-
Notifications
You must be signed in to change notification settings - Fork 1
Expand file tree
/
Copy pathmessage_ADSNY.txt
More file actions
204 lines (204 loc) · 26.3 KB
/
message_ADSNY.txt
File metadata and controls
204 lines (204 loc) · 26.3 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
756/756 [==============================] - 18s 20ms/step - loss: 0.0293 - acc: 0.9908 - fn: 1269.0000 - fp: 2291.0000 - tn: 225160.0000 - tp: 15n: 18.0000 - val_fp: 127.0000 - val_tn: 56737.0000 - val_tp: 80.0000 - val_precision: 0.3865 - val_recall: 0.8163
Epoch 2/100
756/756 [==============================] - 14s 19ms/step - loss: 0.0060 - acc: 0.9985 - fn: 135.0000 - fp: 447.0000 - tn: 227004.0000 - tp: 1590 19.0000 - val_fp: 144.0000 - val_tn: 56720.0000 - val_tp: 79.0000 - val_precision: 0.3543 - val_recall: 0.8061
Epoch 3/100
756/756 [==============================] - 14s 18ms/step - loss: 0.0050 - acc: 0.9988 - fn: 129.0000 - fp: 337.0000 - tn: 227114.0000 - tp: 1590 22.0000 - val_fp: 67.0000 - val_tn: 56797.0000 - val_tp: 76.0000 - val_precision: 0.5315 - val_recall: 0.7755
Epoch 4/100
756/756 [==============================] - 14s 18ms/step - loss: 0.0040 - acc: 0.9990 - fn: 113.0000 - fp: 278.0000 - tn: 227173.0000 - tp: 1590 22.0000 - val_fp: 106.0000 - val_tn: 56758.0000 - val_tp: 76.0000 - val_precision: 0.4176 - val_recall: 0.7755
Epoch 5/100
756/756 [==============================] - 14s 19ms/step - loss: 0.0029 - acc: 0.9993 - fn: 81.0000 - fp: 206.0000 - tn: 227245.0000 - tp: 15910
23.0000 - val_fp: 79.0000 - val_tn: 56785.0000 - val_tp: 75.0000 - val_precision: 0.4870 - val_recall: 0.7653
Epoch 6/100
756/756 [==============================] - 15s 19ms/step - loss: 0.0026 - acc: 0.9994 - fn: 74.0000 - fp: 176.0000 - tn: 227275.0000 - tp: 15911
22.0000 - val_fp: 84.0000 - val_tn: 56780.0000 - val_tp: 76.0000 - val_precision: 0.4750 - val_recall: 0.7755
Epoch 7/100
756/756 [==============================] - 14s 18ms/step - loss: 0.0030 - acc: 0.9992 - fn: 96.0000 - fp: 197.0000 - tn: 227254.0000 - tp: 15909
22.0000 - val_fp: 54.0000 - val_tn: 56810.0000 - val_tp: 76.0000 - val_precision: 0.5846 - val_recall: 0.7755
Epoch 8/100
756/756 [==============================] - 14s 18ms/step - loss: 0.0022 - acc: 0.9995 - fn: 63.0000 - fp: 149.0000 - tn: 227302.0000 - tp: 15912
22.0000 - val_fp: 31.0000 - val_tn: 56833.0000 - val_tp: 76.0000 - val_precision: 0.7103 - val_recall: 0.7755
Epoch 9/100
756/756 [==============================] - 14s 18ms/step - loss: 0.0018 - acc: 0.9995 - fn: 58.0000 - fp: 116.0000 - tn: 227335.0000 - tp: 15913
19.0000 - val_fp: 78.0000 - val_tn: 56786.0000 - val_tp: 79.0000 - val_precision: 0.5032 - val_recall: 0.8061
Epoch 10/100
756/756 [==============================] - 14s 19ms/step - loss: 0.0019 - acc: 0.9995 - fn: 68.0000 - fp: 127.0000 - tn: 227324.0000 - tp: 15912
21.0000 - val_fp: 43.0000 - val_tn: 56821.0000 - val_tp: 77.0000 - val_precision: 0.6417 - val_recall: 0.7857
Epoch 11/100
756/756 [==============================] - 14s 18ms/step - loss: 0.0023 - acc: 0.9994 - fn: 70.0000 - fp: 143.0000 - tn: 227308.0000 - tp: 15911
23.0000 - val_fp: 42.0000 - val_tn: 56822.0000 - val_tp: 75.0000 - val_precision: 0.6410 - val_recall: 0.7653
Epoch 12/100
756/756 [==============================] - 14s 18ms/step - loss: 0.0016 - acc: 0.9996 - fn: 54.0000 - fp: 116.0000 - tn: 227335.0000 - tp: 15913
