机器学习

1. 针对KNN回归算法，挑选了3500张无漏定位的面单条码样本，计算全局灰度均值、全局Ostu值作为样本的训练特征，以之前（c++）统计样本面单明暗度特征分布统计，定位面单时的算法（C++）确定的最佳分割阈值作为标签（已验证，可准确定位面单区域）；3000张作为训练样本，500张作为测试样本，统计结果如下表1所示：

从表1可以看出，通过大量样本（这里3000张）的特征训练，KNN非线性回归算法的回归拟合，500张的测试样本，可以实现正确98.5%的最佳分割参数预测；

训练的样本特征(每行数据，依次：均值、Otsu值、标签) ：

data_train.csv

49.986721,50,49.993362
22.744144,50,12.744144
23.480339,63,13.480339
19.528658,67,9.528658
49.695782,66,49.695782
47.97068,121,47.97068
30.33626,46,46
31.363821,124,21.363821
49.199253,55,44.199253
67.91291,80,67.91291
3.480179,56,3.480179
61.894985,117,61.894985
40.77034,53,30.77034
29.452906,81,19.452906
32.415943,90,22.415943
49.115856,54,51.55793
14.86556,97,9.86556
19.837273,24,21.918636
31.575808,90,21.575808
18.947577,82,8.947577
65.569023,63,64.284515
84.249168,86,85.124588
29.814417,92,19.814417
52.253571,61,47.253571
49.888073,104,49.888073
30.34281,71,20.34281
54.459644,111,54.459644
65.068527,75,60.068527
33.064869,73,23.064869
35.948681,78,25.948681
15.407772,58,10.407772
36.020672,98,26.020672
13.026627,63,8.026627
16.917103,74,11.917103
57.818741,102,57.818741
40.501232,98,30.501232
24.79982,28,26.39991
22.658186,80,12.658186
59.422916,107,59.422916
70.124886,73,71.562439
52.889851,98,52.889851
43.477329,46,44.738663
84.229523,89,86.614761
11.513207,42,6.513207
26.186369,118,16.186369
40.460255,126,30.460255
29.452383,82,19.452383
24.566437,26,25.283218
36.533161,81,26.533161
75.478447,85,70.478447
67.351433,74,62.351433
16.507833,72,11.507833
29.376856,76,19.376856
72.638443,129,72.638443
19.35206,65,9.35206
50.96497,115,50.96497
23.994682,69,13.994682
31.321156,78,21.321156
19.962593,85,9.962593
67.027847,64,65.513924
86.122292,88,87.061142
34.651546,103,24.651546
33.316742,81,23.316742
37.488602,86,27.488602
52.87175,101,52.87175
38.738708,73,28.738708
29.812723,118,19.812723
38.927406,89,28.927406
34.914165,76,24.914165
14.958538,58,9.958538
31.794523,89,21.794523
32.961189,83,22.961189
40.842663,42,41.421333
20.824131,85,10.824131
57.391727,101,57.391727
46.646427,85,46.646427
24.523293,27,25.761646
22.374451,79,12.374451
20.007689,22,21.003845
64.212273,68,66.10614
53.901474,61,48.901474
42.274693,89,42.274693
13.362139,57,8.362139
35.467422,74,25.467422
23.909277,57,13.909277
32.099789,85,22.099789
27.274992,115,17.274992
35.880173,94,25.880173
2.040491,52,2.040491
1.894769,60,1.894769
27.228807,95,17.228807
41.63361,126,31.63361
21.086998,24,22.543499
30.682585,66,20.682585
77.147507,136,77.147507
19.447701,23,21.22385
47.428482,90,47.428482
14.516665,56,9.516665
20.283932,73,10.283932
33.507542,80,23.507542
39.494263,44,41.747131
45.131107,127,45.131107
35.060078,102,25.060078
60.630562,63,61.815281
17.914719,52,12.914719
0.154779,16,0.154779
44.94846,106,44.94846
27.450615,72,17.450615
31.143211,44,21.143211
49.160759,101,49.160759
24.84017,27,25.920086
24.993626,33,19.993626
21.466427,25,23.233213
35.872845,79,25.872845
6.732123,84,6.732123
47.624474,54,42.624474
62.920761,68,57.920761
49.411686,93,49.411686
49.669556,102,49.669556
34.348869,110,24.348869
27.490442,65,17.490442
39.051365,125,29.051365
27.368763,77,17.368763
64.100266,85,64.100266
66.328529,71,68.664261
80.114502,76,78.057251
28.729935,31,29.864967
53.352375,123,53.352375
18.091257,118,8.091257
44.582321,83,44.582321
14.60905,110,9.60905
29.536407,72,19.536407
45.398739,128,45.398739
38.417202,82,28.417202
27.440872,32,29.720436
55.817459,103,55.817459
29.679146,34,31.839573
33.967049,77,23.967049
66.037361,120,66.037361
25.354631,74,15.354631
29.082924,88,19.082924
36.38689,99,26.38689
84.080841,87,85.540421
13.32864,22,8.32864
13.911675,28,8.911675
32.668034,36,34.334015
25.61632,74,15.61632
39.841217,109,29.841217
39.686913,126,29.686913
29.743013,66,19.743013
62.014927,60,61.007462
61.552982,107,61.552982
24.513844,31,19.513844
5.304754,111,5.304754
32.467709,66,22.467709
30.754837,86,20.754837
37.436165,98,27.436165
0.148543,1,0.574272
1.00758,6,3.50379
39.521263,69,29.521263
39.676071,88,29.676071
0.002381,6,0
25.298479,94,15.298479
57.315609,63,52.315609
46.169239,134,46.169239
17.878988,52,12.878988
42.928101,128,42.928101
46.1049,110,46.1049
25.994146,55,15.994146
31.092514,125,21.092514
24.016077,31,19.016077
34.320213,120,24.320213
42.597691,96,42.597691
23.318064,25,24.159031
41.13105,54,31.13105
39.475365,93,29.475365
45.592224,87,45.592224
4.306318,33,4.306318
8.661943,17,3.661943
20.821289,72,10.821289
38.843468,86,28.843468
53.229858,92,53.229858
67.483078,68,67.741539
45.797024,55,40.797024
51.268509,103,51.268509
34.962265,86,24.962265
25.583414,33,20.583414
53.479656,124,53.479656
79.257889,82,80.628944
16.322714,51,11.322714
60.966675,78,60.966675
28.923443,34,23.923443
78.311623,74,76.155807
20.044069,73,10.044069
59.247337,60,59.623669
31.941412,39,26.941412
8.581631,114,8.581631
31.17963,37,26.17963
42.871384,108,42.871384
23.36964,30,18.36964
27.694309,114,17.694309
35.871315,57,25.871315
24.399368,75,14.399368
24.619343,29,26.809671
46.027668,63,46.027668
37.098476,44,32.098476
61.497852,66,63.748924
52.608067,115,52.608067
22.278574,24,23.139286
41.958324,103,31.958324
38.74839,94,28.74839
25.947592,30,27.973797
30.044819,34,32.022408
31.960163,58,21.960163
19.346991,24,21.673496
25.26189,33,20.26189
26.066832,74,16.066832
71.419144,134,71.419144
10.007948,52,5.007948
37.534588,42,39.767296
13.001995,68,8.001995
30.796282,85,20.796282
27.463333,112,17.463333
57.881893,105,57.881893
30.5509,55,20.5509
40.444279,89,30.444279
30.091749,92,20.091749
73.096809,70,71.548401
36.584652,90,26.584652
45.492546,49,47.246273
21.239315,64,11.239315
35.78545,121,25.78545
30.930935,70,20.930935
16.131042,49,49
40.918037,101,30.918037
0.038921,15,0.038921
48.351715,98,48.351715
22.344572,31,17.344572
37.989643,95,27.989643
23.905409,25,24.452705
44.586102,94,44.586102
51.046875,56,53.523438
25.641788,31,20.641788
85.627434,87,86.313721
9.368255,17,4.368255
25.649382,70,15.649382
32.904915,124,22.904915
51.195045,124,51.195045
19.40197,71,9.40197
57.2924,63,52.2924
60.730682,78,60.730682
21.920284,80,11.920284
79.712288,75,77.35614
50.464279,100,50.464279
45.031361,56,45.031361
70.833916,64,65.833916
43.963768,86,43.963768
46.961285,115,46.961285
17.343771,54,12.343771
27.774675,65,17.774675
42.092319,97,42.092319
26.835459,71,16.835459
25.39539,75,15.39539
62.362644,64,63.18132
26.311829,31,28.655914
44.442604,62,44.442604
16.220743,51,11.220743
17.07653,30,12.07653
68.944405,65,66.972198
16.85672,21,18.92836
50.54451,57,45.54451
40.705402,101,30.705402
39.519398,99,29.519398
19.60574,30,9.60574
31.136522,33,32.06826
46.162109,104,46.162109
38.756138,124,28.756138
65.249268,107,65.249268
25.32795,87,15.32795
60.988708,59,59.994354
28.14439,32,30.072195
13.421194,69,8.421194
25.385504,88,15.385504
27.528784,112,17.528784
57.71159,107,57.71159
34.127251,56,24.127251
30.031826,92,20.031826
42.175472,112,42.175472
31.522205,122,21.522205
35.706089,39,37.353043
14.08881,58,9.08881
62.713024,119,62.713024
26.915159,33,21.915159
20.932825,27,15.932825
41.004242,102,31.004242
44.204803,101,44.204803
48.719719,54,43.719719
34.139404,90,24.139404
6.814715,44,6.814715
43.956215,98,43.956215
1.410871,13,1.410871
22.129795,35,12.129795
66.257133,74,61.257133
38.959927,79,28.959927
34.717377,101,24.717377
47.322086,99,47.322086
31.612181,118,21.612181
30.988287,84,20.988287
40.855919,54,30.855919
25.429287,64,15.429287
81.325912,90,76.325912
70.063583,66,68.031792
32.40781,36,34.203903
27.573429,73,17.573429
79.92202,75,77.461014
38.222542,76,28.222542
38.465626,52,28.465626
65.893661,73,60.893661
21.294516,82,11.294516
59.476063,61,60.238029
32.593456,39,27.593456
69.62368,69,69.311844
39.678482,121,29.678482
67.009827,67,67.004913
32.812206,120,22.812206
21.824224,83,11.824224
69.679398,68,68.839699
26.640884,31,28.820442
44.328617,62,44.328617
53.572517,60,48.572517
67.042839,74,62.042839
32.608437,43,22.608437
56.435543,58,57.217773
0.117573,18,0.117573
40.211388,101,30.211388
28.670986,71,18.670986
24.207312,86,14.207312
29.820704,31,30.410351
30.333616,118,20.333616
14.834346,79,9.834346
25.3992,28,26.6996
16.922884,58,11.922884
47.141956,95,47.141956
37.321583,41,39.160789
30.031082,85,20.031082
19.518274,27,14.518274
31.521791,37,26.521791
26.273369,29,27.636684
31.552954,122,21.552954
21.157009,65,11.157009
43.241508,85,43.241508
23.96759,29,18.96759
33.415878,99,23.415878
51.267582,93,51.267582
14.181765,59,9.181765
24.22636,118,14.22636
31.456091,40,26.456091
21.909517,29,16.909517
45.999321,124,45.999321
45.818161,102,45.818161
50.413002,55,52.706501
34.864452,87,24.864452
20.100595,57,10.100595
23.917511,68,13.917511
1.374135,13,1.374135
28.721586,83,18.721586
31.229044,33,32.114521
28.795219,35,23.795219
23.089802,106,13.089802
49.476246,99,49.476246
45.95451,95,45.95451
30.505236,36,25.505236
32.395252,36,34.197624
37.286701,121,27.286701
22.043592,51,12.043592
41.925991,92,31.925991
29.848888,34,31.924444
20.9991,66,10.9991
31.206875,33,32.103439
77.839607,73,75.4198
28.956778,70,18.956778
20.869926,81,10.869926
59.96162,71,59.96162
33.085056,79,23.085056
0.157646,22,0.157646
22.071283,69,12.071283
30.828915,35,32.914459
35.702255,77,25.702255
40.799297,119,30.799297
70.014015,65,65.014015
26.442738,114,16.442738
18.457336,67,8.457336
46.613037,78,46.613037
26.347738,31,28.67387
44.469948,62,44.469948
52.615681,59,47.615681
51.862942,122,51.862942
41.88031,81,31.88031
12.885338,20,7.885338
48.50737,133,48.50737
36.085648,110,26.085648
30.245974,74,20.245974
66.201714,75,61.201714
56.347618,108,56.347618
30.246572,33,31.623287
26.748425,117,16.748425
56.823891,61,58.911945
28.08919,31,29.544594
34.660534,36,35.330269
49.739956,99,49.739956
30.610247,87,20.610247
25.022758,76,15.022758
45.50069,50,47.750343
33.574841,72,23.574841
23.890604,27,25.445301
57.845947,72,57.845947
22.261209,118,12.261209
24.087843,116,14.087843
16.923937,26,11.923937
34.138905,75,24.138905
