : 0.901666666667
escape time :  10.411 s
the number of unit : 456
accuracy score : 0.901666666667
escape time :  9.903 s
the number of unit : 457
accuracy score : 0.901666666667
escape time :  10.371 s
the number of unit : 458
accuracy score : 0.903333333333
escape time :  10.159 s
the number of unit : 459
accuracy score : 0.901666666667
escape time :  10.655 s
the number of unit : 460
accuracy score : 0.901666666667
escape time :  10.048 s
the number of unit : 461
accuracy score : 0.901666666667
escape time :  10.544 s
the number of unit : 462
accuracy score : 0.901666666667
escape time :  10.316 s
the number of unit : 463
accuracy score : 0.901666666667
escape time :  10.45 s
the number of unit : 464
accuracy score : 0.901666666667
escape time :  10.377 s
the number of unit : 465
accuracy score : 0.901666666667
escape time :  10.548 s
the number of unit : 466
accuracy score : 0.901666666667
escape time :  10.324 s
the number of unit : 467
accuracy score : 0.903333333333
escape time :  10.392 s
the number of unit : 468
accuracy score : 0.901666666667
escape time :  10.31 s
the number of unit : 469
accuracy score : 0.901666666667
escape time :  10.71 s
the number of unit : 470
accuracy score : 0.901666666667
escape time :  10.471 s
the number of unit : 471
accuracy score : 0.903333333333
escape time :  10.603 s
the number of unit : 472
accuracy score : 0.903333333333
escape time :  10.257 s
the number of unit : 473
accuracy score : 0.901666666667
escape time :  10.839 s
the number of unit : 474
accuracy score : 0.901666666667
escape time :  10.631 s
the number of unit : 475
accuracy score : 0.901666666667
escape time :  10.627 s
the number of unit : 476
accuracy score : 0.903333333333
escape time :  10.509 s
the number of unit : 477
accuracy score : 0.905
escape time :  10.706 s
the number of unit : 478
accuracy score : 0.901666666667
escape time :  10.79 s
the number of unit : 479
accuracy score : 0.901666666667
escape time :  10.763 s
the number of unit : 480
accuracy score : 0.901666666667
escape time :  10.248 s
the number of unit : 481
accuracy score : 0.901666666667
escape time :  10.685 s
the number of unit : 482
accuracy score : 0.903333333333
escape time :  10.473 s
the number of unit : 483
accuracy score : 0.905
escape time :  10.734 s
the number of unit : 484
accuracy score : 0.901666666667
escape time :  10.676 s
the number of unit : 485
accuracy score : 0.901666666667
escape time :  11.077 s
the number of unit : 486
accuracy score : 0.903333333333
escape time :  10.642 s
the number of unit : 487
accuracy score : 0.903333333333
escape time :  11.03 s
the number of unit : 488
accuracy score : 0.901666666667
escape time :  10.714 s
the number of unit : 489
accuracy score : 0.901666666667
escape time :  11.068 s
the number of unit : 490
accuracy score : 0.901666666667
escape time :  10.896 s
the number of unit : 491
accuracy score : 0.903333333333
escape time :  10.91 s
the number of unit : 492
accuracy score : 0.903333333333
escape time :  10.722 s
the number of unit : 493
accuracy score : 0.901666666667
escape time :  10.928 s
the number of unit : 494
accuracy score : 0.901666666667
escape time :  11.036 s
the number of unit : 495
accuracy score : 0.903333333333
escape time :  11.248 s
the number of unit : 496
accuracy score : 0.901666666667
escape time :  10.699 s
the number of unit : 497
accuracy score : 0.901666666667
escape time :  10.954 s
the number of unit : 498
accuracy score : 0.901666666667
escape time :  10.992 s
the number of unit : 499
accuracy score : 0.903333333333
escape time :  11.434 s
the number of unit : 500
accuracy score : 0.903333333333
escape time :  10.668 s

In [10]:

    

score6 = []
for n in range(1, 501):
    nn = Classifier(
        layers=[
            Layer("Softmax", units=n),
            Layer("Softmax")],
        verbose=1,
        learning_rate=0.009,
        n_iter=2,
    )

    t0 = time()
    nn.fit(trainX, trainY)
    preds = nn.predict(testX)
    print "the number of unit : %s" %n
    print "accuracy score : %s" %(accuracy_score(testY, preds))
    print "escape time : ", round(time()-t0, 3), "s"
    score6.append(accuracy_score(testY, preds))


    

    