25.0000 - val_fp: 35.0000 - val_tn: 56829.0000 - val_tp: 73.0000 - val_precision: 0.6759 - val_recall: 0.7449
Epoch 13/100
756/756 [==============================] - 14s 18ms/step - loss: 0.0013 - acc: 0.9997 - fn: 34.0000 - fp: 84.0000 - tn: 227367.0000 - tp: 1591555.0000 - val_fp: 25.0000 - val_tn: 56839.0000 - val_tp: 73.0000 - val_precision: 0.7449 - val_recall: 0.7449
Epoch 14/100
756/756 [==============================] - 14s 18ms/step - loss: 0.0014 - acc: 0.9996 - fn: 45.0000 - fp: 96.0000 - tn: 227355.0000 - tp: 1591441.0000 - val_fp: 36.0000 - val_tn: 56828.0000 - val_tp: 77.0000 - val_precision: 0.6814 - val_recall: 0.7857
Epoch 15/100
756/756 [==============================] - 14s 18ms/step - loss: 0.0015 - acc: 0.9996 - fn: 51.0000 - fp: 105.0000 - tn: 227346.0000 - tp: 15913
23.0000 - val_fp: 35.0000 - val_tn: 56829.0000 - val_tp: 75.0000 - val_precision: 0.6818 - val_recall: 0.7653
Epoch 16/100
756/756 [==============================] - 14s 18ms/step - loss: 0.0012 - acc: 0.9997 - fn: 31.0000 - fp: 77.0000 - tn: 227374.0000 - tp: 1591584.0000 - val_fp: 54.0000 - val_tn: 56810.0000 - val_tp: 74.0000 - val_precision: 0.5781 - val_recall: 0.7551
Epoch 17/100
756/756 [==============================] - 14s 19ms/step - loss: 9.8846e-04 - acc: 0.9997 - fn: 34.0000 - fp: 71.0000 - tn: 227380.0000 - tp: 15n: 21.0000 - val_fp: 42.0000 - val_tn: 56822.0000 - val_tp: 77.0000 - val_precision: 0.6471 - val_recall: 0.7857
Epoch 18/100
756/756 [==============================] - 14s 18ms/step - loss: 0.0013 - acc: 0.9997 - fn: 36.0000 - fp: 81.0000 - tn: 227370.0000 - tp: 1591534.0000 - val_fp: 39.0000 - val_tn: 56825.0000 - val_tp: 74.0000 - val_precision: 0.6549 - val_recall: 0.7551
Epoch 19/100
756/756 [==============================] - 14s 18ms/step - loss: 7.1771e-04 - acc: 0.9998 - fn: 20.0000 - fp: 52.0000 - tn: 227399.0000 - tp: 15n: 23.0000 - val_fp: 31.0000 - val_tn: 56833.0000 - val_tp: 75.0000 - val_precision: 0.7075 - val_recall: 0.7653
Epoch 20/100
756/756 [==============================] - 14s 18ms/step - loss: 0.0014 - acc: 0.9997 - fn: 50.0000 - fp: 84.0000 - tn: 227367.0000 - tp: 1591392.0000 - val_fp: 40.0000 - val_tn: 56824.0000 - val_tp: 76.0000 - val_precision: 0.6552 - val_recall: 0.7755
Epoch 21/100
756/756 [==============================] - 14s 19ms/step - loss: 0.0011 - acc: 0.9998 - fn: 32.0000 - fp: 57.0000 - tn: 227394.0000 - tp: 1591573.0000 - val_fp: 36.0000 - val_tn: 56828.0000 - val_tp: 75.0000 - val_precision: 0.6757 - val_recall: 0.7653
Epoch 22/100
756/756 [==============================] - 14s 19ms/step - loss: 0.0012 - acc: 0.9997 - fn: 36.0000 - fp: 76.0000 - tn: 227375.0000 - tp: 1591531.0000 - val_fp: 50.0000 - val_tn: 56814.0000 - val_tp: 77.0000 - val_precision: 0.6063 - val_recall: 0.7857
Epoch 23/100
756/756 [==============================] - 14s 19ms/step - loss: 0.0010 - acc: 0.9998 - fn: 31.0000 - fp: 60.0000 - tn: 227391.0000 - tp: 1591581.0000 - val_fp: 45.0000 - val_tn: 56819.0000 - val_tp: 77.0000 - val_precision: 0.6311 - val_recall: 0.7857
Epoch 24/100
756/756 [==============================] - 14s 19ms/step - loss: 0.0011 - acc: 0.9998 - fn: 33.0000 - fp: 57.0000 - tn: 227394.0000 - tp: 1591564.0000 - val_fp: 31.0000 - val_tn: 56833.0000 - val_tp: 74.0000 - val_precision: 0.7048 - val_recall: 0.7551
Epoch 25/100