43.745926,88,43.745926
37.146286,56,27.146286
38.134735,85,28.134735
17.133614,68,12.133614
22.049072,71,12.049072
21.195639,62,11.195639
30.016088,51,20.016088
47.821331,59,47.821331
36.044006,80,26.044006
40.903458,105,30.903458
17.865189,74,12.865189
46.672817,94,46.672817
20.34539,27,15.34539
34.871738,82,24.871738
49.701473,58,44.701473
31.267967,73,21.267967
30.32855,31,30.664276
16.669918,21,18.834959
32.093109,128,22.093109
71.459511,122,71.459511
51.925514,102,51.925514
29.949409,35,24.949409
27.049183,35,22.049183
31.161512,89,21.161512
22.643669,54,12.643669
10.923693,64,5.923693
17.73654,49,49
35.424366,58,25.424366
8.598555,46,46
11.670872,62,6.670872
13.449138,61,8.449138
6.076127,38,6.076127
6.825659,37,6.825659
7.261673,41,7.261673
5.792444,37,5.792444
9.743996,48,48
4.179805,27,4.179805
5.941506,35,5.941506
7.84652,41,7.84652
4.481141,32,4.481141
7.922119,45,7.922119
7.926131,47,47
4.14432,22,4.14432
5.885649,34,5.885649
6.568706,37,6.568706
4.790838,30,4.790838
8.273308,40,8.273308
5.785111,33,5.785111
6.8413,36,6.8413
6.03543,40,6.03543
5.464699,32,5.464699
6.255269,39,6.255269
6.110638,33,6.110638
5.472939,34,5.472939
5.8919,35,5.8919
6.291784,38,6.291784
5.437434,32,5.437434
7.530421,40,7.530421
6.202146,33,6.202146
6.685128,41,6.685128
4.768769,32,4.768769
9.929335,49,49
4.157953,17,4.157953
7.834289,47,47
9.277564,47,47
6.994921,41,6.994921
8.126151,47,47
8.868637,46,46
5.832535,34,5.832535
8.576922,51,8.576922
9.393058,54,9.393058
6.975089,38,6.975089
10.047111,57,5.047111
8.146741,51,8.146741
8.028136,47,47
8.45635,51,8.45635
6.624102,40,6.624102
8.674214,50,8.674214
5.667531,36,5.667531
8.063127,48,48
7.48571,43,7.48571
4.749867,33,4.749867
6.960564,41,6.960564
7.361307,39,7.361307
7.908321,44,7.908321
4.896704,30,4.896704
7.079599,47,47
4.69452,30,4.69452
6.310661,40,6.310661
8.418599,44,8.418599
8.320949,46,46
9.351234,48,48
6.932038,42,6.932038
7.171399,40,7.171399
5.788276,35,5.788276
5.606602,34,5.606602
7.629416,45,7.629416
6.397379,38,6.397379
7.405599,44,7.405599
7.83812,46,46
7.661627,43,7.661627
4.983914,33,4.983914
4.440544,34,4.440544
13.336528,61,8.336528
5.926032,37,5.926032
5.124708,36,5.124708
14.262303,57,9.262303
8.769619,42,8.769619
6.164243,38,6.164243
6.99758,38,6.99758
7.36421,42,7.36421
5.830132,37,5.830132
9.792194,49,49
5.731355,35,5.731355
5.030716,34,5.030716
3.952462,30,3.952462
4.188534,28,4.188534
5.956048,35,5.956048
7.800655,41,7.800655
8.582719,53,8.582719
11.878415,67,6.878415
4.306035,34,4.306035
11.277365,66,6.277365
6.62623,37,6.62623
11.182609,54,6.182609
10.539533,54,5.539533
9.532323,53,9.532323
9.754639,51,9.754639
9.814037,55,9.814037
9.195364,53,9.195364
9.146087,52,9.146087
2.724109,14,2.724109
9.29623,58,9.29623
9.278769,49,49
6.566762,41,6.566762
7.774549,46,46
5.948019,36,5.948019
10.188398,57,5.188398
9.124678,53,9.124678
4.728,38,4.728
5.068788,31,5.068788
9.776111,54,9.776111
9.656747,57,9.656747
8.010049,51,8.010049
8.991428,53,8.991428
4.143959,31,4.143959
6.522446,39,6.522446
5.682909,35,5.682909
4.954668,33,4.954668
6.813832,40,6.813832
4.524893,31,4.524893
14.557096,67,9.557096
10.264187,59,5.264187
10.16774,57,5.16774
10.137397,58,5.137397
4.204985,28,4.204985
3.79308,31,3.79308
3.315571,27,3.315571
4.076708,29,4.076708
10.724121,63,5.724121
11.183241,60,6.183241
12.454915,67,7.454915
9.631366,58,9.631366
5.802319,39,5.802319
4.992667,30,4.992667
10.427517,63,5.427517
9.304012,56,9.304012
3.863239,30,3.863239
4.836989,29,4.836989
5.089434,34,5.089434
6.099838,42,6.099838
8.212031,49,49
6.39121,39,6.39121
6.513018,39,6.513018
7.132282,43,7.132282
10.222744,59,5.222744
9.964353,56,9.964353
4.476569,28,4.476569
8.759178,52,8.759178
7.584536,41,7.584536
6.269763,39,6.269763
6.991343,38,6.991343
10.175155,58,5.175155
1.588056,47,47
10.209774,57,5.209774
8.095254,46,46
7.195159,43,7.195159
10.486512,59,5.486512
9.628816,56,9.628816
5.792788,36,5.792788
7.87639,40,7.87639
5.212089,35,5.212089
10.090169,56,5.090169
9.395276,55,9.395276
4.257198,31,4.257198
5.646282,38,5.646282
6.164798,36,6.164798
5.295793,40,5.295793
7.908092,42,7.908092
9.996091,56,9.996091
10.598244,57,5.598244
10.231053,58,5.231053
7.474953,41,7.474953
4.854212,33,4.854212
4.794835,32,4.794835
4.561192,33,4.561192
8.84775,52,8.84775
6.212056,39,6.212056
6.003788,40,6.003788
9.973958,59,9.973958
3.85615,32,3.85615
5.763874,40,5.763874
10.840815,57,5.840815
5.618375,37,5.618375
10.486226,59,5.486226
5.645071,36,5.645071
7.033525,43,7.033525
8.99031,52,8.99031
4.341104,32,4.341104
8.838223,55,8.838223
10.420423,59,5.420423
4.344751,30,4.344751
6.024782,38,6.024782
4.638389,39,4.638389
6.066364,38,6.066364
8.787704,53,8.787704
8.290886,53,8.290886
11.118806,61,6.118806
9.546522,60,9.546522
4.924798,32,4.924798
2.21554,11,0
4.258783,29,4.258783
10.674787,56,5.674787
6.928816,41,6.928816
9.951199,56,9.951199
3.976346,24,3.976346
4.592159,31,4.592159
9.477638,56,9.477638
9.536983,55,9.536983
28.510654,49,49
6.244343,38,6.244343
8.873198,50,8.873198
7.383491,44,7.383491
6.630227,43,6.630227
4.470603,36,4.470603
9.880781,57,9.880781
6.340944,39,6.340944
10.282127,55,5.282127
6.519926,40,6.519926
9.00894,52,9.00894
3.716393,26,3.716393
8.860442,54,8.860442
5.104622,30,5.104622
4.206281,28,4.206281
4.644784,33,4.644784
5.044427,32,5.044427
9.052083,54,9.052083
22.889368,47,47
10.025511,58,5.025511
8.418234,56,8.418234
5.424594,31,5.424594
9.47986,47,47
4.941934,31,4.941934
12.157063,61,7.157063
4.746199,30,4.746199
6.450798,36,6.450798
9.403082,55,9.403082
8.67661,54,8.67661
8.548599,55,8.548599
8.857877,52,8.857877
5.247489,34,5.247489
6.773326,39,6.773326
6.647051,42,6.647051
1.857512,52,1.857512
4.664505,33,4.664505
10.080021,57,5.080021
5.562819,36,5.562819
5.201751,34,5.201751
6.75941,36,6.75941
14.673834,67,9.673834
9.621323,56,9.621323
5.239646,34,5.239646
6.00519,38,6.00519
4.873378,32,4.873378
5.11254,33,5.11254
11.27779,60,6.27779
5.672818,36,5.672818
10.210935,59,5.210935
6.595278,39,6.595278
4.398627,34,4.398627
4.684456,29,4.684456
4.121624,31,4.121624
4.729106,31,4.729106
24.625525,47,47
9.262074,54,9.262074
9.45931,52,9.45931
4.315653,32,4.315653
5.497908,33,5.497908
4.213867,31,4.213867
9.409885,58,9.409885
5.302237,31,5.302237
5.042725,34,5.042725
9.3091,58,9.3091
7.222126,43,7.222126
9.278236,54,9.278236
3.450334,34,3.450334
4.256845,30,4.256845
3.322763,29,3.322763
6.230161,37,6.230161
2.339087,12,0
5.610499,43,5.610499
3.4752,28,3.4752
6.339696,39,6.339696
11.48017,64,6.48017
10.458303,61,5.458303
4.857639,35,4.857639
9.190393,48,48
9.358377,58,9.358377
5.397624,46,46
4.983232,36,4.983232
6.364143,40,6.364143
10.652681,64,5.652681
9.998279,54,9.998279
5.645173,34,5.645173
5.888464,37,5.888464
14.729757,71,9.729757
7.894091,49,49
6.887442,41,6.887442
6.467409,39,6.467409
4.603057,35,4.603057
7.658797,47,47
8.69697,55,8.69697
9.820246,58,9.820246
6.209204,39,6.209204
9.598425,58,9.598425
7.077085,41,7.077085
5.289921,34,5.289921
12.035931,61,7.035931
5.440514,35,5.440514
6.084822,36,6.084822
7.194065,43,7.194065
6.340672,36,6.340672
10.903513,62,5.903513
3.666926,27,3.666926
5.528637,36,5.528637
8.964223,56,8.964223
5.536832,34,5.536832
8.018124,46,46
8.95799,53,8.95799
10.496618,61,5.496618
8.640842,49,49
11.209859,61,6.209859
8.611072,53,8.611072
6.475752,40,6.475752
11.115247,61,6.115247
9.91534,54,9.91534
5.186749,35,5.186749
5.661685,37,5.661685
9.5659,56,9.5659
2.683253,27,2.683253
8.91553,52,8.91553
10.191442,59,5.191442
10.187118,59,5.187118
8.807994,49,49
5.753165,37,5.753165
4.659113,34,4.659113
6.877553,40,6.877553
8.275559,52,8.275559
8.699095,55,8.699095
7.556526,40,7.556526
6.577504,41,6.577504
10.777,58,5.777
4.059408,14,0
7.458279,44,7.458279
7.472412,46,46
5.8413,35,5.8413
6.517964,39,6.517964
9.418611,58,9.418611
4.805326,31,4.805326
8.378617,50,8.378617
14.880028,71,9.880028
11.517861,34,6.517861
7.1554,45,7.1554
7.223186,44,7.223186
9.471963,55,9.471963
5.715043,35,5.715043
4.064489,30,4.064489
5.446967,35,5.446967
4.140342,29,4.140342
10.61729,61,5.61729
6.663535,42,6.663535
7.53906,41,7.53906
6.964609,40,6.964609
9.27376,54,9.27376
5.483899,32,5.483899
5.653254,35,5.653254
5.527157,35,5.527157
7.362374,45,7.362374
6.662827,41,6.662827
5.492766,33,5.492766
9.245729,55,9.245729
9.934601,56,9.934601
5.287902,32,5.287902
5.043448,32,5.043448
8.124512,49,49
6.024381,40,6.024381
6.88293,42,6.88293
8.470145,49,49
8.31952,49,49
7.571569,48,48
10.023389,59,5.023389
10.390914,60,5.390914
9.05775,56,9.05775
5.805923,35,5.805923
5.546037,35,5.546037
4.967541,34,4.967541
11.093817,60,6.093817
7.557029,44,7.557029
7.589512,50,7.589512
5.552225,36,5.552225
10.132927,51,5.132927
6.216399,40,6.216399
5.720603,36,5.720603
10.217421,54,5.217421
5.455021,34,5.455021
6.864487,39,6.864487
7.419367,45,7.419367
6.143838,37,6.143838
4.148564,31,4.148564
4.965519,31,4.965519
9.536709,52,9.536709
5.049567,34,5.049567
5.04207,32,5.04207
10.248013,59,5.248013
8.718781,56,8.718781
10.351804,59,5.351804
7.636613,44,7.636613
5.385691,40,5.385691
2.986259,28,2.986259
7.031937,39,7.031937
8.655068,56,8.655068
3.441189,29,3.441189
4.230713,29,4.230713
10.373089,55,5.373089
10.287522,57,5.287522
5.875392,34,5.875392
6.818947,46,46
3.360587,27,3.360587
5.013081,39,5.013081
4.818245,32,4.818245
11.457001,65,6.457001
11.434863,59,6.434863
8.206724,53,8.206724
10.054625,55,5.054625
7.470923,46,46
7.342589,42,7.342589
4.356288,33,4.356288
5.116597,31,5.116597
3.772039,27,3.772039
5.160213,38,5.160213
7.421556,40,7.421556
4.917275,35,4.917275
8.803181,53,8.803181
3.461619,29,3.461619
7.334937,44,7.334937
5.826127,34,5.826127
5.854953,37,5.854953
8.215449,49,49
8.305718,44,8.305718
4.992802,37,4.992802
10.074626,74,5.074626
8.182352,62,8.182352
31.230228,104,21.230228
13.339989,63,8.339989
11.929173,88,6.929173
12.401868,112,7.401868
18.471146,120,8.471146
18.880341,120,8.880341
13.561237,109,8.561237
31.512764,80,21.512764
19.915028,92,9.915028
