I am using the following code to generate loss values
for ims, labels, refdes in valloader:
    i=i+1
    ims=ims.to(config.DEVICE)
    labels=labels.to(config.DEVICE)


    output = rn(ims)
    loss = criterion(output, labels)
    running_loss+=loss.item()
    print("Validation Loss: {}".format(running_loss/i))

However, I get spike in the data… I don’t understand why the spikes when the training is smooth compared to validation.

Actuall data is here


Summary




Epoch
Val Loss
Total Validated
TP
TN
FP
FN




0
70.61%
1422
146
350
835
91


1
76.28%
1422
229
48
1137
8


2
74.19%
1422
220
196
989
17


3
38.06%
1422
1
1185
0
236


4
39.56%
1422
0
1185
0
237


5
55.36%
1422
152
927
258
85


6
51.87%
1422
0
1185
0
237


7
42.83%
1422
21
1172
13
216


8
51.56%
1422
60
1130
55
177


9
38.02%
1422
18
1167
18
219


10
49.79%
1422
129
1025
160
108


11
45.65%
1422
109
1055
130
128


12
39.80%
1422
83
1123
62
154


13
45.15%
1422
163
950
235
74


14
38.97%
1422
40
1139
46
197


15
46.76%
1422
176
970
215
61


16
40.42%
1422
125
1071
114
112


17
48.06%
1422
188
917
268
49


18
49.94%
1422
182
897
288
55


19
47.35%
1422
187
901
284
50


20
35.21%
1422
27
1174
11
210


21
36.38%
1422
87
1103
82
150


22
47.70%
1422
189
887
298
48


23
62.64%
1422
223
640
545
14


24
51.09%
1422
204
812
373
33


25
49.78%
1422
201
837
348
36


26
70.49%
1422
235
494
691
2


27
40.49%
1422
155
1008
177
82


28
44.78%
1422
174
963
222
63


29
60.64%
1422
219
653
532
18


30
35.53%
1422
135
1058
127
102


31
42.12%
1422
12
1184
1
225


32
36.22%
1422
153
1029
156
84


33
40.26%
1422
179
976
209
58


34
36.81%
1422
156
1023
162
81


35
33.13%
1422
66
1128
57
171


36
34.58%
1422
145
1049
136
92


37
38.28%
1422
167
1012
173
70


38
40.11%
1422
173
974
211
64


39
49.71%
1422
213
859
326
24


40
44.03%
1422
202
917
268
35


41
34.99%
1422
163
1033
152
74


42
39.84%
1422
176
967
218
61


43
36.79%
1422
174
1015
170
63


44
46.46%
1422
208
876
309
29


45
49.35%
1422
212
850
335
25


46
34.91%
1422
156
1037
148
81


47
36.72%
1422
166
1022
163
71


48
46.61%
1422
208
886
299
29


49
45.43%
1422
217
905
280
20


50
47.17%
1422
224
871
314
13


51
42.28%
1422
201
940
245
36


52
44.35%
1422
215
915
270
22


53
33.25%
1422
154
1060
125
83


54
50.91%
1422
220
846
339
17


55
56.51%
1422
227
776
409
10


56
37.20%
1422
180
1007
178
57


57
53.82%
1422
228
805
380
9


58
35.47%
1422
165
1021
164
72


59
36.50%
1422
186
1009
176
51


60
35.88%
1422
197
1008
177
40


61
31.97%
1422
75
1126
59
162


62
31.77%
1422
167
1050
135
70


63
66.68%
1422
236
659
526
1


64
46.48%
1422
228
921
264
9


65
34.22%
1422
189
1032
153
48


66
28.44%
1422
187
1066
119
50


67
50.03%
1422
229
827
358
8


68
47.22%
1422
226
860
325
11


69
52.52%
1422
228
829
356
9


70
28.33%
1422
201
1061
124
36


71
51.73%
1422
228
813
372
9


72
40.88%
1422
223
938
247
14


73
32.25%