756/756 [==============================] - 15s 20ms/step - loss: 9.1021e-04 - acc: 0.9998 - fn: 31.0000 - fp: 61.0000 - tn: 227390.0000 - tp: 15n: 24.0000 - val_fp: 29.0000 - val_tn: 56835.0000 - val_tp: 74.0000 - val_precision: 0.7184 - val_recall: 0.7551
Epoch 26/100
756/756 [==============================] - 15s 20ms/step - loss: 7.4692e-04 - acc: 0.9998 - fn: 24.0000 - fp: 45.0000 - tn: 227406.0000 - tp: 15n: 23.0000 - val_fp: 34.0000 - val_tn: 56830.0000 - val_tp: 75.0000 - val_precision: 0.6881 - val_recall: 0.7653
Epoch 27/100
756/756 [==============================] - 14s 19ms/step - loss: 8.9047e-04 - acc: 0.9998 - fn: 28.0000 - fp: 58.0000 - tn: 227393.0000 - tp: 15n: 23.0000 - val_fp: 34.0000 - val_tn: 56830.0000 - val_tp: 75.0000 - val_precision: 0.6881 - val_recall: 0.7653
Epoch 28/100
756/756 [==============================] - 14s 19ms/step - loss: 6.5388e-04 - acc: 0.9998 - fn: 22.0000 - fp: 43.0000 - tn: 227408.0000 - tp: 15n: 18.0000 - val_fp: 38.0000 - val_tn: 56826.0000 - val_tp: 80.0000 - val_precision: 0.6780 - val_recall: 0.8163
Epoch 29/100
756/756 [==============================] - 14s 19ms/step - loss: 9.2364e-04 - acc: 0.9998 - fn: 29.0000 - fp: 53.0000 - tn: 227398.0000 - tp: 15n: 21.0000 - val_fp: 37.0000 - val_tn: 56827.0000 - val_tp: 77.0000 - val_precision: 0.6754 - val_recall: 0.7857
Epoch 30/100
756/756 [==============================] - 14s 19ms/step - loss: 7.8319e-04 - acc: 0.9998 - fn: 26.0000 - fp: 47.0000 - tn: 227404.0000 - tp: 15n: 23.0000 - val_fp: 29.0000 - val_tn: 56835.0000 - val_tp: 75.0000 - val_precision: 0.7212 - val_recall: 0.7653
Epoch 31/100
756/756 [==============================] - 14s 19ms/step - loss: 6.5991e-04 - acc: 0.9998 - fn: 24.0000 - fp: 45.0000 - tn: 227406.0000 - tp: 15n: 23.0000 - val_fp: 26.0000 - val_tn: 56838.0000 - val_tp: 75.0000 - val_precision: 0.7426 - val_recall: 0.7653
Epoch 32/100
756/756 [==============================] - 14s 19ms/step - loss: 7.0782e-04 - acc: 0.9998 - fn: 24.0000 - fp: 49.0000 - tn: 227402.0000 - tp: 15n: 22.0000 - val_fp: 33.0000 - val_tn: 56831.0000 - val_tp: 76.0000 - val_precision: 0.6972 - val_recall: 0.7755
Epoch 33/100
756/756 [==============================] - 14s 19ms/step - loss: 6.8425e-04 - acc: 0.9998 - fn: 20.0000 - fp: 43.0000 - tn: 227408.0000 - tp: 15n: 22.0000 - val_fp: 29.0000 - val_tn: 56835.0000 - val_tp: 76.0000 - val_precision: 0.7238 - val_recall: 0.7755
Epoch 34/100
756/756 [==============================] - 14s 19ms/step - loss: 6.5499e-04 - acc: 0.9998 - fn: 27.0000 - fp: 43.0000 - tn: 227408.0000 - tp: 15n: 24.0000 - val_fp: 31.0000 - val_tn: 56833.0000 - val_tp: 74.0000 - val_precision: 0.7048 - val_recall: 0.7551
Epoch 35/100
756/756 [==============================] - 14s 19ms/step - loss: 8.9105e-04 - acc: 0.9998 - fn: 38.0000 - fp: 46.0000 - tn: 227405.0000 - tp: 15n: 23.0000 - val_fp: 32.0000 - val_tn: 56832.0000 - val_tp: 75.0000 - val_precision: 0.7009 - val_recall: 0.7653
Epoch 36/100
756/756 [==============================] - 14s 19ms/step - loss: 6.3467e-04 - acc: 0.9999 - fn: 16.0000 - fp: 41.0000 - tn: 227410.0000 - tp: 15n: 24.0000 - val_fp: 25.0000 - val_tn: 56839.0000 - val_tp: 74.0000 - val_precision: 0.7475 - val_recall: 0.7551
Epoch 37/100
756/756 [==============================] - 14s 19ms/step - loss: 4.9423e-04 - acc: 0.9999 - fn: 16.0000 - fp: 29.0000 - tn: 227422.0000 - tp: 15n: 23.0000 - val_fp: 24.0000 - val_tn: 56840.0000 - val_tp: 75.0000 - val_precision: 0.7576 - val_recall: 0.7653