18.998775,94,8.998775
53.735859,105,53.735859
59.710579,95,59.710579
88.034897,107,88.034897
53.376976,130,53.376976
68.569244,108,68.569244
9.912688,73,9.912688
16.90468,85,11.90468
12.335551,94,7.335551
20.573086,103,10.573086
18.809738,80,8.809738
16.764875,91,11.764875
11.94125,89,6.94125
19.197718,89,9.197718
18.41358,83,8.41358
34.426949,114,24.426949
23.732111,101,13.732111
21.427895,100,11.427895
12.999159,68,7.999159
18.846504,79,8.846504
20.29965,105,10.29965
9.472101,30,9.472101
18.70471,84,8.70471
13.331715,63,8.331715
17.681206,86,12.681206
20.616175,106,10.616175
16.063042,74,11.063042
22.128422,105,12.128422
23.270948,107,13.270948
17.878708,86,12.878708
16.708101,86,11.708101
20.044558,96,10.044558
21.719742,99,11.719742
22.64448,104,12.64448
11.54809,81,6.54809
19.027956,96,9.027956
20.690149,94,10.690149
22.304296,113,12.304296
17.737377,94,12.737377
20.395851,94,10.395851
17.841984,95,12.841984
38.327545,112,28.327545
20.096872,94,10.096872
8.415476,29,8.415476
19.519585,93,9.519585
21.980499,115,11.980499
20.624636,98,10.624636
14.458096,63,9.458096
18.677252,93,8.677252
14.84731,100,9.84731
19.519396,103,9.519396
12.142328,65,7.142328
13.461166,63,8.461166
21.293743,98,11.293743
25.292246,93,15.292246
20.746738,93,10.746738
15.451528,77,10.451528
14.91767,64,9.91767
17.650869,69,12.650869
7.897326,86,7.897326
18.196585,111,8.196585
17.995934,114,12.995934
17.29006,121,12.29006
18.356716,85,8.356716
19.487919,98,9.487919
18.350649,92,8.350649
18.128527,79,8.128527
12.249488,96,7.249488
17.292152,91,12.292152
41.87854,94,31.87854
13.578571,61,8.578571
21.783989,91,11.783989
21.478142,106,11.478142
16.459879,99,11.459879
20.068214,79,10.068214
22.264914,109,12.264914
11.74118,54,6.74118
20.483498,99,10.483498
18.082458,89,8.082458
12.17979,58,7.17979
20.238022,101,10.238022
20.512701,105,10.512701
21.708155,106,11.708155
17.118908,69,12.118908
17.981506,91,12.981506
11.829563,73,6.829563
20.247786,97,10.247786
20.524239,102,10.524239
18.801502,97,8.801502
20.784056,107,10.784056
19.999458,86,9.999458
21.429289,104,11.429289
3.385772,34,3.385772
6.76451,24,6.76451
15.115954,80,10.115954
16.420254,82,11.420254
21.681564,103,11.681564
18.636795,94,8.636795
8.094814,86,8.094814
9.500364,94,9.500364
22.881086,105,12.881086
19.108353,83,9.108353
21.726427,104,11.726427
21.556551,95,11.556551
20.857952,116,10.857952
10.835808,92,5.835808
12.454213,99,7.454213
21.403357,108,11.403357
19.852844,100,9.852844
10.178702,96,5.178702
20.054159,99,10.054159
3.584542,19,3.584542
21.461227,102,11.461227
18.665506,96,8.665506
24.059078,114,14.059078
19.964148,95,9.964148
4.606683,19,4.606683
17.337496,88,12.337496
20.023811,89,10.023811
19.002014,94,9.002014
14.618773,66,9.618773
54.200603,105,54.200603
60.524494,101,60.524494
10.258994,47,47
22.25948,102,12.25948
19.412703,89,9.412703
51.13073,125,51.13073
68.60495,108,68.60495
9.87302,73,9.87302
19.042583,100,9.042583
18.809767,86,8.809767
9.218267,31,9.218267
16.099377,70,11.099377
12.213659,93,7.213659
22.043894,99,12.043894
19.000874,79,9.000874
11.547833,83,6.547833
4.683835,34,4.683835
19.068356,90,9.068356
22.736229,96,12.736229
22.68416,104,12.68416
21.890734,107,11.890734
20.142345,104,10.142345
21.619202,96,11.619202
9.073682,29,9.073682
22.056236,102,12.056236
18.309664,75,8.309664
14.627881,88,9.627881
22.386179,101,12.386179
17.585024,93,12.585024
17.247807,85,12.247807
17.405098,84,12.405098
21.726336,101,11.726336
18.261387,93,8.261387
24.290829,106,14.290829
14.196955,53,9.196955
18.065845,94,8.065845
19.801544,89,9.801544
13.340992,60,8.340992
19.307476,92,9.307476
19.049492,102,9.049492
21.875031,100,11.875031
19.678982,88,9.678982
24.105764,110,14.105764
22.316813,104,12.316813
16.65756,91,11.65756
16.136248,74,11.136248
20.689621,94,10.689621
23.959955,110,13.959955
10.703737,89,5.703737
24.071201,101,14.071201
19.947989,101,9.947989
20.870626,102,10.870626
7.891544,90,7.891544
16.927505,73,11.927505
19.379456,93,9.379456
19.940866,97,9.940866
10.68583,51,5.68583
20.277931,88,10.277931
20.654854,101,10.654854
20.550657,100,10.550657
22.911085,103,12.911085
20.670938,94,10.670938
10.733103,73,5.733103
20.522928,93,10.522928
22.245258,106,12.245258
16.399408,83,11.399408
23.187691,106,13.187691
11.712005,60,6.712005
21.766912,92,11.766912
20.440767,99,10.440767
19.522421,102,9.522421
20.249475,102,10.249475
18.478277,94,8.478277
9.687033,75,9.687033
19.460876,103,9.460876
19.321165,102,9.321165
3.308157,34,3.308157
20.577044,103,10.577044
18.880928,94,8.880928
8.023145,86,8.023145
4.205988,19,4.205988
15.76721,72,10.76721
22.563553,102,12.563553
21.566259,104,11.566259
20.148979,100,10.148979
7.029716,41,7.029716
5.671058,37,5.671058
6.297131,36,6.297131
6.276545,34,6.276545
3.312428,26,3.312428
5.83481,36,5.83481
5.530397,41,5.530397
5.181336,32,5.181336
7.001447,40,7.001447
1.694984,18,1.694984
4.669183,47,47
36.007732,52,26.007732
3.954701,32,3.954701
4.863323,34,4.863323
9.696826,44,9.696826
4.667709,30,4.667709
5.959105,39,5.959105
2.870717,20,2.870717
3.697296,27,3.697296
3.742426,27,3.742426
4.269935,29,4.269935
5.914849,36,5.914849
5.813923,36,5.813923
5.252936,35,5.252936
5.981846,35,5.981846
4.736771,32,4.736771
2.719757,27,2.719757
4.791917,30,4.791917
5.074963,34,5.074963
5.420588,37,5.420588
4.22778,31,4.22778
5.889438,36,5.889438
5.195632,32,5.195632
3.561873,25,3.561873
7.829524,40,7.829524
6.672568,42,6.672568
3.299829,23,3.299829
6.423831,33,6.423831
4.945162,38,4.945162
4.073191,28,4.073191
2.069683,43,2.069683
18.873987,35,8.873987
4.56927,31,4.56927
5.470013,20,5.470013
7.996374,36,7.996374
5.854372,35,5.854372
15.36779,49,49
6.959521,41,6.959521
5.822965,34,5.822965
5.498864,34,5.498864
14.007617,36,9.007617
3.408908,31,3.408908
6.331769,32,6.331769
14.311048,64,9.311048
1.987522,30,1.987522
7.860119,45,7.860119
7.275113,42,7.275113
3.507849,36,3.507849
7.499072,40,7.499072
2.563579,12,0
17.036488,40,12.036488
7.033203,39,7.033203
3.332706,23,3.332706
3.229423,24,3.229423
4.571078,31,4.571078
5.971408,38,5.971408
27.809269,35,22.809269
6.560776,41,6.560776
9.449514,53,9.449514
6.516951,42,6.516951
7.871585,37,7.871585
8.54661,38,8.54661
6.225432,37,6.225432
5.58894,33,5.58894
37.604198,41,39.302101
10.990247,61,5.990247
2.0147,11,0
7.720417,39,7.720417
3.600276,23,3.600276
11.090176,52,6.090176
5.081974,28,5.081974
6.268606,34,6.268606
7.000416,37,7.000416
9.635049,61,9.635049
6.649996,34,6.649996
8.007204,44,8.007204
10.140794,39,5.140794
35.082436,54,25.082436
5.561069,19,5.561069
6.247809,34,6.247809
6.354293,34,6.354293
12.157723,32,7.157723
4.787691,27,4.787691
5.070391,29,5.070391
4.962173,25,4.962173
6.944866,31,6.944866
6.193145,32,6.193145
9.205304,55,9.205304
5.253909,31,5.253909
9.169174,55,9.169174
5.179259,29,5.179259
21.668562,44,11.668562
8.002351,40,8.002351
16.274769,35,11.274769
4.812174,29,4.812174
6.557723,36,6.557723
5.185779,26,5.185779
9.343497,54,9.343497
10.615229,61,5.615229
10.79655,60,5.79655
10.526663,57,5.526663
5.144619,30,5.144619
5.752279,32,5.752279
4.538782,27,4.538782
4.393205,26,4.393205
9.804485,49,49
5.917101,30,5.917101
6.444077,31,6.444077
5.954454,30,5.954454
5.705615,30,5.705615
9.057394,54,9.057394
9.46406,57,9.46406
17.440559,40,12.440559
20.456823,36,10.456823
6.994099,42,6.994099
30.320572,42,20.320572
3.23209,21,3.23209
15.949261,42,10.949261
6.315174,38,6.315174
10.325644,56,5.325644
4.994204,28,4.994204
15.42369,57,10.42369
44.479851,48,46.239925
9.889217,58,9.889217
28.281693,45,18.281693
23.991898,45,13.991898
7.505103,40,7.505103
6.737341,35,6.737341
9.034993,47,47
9.341433,43,9.341433
10.805552,29,5.805552
6.608537,36,6.608537
7.572826,46,46
11.334436,64,6.334436
11.564667,60,6.564667
4.380416,28,4.380416
7.203598,33,7.203598
9.15037,43,9.15037
16.964952,36,11.964952
6.711694,33,6.711694
6.252466,30,6.252466
6.479757,34,6.479757
20.740301,43,10.740301
29.211456,50,19.211456
31.266108,50,21.266108
12.593636,27,7.593636
7.181559,41,7.181559
9.539969,55,9.539969
19.40196,34,9.40196
8.689022,52,8.689022
6.402576,33,6.402576
15.655837,29,10.655837
17.878693,75,12.878693
11.47757,57,6.47757
24.508728,41,14.508728
29.360147,35,24.360147
32.696018,51,22.696018
6.459337,42,6.459337
24.439537,59,14.439537
7.130227,44,7.130227
10.55284,47,47
16.962751,62,11.962751
19.091248,65,9.091248
24.320446,47,47
20.601532,37,10.601532
9.108703,48,48
19.377832,43,9.377832
19.805504,38,9.805504
6.851388,41,6.851388
11.735352,68,6.735352
10.031286,56,5.031286
10.256309,42,5.256309
11.781169,58,6.781169
5.089756,34,5.089756
2.893718,21,2.893718
26.375603,44,16.375603
10.887587,46,46
10.403853,58,5.403853
5.859336,33,5.859336
21.954653,38,11.954653
7.254997,41,7.254997
11.003882,64,6.003882
25.232304,44,15.232304
11.00239,49,49
7.457547,36,7.457547
10.234152,60,5.234152
1.977967,52,1.977967
6.331477,33,6.331477
10.609372,59,5.609372
3.665118,24,3.665118
12.367362,49,49
6.82672,38,6.82672
7.695602,32,7.695602
10.806734,47,47
12.576889,54,7.576889
12.630654,57,7.630654
6.645234,40,6.645234
5.693314,40,5.693314
6.485623,33,6.485623
6.81407,39,6.81407
2.143048,38,2.143048
10.922577,60,5.922577
5.444975,31,5.444975
8.55825,45,8.55825
3.551583,25,3.551583
5.641351,35,5.641351
10.617616,60,5.617616
7.706404,45,7.706404
10.428352,58,5.428352
6.592216,42,6.592216
7.505088,42,7.505088
3.153637,36,3.153637
12.832571,32,7.832571
6.185731,38,6.185731
11.267786,50,6.267786
12.719911,53,7.719911
5.353883,32,5.353883
5.215377,37,5.215377
5.329752,31,5.329752
5.022078,28,5.022078
6.099474,39,6.099474
9.466851,54,9.466851
9.548985,56,9.548985
10.486961,57,5.486961
4.039346,30,4.039346
26.406469,46,46
27.397762,38,17.397762
10.845284,62,5.845284
14.373258,49,49
25.705338,37,15.705338
7.092535,34,7.092535
6.526741,36,6.526741
11.230879,57,6.230879
7.092421,42,7.092421
1.635148,49,49
6.919452,39,6.919452
9.024351,56,9.024351
9.5715,58,9.5715
6.898329,40,6.898329
