add ne11
This commit is contained in:
zyding
parent
29c5520166
commit
305e611f15
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import matplotlib.pyplot as plt
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import numpy as np
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# 构建数据
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x_data = ['accuracy', 'recall', 'F1-score']
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y_data = [0.87, 0.82, 0.84]
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# 绘图
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plt.bar(x=x_data, height=y_data, label='C语言基础', color='indianred', alpha=0.8)
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# 在柱状图上显示具体数值, ha参数控制水平对齐方式, va控制垂直对齐方式
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for x, y in enumerate(y_data):
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plt.text(x, y + 100, '%s' % y, ha='center', va='bottom')
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plt.text(x, y + 100, '%s' % y, ha='center', va='top')
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# 设置标题
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#plt.title("")
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# 为两条坐标轴设置名称
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# plt.xlabel("年份")
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# plt.ylabel("销量")
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# 显示图例
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#plt.legend()
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plt.show()
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@ -0,0 +1,768 @@
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preg,plas,pres,skin,insu,mass,pedi,age,class
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1,85,66,29,0,26.6,0.351,31,2
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8,183,64,0,0,23.3,0.672,32,1
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1,89,66,23,94,28.1,0.167,21,2
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0,137,40,35,168,43.1,2.288,33,1
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5,116,74,0,0,25.6,0.201,30,2
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3,78,50,32,88,31,0.248,26,1
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10,115,0,0,0,35.3,0.134,29,2
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2,197,70,45,543,30.5,0.158,53,1
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8,125,96,0,0,0,0.232,54,1
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4,110,92,0,0,37.6,0.191,30,2
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10,168,74,0,0,38,0.537,34,1
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10,139,80,0,0,27.1,1.441,57,2
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1,189,60,23,846,30.1,0.398,59,1
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5,166,72,19,175,25.8,0.587,51,1
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7,100,0,0,0,30,0.484,32,1
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0,118,84,47,230,45.8,0.551,31,1
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7,107,74,0,0,29.6,0.254,31,1
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1,103,30,38,83,43.3,0.183,33,2
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1,115,70,30,96,34.6,0.529,32,1
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3,126,88,41,235,39.3,0.704,27,2
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8,99,84,0,0,35.4,0.388,50,2
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7,196,90,0,0,39.8,0.451,41,1
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9,119,80,35,0,29,0.263,29,1
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11,143,94,33,146,36.6,0.254,51,1
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10,125,70,26,115,31.1,0.205,41,1
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7,147,76,0,0,39.4,0.257,43,1
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1,97,66,15,140,23.2,0.487,22,2
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13,145,82,19,110,22.2,0.245,57,2
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5,117,92,0,0,34.1,0.337,38,2
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5,109,75,26,0,36,0.546,60,2
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3,158,76,36,245,31.6,0.851,28,1
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3,88,58,11,54,24.8,0.267,22,2
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6,92,92,0,0,19.9,0.188,28,2
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10,122,78,31,0,27.6,0.512,45,2
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4,103,60,33,192,24,0.966,33,2
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11,138,76,0,0,33.2,0.42,35,2
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9,102,76,37,0,32.9,0.665,46,1
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2,90,68,42,0,38.2,0.503,27,1
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4,111,72,47,207,37.1,1.39,56,1
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3,180,64,25,70,34,0.271,26,2
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7,133,84,0,0,40.2,0.696,37,2
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7,106,92,18,0,22.7,0.235,48,2
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9,171,110,24,240,45.4,0.721,54,1
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7,159,64,0,0,27.4,0.294,40,2
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0,180,66,39,0,42,1.893,25,1
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1,146,56,0,0,29.7,0.564,29,2
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2,71,70,27,0,28,0.586,22,2
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7,103,66,32,0,39.1,0.344,31,1
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7,105,0,0,0,0,0.305,24,2
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1,103,80,11,82,19.4,0.491,22,2
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1,101,50,15,36,24.2,0.526,26,2
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5,88,66,21,23,24.4,0.342,30,2
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8,176,90,34,300,33.7,0.467,58,1
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7,150,66,42,342,34.7,0.718,42,2
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1,73,50,10,0,23,0.248,21,2
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7,187,68,39,304,37.7,0.254,41,1
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0,100,88,60,110,46.8,0.962,31,2
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0,146,82,0,0,40.5,1.781,44,2
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0,105,64,41,142,41.5,0.173,22,2
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2,84,0,0,0,0,0.304,21,2
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8,133,72,0,0,32.9,0.27,39,1
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5,44,62,0,0,25,0.587,36,2
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2,141,58,34,128,25.4,0.699,24,2
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7,114,66,0,0,32.8,0.258,42,1
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5,99,74,27,0,29,0.203,32,2
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0,109,88,30,0,32.5,0.855,38,1
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2,109,92,0,0,42.7,0.845,54,2
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1,95,66,13,38,19.6,0.334,25,2
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4,146,85,27,100,28.9,0.189,27,2
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2,100,66,20,90,32.9,0.867,28,1
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5,139,64,35,140,28.6,0.411,26,2
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13,126,90,0,0,43.4,0.583,42,1
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4,129,86,20,270,35.1,0.231,23,2
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1,79,75,30,0,32,0.396,22,2
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1,0,48,20,0,24.7,0.14,22,2
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7,62,78,0,0,32.6,0.391,41,2
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5,95,72,33,0,37.7,0.37,27,2
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0,131,0,0,0,43.2,0.27,26,1
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2,112,66,22,0,25,0.307,24,2
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3,113,44,13,0,22.4,0.14,22,2
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2,74,0,0,0,0,0.102,22,2
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7,83,78,26,71,29.3,0.767,36,2
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0,101,65,28,0,24.6,0.237,22,2
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5,137,108,0,0,48.8,0.227,37,1
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2,110,74,29,125,32.4,0.698,27,2
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13,106,72,54,0,36.6,0.178,45,2
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2,100,68,25,71,38.5,0.324,26,2
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15,136,70,32,110,37.1,0.153,43,1
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1,107,68,19,0,26.5,0.165,24,2
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1,80,55,0,0,19.1,0.258,21,2
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4,123,80,15,176,32,0.443,34,2
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7,81,78,40,48,46.7,0.261,42,2
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4,134,72,0,0,23.8,0.277,60,1
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2,142,82,18,64,24.7,0.761,21,2
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6,144,72,27,228,33.9,0.255,40,2
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2,92,62,28,0,31.6,0.13,24,2
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1,71,48,18,76,20.4,0.323,22,2
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6,93,50,30,64,28.7,0.356,23,2
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1,122,90,51,220,49.7,0.325,31,1
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1,163,72,0,0,39,1.222,33,1
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1,151,60,0,0,26.1,0.179,22,2
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0,125,96,0,0,22.5,0.262,21,2
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1,81,72,18,40,26.6,0.283,24,2
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2,85,65,0,0,39.6,0.93,27,2
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1,126,56,29,152,28.7,0.801,21,2
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1,96,122,0,0,22.4,0.207,27,2
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4,144,58,28,140,29.5,0.287,37,2
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3,83,58,31,18,34.3,0.336,25,2
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0,95,85,25,36,37.4,0.247,24,1
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3,171,72,33,135,33.3,0.199,24,1
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8,155,62,26,495,34,0.543,46,1
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1,89,76,34,37,31.2,0.192,23,2
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4,76,62,0,0,34,0.391,25,2
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7,160,54,32,175,30.5,0.588,39,1
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||||
4,146,92,0,0,31.2,0.539,61,1
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5,124,74,0,0,34,0.22,38,1
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5,78,48,0,0,33.7,0.654,25,2
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4,97,60,23,0,28.2,0.443,22,2
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4,99,76,15,51,23.2,0.223,21,2
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0,162,76,56,100,53.2,0.759,25,1
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6,111,64,39,0,34.2,0.26,24,2
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2,107,74,30,100,33.6,0.404,23,2
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5,132,80,0,0,26.8,0.186,69,2
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0,113,76,0,0,33.3,0.278,23,1
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1,88,30,42,99,55,0.496,26,1
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3,120,70,30,135,42.9,0.452,30,2
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1,118,58,36,94,33.3,0.261,23,2
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1,117,88,24,145,34.5,0.403,40,1
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||||
0,105,84,0,0,27.9,0.741,62,1
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4,173,70,14,168,29.7,0.361,33,1
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9,122,56,0,0,33.3,1.114,33,1
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3,170,64,37,225,34.5,0.356,30,1
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||||
8,84,74,31,0,38.3,0.457,39,2
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2,96,68,13,49,21.1,0.647,26,2
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2,125,60,20,140,33.8,0.088,31,2
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0,100,70,26,50,30.8,0.597,21,2
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0,93,60,25,92,28.7,0.532,22,2
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0,129,80,0,0,31.2,0.703,29,2
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5,105,72,29,325,36.9,0.159,28,2
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3,128,78,0,0,21.1,0.268,55,2
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5,106,82,30,0,39.5,0.286,38,2
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2,108,52,26,63,32.5,0.318,22,2
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10,108,66,0,0,32.4,0.272,42,1
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4,154,62,31,284,32.8,0.237,23,2
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0,102,75,23,0,0,0.572,21,2
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9,57,80,37,0,32.8,0.096,41,2
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2,106,64,35,119,30.5,1.4,34,2
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5,147,78,0,0,33.7,0.218,65,2
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2,90,70,17,0,27.3,0.085,22,2
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1,136,74,50,204,37.4,0.399,24,2
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4,114,65,0,0,21.9,0.432,37,2
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9,156,86,28,155,34.3,1.189,42,1
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1,153,82,42,485,40.6,0.687,23,2
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8,188,78,0,0,47.9,0.137,43,1
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7,152,88,44,0,50,0.337,36,1
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2,99,52,15,94,24.6,0.637,21,2