1422
214
1022
163
23


74
36.46%
1422
221
956
229
16


75
27.52%
1422
213
1053
132
24


76
28.35%
1422
214
1054
131
23


77
39.05%
1422
229
959
226
8


78
28.40%
1422
216
1039
146
21


79
26.10%
1422
212
1068
117
25


80
29.72%
1422
217
1035
150
20


81
40.24%
1422
233
933
252
4


82
23.35%
1422
211
1096
89
26


83
40.18%
1422
229
928
257
8


84
24.07%
1422
205
1088
97
32


85
38.12%
1422
232
938
247
5


86
26.62%
1422
220
1055
130
17


87
52.67%
1422
235
799
386
2


88
28.95%
1422
225
1037
148
12


89
23.79%
1422
223
1075
110
14


90
20.71%
1422
220
1103
82
17


91
27.25%
1422
229
1052
133
8


92
26.84%
1422
228
1053
132
9


93
25.90%
1422
230
1065
120
7


94
13.91%
1422
209
1155
30
28


95
19.16%
1422
217
1109
76
20


96
21.50%
1422
226
1095
90
11


97
38.23%
1422
231
942
243
6


98
24.76%
1422
227
1065
120
10


99
20.55%
1422
226
1094
91
11


100
26.15%
1422
229
1052
133
8


101
18.76%
1422
215
1115
70
22


102
18.52%
1422
220
1103
82
17


103
24.06%
1422
225
1066
119
12


104
16.83%
1422
220
1129
56
17


105
21.57%
1422
226
1089
96
11


106
17.53%
1422
218
1128
57
19


107
21.21%
1422
227
1088
97
10


108
23.84%
1422
225
1063
122
12


109
40.82%
1422
230
890
295
7


110
36.84%
1422
230
937
248
7


111
34.82%
1422
233
979
206
4


112
23.28%
1422
220
1076
109
17


113
13.27%
1422
213
1155
30
24


114
20.42%
1422
216
1086
99
21


115
16.75%
1422
221
1124
61
16


116
13.34%
1422
216
1156
29
21


117
16.09%
1422
227
1123
62
10


118
21.95%
1422
225
1075
110
12


119
19.64%
1422
228
1090
95
9


120
22.97%
1422
228
1079
106
9


121
13.97%
1422
223
1135
50
14


122
33.17%
1422
230
994
191
7


123
12.22%
1422
217
1164
21
20


124
12.19%
1422
222
1149
36
15


125
20.73%
1422
224
1097
88
13


126
28.51%
1422
232
1023
162
5


127
28.35%
1422
229
1010
175
8


128
10.63%
1422
217
1160
25
20


129
26.30%
1422
229
1022
163
8


130
16.03%
1422
225
1120
65
12


131
27.87%
1422
229
1012
173
8


132
13.43%
1422
225
1139
46
12


133
13.77%
1422
223
1139
46
14


134
15.42%
1422
223
1130
55
14


135
12.07%
1422
220
1150
35
17


136
15.04%
1422
224
1124
61
13


137
17.12%
1422
224
1116
69
13


138
22.37%
1422
226
1074
111
11


139
23.12%
1422
228
1070
115
9


140
13.16%
1422
224
1144
41
13


141
19.13%
1422
226
1096
89
11


142
36.91%
1422
235
927
258
2


143
18.49%
1422
227
1103
82
10


144
10.73%
1422
216
1156
29
21


145
16.21%
1422
228
1112
73
9


146
21.33%
1422
229
1080
105
8


147
13.22%
1422
227
1139
46
10


148
11.28%
1422
219
1158
27
18


149
11.07%
1422
212
1165
20
25


150
11.13%
1422
221
1150
35
16


151
16.31%
1422
230
1108
77
7


152
21.39%
1422
230
1078
107
7


153
11.62%
1422
225
1146
39
12


154
10.34%
1422
212
1161
24
25


155
21.85%
1422
233
1070
115
4


156
11.94%
1422
225
1145
40
12


157
18.56%
1422
228
1103
82
9


158
25.29%
1422
234
1029
156
3


159
12.41%
1422
226
1147
38
11


160
13.82%
1422
226
1133
52