7.953288,47,47
8.38683,45,8.38683
2.270927,12,0
9.677553,57,9.677553
7.428904,44,7.428904
5.047649,35,5.047649
7.381083,51,7.381083
9.150375,53,9.150375
9.441129,54,9.441129
13.929835,37,8.929835
4.961628,30,4.961628
5.73171,34,5.73171
3.668276,22,3.668276
25.46085,57,15.46085
5.580012,36,5.580012
4.924666,31,4.924666
10.257701,54,5.257701
7.015914,30,7.015914
17.482843,47,47
6.996531,41,6.996531
2.935007,33,2.935007
10.500904,61,5.500904
10.02731,55,5.02731
4.913514,30,4.913514
10.229221,59,5.229221
5.350903,33,5.350903
10.29003,32,5.29003
5.014085,30,5.014085
9.945333,56,9.945333
10.886225,61,5.886225
6.278965,40,6.278965
4.954295,31,4.954295
20.809494,39,10.809494
28.649281,49,49
5.782317,29,5.782317
6.043053,31,6.043053
5.812304,35,5.812304
6.999171,36,6.999171
20.351759,57,10.351759
24.660183,46,46
32.988762,48,48
23.0541,65,13.0541
7.304051,35,7.304051
6.737621,39,6.737621
4.275162,27,4.275162
23.207586,64,13.207586
9.374933,39,9.374933
5.838903,30,5.838903
18.497454,64,8.497454
6.246269,33,6.246269
6.471707,37,6.471707
22.680567,40,12.680567
5.449225,33,5.449225
11.164855,62,6.164855
11.2737,65,6.2737
9.995102,58,9.995102
12.337565,68,7.337565
10.886065,59,5.886065
5.553557,32,5.553557
8.415621,50,8.415621
9.769155,58,9.769155
10.00198,55,5.00198
4.864478,32,4.864478
7.371311,53,7.371311
9.904496,56,9.904496
10.464437,56,5.464437
10.002423,61,5.002423
5.814999,36,5.814999
5.493604,38,5.493604
10.180504,61,5.180504
4.658119,31,4.658119
8.810677,53,8.810677
17.639612,42,12.639612
9.223061,52,9.223061
10.222002,59,5.222002
10.017256,59,5.017256
10.640221,61,5.640221
7.266825,44,7.266825
6.182259,34,6.182259
9.449918,56,9.449918
4.311581,31,4.311581
9.895327,57,9.895327
9.996473,57,9.996473
6.226683,29,6.226683
10.480152,61,5.480152
9.348292,55,9.348292
11.224625,62,6.224625
9.288761,53,9.288761
9.500356,57,9.500356
8.355629,48,48
5.582354,37,5.582354
2.483549,21,2.483549
9.990442,58,9.990442
9.494361,44,9.494361
22.394739,39,12.394739
11.512482,64,6.512482
9.120787,53,9.120787
10.874294,61,5.874294
9.230381,56,9.230381
10.597204,58,5.597204
10.150134,48,48
5.085718,26,5.085718
9.787215,56,9.787215
7.753795,52,7.753795
7.288945,49,49
10.522714,47,47
8.756378,51,8.756378
8.720519,54,8.720519
8.67494,52,8.67494
6.780324,36,6.780324
10.152224,58,5.152224
7.667086,37,7.667086
12.681623,37,7.681623
9.745741,53,9.745741
8.862956,51,8.862956
6.53653,33,6.53653
10.928223,63,5.928223
9.21837,53,9.21837
9.958629,60,9.958629
10.202881,58,5.202881
10.949544,63,5.949544
7.865711,45,7.865711
5.647042,38,5.647042
9.885121,57,9.885121
7.424663,40,7.424663
9.711218,55,9.711218
10.048714,58,5.048714
10.138756,60,5.138756
5.675468,35,5.675468
10.077275,57,5.077275
8.698294,51,8.698294
5.655997,37,5.655997
8.817877,52,8.817877
5.614062,36,5.614062
4.453776,27,4.453776
8.079029,55,8.079029
10.163496,59,5.163496
7.300335,47,47
11.283068,63,6.283068
7.970305,54,7.970305
9.808386,52,9.808386
8.869635,53,8.869635
9.072609,58,9.072609
9.187449,49,49
6.009419,33,6.009419
5.402443,37,5.402443
18.63341,36,8.63341
5.942907,39,5.942907
4.191596,30,4.191596
9.324978,55,9.324978
10.521207,57,5.521207
10.130139,59,5.130139
7.921887,52,7.921887
10.351083,53,5.351083
9.701756,55,9.701756
10.330958,59,5.330958
14.727885,53,9.727885
7.327845,34,7.327845
9.831808,57,9.831808
10.38516,61,5.38516
9.57421,48,48
8.83755,50,8.83755
9.254527,56,9.254527
9.423047,57,9.423047
10.581103,60,5.581103
16.501022,71,11.501022
33.908531,51,23.908531
7.60996,49,49
12.575045,36,7.575045
6.737669,37,6.737669
12.183093,63,7.183093
9.551264,58,9.551264
4.508831,25,4.508831
10.296465,60,5.296465
7.997387,55,7.997387
6.31775,33,6.31775
10.142768,57,5.142768
7.274266,36,7.274266
17.022804,42,12.022804
23.457254,45,13.457254
10.359324,58,5.359324
9.320382,55,9.320382
5.266023,32,5.266023
9.061892,54,9.061892
10.525442,55,5.525442
24.476397,42,14.476397
9.871537,60,9.871537
10.485289,61,5.485289
18.698076,41,8.698076
27.589808,46,46
5.828574,33,5.828574
19.762375,41,9.762375
8.430103,39,8.430103
8.066056,50,8.066056
26.491711,44,16.491711
8.918831,54,8.918831
6.355026,76,6.355026
16.13026,77,11.13026
14.207411,84,9.207411
14.419774,83,9.419774
17.316219,84,12.316219
17.945353,84,12.945353
20.680296,94,10.680296
28.955156,44,18.955156
8.418186,38,8.418186
7.140224,21,7.140224
6.529288,33,6.529288
6.136122,33,6.136122
1.177451,14,1.177451
0.077365,76,0.077365
0.026756,60,0.026756
9.315536,28,9.315536
44.679619,67,44.679619
28.675404,93,18.675404
6.510827,65,6.510827
12.481627,77,7.481627
26.925182,82,16.925182
5.994843,76,5.994843
10.945346,61,5.945346
6.242959,78,6.242959
8.927098,68,8.927098
13.132945,70,8.132945
32.10984,54,22.10984
16.434013,47,47
7.604073,67,7.604073
20.836477,61,10.836477
5.885414,71,5.885414
14.831923,74,9.831923
19.83119,45,9.83119
12.611325,64,7.611325
18.4897,93,8.4897
11.03733,83,6.03733
30.060328,58,20.060328
39.003544,52,29.003544
11.826856,79,6.826856
43.933998,99,43.933998
9.911338,74,9.911338
22.555639,93,12.555639
48.131592,70,48.131592
36.958542,59,26.958542
22.178051,77,12.178051
18.053133,74,8.053133
14.447687,78,9.447687
40.935856,88,30.935856
9.502709,70,9.502709
1.633346,41,1.633346
37.881672,63,27.881672
11.810131,28,6.810131
41.817261,65,31.817261
25.810423,71,15.810423
41.350578,67,31.350578
34.865227,69,24.865227
19.76869,59,9.76869
24.720261,30,19.720261
14.876392,39,9.876392
9.441608,62,9.441608
6.9359,77,6.9359
16.975185,83,11.975185
16.617722,68,11.617722
13.089054,89,8.089054
9.882379,66,9.882379
18.685236,80,8.685236
20.224417,92,10.224417
23.915918,93,13.915918
18.379551,88,8.379551
37.908813,70,27.908813
28.352009,77,18.352009
17.644413,74,12.644413
36.933224,86,26.933224
24.046598,70,14.046598
18.468252,42,8.468252
38.814201,61,28.814201
40.948727,62,30.948727
28.754993,55,18.754993
36.432781,53,26.432781
10.431466,48,48
45.909286,80,45.909286
19.162264,49,49
19.919874,50,9.919874
13.925239,90,8.925239
16.615488,82,11.615488
0.481717,26,0.481717
4.925854,42,4.925854
19.459587,62,9.459587
21.933138,66,11.933138
1.289096,13,1.289096
1.370645,13,1.370645
1.414955,15,1.414955
14.236039,73,9.236039
15.006978,79,10.006978
15.473319,42,10.473319
6.23036,77,6.23036
7.852563,66,7.852563
18.96327,87,8.96327
8.947073,65,8.947073
40.272495,97,30.272495
29.897629,69,19.897629
15.368122,92,10.368122
18.932878,64,8.932878
7.416802,63,7.416802
10.766505,71,5.766505
13.418451,79,8.418451
34.627087,79,24.627087
15.113438,90,10.113438
9.852386,74,9.852386
21.723196,80,11.723196
41.64817,66,31.64817
34.490837,83,24.490837
10.952811,52,5.952811
27.675411,42,17.675411
12.984481,73,7.984481
3.092605,46,46
7.524571,77,7.524571
24.86824,83,14.86824
9.490518,69,9.490518
11.423114,63,6.423114
48.181313,78,48.181313
20.568665,51,10.568665
2.810966,40,2.810966
6.188687,73,6.188687
25.106823,95,15.106823
8.104462,77,8.104462
26.658978,63,16.658978
6.965323,77,6.965323
11.482223,85,6.482223
6.057268,59,6.057268
6.702977,22,6.702977
16.783743,37,11.783743
54.3671,64,49.3671
16.708406,80,11.708406
3.614282,19,3.614282
2.168409,40,2.168409
1.489538,26,1.489538
38.522068,67,28.522068
7.432714,47,47
10.975179,73,5.975179
5.486527,21,5.486527
16.440378,87,11.440378
14.232349,82,9.232349
13.831494,68,8.831494
23.787134,46,46
10.791018,81,5.791018
7.265363,21,7.265363
4.009768,48,48
19.747959,70,9.747959
7.702323,75,7.702323
8.505911,68,8.505911
9.347906,66,9.347906
12.81584,81,7.81584
19.329391,86,9.329391
9.099715,63,9.099715
21.512434,45,11.512434
22.057928,65,12.057928
35.320831,58,25.320831
38.977844,61,28.977844
9.576588,77,9.576588
16.092367,87,11.092367
4.365367,85,4.365367
9.785714,92,9.785714
23.311306,70,13.311306
12.280985,74,7.280985
11.110435,78,6.110435
11.750808,78,6.750808
12.030014,65,7.030014
15.996052,77,10.996052
0.492944,9,0
15.288975,51,10.288975
16.741695,80,11.741695
20.678499,23,21.839249
10.027482,85,5.027482
14.108196,62,9.108196
14.235149,86,9.235149
7.650632,67,7.650632
16.045446,96,11.045446
1.525056,13,1.525056
11.397452,23,6.397452
2.60694,62,2.60694
6.256221,46,46
13.743631,55,8.743631
8.080889,37,8.080889
9.671576,67,9.671576
20.717327,70,10.717327
19.38784,72,9.38784
20.095016,79,10.095016
21.687506,59,11.687506
5.676713,73,5.676713
28.939276,100,18.939276
3.218651,75,3.218651
3.776991,48,48
13.792751,83,8.792751
8.779086,78,8.779086
18.157949,74,8.157949
5.703869,49,49
17.604269,90,12.604269
20.890646,53,10.890646
29.295359,55,19.295359
27.695366,54,17.695366
10.699861,73,5.699861
14.297607,89,9.297607
28.828604,33,30.914303
41.977947,63,31.977947
7.198318,70,7.198318
14.328384,36,9.328384
23.585392,82,13.585392
26.208647,54,16.208647
23.534212,81,13.534212
36.131824,70,26.131824
45.08725,78,45.08725
17.317862,89,12.317862
17.033598,90,12.033598
6.977774,75,6.977774
18.86462,80,8.86462
19.088472,84,9.088472
8.300257,60,8.300257
28.580271,73,18.580271
29.435572,64,19.435572
20.468164,63,10.468164
8.826468,63,8.826468
21.351416,81,11.351416
17.553894,87,12.553894
24.035313,80,14.035313
8.34649,53,8.34649
15.033442,68,10.033442
14.326338,82,9.326338
9.463668,70,9.463668
6.036154,46,46
13.09001,77,8.09001
13.109248,81,8.109248
16.39012,84,11.39012
11.87721,69,6.87721
30.583641,65,20.583641
32.727795,56,22.727795
3.059766,33,3.059766
12.212903,70,7.212903
10.213108,84,5.213108
2.875274,80,2.875274
10.749304,72,5.749304
10.613567,72,5.613567
9.801752,45,9.801752
3.274155,27,3.274155
8.808443,49,49
14.848624,76,9.848624
12.913532,81,7.913532
6.217222,75,6.217222
16.519297,43,11.519297
5.964129,48,48
15.036636,86,10.036636
7.693419,52,7.693419
19.125956,81,9.125956
10.950011,22,5.950011
6.578619,79,6.578619
5.7974,77,5.7974
4.287293,69,4.287293
5.795139,67,5.795139
19.288673,85,9.288673
21.304266,92,11.304266
13.491271,86,8.491271
5.971541,70,5.971541
53.764858,94,53.764858
42.08466,73,42.08466
4.370928,93,4.370928
7.829207,78,7.829207
12.625084,86,7.625084
46.782581,100,46.782581