the number of unit : 1
accuracy score : 0.135
escape time :  2.826 s
the number of unit : 2
accuracy score : 0.26
escape time :  2.617 s
the number of unit : 3
accuracy score : 0.343333333333
escape time :  2.788 s
the number of unit : 4
accuracy score : 0.471666666667
escape time :  2.61 s
the number of unit : 5
accuracy score : 0.451666666667
escape time :  2.625 s
the number of unit : 6
accuracy score : 0.521666666667
escape time :  2.636 s
the number of unit : 7
accuracy score : 0.478333333333
escape time :  2.63 s
the number of unit : 8
accuracy score : 0.48
escape time :  2.895 s
the number of unit : 9
accuracy score : 0.451666666667
escape time :  2.689 s
the number of unit : 10
accuracy score : 0.378333333333
escape time :  2.721 s
the number of unit : 11
accuracy score : 0.55
escape time :  2.757 s
the number of unit : 12
accuracy score : 0.588333333333
escape time :  2.742 s
the number of unit : 13
accuracy score : 0.495
escape time :  3.0 s
the number of unit : 14
accuracy score : 0.651666666667
escape time :  2.823 s
the number of unit : 15
accuracy score : 0.555
escape time :  2.833 s
the number of unit : 16
accuracy score : 0.506666666667
escape time :  2.816 s
the number of unit : 17
accuracy score : 0.426666666667
escape time :  2.799 s
the number of unit : 18
accuracy score : 0.395
escape time :  3.063 s
the number of unit : 19
accuracy score : 0.541666666667
escape time :  2.889 s
the number of unit : 20
accuracy score : 0.428333333333
escape time :  2.861 s
the number of unit : 21
accuracy score : 0.488333333333
escape time :  2.847 s
the number of unit : 22
accuracy score : 0.47
escape time :  3.163 s
the number of unit : 23
accuracy score : 0.475
escape time :  2.931 s
the number of unit : 24
accuracy score : 0.583333333333
escape time :  2.94 s
the number of unit : 25
accuracy score : 0.448333333333
escape time :  2.953 s
the number of unit : 26
accuracy score : 0.355
escape time :  2.999 s
the number of unit : 27
accuracy score : 0.59
escape time :  3.181 s
the number of unit : 28
accuracy score : 0.23
escape time :  3.012 s
the number of unit : 29
accuracy score : 0.446666666667
escape time :  3.099 s
the number of unit : 30
accuracy score : 0.405
escape time :  3.055 s
the number of unit : 31
accuracy score : 0.651666666667
escape time :  3.042 s
the number of unit : 32
accuracy score : 0.626666666667
escape time :  3.286 s
the number of unit : 33
accuracy score : 0.373333333333
escape time :  3.115 s
the number of unit : 34
accuracy score : 0.446666666667
escape time :  3.4 s
the number of unit : 35
accuracy score : 0.345
escape time :  3.153 s
the number of unit : 36
accuracy score : 0.41
escape time :  3.14 s
the number of unit : 37
accuracy score : 0.481666666667
escape time :  3.336 s
the number of unit : 38
accuracy score : 0.401666666667
escape time :  3.227 s
the number of unit : 39
accuracy score : 0.565
escape time :  3.185 s
the number of unit : 40
accuracy score : 0.56
escape time :  3.217 s
the number of unit : 41
accuracy score : 0.376666666667
escape time :  3.424 s
the number of unit : 42
accuracy score : 0.335
escape time :  3.292 s
the number of unit : 43
accuracy score : 0.336666666667
escape time :  3.198 s
the number of unit : 44
accuracy score : 0.476666666667
escape time :  3.253 s
the number of unit : 45
accuracy score : 0.375
escape time :  3.28 s
the number of unit : 46
accuracy score : 0.4
escape time :  3.529 s
the number of unit : 47
accuracy score : 0.303333333333
escape time :  3.319 s
the number of unit : 48
accuracy score : 0.603333333333
escape time :  3.331 s
the number of unit : 49
accuracy score : 0.491666666667
escape time :  3.354 s
the number of unit : 50
accuracy score : 0.381666666667
escape time :  3.375 s
the number of unit : 51
accuracy score : 0.345
escape time :  3.586 s
the number of unit : 52
accuracy score : 0.406666666667
escape time :  3.429 s
the number of unit : 53
accuracy score : 0.545
escape time :  3.367 s
the number of unit : 54
accuracy score : 0.658333333333
escape time :  3.416 s
the number of unit : 55
accuracy score : 0.543333333333
escape time :  3.42 s
the number of unit : 56
accuracy score : 0.446666666667
escape time :  3.671 s
the number of unit : 57
accuracy score : 0.378333333333
escape time :  3.461 s
the number of unit : 58
accuracy score : 0.445
escape time :  3.537 s
the number of unit : 59
accuracy score : 0.235
escape time :  3.472 s
the number of unit : 60
accuracy score : 0.49
escape time :  3.739 s
the number of unit : 61
accuracy score : 0.545
escape time :  3.529 s
the number of unit : 62
accuracy score : 0.475
escape time :  3.516 s
the number of unit : 63
accuracy score : 0.38
escape time :  3.572 s
the number of unit : 64
accuracy score : 0.416666666667
escape time :  3.594 s
the number of unit : 65
accuracy score : 0.443333333333
escape time :  3.773 s
the number of unit : 66
accuracy score : 0.301666666667
escape time :  3.614 s
the number of unit : 67
accuracy score : 0.376666666667
escape time :  3.639 s
the number of unit : 68
accuracy score : 0.498333333333
escape time :  3.644 s
the number of unit : 69
accuracy score : 0.305
escape time :  3.648 s
the number of unit : 70
accuracy score : 0.331666666667
escape time :  3.979 s
the number of unit : 71
accuracy score : 0.456666666667
escape time :  3.755 s
the number of unit : 72
accuracy score : 0.383333333333
escape time :  3.73 s
the number of unit : 73
accuracy score : 0.49
escape time :  3.75 s
the number of unit : 74
accuracy score : 0.306666666667
escape time :  3.707 s
the number of unit : 75
accuracy score : 0.406666666667