11


161
12.15%
1422
229
1140
45
8


162
34.78%
1422
233
971
214
4


163
9.83%
1422
219
1162
23
18


164
13.82%
1422
227
1135
50
10


165
15.33%
1422
229
1119
66
8


166
25.53%
1422
232
1045
140
5


167
12.28%
1422
225
1145
40
12


168
10.37%
1422
217
1168
17
20


169
20.62%
1422
230
1077
108
7


170
9.24%
1422
216
1172
13
21


171
16.09%
1422
230
1112
73
7


172
14.55%
1422
228
1125
60
9


173
40.02%
1422
231
908
277
6


174
9.89%
1422
211
1172
13
26


175
18.09%
1422
232
1098
87
5


176
11.91%
1422
226
1143
42
11


177
38.08%
1422
232
932
253
5


178
19.42%
1422
230
1084
101
7


179
9.61%
1422
220
1164
21
17


180
9.98%
1422
223
1163
22
14


181
10.17%
1422
222
1162
23
15


182
17.47%
1422
233
1097
88
4


183
15.55%
1422
229
1120
65
8


184
16.44%
1422
229
1109
76
8


185
46.11%
1422
235
908
277
2


186
9.32%
1422
221
1171
14
16


187
12.44%
1422
230
1136
49
7


188
14.41%
1422
191
1178
7
46


189
26.24%
1422
234
1034
151
3


190
10.68%
1422
225
1150
35
12


191
26.93%
1422
232
1027
158
5


192
8.50%
1422
216
1175
10
21


193
17.35%
1422
230
1107
78
7


194
9.48%
1422
225
1157
28
12


195
9.94%
1422
215
1165
20
22


196
10.36%
1422
226
1155
30
11


197
12.67%
1422
229
1139
46
8


198
27.04%
1422
231
1037
148
6


199
12.11%
1422
222
1147
38
15


200
26.49%
1422
234
1051
134
3


201
14.07%
1422
225
1137
48
12


202
19.73%
1422
229
1089
96
8


203
9.96%
1422
210
1172
13
27


204
17.61%
1422
230
1104
81
7


205
9.53%
1422
223
1166
19
14


206
20.03%
1422
232
1077
108
5


207
13.50%
1422
226
1136
49
11


208
10.98%
1422
220
1157
28
17


209
10.44%
1422
217
1166
19
20


210
11.81%
1422
225
1143
42
12


211
10.32%
1422
222
1156
29
15


212
11.50%
1422
226
1143
42
11


213
23.79%
1422
231
1064
121
6


214
13.23%
1422
228
1127
58
9


215
15.17%
1422
227
1123
62
10


216
14.30%
1422
226
1118
67
11


217
10.19%
1422
223
1157
28
14


218
12.78%
1422
227
1130
55
10


219
24.99%
1422
232
1056
129
5


220
11.65%
1422
223
1142
43
14


221
10.08%
1422
223
1157
28
14


222
10.21%
1422
222
1165
20
15


223
9.14%
1422
217
1173
12
20


224
11.37%
1422
222
1153
32
15


225
13.51%
1422
226
1137
48
11


226
13.50%
1422
226
1135
50
11


227
12.53%
1422
225
1142
43
12


228
8.95%
1422
223
1171
14
14


229
14.26%
1422
226
1128
57
11


230
10.54%
1422
215
1163
22
22


231
13.05%
1422
226
1135
50
11


232
9.31%
1422
223
1167
18
14


233
12.87%
1422
228
1134
51
9


234
11.18%
1422
225
1151
34
12


235
12.26%
1422
230
1132
53
7


236
15.49%
1422
230
1109
76
7


237
11.72%
1422
227
1147
38
10


238
8.80%
1422
217
1173
12
20


239
14.11%
1422
230
1122
63
7


240
9.49%
1422
224
1162
23
13


241
8.73%
1422
221
1177
8
16


242
12.30%
1422
226
1142
43
11


243
9.10%
1422
219
1171
14
18


244
10.55%
1422
225
1155
30
12


245
13.04%
1422
230
1136
49
7


246
10.07%
1422
225
1156
29
12


247
10.50%
1422
226
1156
29
11


248
8.89%
1422
224
1167
18
13