12.440207,81,7.440207
12.770604,72,7.770604
11.792863,71,6.792863
13.964244,68,8.964244
2.288686,21,2.288686
6.759337,50,6.759337
2.57565,68,2.57565
8.449442,21,8.449442
34.068855,93,24.068855
9.237419,60,9.237419
4.630236,16,4.630236
14.494167,36,9.494167
18.228003,31,8.228003
19.794195,87,9.794195
8.286857,34,8.286857
5.413417,71,5.413417
22.430998,84,12.430998
9.30643,83,9.30643
7.329927,80,7.329927
23.766809,50,13.766809
39.321453,64,29.321453
6.009362,75,6.009362
15.428075,63,10.428075
36.853584,81,26.853584
128.387085,125,126.693542
202.641434,183,183
205.930786,184,184
15.004847,77,10.004847
12.866539,74,7.866539
16.764977,56,11.764977
10.521855,69,5.521855
16.856771,78,11.856771
13.515137,41,8.515137
21.082602,90,11.082602
6.490096,77,6.490096
33.666294,73,23.666294
7.234872,48,48
11.350947,70,6.350947
5.371157,77,5.371157
11.82184,58,6.82184
18.435011,82,8.435011
10.631945,69,5.631945
12.051556,78,7.051556
5.665952,43,5.665952
11.183642,77,6.183642
13.589036,76,8.589036
12.712194,64,7.712194
5.611928,70,5.611928
10.339512,73,5.339512
9.570822,63,9.570822
18.192799,42,8.192799
18.763569,80,8.763569
7.227319,64,7.227319
14.076901,58,9.076901
11.208828,74,6.208828
12.164039,85,7.164039
11.27033,58,6.27033
6.367995,58,6.367995
2.10971,67,2.10971
7.92491,83,7.92491
17.104862,41,12.104862
9.460859,67,9.460859
10.948387,61,5.948387
4.812503,53,4.812503
4.010682,30,4.010682
33.83482,65,23.83482
20.844788,51,10.844788
22.22155,53,12.22155
21.874165,78,11.874165
14.453442,69,9.453442
15.067639,81,10.067639
8.351397,63,8.351397
6.1887,80,6.1887
7.43763,78,7.43763
14.658549,61,9.658549
10.921773,30,5.921773
9.469353,70,9.469353
3.413372,32,3.413372
13.836143,80,8.836143
42.980087,66,42.980087
24.559788,83,14.559788
13.789618,82,8.789618
12.039822,79,7.039822
7.470881,50,7.470881
11.164081,66,6.164081
13.667851,70,8.667851
9.925887,62,9.925887
26.831642,72,16.831642
15.821331,65,10.821331
10.741895,69,5.741895
4.816684,43,4.816684
41.920807,65,31.920807
16.168571,82,11.168571
16.235601,70,11.235601
12.395484,80,7.395484
20.139149,96,10.139149
39.414246,60,29.414246
18.375004,79,8.375004
4.852135,18,4.852135
2.355628,8,0
14.656232,81,9.656232
13.376082,79,8.376082
65.662613,80,65.662613
51.155727,62,51.155727
14.803383,94,9.803383
3.058989,72,3.058989
5.672044,40,5.672044
15.108778,77,10.108778
17.083828,81,12.083828
49.090729,77,49.090729
31.736017,68,21.736017
12.46211,80,7.46211
11.590564,82,6.590564
40.313702,72,30.313702
42.386765,73,42.386765
15.314107,70,10.314107
6.72265,81,6.72265
9.714621,76,9.714621
8.565095,82,8.565095
4.532402,46,46
6.875235,73,6.875235
10.82058,64,5.82058
15.513678,84,10.513678
24.746313,88,14.746313
12.464639,54,7.464639
7.332088,54,7.332088
7.11584,79,7.11584
10.767168,81,5.767168
6.618924,46,46
8.930447,68,8.930447
14.730908,61,9.730908
8.333921,61,8.333921
6.243038,68,6.243038
15.98297,86,10.98297
18.021755,80,8.021755
10.897952,45,5.897952
16.214567,87,11.214567
9.410385,72,9.410385
9.937084,77,9.937084
2.531714,32,2.531714
5.883141,46,46
3.239086,23,3.239086
7.133454,78,7.133454
17.395794,86,12.395794
8.570993,61,8.570993
7.18605,54,7.18605
9.411609,70,9.411609
5.499759,35,5.499759
4.51252,31,4.51252
3.023278,27,3.023278
12.224791,78,7.224791
12.630965,84,7.630965
6.039948,77,6.039948
19.062298,86,9.062298
17.926607,76,12.926607
10.962098,26,5.962098
5.693583,83,5.693583
7.26552,87,7.26552
6.781985,36,6.781985
11.683555,73,6.683555
8.255124,58,8.255124
12.982039,56,7.982039
19.575918,57,9.575918
8.329403,57,8.329403
29.146044,66,19.146044
6.951458,36,6.951458
12.587418,46,46
14.218937,48,48
25.169044,71,15.169044
17.987335,84,12.987335
20.772587,82,10.772587
9.119343,65,9.119343
18.896021,65,8.896021
17.385603,43,12.385603
13.2225,70,8.2225
14.220209,27,9.220209
26.769161,74,16.769161
18.346848,77,8.346848
20.140463,84,10.140463
19.304564,89,9.304564
19.229441,83,9.229441
33.556927,107,23.556927
9.090585,59,9.090585
28.704018,96,18.704018
17.619623,72,12.619623
12.09457,85,7.09457
29.033577,99,19.033577
72.797241,87,72.797241
20.519823,59,10.519823
24.492588,89,14.492588
25.621531,94,15.621531
23.211613,94,13.211613
9.361801,57,9.361801
21.701513,86,11.701513
16.692123,66,11.692123
17.975359,89,12.975359
24.238007,83,14.238007
16.40414,74,11.40414
20.714388,52,10.714388
17.289524,77,12.289524
25.725721,97,15.725721
32.570885,66,22.570885
17.813709,88,12.813709
8.5585,81,8.5585
20.334541,95,10.334541
13.449306,94,8.449306
19.369265,89,9.369265
16.046453,82,11.046453
14.569406,73,9.569406
18.862465,61,8.862465
9.111105,73,9.111105
18.557207,91,8.557207
32.94466,108,22.94466
31.559238,69,21.559238
31.144941,59,21.144941
15.974543,81,10.974543
50.115524,86,50.115524
14.100842,78,9.100842
19.329039,86,9.329039
18.03829,93,8.03829
9.878882,86,9.878882
26.234932,91,16.234932
53.019878,75,53.019878
20.539841,84,10.539841
15.179088,79,10.179088
18.030413,89,8.030413
39.057106,61,29.057106
19.650854,88,9.650854
15.049784,46,46
13.758677,81,8.758677
9.894856,67,9.894856
12.929754,74,7.929754
12.730152,66,7.730152
22.471432,92,12.471432
19.559151,89,9.559151
45.986195,61,45.986195
6.541079,80,6.541079
10.491006,73,5.491006
41.67627,97,31.67627
18.313955,86,8.313955
12.685321,69,7.685321
50.649006,74,50.649006
6.768968,88,6.768968
11.494346,82,6.494346
5.799615,84,5.799615
7.978735,69,7.978735
17.561031,93,12.561031
8.549929,49,49
12.846285,86,7.846285
10.477391,72,5.477391
25.193636,94,15.193636
27.356258,79,17.356258
16.659933,87,11.659933
19.589922,61,9.589922
18.305868,90,8.305868
29.582363,99,19.582363
17.486509,76,12.486509
25.179993,96,15.179993
14.710464,74,9.710464
10.00186,26,5.00186
19.110233,87,9.110233
20.322212,78,10.322212
14.631137,71,9.631137
8.430516,96,8.430516
13.027172,86,8.027172
13.877436,86,8.877436
24.564428,91,14.564428
26.797728,86,16.797728
23.054787,74,13.054787
15.830696,86,10.830696
17.623848,81,12.623848
12.80127,86,7.80127
10.348763,75,5.348763
17.005569,74,12.005569
38.286556,104,28.286556
14.93067,78,9.93067
10.995847,86,5.995847
12.303864,54,7.303864
17.197649,84,12.197649
7.384618,80,7.384618
12.915338,76,7.915338
10.694526,72,5.694526
9.61225,86,9.61225
20.08894,92,10.08894
22.515469,72,12.515469
19.097734,80,9.097734
27.145451,104,17.145451
15.682303,97,10.682303
8.911151,80,8.911151
14.796085,74,9.796085
23.905611,96,13.905611
11.164569,64,6.164569
18.39073,85,8.39073
19.049299,87,9.049299
41.102661,93,31.102661
24.328918,83,14.328918
20.285006,86,10.285006
12.628677,82,7.628677
30.435858,99,20.435858
70.307312,81,70.307312
10.297168,84,5.297168
10.042977,40,5.042977
25.376741,89,15.376741
14.134187,94,9.134187
11.461293,78,6.461293
24.806494,99,14.806494
15.829641,83,10.829641
18.425932,89,8.425932
27.221619,37,22.221619
6.392286,67,6.392286
18.555939,86,8.555939
11.446458,82,6.446458
9.557566,79,9.557566
8.185466,77,8.185466
12.651491,90,7.651491
23.417248,87,13.417248
17.448483,74,12.448483
16.873123,87,11.873123
14.146219,66,9.146219
21.633062,36,11.633062
9.096369,57,9.096369
31.258957,105,21.258957
9.252948,82,9.252948
13.222659,90,8.222659
11.152492,88,6.152492
28.711903,94,18.711903
6.562425,60,6.562425
8.387852,95,8.387852
12.857919,75,7.857919
34.293896,101,24.293896
16.276234,83,11.276234
17.364241,87,12.364241
9.631637,91,9.631637
9.958976,70,9.958976
6.244951,29,6.244951
20.74478,89,10.74478
17.237112,90,12.237112
19.704065,76,9.704065
22.027229,89,12.027229
27.895103,58,17.895103
48.362835,73,48.362835
15.002173,94,10.002173
24.742643,90,14.742643
29.520758,93,19.520758
62.34396,70,57.34396
10.498135,81,5.498135
31.050625,54,21.050625
26.582903,80,16.582903
6.784261,70,6.784261
11.296836,66,6.296836
24.218838,99,14.218838
68.627914,78,63.627914
44.018288,63,44.018288
17.78363,49,49
18.433786,87,8.433786
11.209805,80,6.209805
17.748255,77,12.748255
9.905026,104,9.905026
23.083487,93,13.083487
20.679821,68,10.679821
31.46031,97,21.46031
16.703423,83,11.703423
18.544081,80,8.544081
41.219963,70,31.219963
29.383223,92,19.383223
31.613754,88,21.613754
17.548895,73,12.548895
11.608468,69,6.608468
25.105789,91,15.105789
28.299509,97,18.299509
46.959595,102,46.959595
23.029106,92,13.029106
6.498122,21,6.498122
10.498734,85,5.498734
9.987712,85,9.987712
12.723413,91,7.723413
18.559851,82,8.559851
18.685959,100,8.685959
23.530714,87,13.530714
27.66374,92,17.66374
14.837249,75,9.837249
18.237226,78,8.237226
23.761438,77,13.761438
23.974552,94,13.974552
23.57799,100,13.57799
10.783567,50,5.783567
14.540338,79,9.540338
12.418831,61,7.418831
10.437292,79,5.437292
9.343762,79,9.343762
31.6696,95,21.6696
22.468006,67,12.468006
10.702598,65,5.702598
26.751392,72,16.751392
8.275852,82,8.275852
14.376694,85,9.376694
19.270077,86,9.270077
47.275829,70,47.275829
30.910437,94,20.910437
7.456643,62,7.456643
46.201633,70,46.201633
10.025725,80,5.025725
15.348602,91,10.348602
12.183319,63,7.183319
14.242022,74,9.242022
7.639886,74,7.639886
18.396894,85,8.396894
10.962993,49,49
8.180836,93,8.180836
31.14628,104,21.14628
45.934448,56,45.934448
46.076649,110,46.076649
19.935688,77,9.935688
22.369505,81,12.369505
19.423241,90,9.423241
35.871181,59,25.871181
11.257896,66,6.257896
43.15152,108,43.15152
16.350767,57,11.350767
9.764591,81,9.764591
51.25256,64,51.25256
21.988028,93,11.988028
29.078485,78,19.078485
21.973932,58,11.973932
33.299362,81,23.299362
20.181082,45,10.181082
26.104904,85,16.104904
33.5303,83,23.5303
22.50765,64,12.50765
38.510372,66,28.510372
52.586437,74,52.586437
39.075581,85,29.075581
58.196781,73,58.196781
36.846779,82,26.846779
48.597919,85,48.597919
27.332249,66,17.332249
42.042854,72,42.042854
55.125465,114,55.125465
93.700691,80,80
51.686584,88,51.686584
49.732025,57,44.732025
30.048264,97,20.048264
75.529861,71,73.264931
37.013027,87,27.013027
28.173365,73,18.173365
24.093431,79,14.093431
31.1866,94,21.1866
36.716644,99,26.716644
26.81362,73,16.81362
26.548914,82,16.548914
26.985561,75,16.985561