Epoch 38/100
756/756 [==============================] - 14s 19ms/step - loss: 0.0012 - acc: 0.9998 - fn: 36.0000 - fp: 50.0000 - tn: 227401.0000 - tp: 1591534.0000 - val_fp: 31.0000 - val_tn: 56833.0000 - val_tp: 74.0000 - val_precision: 0.7048 - val_recall: 0.7551
Epoch 39/100
756/756 [==============================] - 14s 19ms/step - loss: 6.9004e-04 - acc: 0.9998 - fn: 18.0000 - fp: 45.0000 - tn: 227406.0000 - tp: 15n: 24.0000 - val_fp: 25.0000 - val_tn: 56839.0000 - val_tp: 74.0000 - val_precision: 0.7475 - val_recall: 0.7551
Epoch 40/100
756/756 [==============================] - 14s 18ms/step - loss: 5.0405e-04 - acc: 0.9999 - fn: 20.0000 - fp: 30.0000 - tn: 227421.0000 - tp: 15n: 21.0000 - val_fp: 30.0000 - val_tn: 56834.0000 - val_tp: 77.0000 - val_precision: 0.7196 - val_recall: 0.7857
Epoch 41/100
756/756 [==============================] - 14s 18ms/step - loss: 6.2617e-04 - acc: 0.9998 - fn: 28.0000 - fp: 36.0000 - tn: 227415.0000 - tp: 15n: 19.0000 - val_fp: 25.0000 - val_tn: 56839.0000 - val_tp: 79.0000 - val_precision: 0.7596 - val_recall: 0.8061
Epoch 42/100
756/756 [==============================] - 14s 18ms/step - loss: 5.0620e-04 - acc: 0.9999 - fn: 16.0000 - fp: 30.0000 - tn: 227421.0000 - tp: 15n: 26.0000 - val_fp: 32.0000 - val_tn: 56832.0000 - val_tp: 72.0000 - val_precision: 0.6923 - val_recall: 0.7347
Epoch 43/100
756/756 [==============================] - 14s 18ms/step - loss: 6.9758e-04 - acc: 0.9999 - fn: 17.0000 - fp: 33.0000 - tn: 227418.0000 - tp: 15n: 24.0000 - val_fp: 27.0000 - val_tn: 56837.0000 - val_tp: 74.0000 - val_precision: 0.7327 - val_recall: 0.7551
Epoch 44/100
756/756 [==============================] - 14s 19ms/step - loss: 5.8587e-04 - acc: 0.9998 - fn: 25.0000 - fp: 36.0000 - tn: 227415.0000 - tp: 15n: 23.0000 - val_fp: 28.0000 - val_tn: 56836.0000 - val_tp: 75.0000 - val_precision: 0.7282 - val_recall: 0.7653
Epoch 45/100
756/756 [==============================] - 14s 19ms/step - loss: 4.4490e-04 - acc: 0.9999 - fn: 14.0000 - fp: 33.0000 - tn: 227418.0000 - tp: 15n: 23.0000 - val_fp: 27.0000 - val_tn: 56837.0000 - val_tp: 75.0000 - val_precision: 0.7353 - val_recall: 0.7653
Epoch 46/100
756/756 [==============================] - 14s 19ms/step - loss: 3.9209e-04 - acc: 0.9999 - fn: 12.0000 - fp: 26.0000 - tn: 227425.0000 - tp: 15n: 24.0000 - val_fp: 25.0000 - val_tn: 56839.0000 - val_tp: 74.0000 - val_precision: 0.7475 - val_recall: 0.7551
Epoch 47/100
756/756 [==============================] - 14s 19ms/step - loss: 4.4843e-04 - acc: 0.9999 - fn: 13.0000 - fp: 28.0000 - tn: 227423.0000 - tp: 15n: 22.0000 - val_fp: 33.0000 - val_tn: 56831.0000 - val_tp: 76.0000 - val_precision: 0.6972 - val_recall: 0.7755
Epoch 48/100
756/756 [==============================] - 14s 19ms/step - loss: 6.9577e-04 - acc: 0.9998 - fn: 27.0000 - fp: 41.0000 - tn: 227410.0000 - tp: 15n: 24.0000 - val_fp: 26.0000 - val_tn: 56838.0000 - val_tp: 74.0000 - val_precision: 0.7400 - val_recall: 0.7551
Epoch 49/100
756/756 [==============================] - 15s 19ms/step - loss: 4.5270e-04 - acc: 0.9999 - fn: 17.0000 - fp: 30.0000 - tn: 227421.0000 - tp: 15n: 23.0000 - val_fp: 38.0000 - val_tn: 56826.0000 - val_tp: 75.0000 - val_precision: 0.6637 - val_recall: 0.7653
Epoch 50/100
756/756 [==============================] - 15s 19ms/step - loss: 6.8694e-04 - acc: 0.9999 - fn: 21.0000 - fp: 35.0000 - tn: 227416.0000 - tp: 15n: 26.0000 - val_fp: 31.0000 - val_tn: 56833.0000 - val_tp: 72.0000 - val_precision: 0.6990 - val_recall: 0.7347