escape time :  4.022 s
the number of unit : 76
accuracy score : 0.343333333333
escape time :  3.836 s
the number of unit : 77
accuracy score : 0.466666666667
escape time :  3.821 s
the number of unit : 78
accuracy score : 0.308333333333
escape time :  3.794 s
the number of unit : 79
accuracy score : 0.378333333333
escape time :  3.812 s
the number of unit : 80
accuracy score : 0.45
escape time :  4.026 s
the number of unit : 81
accuracy score : 0.491666666667
escape time :  3.854 s
the number of unit : 82
accuracy score : 0.476666666667
escape time :  3.921 s
the number of unit : 83
accuracy score : 0.378333333333
escape time :  3.951 s
the number of unit : 84
accuracy score : 0.371666666667
escape time :  4.326 s
the number of unit : 85
accuracy score : 0.443333333333
escape time :  4.561 s
the number of unit : 86
accuracy score : 0.375
escape time :  4.387 s
the number of unit : 87
accuracy score : 0.45
escape time :  4.403 s
the number of unit : 88
accuracy score : 0.35
escape time :  4.376 s
the number of unit : 89
accuracy score : 0.406666666667
escape time :  4.632 s
the number of unit : 90
accuracy score : 0.3
escape time :  4.448 s
the number of unit : 91
accuracy score : 0.44
escape time :  4.482 s
the number of unit : 92
accuracy score : 0.371666666667
escape time :  4.504 s
the number of unit : 93
accuracy score : 0.448333333333
escape time :  4.43 s
the number of unit : 94
accuracy score : 0.473333333333
escape time :  4.673 s
the number of unit : 95
accuracy score : 0.403333333333
escape time :  4.554 s
the number of unit : 96
accuracy score : 0.378333333333
escape time :  4.501 s
the number of unit : 97
accuracy score : 0.306666666667
escape time :  4.551 s
the number of unit : 98
accuracy score : 0.443333333333
escape time :  4.812 s
the number of unit : 99
accuracy score : 0.348333333333
escape time :  4.607 s
the number of unit : 100
accuracy score : 0.446666666667
escape time :  4.631 s
the number of unit : 101
accuracy score : 0.345
escape time :  4.612 s
the number of unit : 102
accuracy score : 0.441666666667
escape time :  4.616 s
the number of unit : 103
accuracy score : 0.381666666667
escape time :  4.844 s
the number of unit : 104
accuracy score : 0.341666666667
escape time :  4.725 s
the number of unit : 105
accuracy score : 0.371666666667
escape time :  4.677 s
the number of unit : 106
accuracy score : 0.493333333333
escape time :  4.667 s
the number of unit : 107
accuracy score : 0.381666666667
escape time :  4.759 s
the number of unit : 108
accuracy score : 0.308333333333
escape time :  4.968 s
the number of unit : 109
accuracy score : 0.445
escape time :  4.848 s
the number of unit : 110
accuracy score : 0.233333333333
escape time :  4.853 s
the number of unit : 111
accuracy score : 0.475
escape time :  4.778 s
the number of unit : 112
accuracy score : 0.475
escape time :  5.025 s
the number of unit : 113
accuracy score : 0.493333333333
escape time :  4.805 s
the number of unit : 114
accuracy score : 0.396666666667
escape time :  4.858 s
the number of unit : 115
accuracy score : 0.381666666667
escape time :  4.86 s
the number of unit : 116
accuracy score : 0.451666666667
escape time :  4.936 s
the number of unit : 117
accuracy score : 0.373333333333
escape time :  5.112 s
the number of unit : 118
accuracy score : 0.476666666667
escape time :  4.89 s
the number of unit : 119
accuracy score : 0.345
escape time :  5.008 s
the number of unit : 120
accuracy score : 0.35
escape time :  4.972 s
the number of unit : 121
accuracy score : 0.475
escape time :  4.994 s
the number of unit : 122
accuracy score : 0.475
escape time :  5.206 s
the number of unit : 123
accuracy score : 0.446666666667
escape time :  5.072 s
the number of unit : 124
accuracy score : 0.401666666667
escape time :  5.09 s
the number of unit : 125
accuracy score : 0.448333333333
escape time :  5.023 s
the number of unit : 126
accuracy score : 0.333333333333
escape time :  5.251 s
the number of unit : 127
accuracy score : 0.305
escape time :  5.106 s
the number of unit : 128
accuracy score : 0.303333333333
escape time :  7.433 s
the number of unit : 129
accuracy score : 0.471666666667
escape time :  7.587 s
the number of unit : 130
accuracy score : 0.441666666667
escape time :  7.434 s
the number of unit : 131
accuracy score : 0.336666666667
escape time :  7.729 s
the number of unit : 132
accuracy score : 0.555
escape time :  7.544 s
the number of unit : 133
accuracy score : 0.53
escape time :  7.653 s
the number of unit : 134
accuracy score : 0.443333333333
escape time :  7.719 s
the number of unit : 135
accuracy score : 0.483333333333
escape time :  7.533 s
the number of unit : 136
accuracy score : 0.233333333333
escape time :  7.853 s
the number of unit : 137
accuracy score : 0.395
escape time :  7.496 s
the number of unit : 138
accuracy score : 0.443333333333
escape time :  7.529 s
the number of unit : 139
accuracy score : 0.306666666667
escape time :  7.619 s
the number of unit : 140
accuracy score : 0.39
escape time :  7.832 s
the number of unit : 141
accuracy score : 0.441666666667
escape time :  7.732 s
the number of unit : 142
accuracy score : 0.445
escape time :  7.778 s
the number of unit : 143
accuracy score : 0.448333333333
escape time :  7.578 s
the number of unit : 144
accuracy score : 0.375
escape time :  7.43 s
the number of unit : 145
accuracy score : 0.401666666667
escape time :  7.873 s
the number of unit : 146
accuracy score : 0.353333333333
escape time :  7.632 s
the number of unit : 147
accuracy score : 0.336666666667
escape time :  7.873 s
the number of unit : 148
accuracy score : 0.383333333333