25.62104,76,15.62104
30.176041,91,20.176041
28.497709,94,18.497709
27.383167,93,17.383167
30.693644,83,20.693644
28.842215,77,18.842215
29.684372,89,19.684372
26.597231,76,16.597231
27.465536,86,17.465536
29.407026,81,19.407026
28.746943,92,18.746943
27.463976,91,17.463976
28.959734,83,18.959734
29.26086,81,19.26086
35.590565,93,25.590565
29.024395,73,19.024395
34.18541,61,24.18541
29.55965,65,19.55965
48.426479,79,48.426479
41.959835,108,31.959835
27.46447,88,17.46447
38.76585,86,28.76585
39.380539,101,29.380539
88.50061,115,88.50061
28.766041,79,18.766041
34.353104,98,24.353104
44.599243,84,44.599243
43.031391,106,43.031391
25.244278,76,15.244278
76.515274,104,76.515274
31.075336,80,21.075336
41.519535,83,31.519535
47.609131,120,47.609131
34.369286,86,24.369286
25.758007,71,15.758007
31.190292,82,21.190292
23.246872,67,13.246872
26.401846,65,16.401846
30.945028,74,20.945028
26.01115,72,16.01115
34.146431,97,24.146431
33.78643,50,23.78643
65.452209,95,65.452209
30.495462,81,20.495462
41.22995,85,31.22995
35.417217,96,25.417217
67.588936,80,67.588936
32.049931,93,22.049931
28.90414,78,18.90414
32.247177,87,22.247177
38.90609,68,28.90609
27.975924,90,17.975924
35.677792,76,25.677792
29.7946,74,19.7946
33.957291,87,23.957291
26.385426,71,16.385426
36.229935,89,26.229935
24.825441,78,14.825441
36.587841,93,26.587841
45.886078,60,45.886078
85.945183,115,85.945183
36.009445,89,26.009445
37.460423,93,27.460423
38.537647,77,28.537647
33.753525,85,23.753525
48.442986,87,48.442986
25.303911,72,15.303911
32.837589,82,22.837589
25.120022,73,15.120022
34.014183,83,24.014183
68.7061,98,68.7061
80.435928,106,80.435928
29.931168,74,19.931168
46.891407,119,46.891407
26.322435,73,16.322435
35.718117,90,25.718117
33.841476,85,23.841476
45.932861,75,45.932861
53.863617,68,53.863617
52.175156,77,52.175156
30.28838,89,20.28838
48.907471,79,48.907471
47.112938,74,47.112938
31.120434,84,21.120434
34.101028,81,24.101028
36.608574,91,26.608574
28.998951,80,18.998951
43.292404,76,43.292404
36.672108,85,26.672108
83.858917,77,78.858917
70.515404,83,70.515404
42.996239,88,42.996239
30.741323,81,20.741323
33.446335,81,23.446335
35.98579,86,25.98579
41.938736,77,31.938736
31.242382,84,21.242382
30.222206,90,20.222206
35.580379,71,25.580379
36.810268,85,26.810268
32.532097,85,22.532097
29.792936,91,19.792936
34.726906,88,24.726906
29.57267,95,19.57267
30.117188,88,20.117188
34.590366,91,24.590366
40.823597,74,30.823597
37.93243,96,27.93243
33.144314,78,23.144314
52.463051,81,52.463051
27.831383,81,17.831383
52.516582,66,52.516582
24.730331,85,14.730331
48.901169,76,48.901169
37.388802,95,27.388802
61.247639,69,56.247639
38.693203,99,28.693203
49.055714,85,49.055714
43.262333,70,43.262333
44.553844,73,44.553844
39.776085,84,29.776085
44.568401,76,44.568401
50.228462,72,50.228462
47.775471,75,47.775471
52.082211,107,52.082211
33.741543,90,23.741543
27.664291,81,17.664291
28.73539,83,18.73539
57.871319,69,57.871319
40.92831,70,30.92831
80.352097,84,82.176048
35.745331,88,25.745331
40.114628,106,30.114628
28.133923,77,18.133923
32.319561,90,22.319561
37.149033,94,27.149033
37.71814,86,27.71814
38.327145,77,28.327145
38.289703,99,28.289703
35.062435,86,25.062435
45.562023,110,45.562023
44.372192,92,44.372192
33.152618,81,23.152618
70.070877,81,70.070877
52.637589,77,52.637589
33.916916,85,23.916916
31.526424,85,21.526424
38.009991,98,28.009991
40.066105,108,30.066105
43.963055,73,43.963055
33.006203,96,23.006203
32.831848,92,22.831848
69.91584,76,64.91584
30.914917,79,20.914917
59.839161,70,59.839161
55.872555,73,55.872555
59.847248,73,59.847248
40.887569,103,30.887569
74.10672,76,75.05336
65.118828,79,65.118828
66.746979,77,66.746979
33.109421,77,23.109421
37.116528,75,27.116528
77.644287,79,78.322144
54.451225,73,54.451225
74.37429,82,69.37429
34.216698,96,24.216698
77.074898,74,75.537445
32.381546,97,22.381546
45.806538,102,45.806538
40.518852,71,30.518852
43.502823,88,43.502823
32.011745,86,22.011745
31.555004,80,21.555004
57.793571,69,57.793571
50.112221,78,50.112221
34.255348,87,24.255348
32.785206,93,22.785206
40.43298,101,30.43298
33.900078,95,23.900078
36.256409,94,26.256409
38.164719,102,28.164719
29.933002,81,19.933002
37.206123,102,27.206123
29.560343,81,19.560343
49.690868,65,49.690868
31.374157,80,21.374157
32.932739,89,22.932739
34.4743,78,24.4743
59.786274,71,59.786274
48.873684,74,48.873684
31.283676,85,21.283676
32.64534,86,22.64534
47.466709,66,47.466709
38.262215,100,28.262215
38.546326,93,28.546326
36.069626,89,26.069626
41.928703,75,31.928703
42.706921,72,42.706921
38.082283,95,28.082283
42.038574,75,42.038574
45.272045,77,45.272045
79.637154,73,74.637154
34.832272,90,24.832272
35.173954,87,25.173954
54.066078,68,54.066078
78.069206,84,73.069206
67.018654,73,62.018654
72.945175,76,74.472588
32.757645,90,22.757645
40.458385,73,30.458385
49.333447,80,49.333447
47.377285,80,47.377285
46.171589,78,46.171589
40.943581,74,30.943581
44.724007,71,44.724007
52.702141,69,52.702141
55.857311,67,55.857311
40.067448,71,30.067448
50.413864,69,50.413864
54.185799,68,54.185799
54.747643,71,54.747643
40.173717,70,30.173717
43.990089,76,43.990089
51.074245,77,51.074245
33.624786,85,23.624786
37.489002,93,27.489002
29.950323,75,19.950323
46.006664,71,46.006664
38.536102,67,28.536102
50.399048,68,50.399048
78.359039,76,77.17952
44.677402,69,44.677402
29.453646,82,19.453646
31.659164,75,21.659164
30.035944,84,20.035944
46.866322,110,46.866322
34.003098,85,24.003098
46.740391,69,46.740391
46.320522,81,46.320522
56.784615,69,56.784615
28.072309,77,18.072309
50.837276,81,50.837276
47.132977,75,47.132977
48.125443,71,48.125443
34.007404,89,24.007404
40.733414,83,30.733414
32.86911,73,22.86911
38.477589,89,28.477589
51.678848,121,51.678848
49.956497,69,49.956497
46.632156,70,46.632156
28.919931,74,18.919931
60.548679,74,60.548679
46.499092,106,46.499092
65.582108,70,67.791054
43.579365,71,43.579365
46.169483,77,46.169483
46.056553,71,46.056553
44.690384,70,44.690384
28.166647,77,18.166647
35.951935,99,25.951935
32.215508,90,22.215508
35.285324,90,25.285324
60.012749,124,60.012749
30.047535,88,20.047535
30.474438,88,20.474438
31.527622,92,21.527622
29.321018,85,19.321018
32.791683,90,22.791683
71.657524,79,66.657524
27.395189,73,17.395189
29.86886,90,19.86886
56.961315,73,56.961315
35.055405,81,25.055405
40.80127,101,30.80127
34.068188,88,24.068188
33.009678,84,23.009678
52.728348,76,52.728348
25.239508,82,15.239508
30.457737,83,20.457737
28.599249,82,18.599249
34.520695,86,24.520695
47.202038,103,47.202038
28.199797,76,18.199797
34.900055,88,24.900055
30.180511,76,20.180511
37.291634,92,27.291634
32.852882,71,22.852882
49.19109,72,49.19109
34.250549,92,24.250549
46.080952,63,46.080952
45.79121,72,45.79121
47.057613,75,47.057613
54.141319,70,54.141319
30.82309,81,20.82309
48.26548,74,48.26548
25.372786,86,15.372786
44.268856,107,44.268856
50.582607,71,50.582607
36.603794,81,26.603794
68.742462,78,63.742462
40.047401,104,30.047401
38.209843,95,28.209843
51.968643,75,51.968643
58.240021,70,58.240021
29.617514,77,19.617514
33.596867,91,23.596867
35.42812,91,25.42812
45.277664,77,45.277664
30.662815,87,20.662815
39.371922,93,29.371922
81.095421,86,83.547714
33.367706,91,23.367706
46.216644,110,46.216644
39.379112,98,29.379112
35.498173,90,25.498173
29.698622,82,19.698622
30.941572,74,20.941572
73.411186,76,74.705597
29.03808,77,19.03808
62.393703,75,62.393703
46.401394,75,46.401394
33.589771,86,23.589771
40.327499,68,30.327499
26.493406,77,16.493406
31.369009,81,21.369009
41.38628,89,31.38628
56.180515,74,56.180515
47.841522,58,47.841522
42.541874,68,42.541874
28.430971,88,18.430971
57.107998,124,57.107998
64.361862,77,64.361862
38.697754,94,28.697754
31.253153,86,21.253153
42.362606,81,42.362606
36.945614,96,26.945614
59.12149,71,59.12149
32.618885,82,22.618885
36.075867,93,26.075867
38.607887,66,28.607887
42.037445,103,42.037445
31.257235,94,21.257235
44.898586,74,44.898586
35.83181,92,25.83181
64.336449,71,59.336449
52.877361,69,52.877361
40.157589,95,30.157589
38.376625,60,28.376625
75.336098,73,74.168045
92.806854,85,87.806854
37.702152,70,27.702152
29.141317,80,19.141317
68.128922,74,63.128922
34.252499,91,24.252499
36.202805,89,26.202805
28.26223,69,18.26223
37.297981,102,27.297981
33.147648,91,23.147648
31.060963,82,21.060963
32.02203,87,22.02203
82.003204,79,80.501602
79.236015,80,79.618011
76.653908,83,71.653908
56.166294,70,56.166294
46.349411,79,46.349411
64.525459,74,59.525459
56.037861,74,56.037861
45.902237,75,45.902237
65.844765,70,67.922379
46.660744,76,46.660744
43.59341,81,43.59341
70.545441,78,65.545441
38.138721,97,28.138721
39.647648,103,29.647648
44.332432,69,44.332432
46.737537,100,46.737537
38.203487,82,28.203487
31.298298,81,21.298298
33.877995,85,23.877995
31.536489,80,21.536489
46.717995,94,46.717995
34.253471,82,24.253471
41.037239,69,31.037239
24.968081,85,14.968081
50.391693,114,50.391693
39.163242,88,29.163242
39.149239,78,29.149239
31.215446,87,21.215446
38.514774,96,28.514774
30.888433,78,20.888433
47.662567,77,47.662567
27.830301,91,17.830301
29.556778,78,19.556778
38.802052,94,28.802052
32.769627,91,22.769627
37.22826,104,27.22826
33.123672,96,23.123672
29.012951,81,19.012951
29.255333,82,19.255333
27.457035,74,17.457035
32.814766,88,22.814766
24.329306,85,14.329306
33.593857,89,23.593857
31.253355,82,21.253355
24.769176,77,14.769176
28.121758,78,18.121758
29.963583,84,19.963583
34.460846,89,24.460846
31.957401,90,21.957401
31.816362,81,21.816362
28.681385,87,18.681385
25.115416,79,15.115416
32.979347,90,22.979347
23.569393,72,13.569393
23.707335,76,13.707335
30.325348,85,20.325348
23.279165,78,13.279165
25.821024,79,15.821024
24.88286,82,14.88286
29.367538,81,19.367538
24.966921,83,14.966921
29.823328,83,19.823328
24.973598,79,14.973598
27.972025,76,17.972025
22.688334,87,12.688334
28.952002,79,18.952002
35.568531,80,25.568531
21.215916,71,11.215916