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1,109,56,21,135,25.2,0.833,23,2
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2,88,74,19,53,29,0.229,22,2
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17,163,72,41,114,40.9,0.817,47,1
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4,151,90,38,0,29.7,0.294,36,2
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7,102,74,40,105,37.2,0.204,45,2
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0,114,80,34,285,44.2,0.167,27,2
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2,100,64,23,0,29.7,0.368,21,2
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0,131,88,0,0,31.6,0.743,32,1
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6,104,74,18,156,29.9,0.722,41,1
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3,148,66,25,0,32.5,0.256,22,2
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4,120,68,0,0,29.6,0.709,34,2
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4,110,66,0,0,31.9,0.471,29,2
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3,111,90,12,78,28.4,0.495,29,2
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6,102,82,0,0,30.8,0.18,36,1
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6,134,70,23,130,35.4,0.542,29,1
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2,87,0,23,0,28.9,0.773,25,2
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1,79,60,42,48,43.5,0.678,23,2
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2,75,64,24,55,29.7,0.37,33,2
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8,179,72,42,130,32.7,0.719,36,1
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6,85,78,0,0,31.2,0.382,42,2
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0,129,110,46,130,67.1,0.319,26,1
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5,143,78,0,0,45,0.19,47,2
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5,130,82,0,0,39.1,0.956,37,1
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6,87,80,0,0,23.2,0.084,32,2
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0,119,64,18,92,34.9,0.725,23,2
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1,0,74,20,23,27.7,0.299,21,2
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5,73,60,0,0,26.8,0.268,27,2
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4,141,74,0,0,27.6,0.244,40,2
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7,194,68,28,0,35.9,0.745,41,1
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8,181,68,36,495,30.1,0.615,60,1
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1,128,98,41,58,32,1.321,33,1
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8,109,76,39,114,27.9,0.64,31,1
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5,139,80,35,160,31.6,0.361,25,1
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3,111,62,0,0,22.6,0.142,21,2
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9,123,70,44,94,33.1,0.374,40,2
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7,159,66,0,0,30.4,0.383,36,1
|
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11,135,0,0,0,52.3,0.578,40,1
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8,85,55,20,0,24.4,0.136,42,2
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5,158,84,41,210,39.4,0.395,29,1
|
||||
1,105,58,0,0,24.3,0.187,21,2
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3,107,62,13,48,22.9,0.678,23,1
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4,109,64,44,99,34.8,0.905,26,1
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4,148,60,27,318,30.9,0.15,29,1
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||||
0,113,80,16,0,31,0.874,21,2
|
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1,138,82,0,0,40.1,0.236,28,2
|
||||
0,108,68,20,0,27.3,0.787,32,2
|
||||
2,99,70,16,44,20.4,0.235,27,2
|
||||
6,103,72,32,190,37.7,0.324,55,2
|
||||
5,111,72,28,0,23.9,0.407,27,2
|
||||
8,196,76,29,280,37.5,0.605,57,1
|
||||
5,162,104,0,0,37.7,0.151,52,1
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||||
1,96,64,27,87,33.2,0.289,21,2
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7,184,84,33,0,35.5,0.355,41,1
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||||
2,81,60,22,0,27.7,0.29,25,2
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||||
0,147,85,54,0,42.8,0.375,24,2
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7,179,95,31,0,34.2,0.164,60,2
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||||
0,140,65,26,130,42.6,0.431,24,1
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||||
9,112,82,32,175,34.2,0.26,36,1
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12,151,70,40,271,41.8,0.742,38,1
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5,109,62,41,129,35.8,0.514,25,1
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6,125,68,30,120,30,0.464,32,2
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||||
5,85,74,22,0,29,1.224,32,1
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||||
5,112,66,0,0,37.8,0.261,41,1
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||||
0,177,60,29,478,34.6,1.072,21,1
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||||
2,158,90,0,0,31.6,0.805,66,1
|
||||
7,119,0,0,0,25.2,0.209,37,2
|
||||
7,142,60,33,190,28.8,0.687,61,2
|
||||
1,100,66,15,56,23.6,0.666,26,2
|
||||
1,87,78,27,32,34.6,0.101,22,2
|
||||
0,101,76,0,0,35.7,0.198,26,2
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||||
3,162,52,38,0,37.2,0.652,24,1
|
||||
4,197,70,39,744,36.7,2.329,31,2
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||||
0,117,80,31,53,45.2,0.089,24,2
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||||
4,142,86,0,0,44,0.645,22,1
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||||
6,134,80,37,370,46.2,0.238,46,1
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1,79,80,25,37,25.4,0.583,22,2
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4,122,68,0,0,35,0.394,29,2
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3,74,68,28,45,29.7,0.293,23,2
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4,171,72,0,0,43.6,0.479,26,1
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7,181,84,21,192,35.9,0.586,51,1
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0,179,90,27,0,44.1,0.686,23,1
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9,164,84,21,0,30.8,0.831,32,1
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0,104,76,0,0,18.4,0.582,27,2
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1,91,64,24,0,29.2,0.192,21,2
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4,91,70,32,88,33.1,0.446,22,2
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3,139,54,0,0,25.6,0.402,22,1
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6,119,50,22,176,27.1,1.318,33,1
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2,146,76,35,194,38.2,0.329,29,2
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9,184,85,15,0,30,1.213,49,1
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10,122,68,0,0,31.2,0.258,41,2
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0,165,90,33,680,52.3,0.427,23,2
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9,124,70,33,402,35.4,0.282,34,2
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1,111,86,19,0,30.1,0.143,23,2
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9,106,52,0,0,31.2,0.38,42,2
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2,129,84,0,0,28,0.284,27,2
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2,90,80,14,55,24.4,0.249,24,2
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0,86,68,32,0,35.8,0.238,25,2
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12,92,62,7,258,27.6,0.926,44,1
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1,113,64,35,0,33.6,0.543,21,1
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||||
3,111,56,39,0,30.1,0.557,30,2
|
||||
2,114,68,22,0,28.7,0.092,25,2
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||||
1,193,50,16,375,25.9,0.655,24,2
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||||
11,155,76,28,150,33.3,1.353,51,1
|
||||
3,191,68,15,130,30.9,0.299,34,2
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||||
3,141,0,0,0,30,0.761,27,1
|
||||
4,95,70,32,0,32.1,0.612,24,2
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||||
3,142,80,15,0,32.4,0.2,63,2
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||||
4,123,62,0,0,32,0.226,35,1
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||||
5,96,74,18,67,33.6,0.997,43,2
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||||
0,138,0,0,0,36.3,0.933,25,1
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||||
2,128,64,42,0,40,1.101,24,2
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||||
0,102,52,0,0,25.1,0.078,21,2
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||||
2,146,0,0,0,27.5,0.24,28,1
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||||
10,101,86,37,0,45.6,1.136,38,1
|
||||
2,108,62,32,56,25.2,0.128,21,2
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||||
3,122,78,0,0,23,0.254,40,2
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||||
1,71,78,50,45,33.2,0.422,21,2
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||||
13,106,70,0,0,34.2,0.251,52,2
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||||
2,100,70,52,57,40.5,0.677,25,2
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||||
7,106,60,24,0,26.5,0.296,29,1
|
||||
0,104,64,23,116,27.8,0.454,23,2
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||||
5,114,74,0,0,24.9,0.744,57,2
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||||
2,108,62,10,278,25.3,0.881,22,2
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||||
0,146,70,0,0,37.9,0.334,28,1
|
||||
10,129,76,28,122,35.9,0.28,39,2
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||||
7,133,88,15,155,32.4,0.262,37,2
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||||
7,161,86,0,0,30.4,0.165,47,1
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||||
2,108,80,0,0,27,0.259,52,1
|
||||
7,136,74,26,135,26,0.647,51,2
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||||
5,155,84,44,545,38.7,0.619,34,2
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||||
1,119,86,39,220,45.6,0.808,29,1
|
||||
4,96,56,17,49,20.8,0.34,26,2
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||||
5,108,72,43,75,36.1,0.263,33,2
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||||
0,78,88,29,40,36.9,0.434,21,2
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||||
0,107,62,30,74,36.6,0.757,25,1
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||||
2,128,78,37,182,43.3,1.224,31,1
|
||||
1,128,48,45,194,40.5,0.613,24,1
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||||
0,161,50,0,0,21.9,0.254,65,2
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||||
6,151,62,31,120,35.5,0.692,28,2
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||||
2,146,70,38,360,28,0.337,29,1
|
||||
0,126,84,29,215,30.7,0.52,24,2
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||||
14,100,78,25,184,36.6,0.412,46,1
|
||||
8,112,72,0,0,23.6,0.84,58,2
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||||
0,167,0,0,0,32.3,0.839,30,1
|
||||
2,144,58,33,135,31.6,0.422,25,1
|
||||
5,77,82,41,42,35.8,0.156,35,2
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||||
5,115,98,0,0,52.9,0.209,28,1
|
||||
3,150,76,0,0,21,0.207,37,2
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||||
2,120,76,37,105,39.7,0.215,29,2
|
||||
10,161,68,23,132,25.5,0.326,47,1
|
||||
0,137,68,14,148,24.8,0.143,21,2
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||||
0,128,68,19,180,30.5,1.391,25,1
|
||||
2,124,68,28,205,32.9,0.875,30,1
|
||||
6,80,66,30,0,26.2,0.313,41,2
|
||||
0,106,70,37,148,39.4,0.605,22,2
|
||||
2,155,74,17,96,26.6,0.433,27,1
|
||||
3,113,50,10,85,29.5,0.626,25,2
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||||
7,109,80,31,0,35.9,1.127,43,1
|
||||
2,112,68,22,94,34.1,0.315,26,2
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||||
3,99,80,11,64,19.3,0.284,30,2
|
||||
3,182,74,0,0,30.5,0.345,29,1
|
||||
3,115,66,39,140,38.1,0.15,28,2
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||||
6,194,78,0,0,23.5,0.129,59,1
|
||||
4,129,60,12,231,27.5,0.527,31,2
|
||||
3,112,74,30,0,31.6,0.197,25,1
|
||||
0,124,70,20,0,27.4,0.254,36,1
|
||||
13,152,90,33,29,26.8,0.731,43,1
|
||||
2,112,75,32,0,35.7,0.148,21,2
|
||||
1,157,72,21,168,25.6,0.123,24,2
|
||||
1,122,64,32,156,35.1,0.692,30,1
|
||||
10,179,70,0,0,35.1,0.2,37,2
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||||
2,102,86,36,120,45.5,0.127,23,1
|
||||
6,105,70,32,68,30.8,0.122,37,2
|
||||
8,118,72,19,0,23.1,1.476,46,2
|
||||
2,87,58,16,52,32.7,0.166,25,2
|
||||
1,180,0,0,0,43.3,0.282,41,1
|
||||
12,106,80,0,0,23.6,0.137,44,2
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||||
1,95,60,18,58,23.9,0.26,22,2
|
||||
0,165,76,43,255,47.9,0.259,26,2
|
||||
0,117,0,0,0,33.8,0.932,44,2
|
||||
5,115,76,0,0,31.2,0.343,44,1
|
||||
9,152,78,34,171,34.2,0.893,33,1
|
||||
7,178,84,0,0,39.9,0.331,41,1
|
||||
1,130,70,13,105,25.9,0.472,22,2
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||||
1,95,74,21,73,25.9,0.673,36,2
|
||||
1,0,68,35,0,32,0.389,22,2
|
||||
5,122,86,0,0,34.7,0.29,33,2
|
||||
8,95,72,0,0,36.8,0.485,57,2
|
||||
8,126,88,36,108,38.5,0.349,49,2
|
||||
1,139,46,19,83,28.7,0.654,22,2
|
||||
3,116,0,0,0,23.5,0.187,23,2
|
||||
3,99,62,19,74,21.8,0.279,26,2
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||||
5,0,80,32,0,41,0.346,37,1
|
||||
4,92,80,0,0,42.2,0.237,29,2
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||||
4,137,84,0,0,31.2,0.252,30,2
|
||||
3,61,82,28,0,34.4,0.243,46,2
|
||||
1,90,62,12,43,27.2,0.58,24,2
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||||
3,90,78,0,0,42.7,0.559,21,2
|
||||
9,165,88,0,0,30.4,0.302,49,1
|
||||
1,125,50,40,167,33.3,0.962,28,1
|
||||
13,129,0,30,0,39.9,0.569,44,1
|
||||
12,88,74,40,54,35.3,0.378,48,2
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||||
1,196,76,36,249,36.5,0.875,29,1
|
||||
5,189,64,33,325,31.2,0.583,29,1
|
||||
5,158,70,0,0,29.8,0.207,63,2
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||||
5,103,108,37,0,39.2,0.305,65,2
|
||||
4,146,78,0,0,38.5,0.52,67,1
|
||||
4,147,74,25,293,34.9,0.385,30,2
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||||
5,99,54,28,83,34,0.499,30,2
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||||
6,124,72,0,0,27.6,0.368,29,1
|
||||
0,101,64,17,0,21,0.252,21,2
|
||||
3,81,86,16,66,27.5,0.306,22,2
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||||
1,133,102,28,140,32.8,0.234,45,1
|
||||
3,173,82,48,465,38.4,2.137,25,1
|
||||
0,118,64,23,89,0,1.731,21,2
|
||||
0,84,64,22,66,35.8,0.545,21,2
|
||||