Epoch 51/100
756/756 [==============================] - 15s 20ms/step - loss: 4.8484e-04 - acc: 0.9999 - fn: 12.0000 - fp: 29.0000 - tn: 227422.0000 - tp: 15n: 25.0000 - val_fp: 24.0000 - val_tn: 56840.0000 - val_tp: 73.0000 - val_precision: 0.7526 - val_recall: 0.7449
Epoch 52/100
756/756 [==============================] - 15s 19ms/step - loss: 8.3959e-04 - acc: 0.9998 - fn: 27.0000 - fp: 41.0000 - tn: 227410.0000 - tp: 15n: 20.0000 - val_fp: 35.0000 - val_tn: 56829.0000 - val_tp: 78.0000 - val_precision: 0.6903 - val_recall: 0.7959
Epoch 53/100
756/756 [==============================] - 15s 20ms/step - loss: 5.5790e-04 - acc: 0.9999 - fn: 20.0000 - fp: 30.0000 - tn: 227421.0000 - tp: 15n: 22.0000 - val_fp: 24.0000 - val_tn: 56840.0000 - val_tp: 76.0000 - val_precision: 0.7600 - val_recall: 0.7755
Epoch 54/100
756/756 [==============================] - 14s 19ms/step - loss: 3.9731e-04 - acc: 0.9999 - fn: 12.0000 - fp: 28.0000 - tn: 227423.0000 - tp: 15n: 21.0000 - val_fp: 24.0000 - val_tn: 56840.0000 - val_tp: 77.0000 - val_precision: 0.7624 - val_recall: 0.7857
Epoch 55/100
756/756 [==============================] - 14s 19ms/step - loss: 3.7975e-04 - acc: 0.9999 - fn: 14.0000 - fp: 23.0000 - tn: 227428.0000 - tp: 15n: 24.0000 - val_fp: 31.0000 - val_tn: 56833.0000 - val_tp: 74.0000 - val_precision: 0.7048 - val_recall: 0.7551
Epoch 56/100
756/756 [==============================] - 14s 19ms/step - loss: 4.7736e-04 - acc: 0.9999 - fn: 16.0000 - fp: 24.0000 - tn: 227427.0000 - tp: 15n: 23.0000 - val_fp: 30.0000 - val_tn: 56834.0000 - val_tp: 75.0000 - val_precision: 0.7143 - val_recall: 0.7653
Epoch 57/100
756/756 [==============================] - 14s 19ms/step - loss: 5.3671e-04 - acc: 0.9999 - fn: 16.0000 - fp: 32.0000 - tn: 227419.0000 - tp: 15n: 23.0000 - val_fp: 28.0000 - val_tn: 56836.0000 - val_tp: 75.0000 - val_precision: 0.7282 - val_recall: 0.7653
Epoch 58/100
756/756 [==============================] - 14s 19ms/step - loss: 4.3466e-04 - acc: 0.9999 - fn: 20.0000 - fp: 27.0000 - tn: 227424.0000 - tp: 15n: 24.0000 - val_fp: 31.0000 - val_tn: 56833.0000 - val_tp: 74.0000 - val_precision: 0.7048 - val_recall: 0.7551
Epoch 59/100
756/756 [==============================] - 14s 19ms/step - loss: 3.1388e-04 - acc: 0.9999 - fn: 9.0000 - fp: 23.0000 - tn: 227428.0000 - tp: 159: 22.0000 - val_fp: 31.0000 - val_tn: 56833.0000 - val_tp: 76.0000 - val_precision: 0.7103 - val_recall: 0.7755
Epoch 60/100
756/756 [==============================] - 14s 19ms/step - loss: 4.5043e-04 - acc: 0.9999 - fn: 17.0000 - fp: 24.0000 - tn: 227427.0000 - tp: 15n: 25.0000 - val_fp: 30.0000 - val_tn: 56834.0000 - val_tp: 73.0000 - val_precision: 0.7087 - val_recall: 0.7449
Epoch 61/100
756/756 [==============================] - 14s 19ms/step - loss: 4.2785e-04 - acc: 0.9999 - fn: 19.0000 - fp: 25.0000 - tn: 227426.0000 - tp: 15n: 23.0000 - val_fp: 36.0000 - val_tn: 56828.0000 - val_tp: 75.0000 - val_precision: 0.6757 - val_recall: 0.7653
Epoch 62/100
756/756 [==============================] - 14s 19ms/step - loss: 3.8688e-04 - acc: 0.9999 - fn: 15.0000 - fp: 27.0000 - tn: 227424.0000 - tp: 15n: 26.0000 - val_fp: 27.0000 - val_tn: 56837.0000 - val_tp: 72.0000 - val_precision: 0.7273 - val_recall: 0.7347
Epoch 63/100