28.803091,77,18.803091
25.585203,84,15.585203
23.297928,84,13.297928
28.10935,76,18.10935
27.592266,79,17.592266
25.995491,78,15.995491
28.434946,76,18.434946
24.059679,81,14.059679
27.057116,71,17.057116
29.701229,84,19.701229
27.729254,74,17.729254
39.33136,105,29.33136
33.013451,89,23.013451
24.122417,84,14.122417
28.640079,91,18.640079
29.723207,84,19.723207
26.308441,77,16.308441
28.976107,82,18.976107
30.952044,87,20.952044
24.20122,78,14.20122
30.151705,71,20.151705
24.670885,78,14.670885
24.896059,96,14.896059
31.347889,77,21.347889
29.658663,79,19.658663
34.4804,87,24.4804
39.549038,90,29.549038
26.770113,71,16.770113
30.03124,84,20.03124
44.427628,88,44.427628
34.819195,87,24.819195
27.369829,74,17.369829
42.749893,96,42.749893
30.567719,88,20.567719
26.907114,76,16.907114
25.80394,84,15.80394
29.018829,84,19.018829
25.191675,87,15.191675
31.00878,83,21.00878
31.571209,84,21.571209
28.908752,80,18.908752
28.353024,79,18.353024
29.368288,82,19.368288
41.107857,95,31.107857
40.901382,100,30.901382
42.893784,99,42.893784
31.871235,83,21.871235
25.54812,80,15.54812
34.288525,90,24.288525
40.416702,96,30.416702
33.516411,87,23.516411
27.807417,96,17.807417
38.390148,78,28.390148
34.009377,74,24.009377
37.45174,86,27.45174
32.367081,80,22.367081
63.731495,74,63.731495
29.810343,85,19.810343
24.864714,85,14.864714
31.237267,82,21.237267
29.286911,81,19.286911
41.116436,74,31.116436
23.851215,75,13.851215
30.636999,87,20.636999
29.038137,82,19.038137
29.245689,80,19.245689
27.123436,94,17.123436
24.202873,79,14.202873
31.97094,84,21.97094
24.40819,69,14.40819
25.01438,73,15.01438
30.604288,81,20.604288
24.77668,76,14.77668
26.403227,75,16.403227
40.10128,97,30.10128
25.374464,83,15.374464
101.385651,145,101.385651
70.716209,134,70.716209
87.55603,131,87.55603
131.044922,128,129.522461
98.973495,110,98.973495
163.897583,123,123
85.851402,118,85.851402
145.339188,121,121
141.009003,135,136.009003
122.450943,122,122.225471
152.274399,132,132
88.424248,146,88.424248
138.33078,129,133.33078
128.455887,129,128.727936
104.022896,122,104.022896
70.43309,118,70.43309
57.840427,131,57.840427
115.489075,122,110.489075
66.545845,137,66.545845
49.22773,137,49.22773
62.617451,131,62.617451
115.314217,124,110.314217
80.891617,146,80.891617
139.092819,131,134.092819
142.814438,126,126
98.441353,115,98.441353
95.06926,121,95.06926
108.450798,126,108.450798
60.212688,137,60.212688
133.182846,136,134.591431
119.230362,128,114.230362
108.576385,115,103.576385
62.909321,136,62.909321
142.024933,129,129
58.983803,129,58.983803
89.131477,115,89.131477
90.859726,116,90.859726
106.435669,116,101.435669
131.741409,128,129.870697
56.294334,130,56.294334
49.08062,133,49.08062
71.426567,138,71.426567
77.637817,131,77.637817
120.463806,129,115.463806
77.482101,134,77.482101
63.145676,132,63.145676
101.175812,120,101.175812
55.698029,106,55.698029
79.333199,106,79.333199
63.16758,143,63.16758
121.48983,111,111
73.81974,140,73.81974
166.486298,132,132
158.007675,134,134
70.67292,126,70.67292
80.492004,149,80.492004
102.990685,121,102.990685
132.73999,126,127.73999
112.215363,121,107.215363
115.104599,123,110.104599
56.559853,135,56.559853
108.071732,131,108.071732
54.21685,119,54.21685
73.380074,126,73.380074
106.018585,119,106.018585
82.935005,133,82.935005
139.41568,124,124
103.950294,111,98.950294
107.614601,123,107.614601
120.743568,132,120.743568
87.454773,131,87.454773
140.625473,133,135.625473
150.167267,129,129
163.377029,123,123
89.083153,126,89.083153
60.953224,134,60.953224
149.395233,121,121
64.637222,123,64.637222
103.280624,113,98.280624
49.087933,92,49.087933
121.761032,121,121.380516
61.718414,140,61.718414
71.183754,146,71.183754
64.897507,128,64.897507
104.011848,117,104.011848
78.722946,111,78.722946
101.367775,125,101.367775
56.46312,125,56.46312
57.916885,131,57.916885
57.993141,136,57.993141
49.301147,138,49.301147
133.920868,136,134.960434
93.242485,116,93.242485
110.08902,116,105.08902
60.37851,137,60.37851
62.623962,136,62.623962
146.459427,131,131
149.745468,123,123
97.901001,116,97.901001
106.006905,116,101.006905
95.236359,112,95.236359
84.322182,123,84.322182
60.304882,111,60.304882
63.946453,120,63.946453
120.694756,129,115.694756
77.356728,134,77.356728
135.921753,137,136.460876
132.970932,131,131.985474
77.887825,121,77.887825
107.029381,119,107.029381
57.295647,122,57.295647
78.980972,105,78.980972
62.650097,142,62.650097
112.068069,133,112.068069
73.61792,139,73.61792
100.408592,129,100.408592
82.387131,148,82.387131
102.452538,121,102.452538
141.861877,133,136.861877
114.840729,123,109.840729
56.902023,135,56.902023
114.269508,131,114.269508
59.609455,133,59.609455
73.832703,127,73.832703
130.935928,125,125.935928
146.543289,127,127
104.88369,111,99.88369
115.934685,130,115.934685
173.692032,130,130
141.846512,134,136.846512
163.791199,122,122
149.182327,122,122
63.726112,124,63.726112
103.793015,112,98.793015
136.982635,134,135.491318
122.28727,122,122.143631
65.583389,132,65.583389
57.275429,124,57.275429
104.507813,118,104.507813
90.435196,117,90.435196
58.573547,136,58.573547
49.002979,138,49.002979
140.368088,134,135.368088
100.333023,112,100.333023
51.259686,131,51.259686
109.934807,116,104.934807
70.931717,111,70.931717
60.068039,137,60.068039
65.160812,131,65.160812
62.754402,136,62.754402
146.849564,131,131
127.665703,139,127.665703
106.976662,115,101.976662
128.35553,128,128.177765
111.167809,117,106.167809
91.590828,127,91.590828
50.7071,98,50.7071
107.355919,115,102.355919
120.930283,129,115.930283
77.39006,133,77.39006
79.36084,124,79.36084
106.601563,119,106.601563
106.373711,123,106.373711
78.54039,105,78.54039
62.537418,142,62.537418
103.199875,123,103.199875
113.419067,113,113.209534
83.633446,149,83.633446
101.757614,122,101.757614
74.388985,140,74.388985
57.504387,134,57.504387
67.965195,138,67.965195
114.067108,124,109.067108
56.717915,135,56.717915
114.754044,131,114.754044
117.129807,130,117.129807
71.094986,149,71.094986
73.336105,127,73.336105
77.777161,114,77.777161
117.534004,119,118.266998
105.774048,112,100.774048
117.724686,132,117.724686
55.238289,122,55.238289
48.339939,67,48.339939
49.105286,110,49.105286
59.598137,132,59.598137
144.688858,121,121
64.618317,124,64.618317
131.463776,114,114
66.768341,136,66.768341
156.787445,127,127
61.400139,129,61.400139
109.96608,116,104.96608
104.397743,117,104.397743
109.231613,119,104.231613
147.992233,132,132
137.434357,118,118
62.400227,138,62.400227
58.067726,113,58.067726
58.675804,138,58.675804
103.477242,115,103.477242
122.859467,137,122.859467
92.536644,128,92.536644
50.398357,98,50.398357
58.275414,125,58.275414
54.000214,133,54.000214
120.786003,129,115.786003
90.652092,126,90.652092
78.851822,123,78.851822
69.925148,140,69.925148
73.299965,132,73.299965
78.293945,105,78.293945
62.717873,142,62.717873
107.753166,126,107.753166
101.862671,130,101.862671
107.841667,124,107.841667
113.30732,113,113.153656
58.330257,131,58.330257
83.154037,148,83.154037
82.241425,110,82.241425
75.516068,142,75.516068
80.836494,126,80.836494
57.008514,135,57.008514
114.452271,131,114.452271
152.119812,122,122
71.409073,149,71.409073
93.653542,123,93.653542
105.71154,112,100.71154
117.730537,132,117.730537
52.594269,131,52.594269
75.998634,145,75.998634
141.404007,133,136.404007
162.287292,123,123
67.888489,124,67.888489
145.955521,121,121
64.630112,124,64.630112
103.730888,112,98.730888
96.992737,130,96.992737
77.318268,127,77.318268
65.487831,132,65.487831
86.372314,118,86.372314
104.916077,118,104.916077
87.002945,115,87.002945
98.816147,119,98.816147
66.306915,135,66.306915
81.031059,106,81.031059
102.793709,140,102.793709
51.739429,125,51.739429
109.564842,116,104.564842
105.984528,119,105.984528
74.498825,133,74.498825
64.101868,132,64.101868
147.0923,132,132
62.988422,143,62.988422
53.833847,124,53.833847
82.887665,110,82.887665
140.844177,135,135.844177
91.483086,127,91.483086
60.837391,134,60.837391
63.57423,145,63.57423
58.370529,130,58.370529
53.447002,133,53.447002
120.903633,129,115.903633
62.37188,132,62.37188
97.5728,133,97.5728
70.713707,132,70.713707
79.838112,124,79.838112
70.471191,121,70.471191
77.730835,103,77.730835
62.586517,142,62.586517
64.873764,146,64.873764
115.407806,114,114.703903
82.853355,149,82.853355
68.444496,96,68.444496
74.720985,143,74.720985
59.954037,120,59.954037
114.544144,131,114.544144
71.611542,149,71.611542
99.022057,119,99.022057
117.333961,132,117.333961
53.144367,138,53.144367
60.730873,138,60.730873
91.232109,119,91.232109
72.001549,117,72.001549
67.993202,127,67.993202
64.298294,124,64.298294
103.319229,112,98.319229
65.21817,132,65.21817
99.566826,119,99.566826
98.651054,119,98.651054
63.937149,140,63.937149
77.893265,133,77.893265
66.967644,136,66.967644
61.548462,112,61.548462
105.621368,119,105.621368
59.318287,133,59.318287
55.352005,120,55.352005
83.920654,109,83.920654
61.782124,133,61.782124
62.962563,143,62.962563
54.759571,130,54.759571
97.919716,115,97.919716
81.310837,108,81.310837
140.670044,135,135.670044
92.07531,127,92.07531
93.118103,114,93.118103
53.750957,134,53.750957
97.80941,133,97.80941
79.344322,124,79.344322
74.841377,127,74.841377
77.915459,104,77.915459
73.787186,118,73.787186
112.83535,114,113.417679
83.594528,148,83.594528
75.267555,143,75.267555
55.956909,125,55.956909
59.161629,125,59.161629
71.518059,149,71.518059
114.654579,120,109.654579
84.377747,128,84.377747
98.64444,129,98.64444
48.200211,66,48.200211
114.13723,116,115.068619
51.338676,138,51.338676
83.97834,121,83.97834
70.091324,151,70.091324
67.368294,131,67.368294
60.31308,131,60.31308
99.388641,132,99.388641
124.294609,131,119.294609
69.370026,96,69.370026
57.928707,136,57.928707
60.188568,121,60.188568
79.570969,119,79.570969
65.027763,141,65.027763
79.585983,136,79.585983
62.416603,127,62.416603
55.43985,134,55.43985
95.936226,131,95.936226
60.414837,127,60.414837