249
11.88%
1422
227
1140
45
10


250
13.13%
1422
230
1134
51
7


251
17.10%
1422
230
1109
76
7


252
11.42%
1422
227
1144
41
10


253
8.86%
1422
223
1173
12
14


254
9.83%
1422
224
1162
23
13


255
17.37%
1422
229
1103
82
8


256
9.36%
1422
224
1165
20
13


257
8.70%
1422
220
1174
11
17


258
13.58%
1422
229
1134
51
8


259
10.42%
1422
209
1180
5
28


260
10.10%
1422
223
1166
19
14


261
10.06%
1422
227
1160
25
10


262
9.07%
1422
222
1168
17
15


263
11.86%
1422
225
1148
37
12


264
8.97%
1422
222
1171
14
15


265
9.02%
1422
217
1178
7
20


266
11.36%
1422
225
1149
36
12


267
11.48%
1422
225
1148
37
12


268
11.97%
1422
225
1150
35
12


269
9.51%
1422
227
1162
23
10


270
10.81%
1422
228
1152
33
9


271
12.15%
1422
229
1146
39
8


272
10.73%
1422
225
1156
29
12


273
12.44%
1422
227
1142
43
10


274
11.19%
1422
227
1154
31
10


275
9.95%
1422
217
1175
10
20


276
10.02%
1422
224
1165
20
13


277
11.04%
1422
226
1156
29
11


278
14.12%
1422
227
1133
52
10


279
11.77%
1422
226
1149
36
11


280
14.85%
1422
225
1135
50
12


281
12.17%
1422
227
1155
30
10


282
9.89%
1422
223
1169
16
14


283
10.43%
1422
225
1161
24
12


284
11.68%
1422
226
1151
34
11


285
11.17%
1422
225
1155
30
12


286
10.18%
1422
226
1164
21
11


287
11.50%
1422
225
1149
36
12


288
12.89%
1422
228
1141
44
9


289
11.12%
1422
225
1149
36
12


290
10.02%
1422
225
1161
24
12


291
12.27%
1422
227
1146
39
10


292
10.57%
1422
227
1155
30
10


293
12.07%
1422
230
1151
34
7


294
10.28%
1422
225
1160
25
12


295
9.92%
1422
222
1165
20
15


296
10.76%
1422
226
1156
29
11


297
9.66%
1422
212
1179
6
25


298
11.77%
1422
229
1145
40
8


299
9.75%
1422
226
1163
22
11


300
9.82%
1422
226
1159
26
11


301
9.04%
1422
226
1166
19
11


302
13.82%
1422
229
1131
54
8


303
10.13%
1422
224
1158
27
13


304
10.70%
1422
225
1156
29
12


305
12.74%
1422
227
1136
49
10


306
9.73%
1422
222
1167
18
15


307
10.64%
1422
226
1156
29
11


308
10.62%
1422
227
1166
19
10


309
9.39%
1422
220
1172
13
17


310
12.37%
1422
229
1142
43
8


311
12.32%
1422
229
1141
44
8


312
12.49%
1422
231
1140
45
6


313
14.12%
1422
229
1137
48
8


314
11.31%
1422
227
1152
33
10


315
10.02%
1422
223
1168
17
14


316
11.35%
1422
227
1145
40
10


317
14.65%
1422
230
1132
53
7


318
9.57%
1422
224
1169
16
13


319
11.18%
1422
220
1162
23
17


320
9.82%
1422
225
1167
18
12


321
11.13%
1422
227
1152
33
10


322
12.69%
1422
226
1140
45
11


323
10.46%
1422
224
1161
24
13


324
10.63%
1422
226
1158
27
11


325
10.86%
1422
227
1155
30
10


326
10.09%
1422
214
1174
11
23


327
10.97%
1422
225
1158
27
12


328
15.63%
1422
229
1124
61
8


329
9.87%
1422
224
1167
18
13


330
9.72%
1422
224
1166
19
13


331
10.03%
1422
227
1163
22
10


332
9.73%
1422
221
1169
16
16


333
9.56%
1422
222
1171
14
15


334
19.38%
1422
230
1097
88
7


335
9.94%
1422
223
1165
20
14


336
10.66%
1422
226
1161
24
11