escape time :  7.506 s
the number of unit : 149
accuracy score : 0.38
escape time :  7.513 s
the number of unit : 150
accuracy score : 0.446666666667
escape time :  7.794 s
the number of unit : 151
accuracy score : 0.446666666667
escape time :  7.763 s
the number of unit : 152
accuracy score : 0.376666666667
escape time :  7.733 s
the number of unit : 153
accuracy score : 0.445
escape time :  7.53 s
the number of unit : 154
accuracy score : 0.381666666667
escape time :  7.801 s
the number of unit : 155
accuracy score : 0.443333333333
escape time :  7.926 s
the number of unit : 156
accuracy score : 0.548333333333
escape time :  7.714 s
the number of unit : 157
accuracy score : 0.48
escape time :  7.989 s
the number of unit : 158
accuracy score : 0.373333333333
escape time :  7.765 s
the number of unit : 159
accuracy score : 0.233333333333
escape time :  8.172 s
the number of unit : 160
accuracy score : 0.48
escape time :  7.696 s
the number of unit : 161
accuracy score : 0.376666666667
escape time :  7.774 s
the number of unit : 162
accuracy score : 0.336666666667
escape time :  8.017 s
the number of unit : 163
accuracy score : 0.473333333333
escape time :  7.665 s
the number of unit : 164
accuracy score : 0.473333333333
escape time :  8.239 s
the number of unit : 165
accuracy score : 0.363333333333
escape time :  8.136 s
the number of unit : 166
accuracy score : 0.346666666667
escape time :  7.85 s
the number of unit : 167
accuracy score : 0.375
escape time :  7.967 s
the number of unit : 168
accuracy score : 0.445
escape time :  7.917 s
the number of unit : 169
accuracy score : 0.443333333333
escape time :  8.284 s
the number of unit : 170
accuracy score : 0.333333333333
escape time :  7.975 s
the number of unit : 171
accuracy score : 0.443333333333
escape time :  8.48 s
the number of unit : 172
accuracy score : 0.375
escape time :  7.809 s
the number of unit : 173
accuracy score : 0.446666666667
escape time :  8.454 s
the number of unit : 174
accuracy score : 0.306666666667
escape time :  7.994 s
the number of unit : 175
accuracy score : 0.373333333333
escape time :  8.724 s
the number of unit : 176
accuracy score : 0.45
escape time :  7.623 s
the number of unit : 177
accuracy score : 0.471666666667
escape time :  8.106 s
the number of unit : 178
accuracy score : 0.388333333333
escape time :  8.605 s
the number of unit : 179
accuracy score : 0.486666666667
escape time :  8.547 s
the number of unit : 180
accuracy score : 0.443333333333
escape time :  7.786 s
the number of unit : 181
accuracy score : 0.305
escape time :  8.861 s
the number of unit : 182
accuracy score : 0.371666666667
escape time :  8.155 s
the number of unit : 183
accuracy score : 0.305
escape time :  8.555 s
the number of unit : 184
accuracy score : 0.4
escape time :  8.168 s
the number of unit : 185
accuracy score : 0.305
escape time :  8.871 s
the number of unit : 186
accuracy score : 0.45
escape time :  8.888 s
the number of unit : 187
accuracy score : 0.376666666667
escape time :  9.071 s
the number of unit : 188
accuracy score : 0.216666666667
escape time :  8.795 s
the number of unit : 189
accuracy score : 0.303333333333
escape time :  9.046 s
the number of unit : 190
accuracy score : 0.398333333333
escape time :  8.636 s
the number of unit : 191
accuracy score : 0.416666666667
escape time :  8.81 s
the number of unit : 192
accuracy score : 0.378333333333
escape time :  8.604 s
the number of unit : 193
accuracy score : 0.333333333333
escape time :  9.462 s
the number of unit : 194
accuracy score : 0.378333333333
escape time :  8.776 s
the number of unit : 195
accuracy score : 0.446666666667
escape time :  9.297 s
the number of unit : 196
accuracy score : 0.545
escape time :  8.653 s
the number of unit : 197
accuracy score : 0.365
escape time :  9.382 s
the number of unit : 198
accuracy score : 0.545
escape time :  9.183 s
the number of unit : 199
accuracy score : 0.476666666667
escape time :  9.326 s
the number of unit : 200
accuracy score : 0.33
escape time :  9.126 s
the number of unit : 201
accuracy score : 0.275
escape time :  9.435 s
the number of unit : 202
accuracy score : 0.443333333333
escape time :  9.61 s
the number of unit : 203
accuracy score : 0.376666666667
escape time :  9.494 s
the number of unit : 204
accuracy score : 0.373333333333
escape time :  8.752 s
the number of unit : 205
accuracy score : 0.371666666667
escape time :  9.631 s
the number of unit : 206
accuracy score : 0.306666666667
escape time :  9.558 s
the number of unit : 207
accuracy score : 0.376666666667
escape time :  9.921 s
the number of unit : 208
accuracy score : 0.231666666667
escape time :  9.15 s
the number of unit : 209
accuracy score : 0.401666666667
escape time :  9.413 s
the number of unit : 210
accuracy score : 0.408333333333
escape time :  9.536 s
the number of unit : 211
accuracy score : 0.305
escape time :  9.952 s
the number of unit : 212
accuracy score : 0.328333333333
escape time :  9.397 s
the number of unit : 213
accuracy score : 0.371666666667
escape time :  9.445 s
the number of unit : 214
accuracy score : 0.323333333333
escape time :  9.457 s
the number of unit : 215
accuracy score : 0.233333333333
escape time :  9.668 s
the number of unit : 216
accuracy score : 0.485
escape time :  9.826 s
the number of unit : 217
accuracy score : 0.585
escape time :  9.706 s
the number of unit : 218
accuracy score : 0.3
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the number of unit : 499
accuracy score : 0.375
escape time :  11.58 s
the number of unit : 500
accuracy score : 0.298333333333
escape time :  11.374 s