测试样本特征（每行数据，同训练样本）：

data_test.csv

34.610958,38,36.305481
3.346996,116,3.346996
19.852621,74,9.852621
41.052353,85,31.052353
6.434115,43,6.434115
31.065107,36,33.532555
5.741952,45,5.741952
8.829904,24,8.829904
11.945321,56,6.945321
38.774372,109,28.774372
43.306019,48,45.653008
25.182449,81,15.182449
50.656876,92,50.656876
25.572765,78,15.572765
57.361225,67,52.361225
21.722696,76,11.722696
37.417675,72,27.417675
36.354385,113,26.354385
25.588921,27,26.29446
36.886761,42,31.886761
12.083743,63,7.083743
33.374779,71,23.374779
20.845728,62,10.845728
30.305107,82,20.305107
35.850388,93,25.850388
38.112534,42,40.056267
37.913109,84,27.913109
20.598684,75,10.598684
38.202301,52,28.202301
44.538506,115,44.538506
31.991585,89,21.991585
60.163536,68,55.163536
32.14386,102,22.14386
33.544342,89,23.544342
24.902182,82,14.902182
46.781448,135,46.781448
17.709394,26,12.709394
36.987617,41,38.993809
19.366886,23,21.183443
29.89473,117,19.89473
13.515056,31,8.515056
30.953436,91,20.953436
24.234415,28,26.117207
26.452538,62,16.452538
28.953983,99,18.953983
35.573261,85,25.573261
57.193542,66,52.193542
25.55652,57,15.55652
30.851215,101,20.851215
51.965885,57,46.965885
5.229326,36,5.229326
5.475486,35,5.475486
2.786513,26,2.786513
9.801806,59,9.801806
12.091529,67,7.091529
4.528471,33,4.528471
4.294135,32,4.294135
3.7015,28,3.7015
9.98307,53,9.98307
4.153631,30,4.153631
4.876001,31,4.876001
10.218566,61,5.218566
4.649951,32,4.649951
4.30841,28,4.30841
11.316783,65,6.316783
12.199903,68,7.199903
5.203396,33,5.203396
2.694812,13,2.694812
11.408694,65,6.408694
4.996669,31,4.996669
5.438232,32,5.438232
5.253961,35,5.253961
10.775092,63,5.775092
4.414789,31,4.414789
5.579135,35,5.579135
4.285006,29,4.285006
5.528887,33,5.528887
4.12157,30,4.12157
3.962454,32,3.962454
5.216369,38,5.216369
9.760649,59,9.760649
7.060116,38,7.060116
7.651458,49,49
8.711101,51,8.711101
9.247845,53,9.247845
10.293608,59,5.293608
4.997649,27,4.997649
3.402946,28,3.402946
1.918291,54,1.918291
10.164237,59,5.164237
4.006736,25,4.006736
4.118125,31,4.118125
6.021222,36,6.021222
3.557638,30,3.557638
10.309443,59,5.309443
11.794813,66,6.794813
7.297502,43,7.297502
8.753753,52,8.753753
6.192482,38,6.192482
10.270559,59,5.270559
9.761035,56,9.761035
9.087008,54,9.087008
5.26259,32,5.26259
9.617766,45,9.617766
7.147732,40,7.147732
10.200027,60,5.200027
8.601176,45,8.601176
6.390631,35,6.390631
7.116443,39,7.116443
6.320671,43,6.320671
5.482214,33,5.482214
12.013244,62,7.013244
10.588711,47,47
8.725661,52,8.725661
10.541021,62,5.541021
10.383012,58,5.383012
9.597002,53,9.597002
9.774297,56,9.774297
7.990617,50,7.990617
7.579581,37,7.579581
4.234293,28,4.234293
27.211752,35,22.211752
7.064547,36,7.064547
6.158052,30,6.158052
18.083481,39,8.083481
7.953556,38,7.953556
8.179549,36,8.179549
5.940541,35,5.940541
1.481915,33,1.481915
9.264028,54,9.264028
10.977699,61,5.977699
5.564646,34,5.564646
6.99717,35,6.99717
5.601728,29,5.601728
6.661428,36,6.661428
5.941431,33,5.941431
7.059155,36,7.059155
10.08208,56,5.08208
9.991819,57,9.991819
28.60166,34,23.60166
5.241675,31,5.241675
6.512276,30,6.512276
6.184775,32,6.184775
6.647437,35,6.647437
6.312063,30,6.312063
7.986105,42,7.986105
6.090766,31,6.090766
6.948818,34,6.948818
25.36018,42,15.36018
7.241805,37,7.241805
41.143703,75,31.143703
17.670971,76,12.670971
8.494156,74,8.494156
25.09428,91,15.09428
12.044358,24,7.044358
7.195629,48,48
37.344101,61,27.344101
17.117414,72,12.117414
28.778164,67,18.778164
16.909248,85,11.909248
33.507877,95,23.507877
11.713397,68,6.713397
14.426616,78,9.426616
4.365325,63,4.365325
37.774452,55,27.774452
15.233495,93,10.233495
17.766384,72,12.766384
14.93892,58,9.93892
12.198055,81,7.198055
17.486244,81,12.486244
8.307367,71,8.307367
8.818887,49,49
9.940237,70,9.940237
10.040579,69,5.040579
14.891448,76,9.891448
6.880139,85,6.880139
14.071385,91,9.071385
9.027193,76,9.027193
13.777058,84,8.777058
15.945816,83,10.945816
10.562931,51,5.562931
32.367722,77,22.367722
15.102614,86,10.102614
8.48933,86,8.48933
7.656585,67,7.656585
12.720745,80,7.720745
9.531564,68,9.531564
9.921285,85,9.921285
20.360197,80,10.360197
21.984753,45,11.984753
9.005699,22,9.005699
13.543499,27,8.543499
4.931559,65,4.931559
5.983317,74,5.983317
21.753807,35,11.753807
27.678898,27,27.339449
16.497736,81,11.497736
22.531609,25,23.765804
9.74607,73,9.74607
7.728232,81,7.728232
10.884642,54,5.884642
9.421863,89,9.421863
17.898438,85,12.898438
13.330063,94,8.330063
10.648492,86,5.648492
17.185091,102,12.185091
7.231105,78,7.231105
26.650333,80,16.650333
29.846445,99,19.846445
19.93413,86,9.93413
12.494806,79,7.494806
13.855819,85,8.855819
24.474703,97,14.474703
13.619632,70,8.619632
10.884563,80,5.884563
26.390434,76,16.390434
24.665455,80,14.665455
12.091378,45,7.091378
48.790485,66,48.790485
58.727077,65,53.727077
3.461775,69,3.461775
10.732383,75,5.732383
19.973185,95,9.973185
16.60914,81,11.60914
11.257355,88,6.257355
8.601539,61,8.601539
26.320282,82,16.320282
10.837441,83,5.837441
14.524035,77,9.524035
28.157633,94,18.157633
14.600282,92,9.600282
7.567971,74,7.567971
9.613257,89,9.613257
14.958475,90,9.958475
10.467405,78,5.467405
40.052055,70,30.052055
14.275487,59,9.275487
16.433928,60,11.433928
34.207832,97,24.207832
41.892746,49,36.892746
11.80199,82,6.80199
7.910464,71,7.910464
20.381308,91,10.381308
28.125576,65,18.125576
12.66227,73,7.66227
21.952679,90,11.952679
17.952971,62,12.952971
6.799787,63,6.799787
29.721561,53,19.721561
40.20314,93,30.20314
41.948383,99,31.948383
43.058468,104,43.058468
33.464996,94,23.464996
36.092468,97,26.092468
37.497105,92,27.497105
41.519188,96,31.519188
31.643658,83,21.643658
38.255802,101,28.255802
37.812332,107,27.812332
31.81753,83,21.81753
33.149017,89,23.149017
36.973347,101,26.973347
33.656384,81,23.656384
41.051319,87,31.051319
36.375477,98,26.375477
36.562943,99,26.562943
36.430264,94,26.430264
33.223904,79,23.223904
37.035847,102,27.035847
35.403278,93,25.403278
45.163723,92,45.163723
41.161037,95,31.161037
35.429253,94,25.429253
32.152569,93,22.152569
32.09473,100,22.09473
33.16827,85,23.16827
35.55286,90,25.55286
35.887806,96,25.887806
42.514442,104,42.514442
33.606491,98,23.606491
36.088795,97,26.088795
34.366554,90,24.366554
33.628166,88,23.628166
50.827614,82,50.827614
34.092598,89,24.092598
34.198032,92,24.198032
47.523186,93,47.523186
37.379986,95,27.379986
40.765888,73,30.765888
31.574436,87,21.574436
27.79917,77,17.79917
23.374029,71,13.374029
32.065231,87,22.065231
28.20451,78,18.20451
29.196819,84,19.196819
24.357103,76,14.357103
25.25563,76,15.25563
33.704288,83,23.704288
28.625233,80,18.625233
22.713417,72,12.713417
93.628845,128,93.628845
119.661911,122,120.830956
101.787872,122,101.787872
57.285397,113,57.285397
68.870117,128,68.870117
60.70155,124,60.70155
63.735428,138,63.735428
64.355179,138,64.355179
61.308041,128,61.308041
60.500786,139,60.500786
114.008118,128,114.008118
58.888134,134,58.888134
97.20256,117,97.20256
99.030006,119,99.030006
93.82383,127,93.82383
60.23233,138,60.23233
73.419373,138,73.419373
70.624283,130,70.624283
123.625648,138,123.625648
76.454964,139,76.454964
107.746002,120,107.746002
99.753357,115,99.753357
64.178337,138,64.178337
64.883087,138,64.883087
63.088547,143,63.088547
54.555874,130,54.555874
60.23531,134,60.23531
119.041702,133,119.041702
69.883812,126,69.883812
91.330727,109,91.330727
140.278778,134,135.278778
92.857292,108,92.857292
102.653961,117,102.653961
53.954884,133,53.954884
74.408234,126,74.408234
78.070251,104,78.070251
62.492748,116,62.492748
62.498989,134,62.498989
84.659195,116,84.659195
111.607864,114,112.803932
84.029655,148,84.029655
75.385887,142,75.385887
149.143066,126,126
58.053543,123,58.053543
71.269005,149,71.269005
100.928162,132,100.928162
144.670441,119,119
47.866852,67,47.866852
60.197014,132,60.197014
127.47805,120,122.47805
60.780891,135,60.780891
101.679253,122,101.679253
134.134186,134,134.067093
68.764221,128,68.764221
60.651131,123,60.651131
58.135017,136,58.135017
76.953903,113,76.953903
62.839176,136,62.839176
62.622223,128,62.622223
75.041321,93,75.041321
45.930099,130,45.930099
100.523094,120,100.523094
95.58989,131,95.58989
80.481461,111,80.481461
107.88929,120,107.88929
132.809982,123,127.809982
65.339081,103,65.339081
62.947906,131,62.947906
63.128883,143,63.128883
54.407631,130,54.407631
63.150932,133,63.150932
69.525101,143,69.525101
55.441246,129,55.441246
98.606056,112,98.606056
140.183914,135,135.183914
56.523968,125,56.523968
53.234592,132,53.234592
65.979408,96,65.979408
62.519402,104,62.519402
74.656563,127,74.656563
77.875435,104,77.875435
170.987167,129,129
164.232285,142,142
70.229118,133,70.229118
60.162167,131,60.162167
61.55127,132,61.55127
100.352943,132,100.352943
50.619099,124,50.619099
116.33728,130,116.33728
102.232162,122,102.232162
67.978615,127,67.978615
59.896347,121,59.896347
79.02639,118,79.02639
62.444733,127,62.444733
63.423138,135,63.423138
70.027725,129,70.027725
100.317955,120,100.317955
95.081573,129,95.081573
60.672817,130,60.672817
66.656052,139,66.656052
80.588287,111,80.588287
61.506241,134,61.506241
60.734787,131,60.734787
63.20887,132,63.20887
54.791882,131,54.791882
60.529564,126,60.529564
69.333359,145,69.333359
73.760254,144,73.760254
68.874443,132,68.874443
53.691647,133,53.691647
76.995445,143,76.995445
66.874077,99,66.874077
60.246479,134,60.246479
53.921581,125,53.921581
113.351631,130,113.351631
75.039848,127,75.039848
77.565605,103,77.565605
65.072037,145,65.072037
67.566956,124,67.566956
60.274048,131,60.274048
63.001125,120,63.001125
63.092091,141,63.092091
99.861771,132,99.861771
66.166687,135,66.166687
74.794472,142,74.794472
101.808067,122,101.808067
56.347569,125,56.347569
60.330524,122,60.330524
64.193459,139,64.193459
79.926239,119,79.926239
58.825787,130,58.825787
62.32597,127,62.32597
72.176491,125,72.176491
62.043495,133,62.043495
54.970989,129,54.970989
71.015045,121,71.015045
95.243324,130,95.243324
60.903439,132,60.903439
58.694344,120,58.694344
66.881218,141,66.881218
80.736198,112,80.736198
60.387344,137,60.387344
60.11945,131,60.11945
65.386101,132,65.386101
63.377396,132,63.377396
110.935661,121,110.935661
74.357079,147,74.357079
54.05508,123,54.05508
69.3022,131,69.3022
73.567337,124,73.567337
146.13797,127,127
140.169006,133,135.169006
160.342453,123,123
74.721283,110,74.721283
56.900578,127,56.900578
29.553043,83,19.553043
29.828926,83,19.828926
34.848907,91,24.848907
23.91769,73,13.91769
29.175308,84,19.175308
52.926823,122,52.926823
33.314518,123,23.314518
31.35643,100,21.35643
37.166519,97,27.166519
57.088036,121,57.088036
9.667116,59,9.667116
9.928235,58,9.928235
10.462296,54,5.462296
5.685306,38,5.685306
7.851795,48,48
6.617682,40,6.617682
6.89844,36,6.89844
6.366533,38,6.366533
7.848205,43,7.848205
23.359785,39,13.359785
16.432072,74,11.432072
18.626863,89,8.626863
16.041739,56,11.041739
12.498924,78,7.498924
6.578481,75,6.578481
11.915723,60,6.915723
11.940074,82,6.940074
7.465736,81,7.465736
30.35747,53,20.35747
7.71101,73,7.71101
35.511364,92,25.511364
45.867851,72,45.867851
78.638855,74,76.319427
33.504581,85,23.504581
29.098211,87,19.098211
67.197502,74,62.197502
35.616013,91,25.616013
28.203951,75,18.203951
29.834435,83,19.834435
60.240398,76,60.240398
103.5765,112,98.5765
121.243271,121,121.121635
64.774338,131,64.774338
104.356331,118,104.356331
98.874283,119,98.874283

训练及测试代码：

MLR.py

import numpy as np
from numpy import genfromtxt
from sklearn import linear_model
from sklearn.svm  import SVR
from sklearn.tree import DecisionTreeRegressor
from sklearn.neighbors import KNeighborsRegressor
from sklearn.ensemble import RandomForestRegressor
from sklearn.datasets import make_regression
from sklearn.neural_network import MLPRegressor
import xgboost as xgb
import lightgbm as  lgb


# 读取训练数据集
dataTrainPath = r"data_train.csv"
trainData = genfromtxt(dataTrainPath, delimiter=',')
# print("data")
# print(deliveryData)

X = trainData[:, :-1]
Y = trainData[:, -1]

# print("X:")
# print(X)
# print("Y: ")
# print(Y)

f = open('data_out_0929.txt', mode='w')

# regr = SVR()
# regr = DecisionTreeRegressor()
regr = KNeighborsRegressor(n_neighbors=1)
# regr = RandomForestRegressor(max_depth=2, random_state=0, n_estimators=100)
# regr = MLPRegressor(max_iter=10000000)
# regr = xgb.XGBRegressor(max_depth=3,
#                         learning_rate=0.1,
#                         n_estimators=100,
#                         objective='reg:linear',
#                         n_jobs= -1)

# regr = lgb.LGBMRegressor(num_leaves=31,
#                         learning_rate=0.05,
#                         n_estimators=20)

regr.fit(X, Y)

# test_datas = [[32.831848,92],
#                 [69.91584,76], 
#                 [30.914917,79],
#                 [59.839161,70],
#                  [55.872555,73],
#                  [59.847248,73],
#                  [40.887569,103],
#                  [74.10672,76],
#                  [65.118828,79],
#                  [66.746979,77]]


dataTestPath = r"data_test.csv"
testData = genfromtxt(dataTestPath, delimiter=',')
# print("data")
# print(deliveryData)

X_test = testData[:, :-1]
Y_label = testData[:, -1]


# test_datas = [[33.109421,77],
#                 [37.116528,75], 
#                 [77.644287,79],
#                 [54.451225,73],
#                  [74.37429,82],
#                  [34.216698,96],
#                  [77.074898,74],
#                  [32.381546,97],
#                  [45.806538,102],
#                  [40.518852,71]]

i=0
for data in X_test:    
    X_pred  = data
    X_pred = np.array(X_pred).reshape(1, -1)
    Y_pred = regr.predict(X_pred)
    i= i+1
    data_Str = str(i) + ', '+str(Y_pred[0])+', ' + str(Y_label[i-1])+'
'
    print(i, Y_pred[0], Y_label[i-1])
    f.write(data_Str)
    
f.close()

 2. 针对以上3000张正确定位面单的条码样本特征训练，挑选漏定位面单的样本作为测试样本，统计结果如下表2所示：

   从表2中，可以看出：利用漏定位面单的样本计算特征，来进行测试KNN回归的训练拟合模型，仍然能够实现91.92%的正确预测；

   对没有正确预测的样本进行统计分析，发现：条码样本在统计的过程中，受光照影响，样本出现局部光照不均匀、反光、强光等的影响，导致样本整体的像素灰度分布各种情况都有可能出现，以致不满足大多数样本在正常光照下采集时的明暗、灰度分布规律，所以，这也才导致训练的回归模型不能正确预测面单的最佳分割阈值。（这也验证了上一节 中利用漏定位面单的样本进行训练，无论如何都无法正确拟合+测试预测结果都不错的原因).