2,105,58,40,94,34.9,0.225,25,2
|
||||
2,122,52,43,158,36.2,0.816,28,2
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||||
12,140,82,43,325,39.2,0.528,58,1
|
||||
0,98,82,15,84,25.2,0.299,22,2
|
||||
1,87,60,37,75,37.2,0.509,22,2
|
||||
4,156,75,0,0,48.3,0.238,32,1
|
||||
0,93,100,39,72,43.4,1.021,35,2
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||||
1,107,72,30,82,30.8,0.821,24,2
|
||||
0,105,68,22,0,20,0.236,22,2
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||||
1,109,60,8,182,25.4,0.947,21,2
|
||||
1,90,62,18,59,25.1,1.268,25,2
|
||||
1,125,70,24,110,24.3,0.221,25,2
|
||||
1,119,54,13,50,22.3,0.205,24,2
|
||||
5,116,74,29,0,32.3,0.66,35,1
|
||||
8,105,100,36,0,43.3,0.239,45,1
|
||||
5,144,82,26,285,32,0.452,58,1
|
||||
3,100,68,23,81,31.6,0.949,28,2
|
||||
1,100,66,29,196,32,0.444,42,2
|
||||
5,166,76,0,0,45.7,0.34,27,1
|
||||
1,131,64,14,415,23.7,0.389,21,2
|
||||
4,116,72,12,87,22.1,0.463,37,2
|
||||
4,158,78,0,0,32.9,0.803,31,1
|
||||
2,127,58,24,275,27.7,1.6,25,2
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||||
3,96,56,34,115,24.7,0.944,39,2
|
||||
0,131,66,40,0,34.3,0.196,22,1
|
||||
3,82,70,0,0,21.1,0.389,25,2
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||||
3,193,70,31,0,34.9,0.241,25,1
|
||||
4,95,64,0,0,32,0.161,31,1
|
||||
6,137,61,0,0,24.2,0.151,55,2
|
||||
5,136,84,41,88,35,0.286,35,1
|
||||
9,72,78,25,0,31.6,0.28,38,2
|
||||
5,168,64,0,0,32.9,0.135,41,1
|
||||
2,123,48,32,165,42.1,0.52,26,2
|
||||
4,115,72,0,0,28.9,0.376,46,1
|
||||
0,101,62,0,0,21.9,0.336,25,2
|
||||
8,197,74,0,0,25.9,1.191,39,1
|
||||
1,172,68,49,579,42.4,0.702,28,1
|
||||
6,102,90,39,0,35.7,0.674,28,2
|
||||
1,112,72,30,176,34.4,0.528,25,2
|
||||
1,143,84,23,310,42.4,1.076,22,2
|
||||
1,143,74,22,61,26.2,0.256,21,2
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||||
0,138,60,35,167,34.6,0.534,21,1
|
||||
3,173,84,33,474,35.7,0.258,22,1
|
||||
1,97,68,21,0,27.2,1.095,22,2
|
||||
4,144,82,32,0,38.5,0.554,37,1
|
||||
1,83,68,0,0,18.2,0.624,27,2
|
||||
3,129,64,29,115,26.4,0.219,28,1
|
||||
1,119,88,41,170,45.3,0.507,26,2
|
||||
2,94,68,18,76,26,0.561,21,2
|
||||
0,102,64,46,78,40.6,0.496,21,2
|
||||
2,115,64,22,0,30.8,0.421,21,2
|
||||
8,151,78,32,210,42.9,0.516,36,1
|
||||
4,184,78,39,277,37,0.264,31,1
|
||||
0,94,0,0,0,0,0.256,25,2
|
||||
1,181,64,30,180,34.1,0.328,38,1
|
||||
0,135,94,46,145,40.6,0.284,26,2
|
||||
1,95,82,25,180,35,0.233,43,1
|
||||
2,99,0,0,0,22.2,0.108,23,2
|
||||
3,89,74,16,85,30.4,0.551,38,2
|
||||
1,80,74,11,60,30,0.527,22,2
|
||||
2,139,75,0,0,25.6,0.167,29,2
|
||||
1,90,68,8,0,24.5,1.138,36,2
|
||||
0,141,0,0,0,42.4,0.205,29,1
|
||||
12,140,85,33,0,37.4,0.244,41,2
|
||||
5,147,75,0,0,29.9,0.434,28,2
|
||||
1,97,70,15,0,18.2,0.147,21,2
|
||||
6,107,88,0,0,36.8,0.727,31,2
|
||||
0,189,104,25,0,34.3,0.435,41,1
|
||||
2,83,66,23,50,32.2,0.497,22,2
|
||||
4,117,64,27,120,33.2,0.23,24,2
|
||||
8,108,70,0,0,30.5,0.955,33,1
|
||||
4,117,62,12,0,29.7,0.38,30,1
|
||||
0,180,78,63,14,59.4,2.42,25,1
|
||||
1,100,72,12,70,25.3,0.658,28,2
|
||||
0,95,80,45,92,36.5,0.33,26,2
|
||||
0,104,64,37,64,33.6,0.51,22,1
|
||||
0,120,74,18,63,30.5,0.285,26,2
|
||||
1,82,64,13,95,21.2,0.415,23,2
|
||||
2,134,70,0,0,28.9,0.542,23,1
|
||||
0,91,68,32,210,39.9,0.381,25,2
|
||||
2,119,0,0,0,19.6,0.832,72,2
|
||||
2,100,54,28,105,37.8,0.498,24,2
|
||||
14,175,62,30,0,33.6,0.212,38,1
|
||||
1,135,54,0,0,26.7,0.687,62,2
|
||||
5,86,68,28,71,30.2,0.364,24,2
|
||||
10,148,84,48,237,37.6,1.001,51,1
|
||||
9,134,74,33,60,25.9,0.46,81,2
|
||||
9,120,72,22,56,20.8,0.733,48,2
|
||||
1,71,62,0,0,21.8,0.416,26,2
|
||||
8,74,70,40,49,35.3,0.705,39,2
|
||||
5,88,78,30,0,27.6,0.258,37,2
|
||||
10,115,98,0,0,24,1.022,34,2
|
||||
0,124,56,13,105,21.8,0.452,21,2
|
||||
0,74,52,10,36,27.8,0.269,22,2
|
||||
0,97,64,36,100,36.8,0.6,25,2
|
||||
8,120,0,0,0,30,0.183,38,1
|
||||
6,154,78,41,140,46.1,0.571,27,2
|
||||
1,144,82,40,0,41.3,0.607,28,2
|
||||
0,137,70,38,0,33.2,0.17,22,2
|
||||
0,119,66,27,0,38.8,0.259,22,2
|
||||
7,136,90,0,0,29.9,0.21,50,2
|
||||
4,114,64,0,0,28.9,0.126,24,2
|
||||
0,137,84,27,0,27.3,0.231,59,2
|
||||
2,105,80,45,191,33.7,0.711,29,1
|
||||
7,114,76,17,110,23.8,0.466,31,2
|
||||
8,126,74,38,75,25.9,0.162,39,2
|
||||
4,132,86,31,0,28,0.419,63,2
|
||||
3,158,70,30,328,35.5,0.344,35,1
|
||||
0,123,88,37,0,35.2,0.197,29,2
|
||||
4,85,58,22,49,27.8,0.306,28,2
|
||||
0,84,82,31,125,38.2,0.233,23,2
|
||||
0,145,0,0,0,44.2,0.63,31,1
|
||||
0,135,68,42,250,42.3,0.365,24,1
|
||||
1,139,62,41,480,40.7,0.536,21,2
|
||||
0,173,78,32,265,46.5,1.159,58,2
|
||||
4,99,72,17,0,25.6,0.294,28,2
|
||||
8,194,80,0,0,26.1,0.551,67,2
|
||||
2,83,65,28,66,36.8,0.629,24,2
|
||||
2,89,90,30,0,33.5,0.292,42,2
|
||||
4,99,68,38,0,32.8,0.145,33,2
|
||||
4,125,70,18,122,28.9,1.144,45,1
|
||||
3,80,0,0,0,0,0.174,22,2
|
||||
6,166,74,0,0,26.6,0.304,66,2
|
||||
5,110,68,0,0,26,0.292,30,2
|
||||
2,81,72,15,76,30.1,0.547,25,2
|
||||
7,195,70,33,145,25.1,0.163,55,1
|
||||
6,154,74,32,193,29.3,0.839,39,2
|
||||
2,117,90,19,71,25.2,0.313,21,2
|
||||
3,84,72,32,0,37.2,0.267,28,2
|
||||
6,0,68,41,0,39,0.727,41,1
|
||||
7,94,64,25,79,33.3,0.738,41,2
|
||||
3,96,78,39,0,37.3,0.238,40,2
|
||||
10,75,82,0,0,33.3,0.263,38,2
|
||||
0,180,90,26,90,36.5,0.314,35,1
|
||||
1,130,60,23,170,28.6,0.692,21,2
|
||||
2,84,50,23,76,30.4,0.968,21,2
|
||||
8,120,78,0,0,25,0.409,64,2
|
||||
12,84,72,31,0,29.7,0.297,46,1
|
||||
0,139,62,17,210,22.1,0.207,21,2
|
||||
9,91,68,0,0,24.2,0.2,58,2
|
||||
2,91,62,0,0,27.3,0.525,22,2
|
||||
3,99,54,19,86,25.6,0.154,24,2
|
||||
3,163,70,18,105,31.6,0.268,28,1
|
||||
9,145,88,34,165,30.3,0.771,53,1
|
||||
7,125,86,0,0,37.6,0.304,51,2
|
||||
13,76,60,0,0,32.8,0.18,41,2
|
||||
6,129,90,7,326,19.6,0.582,60,2
|
||||
2,68,70,32,66,25,0.187,25,2
|
||||
3,124,80,33,130,33.2,0.305,26,2
|
||||
6,114,0,0,0,0,0.189,26,2
|
||||
9,130,70,0,0,34.2,0.652,45,1
|
||||
3,125,58,0,0,31.6,0.151,24,2
|
||||
3,87,60,18,0,21.8,0.444,21,2
|
||||
1,97,64,19,82,18.2,0.299,21,2
|
||||
3,116,74,15,105,26.3,0.107,24,2
|
||||
0,117,66,31,188,30.8,0.493,22,2
|
||||
0,111,65,0,0,24.6,0.66,31,2
|
||||
2,122,60,18,106,29.8,0.717,22,2
|
||||
0,107,76,0,0,45.3,0.686,24,2
|
||||
1,86,66,52,65,41.3,0.917,29,2
|
||||
6,91,0,0,0,29.8,0.501,31,2
|
||||
1,77,56,30,56,33.3,1.251,24,2
|
||||
4,132,0,0,0,32.9,0.302,23,1
|
||||
0,105,90,0,0,29.6,0.197,46,2
|
||||
0,57,60,0,0,21.7,0.735,67,2
|
||||
0,127,80,37,210,36.3,0.804,23,2
|
||||
3,129,92,49,155,36.4,0.968,32,1
|
||||
8,100,74,40,215,39.4,0.661,43,1
|
||||
3,128,72,25,190,32.4,0.549,27,1
|
||||
10,90,85,32,0,34.9,0.825,56,1
|
||||
4,84,90,23,56,39.5,0.159,25,2
|
||||
1,88,78,29,76,32,0.365,29,2
|
||||
8,186,90,35,225,34.5,0.423,37,1
|
||||
5,187,76,27,207,43.6,1.034,53,1
|
||||
4,131,68,21,166,33.1,0.16,28,2
|
||||
1,164,82,43,67,32.8,0.341,50,2
|
||||
4,189,110,31,0,28.5,0.68,37,2
|
||||
1,116,70,28,0,27.4,0.204,21,2
|
||||
3,84,68,30,106,31.9,0.591,25,2
|
||||
6,114,88,0,0,27.8,0.247,66,2
|
||||
1,88,62,24,44,29.9,0.422,23,2
|
||||
1,84,64,23,115,36.9,0.471,28,2
|
||||
7,124,70,33,215,25.5,0.161,37,2
|
||||
1,97,70,40,0,38.1,0.218,30,2
|
||||
8,110,76,0,0,27.8,0.237,58,2
|
||||
11,103,68,40,0,46.2,0.126,42,2
|
||||
11,85,74,0,0,30.1,0.3,35,2
|
||||
6,125,76,0,0,33.8,0.121,54,1
|
||||
0,198,66,32,274,41.3,0.502,28,1
|
||||
1,87,68,34,77,37.6,0.401,24,2
|
||||
6,99,60,19,54,26.9,0.497,32,2
|
||||
0,91,80,0,0,32.4,0.601,27,2
|
||||
2,95,54,14,88,26.1,0.748,22,2
|
||||
1,99,72,30,18,38.6,0.412,21,2
|
||||
6,92,62,32,126,32,0.085,46,2
|
||||
4,154,72,29,126,31.3,0.338,37,2
|
||||
0,121,66,30,165,34.3,0.203,33,1
|
||||
3,78,70,0,0,32.5,0.27,39,2
|
||||
2,130,96,0,0,22.6,0.268,21,2
|
||||
3,111,58,31,44,29.5,0.43,22,2
|
||||
2,98,60,17,120,34.7,0.198,22,2
|
||||
1,143,86,30,330,30.1,0.892,23,2
|
||||
1,119,44,47,63,35.5,0.28,25,2
|
||||
6,108,44,20,130,24,0.813,35,2
|
||||
2,118,80,0,0,42.9,0.693,21,1
|
||||
10,133,68,0,0,27,0.245,36,2
|
||||
2,197,70,99,0,34.7,0.575,62,1
|
||||
0,151,90,46,0,42.1,0.371,21,1
|
||||
6,109,60,27,0,25,0.206,27,2
|
||||
12,121,78,17,0,26.5,0.259,62,2
|
||||
8,100,76,0,0,38.7,0.19,42,2
|
||||
8,124,76,24,600,28.7,0.687,52,1
|
||||
1,93,56,11,0,22.5,0.417,22,2
|
||||
8,143,66,0,0,34.9,0.129,41,1
|
||||
6,103,66,0,0,24.3,0.249,29,2
|
||||
3,176,86,27,156,33.3,1.154,52,1
|
||||
0,73,0,0,0,21.1,0.342,25,2
|
||||
11,111,84,40,0,46.8,0.925,45,1
|
||||
2,112,78,50,140,39.4,0.175,24,2
|
||||
3,132,80,0,0,34.4,0.402,44,1
|
||||
2,82,52,22,115,28.5,1.699,25,2
|
||||
6,123,72,45,230,33.6,0.733,34,2
|
||||
0,188,82,14,185,32,0.682,22,1
|
||||
0,67,76,0,0,45.3,0.194,46,2
|
||||
1,89,24,19,25,27.8,0.559,21,2
|
||||
1,173,74,0,0,36.8,0.088,38,1
|
||||
1,109,38,18,120,23.1,0.407,26,2
|
||||
1,108,88,19,0,27.1,0.4,24,2
|
||||
6,96,0,0,0,23.7,0.19,28,2
|
||||
1,124,74,36,0,27.8,0.1,30,2
|
||||
7,150,78,29,126,35.2,0.692,54,1
|
||||
4,183,0,0,0,28.4,0.212,36,1
|
||||
1,124,60,32,0,35.8,0.514,21,2
|
||||
1,181,78,42,293,40,1.258,22,1
|
||||
1,92,62,25,41,19.5,0.482,25,2
|
||||
0,152,82,39,272,41.5,0.27,27,2
|
||||
1,111,62,13,182,24,0.138,23,2
|
||||
3,106,54,21,158,30.9,0.292,24,2
|
||||
3,174,58,22,194,32.9,0.593,36,1
|
||||
7,168,88,42,321,38.2,0.787,40,1
|
||||
6,105,80,28,0,32.5,0.878,26,2
|
||||
11,138,74,26,144,36.1,0.557,50,1
|
||||
3,106,72,0,0,25.8,0.207,27,2
|
||||
6,117,96,0,0,28.7,0.157,30,2
|
||||
2,68,62,13,15,20.1,0.257,23,2
|
||||
9,112,82,24,0,28.2,1.282,50,1
|
||||
0,119,0,0,0,32.4,0.141,24,1
|
||||
2,112,86,42,160,38.4,0.246,28,2
|
||||
2,92,76,20,0,24.2,1.698,28,2
|
||||
6,183,94,0,0,40.8,1.461,45,2
|
||||
0,94,70,27,115,43.5,0.347,21,2
|
||||
2,108,64,0,0,30.8,0.158,21,2
|
||||
4,90,88,47,54,37.7,0.362,29,2
|
||||
0,125,68,0,0,24.7,0.206,21,2
|
||||
0,132,78,0,0,32.4,0.393,21,2
|
||||
5,128,80,0,0,34.6,0.144,45,2
|
||||
4,94,65,22,0,24.7,0.148,21,2
|
||||
7,114,64,0,0,27.4,0.732,34,1
|
||||
0,102,78,40,90,34.5,0.238,24,2
|
||||
2,111,60,0,0,26.2,0.343,23,2
|
||||
1,128,82,17,183,27.5,0.115,22,2
|
||||
10,92,62,0,0,25.9,0.167,31,2
|
||||
13,104,72,0,0,31.2,0.465,38,1
|
||||
5,104,74,0,0,28.8,0.153,48,2
|
||||
2,94,76,18,66,31.6,0.649,23,2
|
||||
7,97,76,32,91,40.9,0.871,32,1
|
||||
1,100,74,12,46,19.5,0.149,28,2
|
||||
0,102,86,17,105,29.3,0.695,27,2
|
||||
4,128,70,0,0,34.3,0.303,24,2
|
||||
6,147,80,0,0,29.5,0.178,50,1
|
||||
4,90,0,0,0,28,0.61,31,2
|
||||
3,103,72,30,152,27.6,0.73,27,2
|
||||
2,157,74,35,440,39.4,0.134,30,2
|
||||
1,167,74,17,144,23.4,0.447,33,1
|
||||
0,179,50,36,159,37.8,0.455,22,1
|
||||
11,136,84,35,130,28.3,0.26,42,1
|
||||
0,107,60,25,0,26.4,0.133,23,2
|
||||
1,91,54,25,100,25.2,0.234,23,2
|
||||
1,117,60,23,106,33.8,0.466,27,2
|
||||
5,123,74,40,77,34.1,0.269,28,2
|
||||
2,120,54,0,0,26.8,0.455,27,2
|
||||
1,106,70,28,135,34.2,0.142,22,2
|
||||
2,155,52,27,540,38.7,0.24,25,1
|
||||
2,101,58,35,90,21.8,0.155,22,2
|
||||
1,120,80,48,200,38.9,1.162,41,2
|
||||
11,127,106,0,0,39,0.19,51,2
|
||||
3,80,82,31,70,34.2,1.292,27,1
|
||||
10,162,84,0,0,27.7,0.182,54,2
|
||||
1,199,76,43,0,42.9,1.394,22,1
|
||||
8,167,106,46,231,37.6,0.165,43,1
|
||||
9,145,80,46,130,37.9,0.637,40,1
|
||||
6,115,60,39,0,33.7,0.245,40,1
|
||||
1,112,80,45,132,34.8,0.217,24,2
|
||||
4,145,82,18,0,32.5,0.235,70,1
|
||||
10,111,70,27,0,27.5,0.141,40,1
|
||||
6,98,58,33,190,34,0.43,43,2
|
||||
9,154,78,30,100,30.9,0.164,45,2
|
||||
6,165,68,26,168,33.6,0.631,49,2
|
||||
1,99,58,10,0,25.4,0.551,21,2
|
||||
10,68,106,23,49,35.5,0.285,47,2
|
||||
3,123,100,35,240,57.3,0.88,22,2
|
||||
8,91,82,0,0,35.6,0.587,68,2
|
||||
6,195,70,0,0,30.9,0.328,31,1
|
||||
9,156,86,0,0,24.8,0.23,53,1
|
||||
0,93,60,0,0,35.3,0.263,25,2
|
||||
3,121,52,0,0,36,0.127,25,1
|
||||
2,101,58,17,265,24.2,0.614,23,2
|
||||
2,56,56,28,45,24.2,0.332,22,2
|
||||
0,162,76,36,0,49.6,0.364,26,1
|
||||
0,95,64,39,105,44.6,0.366,22,2
|
||||
4,125,80,0,0,32.3,0.536,27,1
|
||||
5,136,82,0,0,0,0.64,69,2
|
||||
2,129,74,26,205,33.2,0.591,25,2
|
||||
3,130,64,0,0,23.1,0.314,22,2
|
||||
1,107,50,19,0,28.3,0.181,29,2
|
||||
1,140,74,26,180,24.1,0.828,23,2
|
||||
1,144,82,46,180,46.1,0.335,46,1
|
||||
8,107,80,0,0,24.6,0.856,34,2
|
||||
13,158,114,0,0,42.3,0.257,44,1
|
||||
2,121,70,32,95,39.1,0.886,23,2
|
||||
7,129,68,49,125,38.5,0.439,43,1
|
||||
2,90,60,0,0,23.5,0.191,25,2
|
||||
7,142,90,24,480,30.4,0.128,43,1
|
||||
3,169,74,19,125,29.9,0.268,31,1
|
||||
0,99,0,0,0,25,0.253,22,2
|
||||
4,127,88,11,155,34.5,0.598,28,2
|
||||
4,118,70,0,0,44.5,0.904,26,2
|
||||
2,122,76,27,200,35.9,0.483,26,2
|
||||
6,125,78,31,0,27.6,0.565,49,1
|
||||
1,168,88,29,0,35,0.905,52,1
|
||||
2,129,0,0,0,38.5,0.304,41,2
|
||||
4,110,76,20,100,28.4,0.118,27,2
|
||||
6,80,80,36,0,39.8,0.177,28,2
|
||||
10,115,0,0,0,0,0.261,30,1
|
||||
2,127,46,21,335,34.4,0.176,22,2
|
||||
9,164,78,0,0,32.8,0.148,45,1
|
||||
2,93,64,32,160,38,0.674,23,1
|
||||
3,158,64,13,387,31.2,0.295,24,2
|
||||
5,126,78,27,22,29.6,0.439,40,2
|
||||
10,129,62,36,0,41.2,0.441,38,1
|
||||
0,134,58,20,291,26.4,0.352,21,2
|
||||
3,102,74,0,0,29.5,0.121,32,2
|
||||
7,187,50,33,392,33.9,0.826,34,1
|
||||
3,173,78,39,185,33.8,0.97,31,1
|
||||
10,94,72,18,0,23.1,0.595,56,2
|
||||
1,108,60,46,178,35.5,0.415,24,2
|
||||
5,97,76,27,0,35.6,0.378,52,1
|
||||
4,83,86,19,0,29.3,0.317,34,2
|
||||
1,114,66,36,200,38.1,0.289,21,2
|
||||
1,149,68,29,127,29.3,0.349,42,1
|
||||
5,117,86,30,105,39.1,0.251,42,2
|
||||
1,111,94,0,0,32.8,0.265,45,2
|
||||
4,112,78,40,0,39.4,0.236,38,2
|
||||
1,116,78,29,180,36.1,0.496,25,2
|
||||
0,141,84,26,0,32.4,0.433,22,2
|
||||
2,175,88,0,0,22.9,0.326,22,2
|
||||
2,92,52,0,0,30.1,0.141,22,2
|
||||
3,130,78,23,79,28.4,0.323,34,1
|
||||
8,120,86,0,0,28.4,0.259,22,1
|
||||
2,174,88,37,120,44.5,0.646,24,1
|
||||
2,106,56,27,165,29,0.426,22,2
|
||||
2,105,75,0,0,23.3,0.56,53,2
|
||||
4,95,60,32,0,35.4,0.284,28,2
|
||||
0,126,86,27,120,27.4,0.515,21,2
|
||||
8,65,72,23,0,32,0.6,42,2
|
||||
2,99,60,17,160,36.6,0.453,21,2
|
||||
1,102,74,0,0,39.5,0.293,42,1
|
||||
11,120,80,37,150,42.3,0.785,48,1
|
||||
3,102,44,20,94,30.8,0.4,26,2
|
||||
1,109,58,18,116,28.5,0.219,22,2
|
||||
9,140,94,0,0,32.7,0.734,45,1
|
||||
13,153,88,37,140,40.6,1.174,39,2
|
||||
12,100,84,33,105,30,0.488,46,2
|
||||
1,147,94,41,0,49.3,0.358,27,1
|
||||
1,81,74,41,57,46.3,1.096,32,2
|
||||
3,187,70,22,200,36.4,0.408,36,1
|
||||
6,162,62,0,0,24.3,0.178,50,1
|
||||
4,136,70,0,0,31.2,1.182,22,1
|
||||
1,121,78,39,74,39,0.261,28,2
|
||||
3,108,62,24,0,26,0.223,25,2
|
||||
0,181,88,44,510,43.3,0.222,26,1
|
||||
8,154,78,32,0,32.4,0.443,45,1
|
||||
1,128,88,39,110,36.5,1.057,37,1
|
||||
7,137,90,41,0,32,0.391,39,2
|
||||
0,123,72,0,0,36.3,0.258,52,1
|
||||
1,106,76,0,0,37.5,0.197,26,2
|
||||
6,190,92,0,0,35.5,0.278,66,1
|
||||
2,88,58,26,16,28.4,0.766,22,2
|
||||