In [11]:

    

score7 = []
for n in range(1, 501):
    nn = Classifier(
        layers=[
            Layer("Gaussian", units=n),
            Layer("Softmax")],
        verbose=1,
        learning_rate=0.009,
        n_iter=2,
    )

    t0 = time()
    nn.fit(trainX, trainY)
    preds = nn.predict(testX)
    print "the number of unit : %s" %n
    print "accuracy score : %s" %(accuracy_score(testY, preds))
    print "escape time : ", round(time()-t0, 3), "s"
    score7.append(accuracy_score(testY, preds))


    

    




the number of unit : 1
accuracy score : 0.62
escape time :  4.082 s
the number of unit : 2
accuracy score : 0.878333333333
escape time :  2.631 s
the number of unit : 3
accuracy score : 0.898333333333
escape time :  2.591 s
the number of unit : 4
accuracy score : 0.896666666667
escape time :  2.837 s
the number of unit : 5
accuracy score : 0.905
escape time :  2.777 s
the number of unit : 6
accuracy score : 0.905
escape time :  2.631 s
the number of unit : 7
accuracy score : 0.906666666667
escape time :  2.638 s
the number of unit : 8
accuracy score : 0.906666666667
escape time :  2.869 s
the number of unit : 9
accuracy score : 0.901666666667
escape time :  2.698 s
the number of unit : 10
accuracy score : 0.903333333333
escape time :  2.665 s
the number of unit : 11
accuracy score : 0.905
escape time :  2.706 s
the number of unit : 12
accuracy score : 0.905
escape time :  2.766 s
the number of unit : 13
accuracy score : 0.903333333333
escape time :  2.998 s
the number of unit : 14
accuracy score : 0.906666666667
escape time :  2.824 s
the number of unit : 15
accuracy score : 0.905
escape time :  2.847 s
the number of unit : 16
accuracy score : 0.905
escape time :  2.787 s
the number of unit : 17
accuracy score : 0.901666666667
escape time :  3.022 s
the number of unit : 18
accuracy score : 0.906666666667
escape time :  2.884 s
the number of unit : 19
accuracy score : 0.905
escape time :  2.862 s
the number of unit : 20
accuracy score : 0.905
escape time :  2.833 s
the number of unit : 21
accuracy score : 0.905
escape time :  2.853 s
the number of unit : 22
accuracy score : 0.906666666667
escape time :  3.083 s
the number of unit : 23
accuracy score : 0.905
escape time :  2.929 s
the number of unit : 24
accuracy score : 0.905
escape time :  2.938 s
the number of unit : 25
accuracy score : 0.906666666667
escape time :  2.98 s
the number of unit : 26
accuracy score : 0.906666666667
escape time :  2.937 s
the number of unit : 27
accuracy score : 0.903333333333
escape time :  3.207 s
the number of unit : 28
accuracy score : 0.906666666667
escape time :  3.009 s
the number of unit : 29
accuracy score : 0.903333333333
escape time :  3.089 s
the number of unit : 30
accuracy score : 0.905
escape time :  3.059 s
the number of unit : 31
accuracy score : 0.906666666667
escape time :  3.057 s
the number of unit : 32
accuracy score : 0.903333333333
escape time :  3.308 s
the number of unit : 33
accuracy score : 0.901666666667
escape time :  3.127 s
the number of unit : 34
accuracy score : 0.906666666667
escape time :  3.093 s
the number of unit : 35
accuracy score : 0.905
escape time :  3.145 s
the number of unit : 36
accuracy score : 0.906666666667
escape time :  3.138 s
the number of unit : 37
accuracy score : 0.905
escape time :  3.365 s
the number of unit : 38
accuracy score : 0.905
escape time :  3.235 s
the number of unit : 39
accuracy score : 0.905
escape time :  3.204 s
the number of unit : 40
accuracy score : 0.906666666667
escape time :  3.235 s
the number of unit : 41
accuracy score : 0.903333333333
escape time :  3.233 s
the number of unit : 42
accuracy score : 0.905
escape time :  3.432 s
the number of unit : 43
accuracy score : 0.905
escape time :  3.223 s
the number of unit : 44
accuracy score : 0.905
escape time :  3.285 s
the number of unit : 45
accuracy score : 0.906666666667
escape time :  3.293 s
the number of unit : 46
accuracy score : 0.905
escape time :  3.252 s
the number of unit : 47
accuracy score : 0.906666666667
escape time :  3.579 s
the number of unit : 48
accuracy score : 0.906666666667
escape time :  3.347 s
the number of unit : 49
accuracy score : 0.906666666667
escape time :  3.312 s
the number of unit : 50
accuracy score : 0.906666666667
escape time :  3.314 s
the number of unit : 51
accuracy score : 0.906666666667
escape time :  3.367 s
the number of unit : 52
accuracy score : 0.906666666667
escape time :  3.59 s
the number of unit : 53
accuracy score : 0.906666666667
escape time :  3.436 s
the number of unit : 54
accuracy score : 0.905
escape time :  3.468 s
the number of unit : 55
accuracy score : 0.905
escape time :  3.448 s
the number of unit : 56
accuracy score : 0.906666666667
escape time :  3.422 s
the number of unit : 57
accuracy score : 0.905
escape time :  3.678 s
the number of unit : 58
accuracy score : 0.906666666667
escape time :  3.473 s
the number of unit : 59
accuracy score : 0.905
escape time :  3.486 s
the number of unit : 60
accuracy score : 0.906666666667
escape time :  3.495 s
the number of unit : 61
accuracy score : 0.906666666667
escape time :  3.523 s
the number of unit : 62
accuracy score : 0.906666666667
escape time :  3.748 s
the number of unit : 63
accuracy score : 0.906666666667
escape time :  3.603 s
the number of unit : 64
accuracy score : 0.906666666667
escape time :  3.586 s
the number of unit : 65
accuracy score : 0.908333333333
escape time :  3.578 s
the number of unit : 66
accuracy score : 0.905
escape time :  3.591 s
the number of unit : 67
accuracy score : 0.905
escape time :  3.821 s
the number of unit : 68
accuracy score : 0.906666666667
escape time :  3.7 s
the number of unit : 69
accuracy score : 0.906666666667
escape time :  3.689 s
the number of unit : 70
accuracy score : 0.906666666667
escape time :  3.665 s
the number of unit : 71
accuracy score : 0.901666666667
escape time :  3.665 s
the number of unit : 72
accuracy score : 0.906666666667
escape time :  3.943 s
the number of unit : 73
accuracy score : 0.905
escape time :  3.77 s
the number of unit : 74
accuracy score : 0.905
escape time :  3.743 s
the number of unit : 75
accuracy score : 0.905
escape time :  3.764 s
the number of unit : 76
accuracy score : 0.906666666667
escape time :  3.778 s
the number of unit : 77
accuracy score : 0.905
escape time :  4.033 s
the number of unit : 78
accuracy score : 0.906666666667
escape time :  3.887 s
the number of unit : 79
accuracy score : 0.905
escape time :  3.859 s
the number of unit : 80
accuracy score : 0.906666666667
escape time :  3.842 s
the number of unit : 81
accuracy score : 0.903333333333
escape time :  3.909 s
the number of unit : 82
accuracy score : 0.905
escape time :  4.042 s
the number of unit : 83
accuracy score : 0.901666666667
escape time :  3.887 s
the number of unit : 84
accuracy score : 0.906666666667
escape time :  4.336 s
the number of unit : 85
accuracy score : 0.905
escape time :  4.348 s
the number of unit : 86
accuracy score : 0.908333333333
escape time :  4.404 s
the number of unit : 87