756/756 [==============================] - 14s 19ms/step - loss: 4.5615e-04 - acc: 0.9999 - fn: 18.0000 - fp: 25.0000 - tn: 227426.0000 - tp: 15n: 22.0000 - val_fp: 30.0000 - val_tn: 56834.0000 - val_tp: 76.0000 - val_precision: 0.7170 - val_recall: 0.7755
Epoch 64/100
756/756 [==============================] - 14s 18ms/step - loss: 3.9823e-04 - acc: 0.9999 - fn: 15.0000 - fp: 27.0000 - tn: 227424.0000 - tp: 15n: 22.0000 - val_fp: 33.0000 - val_tn: 56831.0000 - val_tp: 76.0000 - val_precision: 0.6972 - val_recall: 0.7755
Epoch 65/100
756/756 [==============================] - 14s 19ms/step - loss: 4.2786e-04 - acc: 0.9999 - fn: 12.0000 - fp: 28.0000 - tn: 227423.0000 - tp: 15n: 24.0000 - val_fp: 21.0000 - val_tn: 56843.0000 - val_tp: 74.0000 - val_precision: 0.7789 - val_recall: 0.7551
Epoch 66/100
756/756 [==============================] - 14s 19ms/step - loss: 3.5917e-04 - acc: 0.9999 - fn: 10.0000 - fp: 18.0000 - tn: 227433.0000 - tp: 15n: 23.0000 - val_fp: 39.0000 - val_tn: 56825.0000 - val_tp: 75.0000 - val_precision: 0.6579 - val_recall: 0.7653
Epoch 67/100
756/756 [==============================] - 14s 18ms/step - loss: 4.1202e-04 - acc: 0.9999 - fn: 13.0000 - fp: 26.0000 - tn: 227425.0000 - tp: 15n: 23.0000 - val_fp: 30.0000 - val_tn: 56834.0000 - val_tp: 75.0000 - val_precision: 0.7143 - val_recall: 0.7653
Epoch 68/100
756/756 [==============================] - 14s 19ms/step - loss: 6.9992e-04 - acc: 0.9998 - fn: 24.0000 - fp: 34.0000 - tn: 227417.0000 - tp: 15n: 22.0000 - val_fp: 31.0000 - val_tn: 56833.0000 - val_tp: 76.0000 - val_precision: 0.7103 - val_recall: 0.7755
Epoch 69/100
756/756 [==============================] - 14s 18ms/step - loss: 5.8418e-04 - acc: 0.9999 - fn: 20.0000 - fp: 37.0000 - tn: 227414.0000 - tp: 15n: 22.0000 - val_fp: 23.0000 - val_tn: 56841.0000 - val_tp: 76.0000 - val_precision: 0.7677 - val_recall: 0.7755
Epoch 70/100
756/756 [==============================] - 14s 18ms/step - loss: 3.4176e-04 - acc: 0.9999 - fn: 9.0000 - fp: 24.0000 - tn: 227427.0000 - tp: 159: 23.0000 - val_fp: 30.0000 - val_tn: 56834.0000 - val_tp: 75.0000 - val_precision: 0.7143 - val_recall: 0.7653
Epoch 71/100
756/756 [==============================] - 14s 18ms/step - loss: 2.3887e-04 - acc: 0.9999 - fn: 6.0000 - fp: 17.0000 - tn: 227434.0000 - tp: 159: 23.0000 - val_fp: 27.0000 - val_tn: 56837.0000 - val_tp: 75.0000 - val_precision: 0.7353 - val_recall: 0.7653
Epoch 72/100
756/756 [==============================] - 14s 18ms/step - loss: 4.1987e-04 - acc: 0.9999 - fn: 15.0000 - fp: 21.0000 - tn: 227430.0000 - tp: 15n: 24.0000 - val_fp: 27.0000 - val_tn: 56837.0000 - val_tp: 74.0000 - val_precision: 0.7327 - val_recall: 0.7551
Epoch 73/100
756/756 [==============================] - 14s 19ms/step - loss: 4.1178e-04 - acc: 0.9999 - fn: 16.0000 - fp: 23.0000 - tn: 227428.0000 - tp: 15n: 24.0000 - val_fp: 24.0000 - val_tn: 56840.0000 - val_tp: 74.0000 - val_precision: 0.7551 - val_recall: 0.7551
Epoch 74/100
756/756 [==============================] - 14s 19ms/step - loss: 5.1489e-04 - acc: 0.9999 - fn: 18.0000 - fp: 31.0000 - tn: 227420.0000 - tp: 15n: 23.0000 - val_fp: 23.0000 - val_tn: 56841.0000 - val_tp: 75.0000 - val_precision: 0.7653 - val_recall: 0.7653
Epoch 75/100
756/756 [==============================] - 14s 19ms/step - loss: 2.8071e-04 - acc: 0.9999 - fn: 7.0000 - fp: 19.0000 - tn: 227432.0000 - tp: 159: 24.0000 - val_fp: 22.0000 - val_tn: 56842.0000 - val_tp: 74.0000 - val_precision: 0.7708 - val_recall: 0.7551