9,170,74,31,0,44,0.403,43,1
|
||||
9,89,62,0,0,22.5,0.142,33,2
|
||||
10,101,76,48,180,32.9,0.171,63,2
|
||||
2,122,70,27,0,36.8,0.34,27,2
|
||||
5,121,72,23,112,26.2,0.245,30,2
|
||||
1,126,60,0,0,30.1,0.349,47,1
|
||||
1,93,70,31,0,30.4,0.315,23,2
|
||||
|
|
|
@ -0,0 +1,16 @@
|
|||
import numpy as np
|
||||
import pylab as pl
|
||||
#data = np.random.normal(5.0, 3.0, 1000)
|
||||
|
||||
import pandas as pd
|
||||
import matplotlib.pyplot as plt
|
||||
# Reading data from web
|
||||
data_url = "diabetes.csv"
|
||||
df = pd.read_csv(data_url)
|
||||
|
||||
y = df.ix[:, 2]
|
||||
print(y)
|
||||
pl.hist(y)
|
||||
|
||||
pl.xlabel('data')
|
||||
pl.show()
|
||||
|
|
@ -0,0 +1,136 @@
|
|||
1,2,3,4,classtag
|
||||
5,3.6,1.4,0.2,0
|
||||
5.4,3.9,1.7,0.4,0
|
||||
4.6,3.4,1.4,0.3,0
|
||||
5,3.4,1.5,0.2,0
|
||||
4.4,2.9,1.4,0.2,0
|
||||
4.9,3.1,1.5,0.1,0
|
||||
5.4,3.7,1.5,0.2,0
|
||||
4.8,3.4,1.6,0.2,0
|
||||
4.8,3,1.4,0.1,0
|
||||
4.3,3,1.1,0.1,0
|
||||
5.8,4,1.2,0.2,0
|
||||
5.7,4.4,1.5,0.4,0
|
||||
5.4,3.9,1.3,0.4,0
|
||||
5.1,3.5,1.4,0.3,0
|
||||
5.7,3.8,1.7,0.3,0
|
||||
5.1,3.8,1.5,0.3,0
|
||||
5.4,3.4,1.7,0.2,0
|
||||
5.1,3.7,1.5,0.4,0
|
||||
4.6,3.6,1,0.2,0
|
||||
5.1,3.3,1.7,0.5,0
|
||||
4.8,3.4,1.9,0.2,0
|
||||
5,3,1.6,0.2,0
|
||||
5,3.4,1.6,0.4,0
|
||||
5.2,3.5,1.5,0.2,0
|
||||
5.2,3.4,1.4,0.2,0
|
||||
4.7,3.2,1.6,0.2,0
|
||||
4.8,3.1,1.6,0.2,0
|
||||
5.4,3.4,1.5,0.4,0
|
||||
5.2,4.1,1.5,0.1,0
|
||||
5.5,4.2,1.4,0.2,0
|
||||
4.9,3.1,1.5,0.1,0
|
||||
5,3.2,1.2,0.2,0
|
||||
5.5,3.5,1.3,0.2,0
|
||||
4.9,3.1,1.5,0.1,0
|
||||
4.4,3,1.3,0.2,0
|
||||
5.1,3.4,1.5,0.2,0
|
||||
5,3.5,1.3,0.3,0
|
||||
4.5,2.3,1.3,0.3,0
|
||||
4.4,3.2,1.3,0.2,0
|
||||
5,3.5,1.6,0.6,0
|
||||
5.1,3.8,1.9,0.4,0
|
||||
4.8,3,1.4,0.3,0
|
||||
5.1,3.8,1.6,0.2,0
|
||||
4.6,3.2,1.4,0.2,0
|
||||
5.3,3.7,1.5,0.2,0
|
||||
5,3.3,1.4,0.2,0
|
||||
7,3.2,4.7,1.4,1
|
||||
6.4,3.2,4.5,1.5,1
|
||||
6.9,3.1,4.9,1.5,1
|
||||
5.5,2.3,4,1.3,1
|
||||
6.5,2.8,4.6,1.5,1
|
||||
5.7,2.8,4.5,1.3,1
|
||||
6.3,3.3,4.7,1.6,1
|
||||
4.9,2.4,3.3,1,1
|
||||
6.6,2.9,4.6,1.3,1
|
||||
5.2,2.7,3.9,1.4,1
|
||||
5,2,3.5,1,1
|
||||
5.6,3,4.5,1.5,1
|
||||
5.8,2.7,4.1,1,1
|
||||
6.2,2.2,4.5,1.5,1
|
||||
5.6,2.5,3.9,1.1,1
|
||||
5.9,3.2,4.8,1.8,1
|
||||
6.1,2.8,4,1.3,1
|
||||
6.3,2.5,4.9,1.5,1
|
||||
6.1,2.8,4.7,1.2,1
|
||||
6.4,2.9,4.3,1.3,1
|
||||
6.6,3,4.4,1.4,1
|
||||
6.8,2.8,4.8,1.4,1
|
||||
6.7,3,5,1.7,1
|
||||
6,2.9,4.5,1.5,1
|
||||
5.7,2.6,3.5,1,1
|
||||
5.5,2.4,3.8,1.1,1
|
||||
5.5,2.4,3.7,1,1
|
||||
5.8,2.7,3.9,1.2,1
|
||||
6,2.7,5.1,1.6,1
|
||||
5.4,3,4.5,1.5,1
|
||||
6,3.4,4.5,1.6,1
|
||||
6.7,3.1,4.7,1.5,1
|
||||
6.3,2.3,4.4,1.3,1
|
||||
5.6,3,4.1,1.3,1
|
||||
5.5,2.5,4,1.3,1
|
||||
5.5,2.6,4.4,1.2,1
|
||||
6.1,3,4.6,1.4,1
|
||||
5.8,2.6,4,1.2,1
|
||||
5,2.3,3.3,1,1
|
||||
5.6,2.7,4.2,1.3,1
|
||||
5.7,3,4.2,1.2,1
|
||||
5.7,2.9,4.2,1.3,1
|
||||
6.2,2.9,4.3,1.3,1
|
||||
5.1,2.5,3,1.1,1
|
||||
5.7,2.8,4.1,1.3,1
|
||||
6.3,3.3,6,2.5,2
|
||||
5.8,2.7,5.1,1.9,2
|
||||
7.1,3,5.9,2.1,2
|
||||
6.3,2.9,5.6,1.8,2
|
||||
6.5,3,5.8,2.2,2
|
||||
7.6,3,6.6,2.1,2
|
||||
4.9,2.5,4.5,1.7,2
|
||||
7.3,2.9,6.3,1.8,2
|
||||
6.7,2.5,5.8,1.8,2
|
||||
7.2,3.6,6.1,2.5,2
|
||||
6.5,3.2,5.1,2,2
|
||||
6.4,2.7,5.3,1.9,2
|
||||
6.8,3,5.5,2.1,2
|
||||
5.7,2.5,5,2,2
|
||||
5.8,2.8,5.1,2.4,2
|
||||
6.4,3.2,5.3,2.3,2
|
||||
6.5,3,5.5,1.8,2
|
||||
7.7,3.8,6.7,2.2,2
|
||||
7.7,2.6,6.9,2.3,2
|
||||
6,2.2,5,1.5,2
|
||||
6.9,3.2,5.7,2.3,2
|
||||
5.6,2.8,4.9,2,2
|
||||
7.7,2.8,6.7,2,2
|
||||
6.3,2.7,4.9,1.8,2
|
||||
6.7,3.3,5.7,2.1,2
|
||||
7.2,3.2,6,1.8,2
|
||||
6.2,2.8,4.8,1.8,2
|
||||
6.1,3,4.9,1.8,2
|
||||
6.4,2.8,5.6,2.1,2
|
||||
7.7,3,6.1,2.3,2
|
||||
6.3,3.4,5.6,2.4,2
|
||||
6.4,3.1,5.5,1.8,2
|
||||
6,3,4.8,1.8,2
|
||||
6.9,3.1,5.4,2.1,2
|
||||
6.7,3.1,5.6,2.4,2
|
||||
6.9,3.1,5.1,2.3,2
|
||||
5.8,2.7,5.1,1.9,2
|
||||
6.8,3.2,5.9,2.3,2
|
||||
6.7,3.3,5.7,2.5,2
|
||||
6.7,3,5.2,2.3,2
|
||||
6.3,2.5,5,1.9,2
|
||||
6.5,3,5.2,2,2
|
||||
6.2,3.4,5.4,2.3,2
|
||||
5.9,3,5.1,1.8,2
|
||||
|
|
|
@ -0,0 +1,47 @@
|
|||
1,2,3,4,classtag
|
||||
5,3.6,1.4,0.2,0
|
||||
5.4,3.9,1.7,0.4,0
|
||||
4.6,3.4,1.4,0.3,0
|
||||
5,3.4,1.5,0.2,0
|
||||
4.4,2.9,1.4,0.2,0
|
||||
4.9,3.1,1.5,0.1,0
|
||||
5.4,3.7,1.5,0.2,0
|
||||
4.8,3.4,1.6,0.2,0
|
||||
4.8,3,1.4,0.1,0
|
||||
4.3,3,1.1,0.1,0
|
||||
5.8,4,1.2,0.2,0
|
||||
5.7,4.4,1.5,0.4,0
|
||||
5.4,3.9,1.3,0.4,0
|
||||
5.1,3.5,1.4,0.3,0
|
||||
5.7,3.8,1.7,0.3,0
|
||||
5.1,3.8,1.5,0.3,0
|
||||
5.4,3.4,1.7,0.2,0
|
||||
5.1,3.7,1.5,0.4,0
|
||||
4.6,3.6,1,0.2,0
|
||||
5.1,3.3,1.7,0.5,0
|
||||
4.8,3.4,1.9,0.2,0
|
||||
5,3,1.6,0.2,0
|
||||
5,3.4,1.6,0.4,0
|
||||
5.2,3.5,1.5,0.2,0
|
||||
5.2,3.4,1.4,0.2,0
|
||||
4.7,3.2,1.6,0.2,0
|
||||
4.8,3.1,1.6,0.2,0
|
||||
5.4,3.4,1.5,0.4,0
|
||||
5.2,4.1,1.5,0.1,0
|
||||
5.5,4.2,1.4,0.2,0
|
||||
4.9,3.1,1.5,0.1,0
|
||||
5,3.2,1.2,0.2,0
|
||||
5.5,3.5,1.3,0.2,0
|
||||
4.9,3.1,1.5,0.1,0
|
||||
4.4,3,1.3,0.2,0
|
||||
5.1,3.4,1.5,0.2,0
|
||||
5,3.5,1.3,0.3,0
|
||||
4.5,2.3,1.3,0.3,0
|
||||
4.4,3.2,1.3,0.2,0
|
||||
5,3.5,1.6,0.6,0
|
||||
5.1,3.8,1.9,0.4,0
|
||||
4.8,3,1.4,0.3,0
|
||||
5.1,3.8,1.6,0.2,0
|
||||
4.6,3.2,1.4,0.2,0
|
||||
5.3,3.7,1.5,0.2,0
|
||||
5,3.3,1.4,0.2,0
|
||||
|
|
|
@ -0,0 +1,46 @@
|
|||
1,2,3,4,classtag
|
||||
7,3.2,4.7,1.4,1
|
||||
6.4,3.2,4.5,1.5,1
|
||||
6.9,3.1,4.9,1.5,1
|
||||
5.5,2.3,4,1.3,1
|
||||
6.5,2.8,4.6,1.5,1
|
||||
5.7,2.8,4.5,1.3,1
|
||||
6.3,3.3,4.7,1.6,1
|
||||
4.9,2.4,3.3,1,1
|
||||
6.6,2.9,4.6,1.3,1
|
||||
5.2,2.7,3.9,1.4,1
|
||||
5,2,3.5,1,1
|
||||
5.6,3,4.5,1.5,1
|
||||
5.8,2.7,4.1,1,1
|
||||
6.2,2.2,4.5,1.5,1
|
||||
5.6,2.5,3.9,1.1,1
|
||||
5.9,3.2,4.8,1.8,1
|
||||
6.1,2.8,4,1.3,1
|
||||
6.3,2.5,4.9,1.5,1
|
||||
6.1,2.8,4.7,1.2,1
|
||||
6.4,2.9,4.3,1.3,1
|
||||
6.6,3,4.4,1.4,1
|
||||
6.8,2.8,4.8,1.4,1
|
||||
6.7,3,5,1.7,1
|
||||
6,2.9,4.5,1.5,1
|
||||
5.7,2.6,3.5,1,1
|
||||
5.5,2.4,3.8,1.1,1
|
||||
5.5,2.4,3.7,1,1
|
||||
5.8,2.7,3.9,1.2,1
|
||||
6,2.7,5.1,1.6,1
|
||||
5.4,3,4.5,1.5,1
|
||||
6,3.4,4.5,1.6,1
|
||||
6.7,3.1,4.7,1.5,1
|
||||
6.3,2.3,4.4,1.3,1
|
||||
5.6,3,4.1,1.3,1
|
||||
5.5,2.5,4,1.3,1
|
||||
5.5,2.6,4.4,1.2,1
|
||||
6.1,3,4.6,1.4,1
|
||||
5.8,2.6,4,1.2,1
|
||||
5,2.3,3.3,1,1
|
||||
5.6,2.7,4.2,1.3,1
|
||||
5.7,3,4.2,1.2,1
|
||||
5.7,2.9,4.2,1.3,1
|
||||
6.2,2.9,4.3,1.3,1
|
||||
5.1,2.5,3,1.1,1
|
||||
5.7,2.8,4.1,1.3,1
|
||||
|
|
|
@ -0,0 +1,25 @@
|
|||
import pandas as pd
|
||||
import matplotlib.pyplot as plt
|
||||
# Reading data from web
|
||||
data_url = "statisticsdata.csv"
|
||||
df = pd.read_csv(data_url)
|
||||
|
||||
#print(df.head())
|
||||
#print(df.tail())
|
||||
#print(df.columns)
|
||||
#print(df.index)
|
||||
#print(df.T)#数据转置使用T方法
|
||||
#print(df.ix[:, 0].head())
|
||||
#数据第一列的前5行
|
||||
#Python的索引是从0开始而非1。为了取出从11到20行的前3列数据
|
||||
#print(df.ix[10:20, 0:3])
|
||||
#print(df.describe())
|
||||
|
||||
#y = df.ix[:, 0:8]
|
||||
|
||||
#print(y)
|
||||
|
||||
plt.show(df.plot(kind='box'))
|
||||
|
||||
|
||||
|
||||
|
|
@ -0,0 +1,28 @@
|
|||
#导入必要的模块
|
||||
import numpy as np
|
||||
import matplotlib.pyplot as plt
|
||||
import pandas as pd
|
||||
import matplotlib.pyplot as plt
|
||||
# Reading data from web
|
||||
data_url = "diabetes.csv"
|
||||
df = pd.read_csv(data_url)
|
||||
|
||||
#产生测试数据
|
||||
#x = np.arange(1,10)
|
||||
x = df.ix[:, 0]
|
||||
#y = x
|
||||
y = df.ix[:, 1]
|
||||
fig = plt.figure()
|
||||
ax1 = fig.add_subplot(111)
|
||||
#设置标题
|
||||
ax1.set_title('today')
|
||||
#设置X轴标签
|
||||
plt.xlabel('t')
|
||||
#设置Y轴标签
|
||||
plt.ylabel('r')
|
||||
#画散点图
|
||||
ax1.scatter(x,y,c = 'r',marker = 'o')
|
||||
#设置图标
|
||||
plt.legend('x1')
|
||||
#显示所画的图
|
||||
plt.show()
|
||||
|
|
@ -0,0 +1,47 @@
|
|||
import numpy as np
|
||||
import matplotlib.pyplot as plt
|
||||
import pandas as pd
|
||||
|
||||
# Reading data from web
|
||||
data_url = "iris.csv"
|
||||
df = pd.read_csv(data_url)
|
||||
|
||||
def mscatter(x,y,ax=None, m=None, **kw):
|
||||
import matplotlib.markers as mmarkers
|
||||
if not ax: ax=plt.gca()
|
||||
sc = ax.scatter(x,y,**kw)
|
||||
if (m is not None) and (len(m)==len(x)):
|
||||
paths = []
|
||||
for marker in m:
|
||||
if isinstance(marker, mmarkers.MarkerStyle):
|
||||
marker_obj = marker
|
||||
else:
|
||||
marker_obj = mmarkers.MarkerStyle(marker)
|
||||
path = marker_obj.get_path().transformed(
|
||||
marker_obj.get_transform())
|
||||
paths.append(path)
|
||||
sc.set_paths(paths)
|
||||
return sc
|
||||
|
||||
|
||||
N = 135#假设有8个点
|
||||
#x=[1,2,3,4,5,6,7,8]
|
||||
x = df.ix[:, 1]
|
||||
#y=[1,2,3,4,5,6,7,8]
|
||||
y = df.ix[:, 2]
|
||||
|
||||
#c=[1,2,2,2,3,3,4,4]#有4个类别，标签分别是1，2，3，4
|
||||
|
||||
c=df.ix[:, 4]#有4个类别，标签分别是1，2，3，4
|
||||
|
||||
#m = {1:'o',2:'s',3:'D',4:'+'}
|
||||
m = {0:'o',1:'s',2:'D'}
|
||||
|
||||
cm = list(map(lambda x:m[x],c))#将相应的标签改为对应的marker
|
||||
print(cm)
|
||||
|
||||
fig, ax = plt.subplots()
|
||||
|
||||
scatter = mscatter(x, y, c=c, m=cm, ax=ax,cmap=plt.cm.RdYlBu)
|
||||
|
||||
plt.show()
|
||||
|
|
@ -0,0 +1,44 @@
|
|||
import numpy as np
|
||||
import matplotlib.pyplot as plt
|
||||
|
||||
plt.rcParams['font.sans-serif']=['SimHei']
|
||||
plt.rcParams['axes.unicode_minus'] = False
|
||||
#matplotlib画图中中文显示会有问题，需要这两行设置默认字体
|
||||
|
||||
plt.xlabel('X')
|
||||
plt.ylabel('Y')
|
||||
plt.xlim(xmax=9,xmin=0)
|
||||
plt.ylim(ymax=9,ymin=0)
|
||||
#画两条（0-9）的坐标轴并设置轴标签x，y
|
||||
|
||||
import pandas as pd
|
||||
|
||||
# Reading data from web
|
||||
data_url = "iris11.csv"
|
||||
df = pd.read_csv(data_url)
|
||||
|
||||
data_url1 = "iris222.csv"
|
||||
df1 = pd.read_csv(data_url1)
|
||||
|
||||
#x1 = np.random.normal(2,1.2,300) # 随机产生300个平均值为2，方差为1.2的浮点数，即第一簇点的x轴坐标
|
||||
|
||||
#y1 = np.random.normal(2,1.2,300) # 随机产生300个平均值为2，方差为1.2的浮点数，即第一簇点的y轴坐标
|
||||
|
||||
x1 = df.ix[:, 1]
|
||||
#y=[1,2,3,4,5,6,7,8]
|
||||
y1 = df.ix[:, 2]
|
||||
|
||||
x2 = df1.ix[:, 1]
|
||||
#y=[1,2,3,4,5,6,7,8]
|
||||
y2 = df1.ix[:, 2]
|
||||
|
||||
#x2 = np.random.normal(7.5,1.2,300)
|
||||
#y2 = np.random.normal(7.5,1.2,300)
|
||||
colors1 = '#00CED1' #点的颜色
|
||||
colors2 = '#DC143C'
|
||||
area = np.pi * 4**2 # 点面积
|
||||
# 画散点图
|
||||
plt.scatter(x1, y1, s=area, c=colors1, alpha=0.4, label='类别A')
|
||||
plt.scatter(x2, y2, s=area, c=colors2, alpha=0.4, label='类别B')
|
||||
plt.plot([0,9.5],[9.5,0],linewidth = '0.5',color='#000000')
|
||||
plt.show()
|
||||
|
|
@ -0,0 +1,80 @@
|
|||
Abra,Apayao,Benguet,Ifugao,Kalinga
|
||||
1243,2934,148,3300,10553
|
||||
4158,9235,4287,8063,35257
|
||||
1787,1922,1955,1074,4544
|
||||
17152,14501,3536,19607,31687
|
||||
1266,2385,2530,3315,8520
|
||||
5576,7452,771,13134,28252
|
||||
927,1099,2796,5134,3106
|
||||
21540,17038,2463,14226,36238
|
||||
1039,1382,2592,6842,4973
|
||||
5424,10588,1064,13828,40140
|
||||
981,1311,2560,5078,3466
|
||||
27366,15093,3039,14206,32395
|
||||
1100,1701,2382,6750,6233
|
||||
7212,11001,1088,14774,41634
|
||||
1048,1427,2847,5526,4402
|
||||
25679,15661,2942,14452,33717
|
||||
1055,2191,2119,5882,7352
|
||||
5437,6461,734,10477,24494
|
||||
1029,1183,2302,6438,3316
|
||||
23710,12222,2598,8446,26659
|
||||
1091,2343,2654,9284,8067
|
||||
7684,10038,974,12666,37094
|
||||
1192,2668,2899,8347,8233
|
||||
34200,11792,2964,14918,26014
|
||||
1484,5521,3218,13284,19446
|
||||
8584,8345,872,10287,30530
|
||||
1173,3714,3202,8973,5553
|
||||
32640,31357,3747,16595,29662
|
||||
1484,5024,3247,12726,17581
|
||||
8197,20326,938,5462,56701
|
||||
1227,2421,3460,12211,3789
|
||||
33739,32202,4287,15926,55126
|
||||
1519,1254,3549,13973,10774
|
||||
8680,23061,1320,5437,52584
|
||||
1529,401,4088,8854,2346
|
||||
31753,35127,4903,16022,58237
|
||||
1455,960,2753,13044,7555
|
||||
9193,28084,1212,6508,51146
|
||||
1458,1461,3715,8692,3204
|
||||
34650,30239,4389,17040,55367
|
||||
1504,5320,3300,11886,6877
|
||||
9777,40886,1478,6530,64080
|
||||
1509,2804,3960,10867,7643
|
||||
35549,37017,5121,18957,60124
|
||||
2170,5098,3660,12950,15558
|
||||
10125,42711,1673,6306,49920
|
||||
1748,3372,4107,10867,8683
|
||||
36562,34938,5224,19798,58142
|
||||
2220,3421,3822,14629,20984
|
||||
10758,45927,1767,6440,63029
|
||||
1845,3560,4878,13388,7014
|
||||
38166,42109,5300,20196,65920
|
||||
2268,5450,4028,19630,22275
|
||||
11239,41176,1768,6732,64958
|
||||
2006,3450,4961,13654,7760
|
||||
57488,54625,6045,21031,64122
|
||||
2376,5336,3709,16177,27212
|
||||
11606,38355,2412,11893,67285
|
||||
2030,18416,2208,14880,9586
|
||||
59516,39525,8813,20596,64034
|
||||
5790,3606,3736,18750,21711
|
||||
12202,41065,2697,10146,67631
|
||||
2189,17808,2208,14570,12250
|
||||
56121,37900,7580,20570,54595
|
||||
5805,6265,3471,16537,17608
|
||||
12206,34376,2289,7394,51168
|
||||
2318,17356,3877,17785,18505
|
||||
57282,38692,6143,18634,46985
|
||||
6101,6206,3404,16000,22397
|
||||
12763,37625,2354,9838,65782
|
||||
2470,19532,4045,17125,15279
|
||||
59094,35126,5987,18940,52437
|
||||
6209,6335,3530,15560,24385
|
||||
13316,38613,2585,7746,66148
|
||||
2505,20878,3519,19737,16513
|
||||
60303,40065,7062,19422,61808
|
||||
6311,6756,3561,15910,23349
|
||||
13345,38902,2583,11096,68663
|
||||
2623,18264,3745,16787,16900
|
||||
|
|
|
@ -0,0 +1,14 @@
|
|||
import numpy as np
|
||||
from sklearn.preprocessing import Imputer
|
||||
import pandas as pd
|
||||
data_url = "diabetes.csv"
|
||||
df = pd.read_csv(data_url)
|
||||
|
||||
imp = Imputer(missing_values='NaN', strategy='mean', axis=0)
|
||||
|
||||
#imp.fit([[1, 2], [np.nan, 3], [7, 6]])
|
||||
imp.fit(df)
|
||||
|
||||
#X = [[np.nan, 2], [6, np.nan], [7, 6]]
|
||||
|
||||
print(imp.transform(df))
|
||||
|
|
@ -0,0 +1,23 @@
|
|||
from sklearn import preprocessing
|
||||
import numpy as np
|
||||
import pandas as pd
|
||||
from pandas import DataFrame
|
||||
data_url = "diabetes.csv"
|
||||
df = pd.read_csv(data_url)
|
||||
x = df.ix[:, 0:8]
|
||||
#print(df)
|
||||
#X_train = np.array([[ 56, 87777, 2],
|
||||
# [ 45, 76565, 3],
|
||||
# [ 36, 54545, 5]])
|
||||
|
||||
#X_scaled = preprocessing.MinMaxScaler(x)
|
||||
|
||||
min_max_scaler = preprocessing.MinMaxScaler()
|
||||
X_train_minmax = min_max_scaler.fit_transform(x)
|
||||
|
||||
print(X_train_minmax)
|
||||
|
||||
df1 = DataFrame(X_train_minmax)
|
||||
#df1 = DataFrame(X_scaled,index= ['1','2','3','4','5','6','7','8'])
|
||||
|
||||
df1.to_csv("test.csv")
|
||||
|
|
@ -0,0 +1,769 @@
|
|||
preg,plas,pres,skin,insu,mass,pedi,age,class
|
||||
6,148,72,35,0,33.6,0.627,50,1
|
||||
1,85,66,29,0,26.6,0.351,31,2
|
||||
8,183,64,0,0,23.3,0.672,32,1
|
||||
1,89,66,23,94,28.1,0.167,21,2
|
||||
0,137,40,35,168,43.1,2.288,33,1
|
||||
5,116,74,0,0,25.6,0.201,30,2
|
||||
3,78,50,32,88,31,0.248,26,1
|
||||
10,115,0,0,0,35.3,0.134,29,2
|
||||
2,197,70,45,543,30.5,0.158,53,1
|
||||
8,125,96,0,0,0,0.232,54,1
|
||||
4,110,92,0,0,37.6,0.191,30,2
|
||||
10,168,74,0,0,38,0.537,34,1