accuracy score : 0.906666666667
escape time :  4.613 s
the number of unit : 88
accuracy score : 0.905
escape time :  4.392 s
the number of unit : 89
accuracy score : 0.905
escape time :  4.429 s
the number of unit : 90
accuracy score : 0.905
escape time :  4.438 s
the number of unit : 91
accuracy score : 0.905
escape time :  4.454 s
the number of unit : 92
accuracy score : 0.906666666667
escape time :  4.74 s
the number of unit : 93
accuracy score : 0.903333333333
escape time :  4.486 s
the number of unit : 94
accuracy score : 0.905
escape time :  4.508 s
the number of unit : 95
accuracy score : 0.906666666667
escape time :  4.569 s
the number of unit : 96
accuracy score : 0.905
escape time :  4.55 s
the number of unit : 97
accuracy score : 0.906666666667
escape time :  4.817 s
the number of unit : 98
accuracy score : 0.905
escape time :  4.519 s
the number of unit : 99
accuracy score : 0.906666666667
escape time :  4.612 s
the number of unit : 100
accuracy score : 0.906666666667
escape time :  4.598 s
the number of unit : 101
accuracy score : 0.905
escape time :  4.603 s
the number of unit : 102
accuracy score : 0.905
escape time :  4.85 s
the number of unit : 103
accuracy score : 0.906666666667
escape time :  4.653 s
the number of unit : 104
accuracy score : 0.906666666667
escape time :  4.667 s
the number of unit : 105
accuracy score : 0.906666666667
escape time :  4.647 s
the number of unit : 106
accuracy score : 0.905
escape time :  4.718 s
the number of unit : 107
accuracy score : 0.906666666667
escape time :  4.927 s
the number of unit : 108
accuracy score : 0.906666666667
escape time :  4.762 s
the number of unit : 109
accuracy score : 0.905
escape time :  4.733 s
the number of unit : 110
accuracy score : 0.906666666667
escape time :  4.72 s
the number of unit : 111
accuracy score : 0.906666666667
escape time :  4.735 s
the number of unit : 112
accuracy score : 0.906666666667
escape time :  5.022 s
the number of unit : 113
accuracy score : 0.905
escape time :  4.805 s
the number of unit : 114
accuracy score : 0.905
escape time :  4.852 s
the number of unit : 115
accuracy score : 0.905
escape time :  4.884 s
the number of unit : 116
accuracy score : 0.905
escape time :  4.829 s
the number of unit : 117
accuracy score : 0.903333333333
escape time :  5.088 s
the number of unit : 118
accuracy score : 0.905
escape time :  4.929 s
the number of unit : 119
accuracy score : 0.906666666667
escape time :  4.968 s
the number of unit : 120
accuracy score : 0.903333333333
escape time :  4.901 s
the number of unit : 121
accuracy score : 0.905
escape time :  5.049 s
the number of unit : 122
accuracy score : 0.906666666667
escape time :  5.199 s
the number of unit : 123
accuracy score : 0.905
escape time :  4.964 s
the number of unit : 124
accuracy score : 0.906666666667
escape time :  4.968 s
the number of unit : 125
accuracy score : 0.905
escape time :  4.986 s
the number of unit : 126
accuracy score : 0.905
escape time :  4.962 s
the number of unit : 127
accuracy score : 0.903333333333
escape time :  5.259 s
the number of unit : 128
accuracy score : 0.905
escape time :  7.4 s
the number of unit : 129
accuracy score : 0.901666666667
escape time :  7.489 s
the number of unit : 130
accuracy score : 0.903333333333
escape time :  7.42 s
the number of unit : 131
accuracy score : 0.906666666667
escape time :  7.485 s
the number of unit : 132
accuracy score : 0.905
escape time :  7.629 s
the number of unit : 133
accuracy score : 0.901666666667
escape time :  7.554 s
the number of unit : 134
accuracy score : 0.905
escape time :  7.475 s
the number of unit : 135
accuracy score : 0.903333333333
escape time :  7.642 s
the number of unit : 136
accuracy score : 0.903333333333
escape time :  7.555 s
the number of unit : 137
accuracy score : 0.906666666667
escape time :  7.729 s
the number of unit : 138
accuracy score : 0.906666666667
escape time :  7.385 s
the number of unit : 139
accuracy score : 0.905
escape time :  7.531 s
the number of unit : 140
accuracy score : 0.905
escape time :  7.402 s
the number of unit : 141
accuracy score : 0.901666666667
escape time :  7.69 s
the number of unit : 142
accuracy score : 0.905
escape time :  7.81 s
the number of unit : 143
accuracy score : 0.905
escape time :  7.611 s
the number of unit : 144
accuracy score : 0.905
escape time :  7.481 s
the number of unit : 145
accuracy score : 0.906666666667
escape time :  7.532 s
the number of unit : 146
accuracy score : 0.905
escape time :  7.563 s
the number of unit : 147
accuracy score : 0.906666666667
escape time :  7.83 s
the number of unit : 148
accuracy score : 0.905
escape time :  7.54 s
the number of unit : 149
accuracy score : 0.905
escape time :  7.742 s
the number of unit : 150
accuracy score : 0.905
escape time :  7.597 s
the number of unit : 151
accuracy score : 0.903333333333
escape time :  7.664 s
the number of unit : 152
accuracy score : 0.906666666667
escape time :  7.756 s
the number of unit : 153
accuracy score : 0.903333333333
escape time :  7.785 s
the number of unit : 154
accuracy score : 0.903333333333
escape time :  7.669 s
the number of unit : 155
accuracy score : 0.906666666667
escape time :  7.78 s
the number of unit : 156
accuracy score : 0.905
escape time :  7.491 s
the number of unit : 157
accuracy score : 0.903333333333
escape time :  7.817 s
the number of unit : 158
accuracy score : 0.903333333333
escape time :  7.635 s
the number of unit : 159
accuracy score : 0.905
escape time :  7.534 s
the number of unit : 160
accuracy score : 0.901666666667
escape time :  7.458 s
the number of unit : 161
accuracy score : 0.906666666667
escape time :  7.777 s
the number of unit : 162
accuracy score : 0.901666666667
escape time :  7.869 s
the number of unit : 163
accuracy score : 0.905
escape time :  7.808 s
the number of unit : 164
accuracy score : 0.906666666667
escape time :  7.576 s
the number of unit : 165
accuracy score : 0.901666666667
escape time :  7.623 s
the number of unit : 166
accuracy score : 0.901666666667
escape time :  7.857 s
the number of unit : 167
accuracy score : 0.906666666667
escape time :  8.04 s
the number of unit : 168
accuracy score : 0.905
escape time :  7.78 s
the number of unit : 169
accuracy score : 0.906666666667
escape time :  7.566 s
the number of unit : 170
accuracy score : 0.905
escape time :  7.71 s
the number of unit : 171
accuracy score : 0.905
escape time :  7.74 s
the number of unit : 172
accuracy score : 0.905
escape time :  7.181 s
the number of unit : 173
accuracy score : 0.905
escape time :  8.308 s
the number of unit : 174
accuracy score : 0.901666666667
escape time :  8.043 s
the number of unit : 175
accuracy score : 0.906666666667
escape time :  8.078 s
the number of unit : 176
accuracy score : 0.905
escape time :  7.766 s
the number of unit : 177
accuracy score : 0.903333333333
escape time :  8.323 s
the number of unit : 178
accuracy score : 0.905
escape time :  8.047 s
the number of unit : 179
accuracy score : 0.903333333333
escape time :  7.83 s