Epoch 76/100
756/756 [==============================] - 14s 19ms/step - loss: 3.0750e-04 - acc: 0.9999 - fn: 7.0000 - fp: 17.0000 - tn: 227434.0000 - tp: 159: 22.0000 - val_fp: 28.0000 - val_tn: 56836.0000 - val_tp: 76.0000 - val_precision: 0.7308 - val_recall: 0.7755
Epoch 77/100
756/756 [==============================] - 14s 19ms/step - loss: 4.8298e-04 - acc: 0.9999 - fn: 18.0000 - fp: 28.0000 - tn: 227423.0000 - tp: 15n: 26.0000 - val_fp: 29.0000 - val_tn: 56835.0000 - val_tp: 72.0000 - val_precision: 0.7129 - val_recall: 0.7347
Epoch 78/100
756/756 [==============================] - 14s 19ms/step - loss: 3.5779e-04 - acc: 0.9999 - fn: 11.0000 - fp: 22.0000 - tn: 227429.0000 - tp: 15n: 23.0000 - val_fp: 31.0000 - val_tn: 56833.0000 - val_tp: 75.0000 - val_precision: 0.7075 - val_recall: 0.7653
Epoch 79/100
756/756 [==============================] - 14s 19ms/step - loss: 4.7892e-04 - acc: 0.9999 - fn: 16.0000 - fp: 22.0000 - tn: 227429.0000 - tp: 15n: 24.0000 - val_fp: 20.0000 - val_tn: 56844.0000 - val_tp: 74.0000 - val_precision: 0.7872 - val_recall: 0.7551
Epoch 80/100
756/756 [==============================] - 14s 19ms/step - loss: 3.0314e-04 - acc: 0.9999 - fn: 7.0000 - fp: 22.0000 - tn: 227429.0000 - tp: 159: 24.0000 - val_fp: 27.0000 - val_tn: 56837.0000 - val_tp: 74.0000 - val_precision: 0.7327 - val_recall: 0.7551
Epoch 81/100
756/756 [==============================] - 14s 19ms/step - loss: 3.0422e-04 - acc: 0.9999 - fn: 11.0000 - fp: 23.0000 - tn: 227428.0000 - tp: 15n: 23.0000 - val_fp: 30.0000 - val_tn: 56834.0000 - val_tp: 75.0000 - val_precision: 0.7143 - val_recall: 0.7653
Epoch 82/100
756/756 [==============================] - 14s 19ms/step - loss: 3.0083e-04 - acc: 0.9999 - fn: 9.0000 - fp: 20.0000 - tn: 227431.0000 - tp: 159: 24.0000 - val_fp: 25.0000 - val_tn: 56839.0000 - val_tp: 74.0000 - val_precision: 0.7475 - val_recall: 0.7551
Epoch 83/100
756/756 [==============================] - 14s 19ms/step - loss: 3.5559e-04 - acc: 0.9999 - fn: 12.0000 - fp: 24.0000 - tn: 227427.0000 - tp: 15n: 24.0000 - val_fp: 28.0000 - val_tn: 56836.0000 - val_tp: 74.0000 - val_precision: 0.7255 - val_recall: 0.7551
Epoch 84/100
756/756 [==============================] - 14s 19ms/step - loss: 4.0693e-04 - acc: 0.9999 - fn: 10.0000 - fp: 20.0000 - tn: 227431.0000 - tp: 15n: 24.0000 - val_fp: 25.0000 - val_tn: 56839.0000 - val_tp: 74.0000 - val_precision: 0.7475 - val_recall: 0.7551
Epoch 85/100
756/756 [==============================] - 14s 19ms/step - loss: 1.6622e-04 - acc: 1.0000 - fn: 6.0000 - fp: 13.0000 - tn: 227438.0000 - tp: 159: 22.0000 - val_fp: 26.0000 - val_tn: 56838.0000 - val_tp: 76.0000 - val_precision: 0.7451 - val_recall: 0.7755
Epoch 86/100
756/756 [==============================] - 14s 19ms/step - loss: 2.6054e-04 - acc: 1.0000 - fn: 3.0000 - fp: 14.0000 - tn: 227437.0000 - tp: 159: 23.0000 - val_fp: 26.0000 - val_tn: 56838.0000 - val_tp: 75.0000 - val_precision: 0.7426 - val_recall: 0.7653
Epoch 87/100
756/756 [==============================] - 14s 19ms/step - loss: 2.5311e-04 - acc: 1.0000 - fn: 6.0000 - fp: 12.0000 - tn: 227439.0000 - tp: 159: 22.0000 - val_fp: 29.0000 - val_tn: 56835.0000 - val_tp: 76.0000 - val_precision: 0.7238 - val_recall: 0.7755
Epoch 88/100