|
||||
10,139,80,0,0,27.1,1.441,57,2
|
||||
1,189,60,23,846,30.1,0.398,59,1
|
||||
5,166,72,19,175,25.8,0.587,51,1
|
||||
7,100,0,0,0,30,0.484,32,1
|
||||
0,118,84,47,230,45.8,0.551,31,1
|
||||
7,107,74,0,0,29.6,0.254,31,1
|
||||
1,103,30,38,83,43.3,0.183,33,2
|
||||
1,115,70,30,96,34.6,0.529,32,1
|
||||
3,126,88,41,235,39.3,0.704,27,2
|
||||
8,99,84,0,0,35.4,0.388,50,2
|
||||
7,196,90,0,0,39.8,0.451,41,1
|
||||
9,119,80,35,0,29,0.263,29,1
|
||||
11,143,94,33,146,36.6,0.254,51,1
|
||||
10,125,70,26,115,31.1,0.205,41,1
|
||||
7,147,76,0,0,39.4,0.257,43,1
|
||||
1,97,66,15,140,23.2,0.487,22,2
|
||||
13,145,82,19,110,22.2,0.245,57,2
|
||||
5,117,92,0,0,34.1,0.337,38,2
|
||||
5,109,75,26,0,36,0.546,60,2
|
||||
3,158,76,36,245,31.6,0.851,28,1
|
||||
3,88,58,11,54,24.8,0.267,22,2
|
||||
6,92,92,0,0,19.9,0.188,28,2
|
||||
10,122,78,31,0,27.6,0.512,45,2
|
||||
4,103,60,33,192,24,0.966,33,2
|
||||
11,138,76,0,0,33.2,0.42,35,2
|
||||
9,102,76,37,0,32.9,0.665,46,1
|
||||
2,90,68,42,0,38.2,0.503,27,1
|
||||
4,111,72,47,207,37.1,1.39,56,1
|
||||
3,180,64,25,70,34,0.271,26,2
|
||||
7,133,84,0,0,40.2,0.696,37,2
|
||||
7,106,92,18,0,22.7,0.235,48,2
|
||||
9,171,110,24,240,45.4,0.721,54,1
|
||||
7,159,64,0,0,27.4,0.294,40,2
|
||||
0,180,66,39,0,42,1.893,25,1
|
||||
1,146,56,0,0,29.7,0.564,29,2
|
||||
2,71,70,27,0,28,0.586,22,2
|
||||
7,103,66,32,0,39.1,0.344,31,1
|
||||
7,105,0,0,0,0,0.305,24,2
|
||||
1,103,80,11,82,19.4,0.491,22,2
|
||||
1,101,50,15,36,24.2,0.526,26,2
|
||||
5,88,66,21,23,24.4,0.342,30,2
|
||||
8,176,90,34,300,33.7,0.467,58,1
|
||||
7,150,66,42,342,34.7,0.718,42,2
|
||||
1,73,50,10,0,23,0.248,21,2
|
||||
7,187,68,39,304,37.7,0.254,41,1
|
||||
0,100,88,60,110,46.8,0.962,31,2
|
||||
0,146,82,0,0,40.5,1.781,44,2
|
||||
0,105,64,41,142,41.5,0.173,22,2
|
||||
2,84,0,0,0,0,0.304,21,2
|
||||
8,133,72,0,0,32.9,0.27,39,1
|
||||
5,44,62,0,0,25,0.587,36,2
|
||||
2,141,58,34,128,25.4,0.699,24,2
|
||||
7,114,66,0,0,32.8,0.258,42,1
|
||||
5,99,74,27,0,29,0.203,32,2
|
||||
0,109,88,30,0,32.5,0.855,38,1
|
||||
2,109,92,0,0,42.7,0.845,54,2
|
||||
1,95,66,13,38,19.6,0.334,25,2
|
||||
4,146,85,27,100,28.9,0.189,27,2
|
||||
2,100,66,20,90,32.9,0.867,28,1
|
||||
5,139,64,35,140,28.6,0.411,26,2
|
||||
13,126,90,0,0,43.4,0.583,42,1
|
||||
4,129,86,20,270,35.1,0.231,23,2
|
||||
1,79,75,30,0,32,0.396,22,2
|
||||
1,0,48,20,0,24.7,0.14,22,2
|
||||
7,62,78,0,0,32.6,0.391,41,2
|
||||
5,95,72,33,0,37.7,0.37,27,2
|
||||
0,131,0,0,0,43.2,0.27,26,1
|
||||
2,112,66,22,0,25,0.307,24,2
|
||||
3,113,44,13,0,22.4,0.14,22,2
|
||||
2,74,0,0,0,0,0.102,22,2
|
||||
7,83,78,26,71,29.3,0.767,36,2
|
||||
0,101,65,28,0,24.6,0.237,22,2
|
||||
5,137,108,0,0,48.8,0.227,37,1
|
||||
2,110,74,29,125,32.4,0.698,27,2
|
||||
13,106,72,54,0,36.6,0.178,45,2
|
||||
2,100,68,25,71,38.5,0.324,26,2
|
||||
15,136,70,32,110,37.1,0.153,43,1
|
||||
1,107,68,19,0,26.5,0.165,24,2
|
||||
1,80,55,0,0,19.1,0.258,21,2
|
||||
4,123,80,15,176,32,0.443,34,2
|
||||
7,81,78,40,48,46.7,0.261,42,2
|
||||
4,134,72,0,0,23.8,0.277,60,1
|
||||
2,142,82,18,64,24.7,0.761,21,2
|
||||
6,144,72,27,228,33.9,0.255,40,2
|
||||
2,92,62,28,0,31.6,0.13,24,2
|
||||
1,71,48,18,76,20.4,0.323,22,2
|
||||
6,93,50,30,64,28.7,0.356,23,2
|
||||
1,122,90,51,220,49.7,0.325,31,1
|
||||
1,163,72,0,0,39,1.222,33,1
|
||||
1,151,60,0,0,26.1,0.179,22,2
|
||||
0,125,96,0,0,22.5,0.262,21,2
|
||||
1,81,72,18,40,26.6,0.283,24,2
|
||||
2,85,65,0,0,39.6,0.93,27,2
|
||||
1,126,56,29,152,28.7,0.801,21,2
|
||||
1,96,122,0,0,22.4,0.207,27,2
|
||||
4,144,58,28,140,29.5,0.287,37,2
|
||||
3,83,58,31,18,34.3,0.336,25,2
|
||||
0,95,85,25,36,37.4,0.247,24,1
|
||||
3,171,72,33,135,33.3,0.199,24,1
|
||||
8,155,62,26,495,34,0.543,46,1
|
||||
1,89,76,34,37,31.2,0.192,23,2
|
||||
4,76,62,0,0,34,0.391,25,2
|
||||
7,160,54,32,175,30.5,0.588,39,1
|
||||
4,146,92,0,0,31.2,0.539,61,1
|
||||
5,124,74,0,0,34,0.22,38,1
|
||||
5,78,48,0,0,33.7,0.654,25,2
|
||||
4,97,60,23,0,28.2,0.443,22,2
|
||||
4,99,76,15,51,23.2,0.223,21,2
|
||||
0,162,76,56,100,53.2,0.759,25,1
|
||||
6,111,64,39,0,34.2,0.26,24,2
|
||||
2,107,74,30,100,33.6,0.404,23,2
|
||||
5,132,80,0,0,26.8,0.186,69,2
|
||||
0,113,76,0,0,33.3,0.278,23,1
|
||||
1,88,30,42,99,55,0.496,26,1
|
||||
3,120,70,30,135,42.9,0.452,30,2
|
||||
1,118,58,36,94,33.3,0.261,23,2
|
||||
1,117,88,24,145,34.5,0.403,40,1
|
||||
0,105,84,0,0,27.9,0.741,62,1
|
||||
4,173,70,14,168,29.7,0.361,33,1
|
||||
9,122,56,0,0,33.3,1.114,33,1
|
||||
3,170,64,37,225,34.5,0.356,30,1
|
||||
8,84,74,31,0,38.3,0.457,39,2
|
||||
2,96,68,13,49,21.1,0.647,26,2
|
||||
2,125,60,20,140,33.8,0.088,31,2
|
||||
0,100,70,26,50,30.8,0.597,21,2
|
||||
0,93,60,25,92,28.7,0.532,22,2
|
||||
0,129,80,0,0,31.2,0.703,29,2
|
||||
5,105,72,29,325,36.9,0.159,28,2
|
||||
3,128,78,0,0,21.1,0.268,55,2
|
||||
5,106,82,30,0,39.5,0.286,38,2
|
||||
2,108,52,26,63,32.5,0.318,22,2
|
||||
10,108,66,0,0,32.4,0.272,42,1
|
||||
4,154,62,31,284,32.8,0.237,23,2
|
||||
0,102,75,23,0,0,0.572,21,2
|
||||
9,57,80,37,0,32.8,0.096,41,2
|
||||
2,106,64,35,119,30.5,1.4,34,2
|
||||
5,147,78,0,0,33.7,0.218,65,2
|
||||
2,90,70,17,0,27.3,0.085,22,2
|
||||
1,136,74,50,204,37.4,0.399,24,2
|
||||
4,114,65,0,0,21.9,0.432,37,2
|
||||
9,156,86,28,155,34.3,1.189,42,1
|
||||
1,153,82,42,485,40.6,0.687,23,2
|
||||
8,188,78,0,0,47.9,0.137,43,1
|
||||
7,152,88,44,0,50,0.337,36,1
|
||||
2,99,52,15,94,24.6,0.637,21,2
|
||||
1,109,56,21,135,25.2,0.833,23,2
|
||||
2,88,74,19,53,29,0.229,22,2
|
||||
17,163,72,41,114,40.9,0.817,47,1
|
||||
4,151,90,38,0,29.7,0.294,36,2
|
||||
7,102,74,40,105,37.2,0.204,45,2
|
||||
0,114,80,34,285,44.2,0.167,27,2
|
||||
2,100,64,23,0,29.7,0.368,21,2
|
||||
0,131,88,0,0,31.6,0.743,32,1
|
||||
6,104,74,18,156,29.9,0.722,41,1
|
||||
3,148,66,25,0,32.5,0.256,22,2
|
||||
4,120,68,0,0,29.6,0.709,34,2
|
||||
4,110,66,0,0,31.9,0.471,29,2
|
||||
3,111,90,12,78,28.4,0.495,29,2
|
||||
6,102,82,0,0,30.8,0.18,36,1
|
||||
6,134,70,23,130,35.4,0.542,29,1
|
||||
2,87,0,23,0,28.9,0.773,25,2
|
||||
1,79,60,42,48,43.5,0.678,23,2
|
||||
2,75,64,24,55,29.7,0.37,33,2
|
||||
8,179,72,42,130,32.7,0.719,36,1
|
||||
6,85,78,0,0,31.2,0.382,42,2
|
||||
0,129,110,46,130,67.1,0.319,26,1
|
||||
5,143,78,0,0,45,0.19,47,2
|
||||
5,130,82,0,0,39.1,0.956,37,1
|
||||
6,87,80,0,0,23.2,0.084,32,2
|
||||
0,119,64,18,92,34.9,0.725,23,2
|
||||
1,0,74,20,23,27.7,0.299,21,2
|
||||
5,73,60,0,0,26.8,0.268,27,2
|
||||
4,141,74,0,0,27.6,0.244,40,2
|
||||
7,194,68,28,0,35.9,0.745,41,1
|
||||
8,181,68,36,495,30.1,0.615,60,1
|
||||
1,128,98,41,58,32,1.321,33,1
|
||||
8,109,76,39,114,27.9,0.64,31,1
|
||||
5,139,80,35,160,31.6,0.361,25,1
|
||||
3,111,62,0,0,22.6,0.142,21,2
|
||||
9,123,70,44,94,33.1,0.374,40,2
|
||||
7,159,66,0,0,30.4,0.383,36,1
|
||||
11,135,0,0,0,52.3,0.578,40,1
|
||||
8,85,55,20,0,24.4,0.136,42,2
|
||||
5,158,84,41,210,39.4,0.395,29,1
|
||||
1,105,58,0,0,24.3,0.187,21,2
|
||||
3,107,62,13,48,22.9,0.678,23,1
|
||||
4,109,64,44,99,34.8,0.905,26,1
|
||||
4,148,60,27,318,30.9,0.15,29,1
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0,113,80,16,0,31,0.874,21,2
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1,138,82,0,0,40.1,0.236,28,2
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0,108,68,20,0,27.3,0.787,32,2
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2,99,70,16,44,20.4,0.235,27,2
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6,103,72,32,190,37.7,0.324,55,2
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5,111,72,28,0,23.9,0.407,27,2
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8,196,76,29,280,37.5,0.605,57,1
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5,162,104,0,0,37.7,0.151,52,1
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||||
1,96,64,27,87,33.2,0.289,21,2
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7,184,84,33,0,35.5,0.355,41,1
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2,81,60,22,0,27.7,0.29,25,2
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||||
0,147,85,54,0,42.8,0.375,24,2
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7,179,95,31,0,34.2,0.164,60,2
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||||
0,140,65,26,130,42.6,0.431,24,1
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||||
9,112,82,32,175,34.2,0.26,36,1
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12,151,70,40,271,41.8,0.742,38,1
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||||
5,109,62,41,129,35.8,0.514,25,1
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6,125,68,30,120,30,0.464,32,2
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5,85,74,22,0,29,1.224,32,1
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5,112,66,0,0,37.8,0.261,41,1
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0,177,60,29,478,34.6,1.072,21,1
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2,158,90,0,0,31.6,0.805,66,1
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7,119,0,0,0,25.2,0.209,37,2
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7,142,60,33,190,28.8,0.687,61,2
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1,100,66,15,56,23.6,0.666,26,2
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1,87,78,27,32,34.6,0.101,22,2
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0,101,76,0,0,35.7,0.198,26,2
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3,162,52,38,0,37.2,0.652,24,1
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4,197,70,39,744,36.7,2.329,31,2
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0,117,80,31,53,45.2,0.089,24,2
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4,142,86,0,0,44,0.645,22,1
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6,134,80,37,370,46.2,0.238,46,1
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1,79,80,25,37,25.4,0.583,22,2
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4,122,68,0,0,35,0.394,29,2
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3,74,68,28,45,29.7,0.293,23,2
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4,171,72,0,0,43.6,0.479,26,1
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7,181,84,21,192,35.9,0.586,51,1
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0,179,90,27,0,44.1,0.686,23,1
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9,164,84,21,0,30.8,0.831,32,1
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0,104,76,0,0,18.4,0.582,27,2
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||||
1,91,64,24,0,29.2,0.192,21,2
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||||
4,91,70,32,88,33.1,0.446,22,2
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||||
3,139,54,0,0,25.6,0.402,22,1
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||||
6,119,50,22,176,27.1,1.318,33,1
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||||
2,146,76,35,194,38.2,0.329,29,2
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9,184,85,15,0,30,1.213,49,1
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10,122,68,0,0,31.2,0.258,41,2
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0,165,90,33,680,52.3,0.427,23,2
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9,124,70,33,402,35.4,0.282,34,2
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1,111,86,19,0,30.1,0.143,23,2
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9,106,52,0,0,31.2,0.38,42,2
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2,129,84,0,0,28,0.284,27,2
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2,90,80,14,55,24.4,0.249,24,2
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0,86,68,32,0,35.8,0.238,25,2
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12,92,62,7,258,27.6,0.926,44,1
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||||
1,113,64,35,0,33.6,0.543,21,1
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||||
3,111,56,39,0,30.1,0.557,30,2
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2,114,68,22,0,28.7,0.092,25,2
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1,193,50,16,375,25.9,0.655,24,2
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||||
11,155,76,28,150,33.3,1.353,51,1
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||||
3,191,68,15,130,30.9,0.299,34,2
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3,141,0,0,0,30,0.761,27,1
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4,95,70,32,0,32.1,0.612,24,2
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||||
3,142,80,15,0,32.4,0.2,63,2
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4,123,62,0,0,32,0.226,35,1
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5,96,74,18,67,33.6,0.997,43,2
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0,138,0,0,0,36.3,0.933,25,1
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2,128,64,42,0,40,1.101,24,2
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0,102,52,0,0,25.1,0.078,21,2
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2,146,0,0,0,27.5,0.24,28,1
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||||
10,101,86,37,0,45.6,1.136,38,1
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2,108,62,32,56,25.2,0.128,21,2
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3,122,78,0,0,23,0.254,40,2
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1,71,78,50,45,33.2,0.422,21,2
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13,106,70,0,0,34.2,0.251,52,2
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2,100,70,52,57,40.5,0.677,25,2
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7,106,60,24,0,26.5,0.296,29,1
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0,104,64,23,116,27.8,0.454,23,2
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||||
5,114,74,0,0,24.9,0.744,57,2
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2,108,62,10,278,25.3,0.881,22,2
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0,146,70,0,0,37.9,0.334,28,1
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10,129,76,28,122,35.9,0.28,39,2
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7,133,88,15,155,32.4,0.262,37,2
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7,161,86,0,0,30.4,0.165,47,1
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2,108,80,0,0,27,0.259,52,1
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7,136,74,26,135,26,0.647,51,2
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5,155,84,44,545,38.7,0.619,34,2
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1,119,86,39,220,45.6,0.808,29,1
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4,96,56,17,49,20.8,0.34,26,2
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5,108,72,43,75,36.1,0.263,33,2
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0,78,88,29,40,36.9,0.434,21,2
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0,107,62,30,74,36.6,0.757,25,1