337
11.25%
1422
225
1161
24
12


338
10.04%
1422
222
1170
15
15


339
11.14%
1422
229
1157
28
8


340
12.09%
1422
225
1152
33
12


341
11.35%
1422
224
1156
29
13


342
12.86%
1422
228
1139
46
9


343
9.68%
1422
220
1170
15
17


344
14.59%
1422
228
1128
57
9


345
9.90%
1422
223
1170
15
14


346
9.94%
1422
222
1170
15
15


347
12.46%
1422
227
1142
43
10


348
11.17%
1422
227
1157
28
10


349
9.66%
1422
221
1174
11
16


350
10.49%
1422
227
1161
24
10


351
12.72%
1422
227
1143
42
10


352
11.20%
1422
226
1154
31
11


353
9.68%
1422
226
1164
21
11


354
9.16%
1422
223
1176
9
14


355
9.73%
1422
225
1169
16
12


356
10.10%
1422
226
1163
22
11


357
10.32%
1422
223
1168
17
14


358
11.31%
1422
226
1153
32
11


359
15.38%
1422
230
1136
49
7


360
11.60%
1422
225
1153
32
12


361
13.10%
1422
229
1140
45
8


362
10.17%
1422
219
1175
10
18


363
10.70%
1422
222
1165
20
15


364
9.78%
1422
222
1171
14
15


365
9.90%
1422
221
1166
19
16


366
10.13%
1422
228
1163
22
9


367
10.03%
1422
227
1160
25
10


368
10.42%
1422
224
1169
16
13


369
10.83%
1422
226
1160
25
11


370
9.97%
1422
221
1170
15
16


371
10.31%
1422
221
1166
19
16


372
10.58%
1422
227
1162
23
10


373
11.37%
1422
226
1157
28
11


374
11.22%
1422
227
1157
28
10


375
14.40%
1422
229
1132
53
8


376
10.04%
1422
225
1161
24
12


377
9.59%
1422
218
1172
13
19


378
10.20%
1422
224
1167
18
13


379
10.50%
1422
225
1159
26
12


380
10.24%
1422
225
1161
24
12


381
25.94%
1422
232
1073
112
5


382
10.42%
1422
220
1172
13
17


383
10.82%
1422
223
1163
22
14


384
10.31%
1422
225
1168
17
12


385
10.33%
1422
227
1164
21
10


386
10.40%
1422
226
1163
22
11


387
12.63%
1422
228
1146
39
9


388
10.37%
1422
227
1163
22
10


389
13.22%
1422
224
1144
41
13


390
11.09%
1422
227
1156
29
10


391
9.68%
1422
222
1167
18
15


392
10.86%
1422
221
1163
22
16


393
12.01%
1422
227
1152
33
10


394
10.23%
1422
221
1169
16
16


395
10.24%
1422
222
1166
19
15


396
10.87%
1422
225
1165
20
12


397
10.08%
1422
226
1172
13
11


398
11.40%
1422
228
1154
31
9


399
9.68%
1422
224
1167
18
13


400
10.54%
1422
220
1172
13
17


401
9.84%
1422
221
1172
13
16


402
11.38%
1422
227
1157
28
10


403
10.45%
1422
225
1163
22
12


404
10.37%
1422
226
1163
22
11


405
10.10%
1422
225
1170
15
12


406
12.84%
1422
231
1140
45
6


407
16.14%
1422
228
1124
61
9


408
11.57%
1422
215
1172
13
22


409
10.01%
1422
222
1171
14
15


410
11.43%
1422
227
1154
31
10


411
10.58%
1422
227
1167
18
10


412
14.55%
1422
229
1135
50
8


413
11.08%
1422
227
1166
19
10


414
11.68%
1422
229
1152
33
8


415
10.32%
1422
219
1173
12
18


416
11.57%
1422
225
1161
24
12


417
11.06%
1422
224
1166
19
13


418
11.42%
1422
228
1158
27
9


419
10.56%
1422
226
1165
20
11


420
11.19%
1422
222
1166
19
15


421
11.76%
1422
219
1165
20
18


422
10.65%
1422
223
1166
19
14


423
10.74%
1422
225
1167
18
12


424
11.19%
1422
224