756/756 [==============================] - 14s 19ms/step - loss: 4.6057e-04 - acc: 0.9999 - fn: 12.0000 - fp: 25.0000 - tn: 227426.0000 - tp: 15n: 20.0000 - val_fp: 49.0000 - val_tn: 56815.0000 - val_tp: 78.0000 - val_precision: 0.6142 - val_recall: 0.7959
Epoch 89/100
756/756 [==============================] - 14s 19ms/step - loss: 3.5610e-04 - acc: 0.9999 - fn: 12.0000 - fp: 22.0000 - tn: 227429.0000 - tp: 15n: 20.0000 - val_fp: 28.0000 - val_tn: 56836.0000 - val_tp: 78.0000 - val_precision: 0.7358 - val_recall: 0.7959
Epoch 90/100
756/756 [==============================] - 14s 19ms/step - loss: 2.6133e-04 - acc: 0.9999 - fn: 7.0000 - fp: 17.0000 - tn: 227434.0000 - tp: 159: 23.0000 - val_fp: 25.0000 - val_tn: 56839.0000 - val_tp: 75.0000 - val_precision: 0.7500 - val_recall: 0.7653
Epoch 91/100
756/756 [==============================] - 14s 19ms/step - loss: 3.8020e-04 - acc: 0.9999 - fn: 9.0000 - fp: 18.0000 - tn: 227433.0000 - tp: 159: 21.0000 - val_fp: 42.0000 - val_tn: 56822.0000 - val_tp: 77.0000 - val_precision: 0.6471 - val_recall: 0.7857
Epoch 92/100
756/756 [==============================] - 15s 19ms/step - loss: 2.9982e-04 - acc: 0.9999 - fn: 8.0000 - fp: 20.0000 - tn: 227431.0000 - tp: 159: 24.0000 - val_fp: 28.0000 - val_tn: 56836.0000 - val_tp: 74.0000 - val_precision: 0.7255 - val_recall: 0.7551
Epoch 93/100
756/756 [==============================] - 14s 19ms/step - loss: 5.4238e-04 - acc: 0.9999 - fn: 20.0000 - fp: 26.0000 - tn: 227425.0000 - tp: 159169.0000 - precision: 0.9998 - recall: 0.9999 - val_loss: 0.0265 - val_acc: 0.9990 - val_fn: 24.0000 - val_fp: 32.0000 - val_tn: 56832.0000 - val_tp: 74.0000 - val_precision: 0.6981 - val_recall: 0.7551
Epoch 96/100
756/756 [==============================] - 15s 19ms/step - loss: 1.8592e-04 - acc: 1.0000 - fn: 5.0000 - fp: 14.0000 - tn: 227437.0000 - tp: 159184.0000 - precision: 0.9999 - recall: 1.0000 - val_loss: 0.0272 - val_acc: 0.9990 - val_fn: 24.0000 - val_fp: 33.0000 - val_tn: 56831.0000 - val_tp: 74.0000 - val_precision: 0.6916 - val_recall: 0.7551
Epoch 97/100
756/756 [==============================] - 14s 19ms/step - loss: 3.5099e-04 - acc: 0.9999 - fn: 11.0000 - fp: 16.0000 - tn: 227435.0000 - tp: 159178.0000 - precision: 0.9999 - recall: 0.9999 - val_loss: 0.0276 - val_acc: 0.9992 - val_fn: 21.0000 - val_fp: 22.0000 - val_tn: 56842.0000 - val_tp: 77.0000 - val_precision: 0.7778 - val_recall: 0.7857
Epoch 98/100
756/756 [==============================] - 14s 19ms/step - loss: 4.2941e-04 - acc: 0.9999 - fn: 17.0000 - fp: 25.0000 - tn: 227426.0000 - tp: 159172.0000 - precision: 0.9998 - recall: 0.9999 - val_loss: 0.0278 - val_acc: 0.9991 - val_fn: 25.0000 - val_fp: 25.0000 - val_tn: 56839.0000 - val_tp: 73.0000 - val_precision: 0.7449 - val_recall: 0.7449
Epoch 99/100
756/756 [==============================] - 15s 19ms/step - loss: 2.0407e-04 - acc: 1.0000 - fn: 4.0000 - fp: 12.0000 - tn: 227439.0000 - tp: 159185.0000 - precision: 0.9999 - recall: 1.0000 - val_loss: 0.0294 - val_acc: 0.9991 - val_fn: 24.0000 - val_fp: 30.0000 - val_tn: 56834.0000 - val_tp: 74.0000 - val_precision: 0.7115 - val_recall: 0.7551
Epoch 100/100
756/756 [==============================] - 15s 19ms/step - loss: 1.7314e-04 - acc: 1.0000 - fn: 2.0000 - fp: 11.0000 - tn: 227440.0000 - tp: 159187.0000 - precision: 0.9999 - recall: 1.0000 - val_loss: 0.0289 - val_acc: 0.9992 - val_fn: 24.0000 - val_fp: 24.0000 - val_tn: 56840.0000 - val_tp: 74.0000 - val_precision: 0.7551 - val_recall: 0.7551