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2,128,78,37,182,43.3,1.224,31,1
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1,128,48,45,194,40.5,0.613,24,1
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0,161,50,0,0,21.9,0.254,65,2
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||||
6,151,62,31,120,35.5,0.692,28,2
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2,146,70,38,360,28,0.337,29,1
|
||||
0,126,84,29,215,30.7,0.52,24,2
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||||
14,100,78,25,184,36.6,0.412,46,1
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8,112,72,0,0,23.6,0.84,58,2
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0,167,0,0,0,32.3,0.839,30,1
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2,144,58,33,135,31.6,0.422,25,1
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5,77,82,41,42,35.8,0.156,35,2
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5,115,98,0,0,52.9,0.209,28,1
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3,150,76,0,0,21,0.207,37,2
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2,120,76,37,105,39.7,0.215,29,2
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10,161,68,23,132,25.5,0.326,47,1
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0,137,68,14,148,24.8,0.143,21,2
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0,128,68,19,180,30.5,1.391,25,1
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2,124,68,28,205,32.9,0.875,30,1
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6,80,66,30,0,26.2,0.313,41,2
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0,106,70,37,148,39.4,0.605,22,2
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2,155,74,17,96,26.6,0.433,27,1
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3,113,50,10,85,29.5,0.626,25,2
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7,109,80,31,0,35.9,1.127,43,1
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2,112,68,22,94,34.1,0.315,26,2
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3,99,80,11,64,19.3,0.284,30,2
|
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3,182,74,0,0,30.5,0.345,29,1
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3,115,66,39,140,38.1,0.15,28,2
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||||
6,194,78,0,0,23.5,0.129,59,1
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4,129,60,12,231,27.5,0.527,31,2
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3,112,74,30,0,31.6,0.197,25,1
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||||
0,124,70,20,0,27.4,0.254,36,1
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||||
13,152,90,33,29,26.8,0.731,43,1
|
||||
2,112,75,32,0,35.7,0.148,21,2
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1,157,72,21,168,25.6,0.123,24,2
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||||
1,122,64,32,156,35.1,0.692,30,1
|
||||
10,179,70,0,0,35.1,0.2,37,2
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||||
2,102,86,36,120,45.5,0.127,23,1
|
||||
6,105,70,32,68,30.8,0.122,37,2
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||||
8,118,72,19,0,23.1,1.476,46,2
|
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2,87,58,16,52,32.7,0.166,25,2
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||||
1,180,0,0,0,43.3,0.282,41,1
|
||||
12,106,80,0,0,23.6,0.137,44,2
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||||
1,95,60,18,58,23.9,0.26,22,2
|
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0,165,76,43,255,47.9,0.259,26,2
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||||
0,117,0,0,0,33.8,0.932,44,2
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||||
5,115,76,0,0,31.2,0.343,44,1
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||||
9,152,78,34,171,34.2,0.893,33,1
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||||
7,178,84,0,0,39.9,0.331,41,1
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1,130,70,13,105,25.9,0.472,22,2
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1,95,74,21,73,25.9,0.673,36,2
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1,0,68,35,0,32,0.389,22,2
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5,122,86,0,0,34.7,0.29,33,2
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8,95,72,0,0,36.8,0.485,57,2
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8,126,88,36,108,38.5,0.349,49,2
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1,139,46,19,83,28.7,0.654,22,2
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3,116,0,0,0,23.5,0.187,23,2
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3,99,62,19,74,21.8,0.279,26,2
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5,0,80,32,0,41,0.346,37,1
|
||||
4,92,80,0,0,42.2,0.237,29,2
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4,137,84,0,0,31.2,0.252,30,2
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||||
3,61,82,28,0,34.4,0.243,46,2
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1,90,62,12,43,27.2,0.58,24,2
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||||
3,90,78,0,0,42.7,0.559,21,2
|
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9,165,88,0,0,30.4,0.302,49,1
|
||||
1,125,50,40,167,33.3,0.962,28,1
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||||
13,129,0,30,0,39.9,0.569,44,1
|
||||
12,88,74,40,54,35.3,0.378,48,2
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||||
1,196,76,36,249,36.5,0.875,29,1
|
||||
5,189,64,33,325,31.2,0.583,29,1
|
||||
5,158,70,0,0,29.8,0.207,63,2
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||||
5,103,108,37,0,39.2,0.305,65,2
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4,146,78,0,0,38.5,0.52,67,1
|
||||
4,147,74,25,293,34.9,0.385,30,2
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||||
5,99,54,28,83,34,0.499,30,2
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||||
6,124,72,0,0,27.6,0.368,29,1
|
||||
0,101,64,17,0,21,0.252,21,2
|
||||
3,81,86,16,66,27.5,0.306,22,2
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||||
1,133,102,28,140,32.8,0.234,45,1
|
||||
3,173,82,48,465,38.4,2.137,25,1
|
||||
0,118,64,23,89,0,1.731,21,2
|
||||
0,84,64,22,66,35.8,0.545,21,2
|
||||
2,105,58,40,94,34.9,0.225,25,2
|
||||
2,122,52,43,158,36.2,0.816,28,2
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||||
12,140,82,43,325,39.2,0.528,58,1
|
||||
0,98,82,15,84,25.2,0.299,22,2
|
||||
1,87,60,37,75,37.2,0.509,22,2
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||||
4,156,75,0,0,48.3,0.238,32,1
|
||||
0,93,100,39,72,43.4,1.021,35,2
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||||
1,107,72,30,82,30.8,0.821,24,2
|
||||
0,105,68,22,0,20,0.236,22,2
|
||||
1,109,60,8,182,25.4,0.947,21,2
|
||||
1,90,62,18,59,25.1,1.268,25,2
|
||||
1,125,70,24,110,24.3,0.221,25,2
|
||||
1,119,54,13,50,22.3,0.205,24,2
|
||||
5,116,74,29,0,32.3,0.66,35,1
|
||||
8,105,100,36,0,43.3,0.239,45,1
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||||
5,144,82,26,285,32,0.452,58,1
|
||||
3,100,68,23,81,31.6,0.949,28,2
|
||||
1,100,66,29,196,32,0.444,42,2
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||||
5,166,76,0,0,45.7,0.34,27,1
|
||||
1,131,64,14,415,23.7,0.389,21,2
|
||||
4,116,72,12,87,22.1,0.463,37,2
|
||||
4,158,78,0,0,32.9,0.803,31,1
|
||||
2,127,58,24,275,27.7,1.6,25,2
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||||
3,96,56,34,115,24.7,0.944,39,2
|
||||
0,131,66,40,0,34.3,0.196,22,1
|
||||
3,82,70,0,0,21.1,0.389,25,2
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||||
3,193,70,31,0,34.9,0.241,25,1
|
||||
4,95,64,0,0,32,0.161,31,1
|
||||
6,137,61,0,0,24.2,0.151,55,2
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||||
5,136,84,41,88,35,0.286,35,1
|
||||
9,72,78,25,0,31.6,0.28,38,2
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||||
5,168,64,0,0,32.9,0.135,41,1
|
||||
2,123,48,32,165,42.1,0.52,26,2
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||||
4,115,72,0,0,28.9,0.376,46,1
|
||||
0,101,62,0,0,21.9,0.336,25,2
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||||
8,197,74,0,0,25.9,1.191,39,1
|
||||
1,172,68,49,579,42.4,0.702,28,1
|
||||
6,102,90,39,0,35.7,0.674,28,2
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||||
1,112,72,30,176,34.4,0.528,25,2
|
||||
1,143,84,23,310,42.4,1.076,22,2
|
||||
1,143,74,22,61,26.2,0.256,21,2
|
||||
0,138,60,35,167,34.6,0.534,21,1
|
||||
3,173,84,33,474,35.7,0.258,22,1
|
||||
1,97,68,21,0,27.2,1.095,22,2
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||||
4,144,82,32,0,38.5,0.554,37,1
|
||||
1,83,68,0,0,18.2,0.624,27,2
|
||||
3,129,64,29,115,26.4,0.219,28,1
|
||||
1,119,88,41,170,45.3,0.507,26,2
|
||||
2,94,68,18,76,26,0.561,21,2
|
||||
0,102,64,46,78,40.6,0.496,21,2
|
||||
2,115,64,22,0,30.8,0.421,21,2
|
||||
8,151,78,32,210,42.9,0.516,36,1
|
||||
4,184,78,39,277,37,0.264,31,1
|
||||
0,94,0,0,0,0,0.256,25,2
|
||||
1,181,64,30,180,34.1,0.328,38,1
|
||||
0,135,94,46,145,40.6,0.284,26,2
|
||||
1,95,82,25,180,35,0.233,43,1
|
||||
2,99,0,0,0,22.2,0.108,23,2
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||||
3,89,74,16,85,30.4,0.551,38,2
|
||||
1,80,74,11,60,30,0.527,22,2
|
||||
2,139,75,0,0,25.6,0.167,29,2
|
||||
1,90,68,8,0,24.5,1.138,36,2
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||||
0,141,0,0,0,42.4,0.205,29,1
|
||||
12,140,85,33,0,37.4,0.244,41,2
|
||||
5,147,75,0,0,29.9,0.434,28,2
|
||||
1,97,70,15,0,18.2,0.147,21,2
|
||||
6,107,88,0,0,36.8,0.727,31,2
|
||||
0,189,104,25,0,34.3,0.435,41,1
|
||||
2,83,66,23,50,32.2,0.497,22,2
|
||||
4,117,64,27,120,33.2,0.23,24,2
|
||||
8,108,70,0,0,30.5,0.955,33,1
|
||||
4,117,62,12,0,29.7,0.38,30,1
|
||||
0,180,78,63,14,59.4,2.42,25,1
|
||||
1,100,72,12,70,25.3,0.658,28,2
|
||||
0,95,80,45,92,36.5,0.33,26,2
|
||||
0,104,64,37,64,33.6,0.51,22,1
|
||||
0,120,74,18,63,30.5,0.285,26,2
|
||||
1,82,64,13,95,21.2,0.415,23,2
|
||||
2,134,70,0,0,28.9,0.542,23,1
|
||||
0,91,68,32,210,39.9,0.381,25,2
|
||||
2,119,0,0,0,19.6,0.832,72,2
|
||||
2,100,54,28,105,37.8,0.498,24,2
|
||||
14,175,62,30,0,33.6,0.212,38,1
|
||||
1,135,54,0,0,26.7,0.687,62,2
|
||||
5,86,68,28,71,30.2,0.364,24,2
|
||||
10,148,84,48,237,37.6,1.001,51,1
|
||||
9,134,74,33,60,25.9,0.46,81,2
|
||||
9,120,72,22,56,20.8,0.733,48,2
|
||||
1,71,62,0,0,21.8,0.416,26,2
|
||||
8,74,70,40,49,35.3,0.705,39,2
|
||||
5,88,78,30,0,27.6,0.258,37,2
|
||||
10,115,98,0,0,24,1.022,34,2
|
||||
0,124,56,13,105,21.8,0.452,21,2
|
||||
0,74,52,10,36,27.8,0.269,22,2
|
||||
0,97,64,36,100,36.8,0.6,25,2
|
||||
8,120,0,0,0,30,0.183,38,1
|
||||
6,154,78,41,140,46.1,0.571,27,2
|
||||
1,144,82,40,0,41.3,0.607,28,2
|
||||
0,137,70,38,0,33.2,0.17,22,2
|
||||
0,119,66,27,0,38.8,0.259,22,2
|
||||
7,136,90,0,0,29.9,0.21,50,2
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4,114,64,0,0,28.9,0.126,24,2
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0,137,84,27,0,27.3,0.231,59,2
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2,105,80,45,191,33.7,0.711,29,1
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7,114,76,17,110,23.8,0.466,31,2
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8,126,74,38,75,25.9,0.162,39,2
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4,132,86,31,0,28,0.419,63,2
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||||
3,158,70,30,328,35.5,0.344,35,1
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||||
0,123,88,37,0,35.2,0.197,29,2
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||||
4,85,58,22,49,27.8,0.306,28,2
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0,84,82,31,125,38.2,0.233,23,2
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0,145,0,0,0,44.2,0.63,31,1
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||||
0,135,68,42,250,42.3,0.365,24,1
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||||
1,139,62,41,480,40.7,0.536,21,2
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||||
0,173,78,32,265,46.5,1.159,58,2
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4,99,72,17,0,25.6,0.294,28,2
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8,194,80,0,0,26.1,0.551,67,2
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2,83,65,28,66,36.8,0.629,24,2
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||||
2,89,90,30,0,33.5,0.292,42,2
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4,99,68,38,0,32.8,0.145,33,2
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4,125,70,18,122,28.9,1.144,45,1
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3,80,0,0,0,0,0.174,22,2
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6,166,74,0,0,26.6,0.304,66,2
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5,110,68,0,0,26,0.292,30,2
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2,81,72,15,76,30.1,0.547,25,2
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7,195,70,33,145,25.1,0.163,55,1
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||||
6,154,74,32,193,29.3,0.839,39,2
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||||
2,117,90,19,71,25.2,0.313,21,2
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3,84,72,32,0,37.2,0.267,28,2
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6,0,68,41,0,39,0.727,41,1
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7,94,64,25,79,33.3,0.738,41,2
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3,96,78,39,0,37.3,0.238,40,2
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10,75,82,0,0,33.3,0.263,38,2
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0,180,90,26,90,36.5,0.314,35,1
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1,130,60,23,170,28.6,0.692,21,2
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2,84,50,23,76,30.4,0.968,21,2
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8,120,78,0,0,25,0.409,64,2
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12,84,72,31,0,29.7,0.297,46,1
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0,139,62,17,210,22.1,0.207,21,2
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9,91,68,0,0,24.2,0.2,58,2
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2,91,62,0,0,27.3,0.525,22,2
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3,99,54,19,86,25.6,0.154,24,2
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3,163,70,18,105,31.6,0.268,28,1
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9,145,88,34,165,30.3,0.771,53,1
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||||
7,125,86,0,0,37.6,0.304,51,2
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13,76,60,0,0,32.8,0.18,41,2
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6,129,90,7,326,19.6,0.582,60,2
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2,68,70,32,66,25,0.187,25,2
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3,124,80,33,130,33.2,0.305,26,2