1164
21
13


425
10.54%
1422
224
1162
23
13


426
10.05%
1422
221
1172
13
16


427
10.54%
1422
216
1174
11
21


428
10.14%
1422
223
1171
14
14


429
10.19%
1422
220
1177
8
17


430
10.49%
1422
225
1161
24
12


431
10.55%
1422
227
1164
21
10


432
10.62%
1422
225
1161
24
12


433
12.48%
1422
228
1147
38
9


434
10.44%
1422
223
1165
20
14


435
10.21%
1422
220
1172
13
17


436
11.99%
1422
226
1153
32
11


437
11.30%
1422
227
1161
24
10


438
11.59%
1422
227
1157
28
10


439
11.85%
1422
227
1155
30
10


440
10.80%
1422
226
1163
22
11


441
10.44%
1422
219
1171
14
18


442
9.95%
1422
223
1166
19
14


443
13.04%
1422
230
1148
37
7


444
10.06%
1422
225
1168
17
12


445
10.99%
1422
228
1161
24
9


446
12.17%
1422
228
1151
34
9


447
10.70%
1422
227
1162
23
10


448
11.53%
1422
227
1162
23
10


449
10.32%
1422
220
1170
15
17


450
9.89%
1422
226
1172
13
11


451
9.75%
1422
223
1170
15
14


452
11.56%
1422
226
1160
25
11


453
10.15%
1422
223
1168
17
14


454
11.17%
1422
224
1158
27
13


455
11.69%
1422
227
1157
28
10


456
11.14%
1422
228
1160
25
9


457
15.53%
1422
230
1131
54
7


458
12.11%
1422
225
1151
34
12


459
9.98%
1422
228
1166
19
9


460
10.44%
1422
226
1165
20
11


461
10.97%
1422
227
1168
17
10


462
12.99%
1422
229
1147
38
8


463
9.69%
1422
225
1169
16
12


464
10.09%
1422
223
1168
17
14


465
10.41%
1422
225
1163
22
12


466
10.30%
1422
225
1164
21
12


467
10.07%
1422
224
1172
13
13


468
10.58%
1422
227
1165
20
10


469
10.49%
1422
225
1168
17
12


470
17.46%
1422
231
1116
69
6


471
14.22%
1422
228
1141
44
9


472
11.82%
1422
228
1155
30
9


473
10.50%
1422
221
1172
13
16


474
10.67%
1422
226
1166
19
11


475
11.80%
1422
224
1151
34
13


476
10.54%
1422
224
1167
18
13


477
13.60%
1422
220
1157
28
17


478
11.25%
1422
229
1160
25
8


479
11.96%
1422
226
1156
29
11


480
10.69%
1422
224
1167
18
13


481
11.44%
1422
228
1157
28
9


482
10.95%
1422
222
1168
17
15


483
10.44%
1422
226
1171
14
11


484
11.01%
1422
225
1163
22
12


485
12.13%
1422
228
1152
33
9


486
10.56%
1422
223
1170
15
14


487
11.51%
1422
227
1160
25
10


488
11.69%
1422
227
1155
30
10


489
10.78%
1422
225
1161
24
12


490
12.71%
1422
230
1145
40
7


491
11.21%
1422
225
1168
17
12


492
11.14%
1422
224
1166
19
13


493
10.74%
1422
225
1167
18
12


494
10.63%
1422
223
1174
11
14


495
12.30%
1422
226
1158
27
11


496
11.84%
1422
228
1158
27
9


497
10.43%
1422
227
1170
15
10


498
11.15%
1422
225
1164
21
12


499
11.56%
1422
229
1160
25
8


500
11.79%
1422
226
1162
23
11


501
13.95%
1422
230
1148
37
7


502
10.82%
1422
220
1174
11
17


503
10.60%
1422
224
1168
17
13


504
10.59%
1422
226
1160
25
11


505
10.97%
1422
227
1164
21
10


506
11.55%
1422
227
1162
23
10


507
16.73%
1422
228
1119
66
9


508
10.92%
1422
225
1169
16
12


509
10.33%
1422
222
1172
13
15


510
11.34%
1422
225
1159
26
12


511
11.60%
1422
228
1157
28
9


512
11.34%