the number of unit : 180
accuracy score : 0.903333333333
escape time :  7.897 s
the number of unit : 181
accuracy score : 0.903333333333
escape time :  8.277 s
the number of unit : 182
accuracy score : 0.905
escape time :  8.303 s
the number of unit : 183
accuracy score : 0.903333333333
escape time :  8.377 s
the number of unit : 184
accuracy score : 0.905
escape time :  7.988 s
the number of unit : 185
accuracy score : 0.905
escape time :  7.983 s
the number of unit : 186
accuracy score : 0.905
escape time :  8.283 s
the number of unit : 187
accuracy score : 0.906666666667
escape time :  8.579 s
the number of unit : 188
accuracy score : 0.903333333333
escape time :  7.917 s
the number of unit : 189
accuracy score : 0.905
escape time :  8.485 s
the number of unit : 190
accuracy score : 0.906666666667
escape time :  8.484 s
the number of unit : 191
accuracy score : 0.901666666667
escape time :  8.567 s
the number of unit : 192
accuracy score : 0.903333333333
escape time :  8.135 s
the number of unit : 193
accuracy score : 0.905
escape time :  8.771 s
the number of unit : 194
accuracy score : 0.905
escape time :  8.867 s
the number of unit : 195
accuracy score : 0.905
escape time :  8.733 s
the number of unit : 196
accuracy score : 0.901666666667
escape time :  8.733 s
the number of unit : 197
accuracy score : 0.903333333333
escape time :  8.959 s
the number of unit : 198
accuracy score : 0.901666666667
escape time :  8.93 s
the number of unit : 199
accuracy score : 0.906666666667
escape time :  9.315 s
the number of unit : 200
accuracy score : 0.901666666667
escape time :  8.489 s
the number of unit : 201
accuracy score : 0.905
escape time :  8.912 s
the number of unit : 202
accuracy score : 0.905
escape time :  8.98 s
the number of unit : 203
accuracy score : 0.903333333333
escape time :  9.008 s
the number of unit : 204
accuracy score : 0.901666666667
escape time :  8.985 s
the number of unit : 205
accuracy score : 0.903333333333
escape time :  9.289 s
the number of unit : 206
accuracy score : 0.905
escape time :  8.749 s
the number of unit : 207
accuracy score : 0.901666666667
escape time :  9.719 s
the number of unit : 208
accuracy score : 0.905
escape time :  8.772 s
the number of unit : 209
accuracy score : 0.903333333333
escape time :  9.333 s
the number of unit : 210
accuracy score : 0.901666666667
escape time :  9.404 s
the number of unit : 211
accuracy score : 0.906666666667
escape time :  9.497 s
the number of unit : 212
accuracy score : 0.905
escape time :  8.838 s
the number of unit : 213
accuracy score : 0.903333333333
escape time :  9.662 s
the number of unit : 214
accuracy score : 0.9
escape time :  9.468 s
the number of unit : 215
accuracy score : 0.901666666667
escape time :  9.546 s
the number of unit : 216
accuracy score : 0.906666666667
escape time :  9.137 s
the number of unit : 217
accuracy score : 0.905
escape time :  9.568 s
the number of unit : 218
accuracy score : 0.906666666667
escape time :  9.421 s
the number of unit : 219
accuracy score : 0.905
escape time :  9.709 s
the number of unit : 220
accuracy score : 0.905
escape time :  9.449 s
the number of unit : 221
accuracy score : 0.903333333333
escape time :  9.556 s
the number of unit : 222
accuracy score : 0.901666666667
escape time :  9.812 s
the number of unit : 223
accuracy score : 0.903333333333
escape time :  9.743 s
the number of unit : 224
accuracy score : 0.903333333333
escape time :  9.376 s
the number of unit : 225
accuracy score : 0.905
escape time :  9.683 s
the number of unit : 226
accuracy score : 0.901666666667
escape time :  9.735 s
the number of unit : 227
accuracy score : 0.905
escape time :  10.015 s
the number of unit : 228
accuracy score : 0.905
escape time :  9.712 s
the number of unit : 229
accuracy score : 0.903333333333
escape time :  9.898 s
the number of unit : 230
accuracy score : 0.905
escape time :  9.709 s
the number of unit : 231
accuracy score : 0.901666666667
escape time :  10.014 s
the number of unit : 232
accuracy score : 0.901666666667
escape time :  9.931 s
the number of unit : 233
accuracy score : 0.901666666667
escape time :  10.012 s
the number of unit : 234
accuracy score : 0.901666666667
escape time :  9.863 s
the number of unit : 235
accuracy score : 0.905
escape time :  10.184 s
the number of unit : 236
accuracy score : 0.901666666667
escape time :  9.78 s
the number of unit : 237
accuracy score : 0.903333333333
escape time :  10.337 s
the number of unit : 238
accuracy score : 0.905
escape time :  10.062 s
the number of unit : 239
accuracy score : 0.905
escape time :  10.19 s
the number of unit : 240
accuracy score : 0.901666666667
escape time :  9.811 s
the number of unit : 241
accuracy score : 0.905
escape time :  10.003 s
the number of unit : 242
accuracy score : 0.901666666667
escape time :  10.267 s
the number of unit : 243
accuracy score : 0.903333333333
escape time :  10.136 s
the number of unit : 244
accuracy score : 0.901666666667
escape time :  10.105 s
the number of unit : 245
accuracy score : 0.901666666667
escape time :  10.182 s
the number of unit : 246
accuracy score : 0.903333333333
escape time :  10.2 s
the number of unit : 247
accuracy score : 0.901666666667
escape time :  10.546 s
the number of unit : 248
accuracy score : 0.901666666667
escape time :  9.987 s
the number of unit : 249
accuracy score : 0.903333333333
escape time :  10.206 s
the number of unit : 250
accuracy score : 0.903333333333
escape time :  9.967 s
the number of unit : 251
accuracy score : 0.903333333333
escape time :  10.348 s
the number of unit : 252
accuracy score : 0.903333333333
escape time :  10.364 s
the number of unit : 253
accuracy score : 0.906666666667
escape time :  10.297 s
the number of unit : 254
accuracy score : 0.905
escape time :  10.3 s
the number of unit : 255
accuracy score : 0.903333333333
escape time :  10.924 s
the number of unit : 256
accuracy score : 0.903333333333
escape time :  10.184 s
the number of unit : 257
accuracy score : 0.903333333333
escape time :  11.653 s
the number of unit : 258
accuracy score : 0.901666666667
escape time :  11.622 s
the number of unit : 259
accuracy score : 0.901666666667
escape time :  11.902 s
the number of unit : 260
accuracy score : 0.903333333333
escape time :  11.65 s
the number of unit : 261
accuracy score : 0.903333333333
escape time :  12.027 s
the number of unit : 262
accuracy score : 0.906666666667
escape time :  12.121 s
the number of unit : 263
accuracy score : 0.901666666667
escape time :  11.985 s
the number of unit : 264
accuracy score : 0.901666666667
escape time :  11.978 s
the number of unit : 265
accuracy score : 0.903333333333
escape time :  11.959 s
the number of unit : 266
accuracy score : 0.901666666667
escape time :  12.174 s
the number of unit : 267
accuracy score : 0.905
escape time :  12.151 s
the number of unit : 268
accuracy score : 0.905
escape time :  11.697 s
the number of unit : 269
accuracy score : 0.901666666667
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In [21]:

    

df = pd.DataFrame({'Rectifier' : score1,
                   'Sigmoid' : score2,
                   'Tanh' : score3,
                   'Maxout' : score4,
                   'Linear' : score5,
                   'Softmax' : score6,
                   'Gaussian' : score7}, index=range(1, 501))


    

In [28]:

    

df.head(5)


    

    
Out[28]:






  

    

      

      
Gaussian
      
Linear
      
Maxout
      
Rectifier
      
Sigmoid
      
Softmax
      
Tanh
    
  
  

    

      
1
      
 0.62
      
 0.62
      
 0.60
      
 0.45
      
 0.23
      
 0.14
      
 0.23
    
    

      
2
      
 0.88
      
 0.88
      
 0.89
      
 0.73
      
 0.47
      
 0.26
      
 0.49
    
    

      
3
      
 0.90
      
 0.90
      
 0.89
      
 0.81
      
 0.49
      
 0.34
      
 0.80
    
    

      
4
      
 0.90
      
 0.90
      
 0.91
      
 0.85
      
 0.73
      
 0.47
      
 0.90
    
    

      
5
      
 0.91
      
 0.91
      
 0.90
      
 0.88
      
 0.77
      
 0.45
      
 0.90
    
  

In [37]:

    

df.describe()


    

    
Out[37]:






  

    

      

      
Gaussian
      
Linear
      
Maxout
      
Rectifier
      
Sigmoid
      
Softmax
      
Tanh
    
  
  

    

      
count
      
 500.00
      
 500.00
      
 500.00
      
 500.00
      
 500.00
      
 500.00
      
 500.00
    
    

      
mean
      
   0.90
      
   0.90
      
   0.90
      
   0.90
      
   0.90
      
   0.39
      
   0.90
    
    

      
std
      
   0.01
      
   0.01
      
   0.01
      
   0.02
      
   0.04
      
   0.09
      
   0.04
    
    

      
min
      
   0.62
      
   0.62
      
   0.60
      
   0.45
      
   0.23
      
   0.14
      
   0.23
    
    

      
25%
      
   0.90
      
   0.90
      
   0.90
      
   0.90
      
   0.90
      
   0.34
      
   0.90
    
    

      
50%
      
   0.90
      
   0.90
      
   0.90
      
   0.91
      
   0.90
      
   0.38
      
   0.90
    
    

      
75%
      
   0.91
      
   0.91
      
   0.90
      
   0.91
      
   0.90
      
   0.45
      
   0.90
    
    

      
max
      
   0.91
      
   0.91
      
   0.91
      
   0.92
      
   0.91
      
   0.66
      
   0.91
    
  

In [48]:

    

df[['Rectifier', 'Sigmoid', 'Tanh', 'Maxout']].plot(title='linear activation function', figsize=(8,6))
plt.xlabel('unit')
plt.ylabel('accuracy')


    

    
Out[48]:





<matplotlib.text.Text at 0x10c726f90>






    

In [47]:

    

df[['Linear', 'Softmax', 'Gaussian']].plot(title='nonlinear activation function', figsize=(8,6))
plt.xlabel('unit')
plt.ylabel('accuracy')


    

    
Out[47]:





<matplotlib.text.Text at 0x10c556f10>