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6,114,0,0,0,0,0.189,26,2
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||||
9,130,70,0,0,34.2,0.652,45,1
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||||
3,125,58,0,0,31.6,0.151,24,2
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||||
3,87,60,18,0,21.8,0.444,21,2
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1,97,64,19,82,18.2,0.299,21,2
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3,116,74,15,105,26.3,0.107,24,2
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0,117,66,31,188,30.8,0.493,22,2
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0,111,65,0,0,24.6,0.66,31,2
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2,122,60,18,106,29.8,0.717,22,2
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0,107,76,0,0,45.3,0.686,24,2
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||||
1,86,66,52,65,41.3,0.917,29,2
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||||
6,91,0,0,0,29.8,0.501,31,2
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1,77,56,30,56,33.3,1.251,24,2
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4,132,0,0,0,32.9,0.302,23,1
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0,105,90,0,0,29.6,0.197,46,2
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||||
0,57,60,0,0,21.7,0.735,67,2
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||||
0,127,80,37,210,36.3,0.804,23,2
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||||
3,129,92,49,155,36.4,0.968,32,1
|
||||
8,100,74,40,215,39.4,0.661,43,1
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||||
3,128,72,25,190,32.4,0.549,27,1
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||||
10,90,85,32,0,34.9,0.825,56,1
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||||
4,84,90,23,56,39.5,0.159,25,2
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||||
1,88,78,29,76,32,0.365,29,2
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||||
8,186,90,35,225,34.5,0.423,37,1
|
||||
5,187,76,27,207,43.6,1.034,53,1
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||||
4,131,68,21,166,33.1,0.16,28,2
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||||
1,164,82,43,67,32.8,0.341,50,2
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||||
4,189,110,31,0,28.5,0.68,37,2
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||||
1,116,70,28,0,27.4,0.204,21,2
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3,84,68,30,106,31.9,0.591,25,2
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6,114,88,0,0,27.8,0.247,66,2
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1,88,62,24,44,29.9,0.422,23,2
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||||
1,84,64,23,115,36.9,0.471,28,2
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||||
7,124,70,33,215,25.5,0.161,37,2
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1,97,70,40,0,38.1,0.218,30,2
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8,110,76,0,0,27.8,0.237,58,2
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11,103,68,40,0,46.2,0.126,42,2
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11,85,74,0,0,30.1,0.3,35,2
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6,125,76,0,0,33.8,0.121,54,1
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||||
0,198,66,32,274,41.3,0.502,28,1
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||||
1,87,68,34,77,37.6,0.401,24,2
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6,99,60,19,54,26.9,0.497,32,2
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0,91,80,0,0,32.4,0.601,27,2
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2,95,54,14,88,26.1,0.748,22,2
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1,99,72,30,18,38.6,0.412,21,2
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6,92,62,32,126,32,0.085,46,2
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4,154,72,29,126,31.3,0.338,37,2
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0,121,66,30,165,34.3,0.203,33,1
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3,78,70,0,0,32.5,0.27,39,2
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2,130,96,0,0,22.6,0.268,21,2
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3,111,58,31,44,29.5,0.43,22,2
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2,98,60,17,120,34.7,0.198,22,2
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1,143,86,30,330,30.1,0.892,23,2
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1,119,44,47,63,35.5,0.28,25,2
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6,108,44,20,130,24,0.813,35,2
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2,118,80,0,0,42.9,0.693,21,1
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10,133,68,0,0,27,0.245,36,2
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2,197,70,99,0,34.7,0.575,62,1
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0,151,90,46,0,42.1,0.371,21,1
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6,109,60,27,0,25,0.206,27,2
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12,121,78,17,0,26.5,0.259,62,2
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8,100,76,0,0,38.7,0.19,42,2
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||||
8,124,76,24,600,28.7,0.687,52,1
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1,93,56,11,0,22.5,0.417,22,2
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8,143,66,0,0,34.9,0.129,41,1
|
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6,103,66,0,0,24.3,0.249,29,2
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3,176,86,27,156,33.3,1.154,52,1
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0,73,0,0,0,21.1,0.342,25,2
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||||
11,111,84,40,0,46.8,0.925,45,1
|
||||
2,112,78,50,140,39.4,0.175,24,2
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||||
3,132,80,0,0,34.4,0.402,44,1
|
||||
2,82,52,22,115,28.5,1.699,25,2
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||||
6,123,72,45,230,33.6,0.733,34,2
|
||||
0,188,82,14,185,32,0.682,22,1
|
||||
0,67,76,0,0,45.3,0.194,46,2
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||||
1,89,24,19,25,27.8,0.559,21,2
|
||||
1,173,74,0,0,36.8,0.088,38,1
|
||||
1,109,38,18,120,23.1,0.407,26,2
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||||
1,108,88,19,0,27.1,0.4,24,2
|
||||
6,96,0,0,0,23.7,0.19,28,2
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||||
1,124,74,36,0,27.8,0.1,30,2
|
||||
7,150,78,29,126,35.2,0.692,54,1
|
||||
4,183,0,0,0,28.4,0.212,36,1
|
||||
1,124,60,32,0,35.8,0.514,21,2
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||||
1,181,78,42,293,40,1.258,22,1
|
||||
1,92,62,25,41,19.5,0.482,25,2
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||||
0,152,82,39,272,41.5,0.27,27,2
|
||||
1,111,62,13,182,24,0.138,23,2
|
||||
3,106,54,21,158,30.9,0.292,24,2
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||||
3,174,58,22,194,32.9,0.593,36,1
|
||||
7,168,88,42,321,38.2,0.787,40,1
|
||||
6,105,80,28,0,32.5,0.878,26,2
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||||
11,138,74,26,144,36.1,0.557,50,1
|
||||
3,106,72,0,0,25.8,0.207,27,2
|
||||
6,117,96,0,0,28.7,0.157,30,2
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||||
2,68,62,13,15,20.1,0.257,23,2
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||||
9,112,82,24,0,28.2,1.282,50,1
|
||||
0,119,0,0,0,32.4,0.141,24,1
|
||||
2,112,86,42,160,38.4,0.246,28,2
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||||
2,92,76,20,0,24.2,1.698,28,2
|
||||
6,183,94,0,0,40.8,1.461,45,2
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0,94,70,27,115,43.5,0.347,21,2
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2,108,64,0,0,30.8,0.158,21,2
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4,90,88,47,54,37.7,0.362,29,2
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||||
0,125,68,0,0,24.7,0.206,21,2
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||||
0,132,78,0,0,32.4,0.393,21,2
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5,128,80,0,0,34.6,0.144,45,2
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4,94,65,22,0,24.7,0.148,21,2
|
||||
7,114,64,0,0,27.4,0.732,34,1
|
||||
0,102,78,40,90,34.5,0.238,24,2
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||||
2,111,60,0,0,26.2,0.343,23,2
|
||||
1,128,82,17,183,27.5,0.115,22,2
|
||||
10,92,62,0,0,25.9,0.167,31,2
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||||
13,104,72,0,0,31.2,0.465,38,1
|
||||
5,104,74,0,0,28.8,0.153,48,2
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||||
2,94,76,18,66,31.6,0.649,23,2
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||||
7,97,76,32,91,40.9,0.871,32,1
|
||||
1,100,74,12,46,19.5,0.149,28,2
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||||
0,102,86,17,105,29.3,0.695,27,2
|
||||
4,128,70,0,0,34.3,0.303,24,2
|
||||
6,147,80,0,0,29.5,0.178,50,1
|
||||
4,90,0,0,0,28,0.61,31,2
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||||
3,103,72,30,152,27.6,0.73,27,2
|
||||
2,157,74,35,440,39.4,0.134,30,2
|
||||
1,167,74,17,144,23.4,0.447,33,1
|
||||
0,179,50,36,159,37.8,0.455,22,1
|
||||
11,136,84,35,130,28.3,0.26,42,1
|
||||
0,107,60,25,0,26.4,0.133,23,2
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||||
1,91,54,25,100,25.2,0.234,23,2
|
||||
1,117,60,23,106,33.8,0.466,27,2
|
||||
5,123,74,40,77,34.1,0.269,28,2
|
||||
2,120,54,0,0,26.8,0.455,27,2
|
||||
1,106,70,28,135,34.2,0.142,22,2
|
||||
2,155,52,27,540,38.7,0.24,25,1
|
||||
2,101,58,35,90,21.8,0.155,22,2
|
||||
1,120,80,48,200,38.9,1.162,41,2
|
||||
11,127,106,0,0,39,0.19,51,2
|
||||
3,80,82,31,70,34.2,1.292,27,1
|
||||
10,162,84,0,0,27.7,0.182,54,2
|
||||
1,199,76,43,0,42.9,1.394,22,1
|
||||
8,167,106,46,231,37.6,0.165,43,1
|
||||
9,145,80,46,130,37.9,0.637,40,1
|
||||
6,115,60,39,0,33.7,0.245,40,1
|
||||
1,112,80,45,132,34.8,0.217,24,2
|
||||
4,145,82,18,0,32.5,0.235,70,1
|
||||
10,111,70,27,0,27.5,0.141,40,1
|
||||
6,98,58,33,190,34,0.43,43,2
|
||||
9,154,78,30,100,30.9,0.164,45,2
|
||||
6,165,68,26,168,33.6,0.631,49,2
|
||||
1,99,58,10,0,25.4,0.551,21,2
|
||||
10,68,106,23,49,35.5,0.285,47,2
|
||||
3,123,100,35,240,57.3,0.88,22,2
|
||||
8,91,82,0,0,35.6,0.587,68,2
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||||
6,195,70,0,0,30.9,0.328,31,1
|
||||
9,156,86,0,0,24.8,0.23,53,1
|
||||
0,93,60,0,0,35.3,0.263,25,2
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||||
3,121,52,0,0,36,0.127,25,1
|
||||
2,101,58,17,265,24.2,0.614,23,2
|
||||
2,56,56,28,45,24.2,0.332,22,2
|
||||
0,162,76,36,0,49.6,0.364,26,1
|
||||
0,95,64,39,105,44.6,0.366,22,2
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||||
4,125,80,0,0,32.3,0.536,27,1
|
||||
5,136,82,0,0,0,0.64,69,2
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||||
2,129,74,26,205,33.2,0.591,25,2
|
||||
3,130,64,0,0,23.1,0.314,22,2
|
||||
1,107,50,19,0,28.3,0.181,29,2
|
||||
1,140,74,26,180,24.1,0.828,23,2
|
||||
1,144,82,46,180,46.1,0.335,46,1
|
||||
8,107,80,0,0,24.6,0.856,34,2
|
||||
13,158,114,0,0,42.3,0.257,44,1
|
||||
2,121,70,32,95,39.1,0.886,23,2
|
||||
7,129,68,49,125,38.5,0.439,43,1
|
||||
2,90,60,0,0,23.5,0.191,25,2
|
||||
7,142,90,24,480,30.4,0.128,43,1
|
||||
3,169,74,19,125,29.9,0.268,31,1
|
||||
0,99,0,0,0,25,0.253,22,2
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||||
4,127,88,11,155,34.5,0.598,28,2
|
||||
4,118,70,0,0,44.5,0.904,26,2
|
||||
2,122,76,27,200,35.9,0.483,26,2
|
||||
6,125,78,31,0,27.6,0.565,49,1
|
||||
1,168,88,29,0,35,0.905,52,1
|
||||
2,129,0,0,0,38.5,0.304,41,2
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||||
4,110,76,20,100,28.4,0.118,27,2
|
||||
6,80,80,36,0,39.8,0.177,28,2
|
||||
10,115,0,0,0,0,0.261,30,1
|
||||
2,127,46,21,335,34.4,0.176,22,2
|
||||
9,164,78,0,0,32.8,0.148,45,1
|
||||
2,93,64,32,160,38,0.674,23,1
|
||||
3,158,64,13,387,31.2,0.295,24,2
|
||||
5,126,78,27,22,29.6,0.439,40,2
|
||||
10,129,62,36,0,41.2,0.441,38,1
|
||||
0,134,58,20,291,26.4,0.352,21,2
|
||||
3,102,74,0,0,29.5,0.121,32,2
|
||||
7,187,50,33,392,33.9,0.826,34,1
|
||||
3,173,78,39,185,33.8,0.97,31,1
|
||||
10,94,72,18,0,23.1,0.595,56,2
|
||||
1,108,60,46,178,35.5,0.415,24,2
|
||||
5,97,76,27,0,35.6,0.378,52,1
|
||||
4,83,86,19,0,29.3,0.317,34,2
|
||||
1,114,66,36,200,38.1,0.289,21,2
|
||||
1,149,68,29,127,29.3,0.349,42,1
|
||||
5,117,86,30,105,39.1,0.251,42,2
|
||||
1,111,94,0,0,32.8,0.265,45,2
|
||||
4,112,78,40,0,39.4,0.236,38,2
|
||||
1,116,78,29,180,36.1,0.496,25,2
|
||||
0,141,84,26,0,32.4,0.433,22,2
|
||||
2,175,88,0,0,22.9,0.326,22,2
|
||||
2,92,52,0,0,30.1,0.141,22,2
|
||||
3,130,78,23,79,28.4,0.323,34,1
|
||||
8,120,86,0,0,28.4,0.259,22,1
|
||||
2,174,88,37,120,44.5,0.646,24,1
|
||||
2,106,56,27,165,29,0.426,22,2
|
||||
2,105,75,0,0,23.3,0.56,53,2
|
||||
4,95,60,32,0,35.4,0.284,28,2
|
||||
0,126,86,27,120,27.4,0.515,21,2
|
||||
8,65,72,23,0,32,0.6,42,2
|
||||
2,99,60,17,160,36.6,0.453,21,2
|
||||
1,102,74,0,0,39.5,0.293,42,1
|
||||
11,120,80,37,150,42.3,0.785,48,1
|
||||
3,102,44,20,94,30.8,0.4,26,2
|
||||
1,109,58,18,116,28.5,0.219,22,2
|
||||
9,140,94,0,0,32.7,0.734,45,1
|
||||
13,153,88,37,140,40.6,1.174,39,2
|
||||
12,100,84,33,105,30,0.488,46,2
|
||||
1,147,94,41,0,49.3,0.358,27,1
|
||||
1,81,74,41,57,46.3,1.096,32,2
|
||||
3,187,70,22,200,36.4,0.408,36,1
|
||||
6,162,62,0,0,24.3,0.178,50,1
|
||||
4,136,70,0,0,31.2,1.182,22,1
|
||||
1,121,78,39,74,39,0.261,28,2
|
||||
3,108,62,24,0,26,0.223,25,2
|
||||
0,181,88,44,510,43.3,0.222,26,1
|
||||
8,154,78,32,0,32.4,0.443,45,1
|
||||
1,128,88,39,110,36.5,1.057,37,1
|
||||
7,137,90,41,0,32,0.391,39,2
|
||||
0,123,72,0,0,36.3,0.258,52,1
|
||||
1,106,76,0,0,37.5,0.197,26,2
|
||||
6,190,92,0,0,35.5,0.278,66,1
|
||||
2,88,58,26,16,28.4,0.766,22,2
|
||||
9,170,74,31,0,44,0.403,43,1
|
||||
9,89,62,0,0,22.5,0.142,33,2
|
||||
10,101,76,48,180,32.9,0.171,63,2
|
||||
2,122,70,27,0,36.8,0.34,27,2
|
||||
5,121,72,23,112,26.2,0.245,30,2
|
||||
1,126,60,0,0,30.1,0.349,47,1
|
||||
1,93,70,31,0,30.4,0.315,23,2
|
||||
|
|
|
@ -0,0 +1,17 @@
|
|||
import numpy as np
|
||||
from sklearn.decomposition import PCA
|
||||
X = np.array([[-1, -1], [-2, -1], [-3, -2], [1, 1], [2, 1], [3, 2]])
|
||||
import pandas as pd
|
||||
data_url = "diabetes.csv"
|
||||
df = pd.read_csv(data_url)
|
||||
x = df.ix[:, 0:8]
|
||||
pca = PCA(n_components=8)
|
||||
pca.fit(x)
|
||||
|
||||
|
||||
print(pca.explained_variance_ratio_)
|
||||
|
||||
#print(pca.transform(X) )
|
||||
|
||||
|
||||
|
||||
Binary file not shown.
|
|
@ -0,0 +1,177 @@
|
|||
Association Rules Mining, Apriori Implimentation
|
||||
|
||||
Timothy Asp, Caleb Carlton
|
||||
|
||||
Input Format: python apriori.py [--no-rules] <dataFile-out1.csv> <minSup> <minConf>
|
||||
--no-rules will run the code without rules generation.