1422
227
1165
20
10


513
10.71%
1422
224
1168
17
13


514
10.86%
1422
224
1164
21
13


515
11.07%
1422
227
1159
26
10


516
10.40%
1422
221
1170
15
16


517
10.82%
1422
222
1171
14
15


518
11.43%
1422
228
1159
26
9


519
11.17%
1422
227
1159
26
10


520
10.75%
1422
227
1165
20
10


521
10.75%
1422
225
1168
17
12


522
11.50%
1422
220
1169
16
17


523
10.49%
1422
227
1167
18
10


524
11.04%
1422
224
1171
14
13


525
11.50%
1422
226
1159
26
11


526
12.82%
1422
230
1152
33
7


527
11.78%
1422
229
1152
33
8


528
11.23%
1422
228
1161
24
9


529
11.69%
1422
228
1155
30
9


530
10.85%
1422
220
1173
12
17


531
11.14%
1422
219
1170
15
18


532
11.40%
1422
222
1167
18
15


533
12.49%
1422
228
1151
34
9


534
12.36%
1422
227
1164
21
10


535
11.10%
1422
224
1164
21
13


536
10.89%
1422
223
1166
19
14


537
10.98%
1422
219
1177
8
18


538
11.81%
1422
223
1162
23
14


539
10.93%
1422
227
1163
22
10


540
12.14%
1422
227
1155
30
10


541
14.13%
1422
230
1133
52
7


542
11.44%
1422
217
1175
10
20


543
11.02%
1422
225
1165
20
12


544
11.13%
1422
228
1161
24
9


545
11.09%
1422
219
1174
11
18


546
13.03%
1422
231
1150
35
6


547
11.76%
1422
227
1161
24
10


548
11.29%
1422
223
1169
16
14


549
10.59%
1422
226
1169
16
11


550
12.90%
1422
228
1144
41
9


551
12.71%
1422
224
1158
27
13


552
11.92%
1422
227
1161
24
10


553
10.74%
1422
223
1164
21
14


554
11.26%
1422
229
1163
22
8


555
11.03%
1422
226
1164
21
11


556
11.05%
1422
225
1159
26
12


557
10.94%
1422
227
1164
21
10


558
11.31%
1422
224
1160
25
13


559
12.22%
1422
229
1157
28
8


560
12.01%
1422
229
1154
31
8


561
11.48%
1422
223
1169
16
14


562
11.17%
1422
223
1171
14
14


563
10.98%
1422
225
1171
14
12


564
14.41%
1422
229
1141
44
8


565
11.88%
1422
227
1163
22
10


566
15.37%
1422
229
1135
50
8


567
11.94%
1422
229
1158
27
8


568
11.15%
1422
226
1168
17
11


569
11.50%
1422
226
1164
21
11


570
11.28%
1422
228
1163
22
9


571
11.75%
1422
223
1162
23
14


572
10.87%
1422
223
1167
18
14


573
11.71%
1422
227
1162
23
10


574
11.12%
1422
226
1166
19
11


575
12.43%
1422
228
1149
36
9


576
12.16%
1422
225
1163
22
12


577
13.50%
1422
229
1143
42
8


578
11.71%
1422
229
1162
23
8


579
12.20%
1422
229
1153
32
8


580
11.00%
1422
224
1168
17
13


581
10.86%
1422
222
1178
7
15


582
12.36%
1422
228
1159
26
9


583
12.08%
1422
216
1172
13
21


584
11.98%
1422
227
1157
28
10


585
11.28%
1422
223
1169
16
14


586
12.14%
1422
226
1162
23
11


587
12.74%
1422
228
1153
32
9


588
11.79%
1422
221
1167
18
16


589
11.72%
1422
226
1161
24
11


590
11.03%
1422
223
1173
12
14


591
11.24%
1422
227
1160
25
10


592
10.56%
1422
224
1167
18
13


593
11.53%
1422
227
1159
26
10


594
12.68%
1422
230
1150
35
7


595
11.50%
1422
228
1160
25
9


596
14.34%
1422
228
1147
38
9


597
12.22%
1422
228
1157
28
9


598
12.01%
1422
229
1153
32
8


599
11.15%
1422
222
1167
18
15