|
||||
The input datafile must be in the sparse vector format (see *-out1.csv in the different folders of ./data)
|
||||
|
||||
Example:
|
||||
|
||||
python apriori.py --no-rules data/1000/1000-out1.csv .03 .7
|
||||
python apriori.py data/example/out1.csv .03 .7
|
||||
|
||||
== Extended Bakery Printouts
|
||||
|
||||
=================================================================
|
||||
Dataset: data/example/out1.csv MinSup: 0.03 MinConf: 0.7
|
||||
==================================================================
|
||||
1 : Blackberry Tart (15), Apple Danish (36) support= 0.139
|
||||
2 : Gongolais Cookie (22), Napoleon Cake (9) support= 0.181
|
||||
3 : Lemon Cake (1), Single Espresso (49) support= 0.127
|
||||
4 : Apple Tart (12), Berry Tart (14), Blueberry Tart (16) support= 0.257
|
||||
|
||||
Skyline Itemsets: 4
|
||||
|
||||
Rule 1 : Blackberry Tart (15) --> Apple Danish (36) [sup= 0.139 conf= 0.751351351351 ]
|
||||
Rule 2 : Apple Danish (36) --> Blackberry Tart (15) [sup= 0.139 conf= 0.798850574713 ]
|
||||
Rule 3 : Gongolais Cookie (22) --> Napoleon Cake (9) [sup= 0.181 conf= 0.841860465116 ]
|
||||
Rule 4 : Napoleon Cake (9) --> Gongolais Cookie (22) [sup= 0.181 conf= 0.804444444444 ]
|
||||
Rule 5 : Lemon Cake (1) --> Single Espresso (49) [sup= 0.127 conf= 0.814102564103 ]
|
||||
Rule 6 : Single Espresso (49) --> Lemon Cake (1) [sup= 0.127 conf= 0.783950617284 ]
|
||||
Rule 7 : Apple Tart (12), Berry Tart (14) --> Blueberry Tart (16) [sup= 0.257 conf= 0.958955223881 ]
|
||||
Rule 8 : Apple Tart (12), Blueberry Tart (16) --> Berry Tart (14) [sup= 0.257 conf= 0.992277992278 ]
|
||||
Rule 9 : Berry Tart (14), Blueberry Tart (16) --> Apple Tart (12) [sup= 0.257 conf= 0.996124031008 ]
|
||||
|
||||
=================================================================
|
||||
Dataset: data/75000/75000-out1.csv MinSup: 0.033 MinConf: 0.7
|
||||
==================================================================
|
||||
|
||||
1: Berry Tart (14), Bottled Water (44) support= 0.0378
|
||||
2: Apricot Croissant (32), Hot Coffee (45) support= 0.0353733333333
|
||||
3: Strawberry Cake (4), Napoleon Cake (9) support= 0.0431466666667
|
||||
4: Casino Cake (2), Chocolate Coffee (46) support= 0.03524
|
||||
5: Chocolate Tart (17), Vanilla Frappuccino (47) support= 0.03596
|
||||
6: Marzipan Cookie (27), Tuile Cookie (28) support= 0.05092
|
||||
7: Blackberry Tart (15), Coffee Eclair (7) support= 0.0364133333333
|
||||
8: Blueberry Tart (16), Hot Coffee (45) support= 0.03504
|
||||
9: Gongolais Cookie (22), Truffle Cake (5) support= 0.04392
|
||||
10: Cheese Croissant (33), Orange Juice (42) support= 0.0430666666667
|
||||
11: Blueberry Tart (16), Apricot Croissant (32) support= 0.0435066666667
|
||||
12: Lemon Cake (1), Lemon Tart (19) support= 0.0368533333333
|
||||
13: Chocolate Cake (0), Chocolate Coffee (46) support= 0.04404
|
||||
14: Cherry Tart (18), Opera Cake (3), Apricot Danish (35) support= 0.0411066666667
|
||||
15: Chocolate Coffee (46), Chocolate Cake (0), Casino Cake (2) support= 0.0333866666667
|
||||
16: Apple Pie (11), Almond Twist (37), Coffee Eclair (7) support= 0.03432
|
||||
|
||||
Skyline Itemsets: 16
|
||||
|
||||
Rule 1: Cherry Tart (18), Opera Cake (3) --> Apricot Danish (35) [sup= 0.0411066666667 conf= 0.947740547187 ]
|
||||
Rule 2: Cherry Tart (18), Apricot Danish (35) --> Opera Cake (3) [sup= 0.0411066666667 conf= 0.77423405324 ]
|
||||
Rule 3: Opera Cake (3), Apricot Danish (35) --> Cherry Tart (18) [sup= 0.0411066666667 conf= 0.955376510691 ]
|
||||
Rule 4: Chocolate Cake (0), Casino Cake (2) --> Chocolate Coffee (46) [sup= 0.0333866666667 conf= 0.939587242026 ]
|
||||
Rule 5: Apple Pie (11), Almond Twist (37) --> Coffee Eclair (7) [sup= 0.03432 conf= 0.935659760087 ]
|
||||
Rule 6: Apple Pie (11), Coffee Eclair (7) --> Almond Twist (37) [sup= 0.03432 conf= 0.920930232558 ]
|
||||
Rule 7: Almond Twist (37), Coffee Eclair (7) --> Apple Pie (11) [sup= 0.03432 conf= 0.924568965517 ]
|
||||
|
||||
=================================================================
|
||||
Dataset: data/20000/20000-out1.csv MinSup: 0.03 MinConf: 0.7
|
||||
==================================================================
|
||||
|
||||
1: Berry Tart (14), Bottled Water (44) support= 0.0357
|
||||
2: Chocolate Tart (17), Walnut Cookie (29) support= 0.03055
|
||||
3: Strawberry Cake (4), Napoleon Cake (9) support= 0.04455
|
||||
4: Casino Cake (2), Chocolate Coffee (46) support= 0.0357
|
||||
5: Almond Twist (37), Hot Coffee (45) support= 0.03085
|
||||
6: Hot Coffee (45), Coffee Eclair (7) support= 0.0317
|
||||
7: Blackberry Tart (15), Single Espresso (49) support= 0.03015
|
||||
8: Chocolate Tart (17), Vanilla Frappuccino (47) support= 0.03675
|
||||
9: Marzipan Cookie (27), Tuile Cookie (28) support= 0.04855
|
||||
10: Blackberry Tart (15), Coffee Eclair (7) support= 0.03675
|
||||
11: Blueberry Tart (16), Hot Coffee (45) support= 0.0357
|
||||
12: Gongolais Cookie (22), Truffle Cake (5) support= 0.04335
|
||||
13: Lemon Cake (1), Lemon Tart (19) support= 0.037
|
||||
14: Cheese Croissant (33), Orange Juice (42) support= 0.0439
|
||||
15: Apple Pie (11), Hot Coffee (45) support= 0.03085
|
||||
16: Blueberry Tart (16), Apricot Croissant (32) support= 0.04185
|
||||
17: Chocolate Cake (0), Chocolate Coffee (46) support= 0.04405
|
||||
18: Walnut Cookie (29), Vanilla Frappuccino (47) support= 0.03095
|
||||
19: Chocolate Coffee (46), Chocolate Cake (0), Casino Cake (2) support= 0.0339
|
||||
20: Apricot Croissant (32), Hot Coffee (45), Blueberry Tart (16) support= 0.0326
|
||||
21: Apple Pie (11), Almond Twist (37), Coffee Eclair (7) support= 0.03415
|
||||
22: Cherry Tart (18), Opera Cake (3), Apricot Danish (35) support= 0.041
|
||||
|
||||
Skyline Itemsets: 22
|
||||
|
||||
Rule 1: Chocolate Cake (0), Casino Cake (2) --> Chocolate Coffee (46) [sup= 0.0339 conf= 0.945606694561 ]
|
||||
Rule 2: Apricot Croissant (32), Hot Coffee (45) --> Blueberry Tart (16) [sup= 0.0326 conf= 0.928774928775 ]
|
||||
Rule 3: Apple Pie (11), Almond Twist (37) --> Coffee Eclair (7) [sup= 0.03415 conf= 0.949930458971 ]
|
||||
Rule 4: Apple Pie (11), Coffee Eclair (7) --> Almond Twist (37) [sup= 0.03415 conf= 0.91677852349 ]
|
||||
Rule 5: Almond Twist (37), Coffee Eclair (7) --> Apple Pie (11) [sup= 0.03415 conf= 0.942068965517 ]
|
||||
Rule 6: Cherry Tart (18), Opera Cake (3) --> Apricot Danish (35) [sup= 0.041 conf= 0.939289805269 ]
|
||||
Rule 7: Cherry Tart (18), Apricot Danish (35) --> Opera Cake (3) [sup= 0.041 conf= 0.780209324453 ]
|
||||
Rule 8: Opera Cake (3), Apricot Danish (35) --> Cherry Tart (18) [sup= 0.041 conf= 0.945790080738 ]
|
||||
|
||||
==================================================================
|
||||
Dataset: data/5000/5000-out1.csv MinSup: 0.03 MinConf: 0.7
|
||||
==================================================================
|
||||
1: Strawberry Cake (4), Napoleon Cake (9) support= 0.0422
|
||||
2: Casino Cake (2), Chocolate Coffee (46) support= 0.0346
|
||||
3: Almond Twist (37), Hot Coffee (45) support= 0.0336
|
||||
4: Blackberry Tart (15), Single Espresso (49) support= 0.0314
|
||||
5: Chocolate Tart (17), Vanilla Frappuccino (47) support= 0.0348
|
||||
6: Marzipan Cookie (27), Tuile Cookie (28) support= 0.0496
|
||||
7: Apple Croissant (31), Apple Danish (36) support= 0.033
|
||||
8: Apple Tart (12), Apple Danish (36) support= 0.0324
|
||||
9: Blackberry Tart (15), Coffee Eclair (7) support= 0.0356
|
||||
10: Blueberry Tart (16), Hot Coffee (45) support= 0.035
|
||||
11: Gongolais Cookie (22), Truffle Cake (5) support= 0.0472
|
||||
12: Lemon Cake (1), Lemon Tart (19) support= 0.0336
|
||||
13: Cheese Croissant (33), Orange Juice (42) support= 0.043
|
||||
14: Berry Tart (14), Bottled Water (44) support= 0.0366
|
||||
15: Blueberry Tart (16), Apricot Croissant (32) support= 0.044
|
||||
16: Chocolate Cake (0), Chocolate Coffee (46) support= 0.0394
|
||||
17: Apple Tart (12), Apple Croissant (31) support= 0.0316
|
||||
18: Chocolate Coffee (46), Chocolate Cake (0), Casino Cake (2) support= 0.0312
|
||||
19: Apricot Croissant (32), Hot Coffee (45), Blueberry Tart (16) support= 0.0328
|
||||
20: Cherry Tart (18), Opera Cake (3), Apricot Danish (35) support= 0.0408
|
||||
21: Apple Pie (11), Hot Coffee (45), Almond Twist (37), Coffee Eclair (7) support= 0.0308
|
||||
|
||||
Skyline Itemsets: 21
|
||||
|
||||
Rule 1: Chocolate Cake (0), Casino Cake (2) --> Chocolate Coffee (46) [sup= 0.0312 conf= 0.912280701754 ]
|
||||
Rule 2: Apricot Croissant (32), Hot Coffee (45) --> Blueberry Tart (16) [sup= 0.0328 conf= 0.942528735632 ]
|
||||
Rule 3: Cherry Tart (18), Opera Cake (3) --> Apricot Danish (35) [sup= 0.0408 conf= 0.935779816514 ]
|
||||
Rule 4: Cherry Tart (18), Apricot Danish (35) --> Opera Cake (3) [sup= 0.0408 conf= 0.796875 ]
|
||||
Rule 5: Opera Cake (3), Apricot Danish (35) --> Cherry Tart (18) [sup= 0.0408 conf= 0.944444444444 ]
|
||||
Rule 6: Apple Pie (11), Hot Coffee (45), Almond Twist (37) --> Coffee Eclair (7) [sup= 0.0308 conf= 1.0 ]
|
||||
Rule 7: Apple Pie (11), Hot Coffee (45), Coffee Eclair (7) --> Almond Twist (37) [sup= 0.0308 conf= 1.0 ]
|
||||
Rule 8: Apple Pie (11), Almond Twist (37), Coffee Eclair (7) --> Hot Coffee (45) [sup= 0.0308 conf= 0.806282722513 ]
|
||||
Rule 9: Hot Coffee (45), Almond Twist (37), Coffee Eclair (7) --> Apple Pie (11) [sup= 0.0308 conf= 1.0 ]
|
||||
|
||||
==================================================================
|
||||
Dataset: data/1000/1000-out1.csv MinSup: 0.03 MinConf: 0.5
|
||||
==================================================================
|
||||
|
||||
1: Berry Tart (14), Bottled Water (44) support= 0.034
|
||||
2: Strawberry Cake (4), Napoleon Cake (9) support= 0.049
|
||||
3: Chocolate Cake (0), Casino Cake (2) support= 0.04
|
||||
4: Raspberry Cookie (23), Lemon Lemonade (40) support= 0.031
|
||||
5: Marzipan Cookie (27), Tuile Cookie (28) support= 0.053
|
||||
6: Blueberry Tart (16), Apricot Croissant (32) support= 0.04
|
||||
7: Blueberry Tart (16), Hot Coffee (45) support= 0.033
|
||||
8: Gongolais Cookie (22), Truffle Cake (5) support= 0.058
|
||||
9: Cherry Tart (18), Opera Cake (3) support= 0.041
|
||||
10: Cheese Croissant (33), Orange Juice (42) support= 0.038
|
||||
11: Raspberry Cookie (23), Lemon Cookie (24) support= 0.033
|
||||
12: Lemon Cookie (24), Lemon Lemonade (40) support= 0.031
|
||||
13: Apricot Croissant (32), Hot Coffee (45), Blueberry Tart (16) support= 0.032
|
||||
14: Apple Croissant (31), Apple Tart (12), Apple Danish (36), Cherry Soda (48) support= 0.031
|
||||
|
||||
Skyline Itemsets: 14
|
||||
|
||||
Rule 1: Strawberry Cake (4) --> Napoleon Cake (9) [sup= 0.049 conf= 0.538461538462 ]
|
||||
Rule 2: Napoleon Cake (9) --> Strawberry Cake (4) [sup= 0.049 conf= 0.544444444444 ]
|
||||
Rule 3: Casino Cake (2) --> Chocolate Cake (0) [sup= 0.04 conf= 0.555555555556 ]
|
||||
Rule 4: Marzipan Cookie (27) --> Tuile Cookie (28) [sup= 0.053 conf= 0.588888888889 ]
|
||||
Rule 5: Tuile Cookie (28) --> Marzipan Cookie (27) [sup= 0.053 conjf= 0.519607843137 ]
|
||||
Rule 6: Apricot Croissant (32) --> Blueberry Tart (16) [sup= 0.04 conf= 0.526315789474 ]
|
||||
Rule 7: Gongolais Cookie (22) --> Truffle Cake (5) [sup= 0.058 conf= 0.537037037037 ]
|
||||
Rule 8: Truffle Cake (5) --> Gongolais Cookie (22) [sup= 0.058 conf= 0.563106796117 ]
|
||||
Rule 9: Opera Cake (3) --> Cherry Tart (18) [sup= 0.041 conf= 0.525641025641 ]
|
||||
Rule 10: Lemon Cookie (24) --> Raspberry Cookie (23) [sup= 0.033 conf= 0.5 ]
|
||||
Rule 11: Apricot Croissant (32), Hot Coffee (45) --> Blueberry Tart (16) [sup= 0.032 conf= 1.0 ]
|
||||
Rule 12: Apple Croissant (31), Apple Tart (12), Apple Danish (36) --> Cherry Soda (48) [sup= 0.031 conf= 0.775 ]
|
||||
Rule 13: Apple Croissant (31), Apple Danish (36), Cherry Soda (48) --> Apple Tart (12) [sup= 0.031 conf= 1.0 ]
|
||||
Rule 14: Apple Tart (12), Apple Danish (36), Cherry Soda (48) --> Apple Croissant (31) [sup= 0.031 conf= 1.0 ]
|
||||
|
||||
|
|
@ -0,0 +1,208 @@
|
|||
import sys
|
||||
import os.path
|
||||
import csv
|
||||
import math
|
||||
import types
|
||||
from collections import defaultdict, Iterable
|
||||
import itertools
|
||||
|
||||
class Apriori:
|
||||
def __init__(self, data, minSup, minConf):
|
||||
self.dataset = data
|
||||
self.transList = defaultdict(list)
|
||||
self.freqList = defaultdict(int)
|
||||
self.itemset = set()
|
||||
self.highSupportList = list()
|
||||
self.numItems = 0
|
||||
self.prepData() # initialize the above collections
|
||||
|
||||
self.F = defaultdict(list)
|
||||
|
||||
self.minSup = minSup
|
||||
self.minConf = minConf
|
||||
|
||||
def genAssociations(self):
|
||||
candidate = {}
|
||||
count = {}
|
||||
|
||||
self.F[1] = self.firstPass(self.freqList, 1)
|
||||
k=2
|
||||
while len(self.F[k-1]) != 0:
|
||||
candidate[k] = self.candidateGen(self.F[k-1], k)
|
||||
for t in self.transList.items():
|
||||
for c in candidate[k]:
|
||||
if set(c).issubset(t[1]):
|
||||
self.freqList[c] += 1
|
||||
|
||||
self.F[k] = self.prune(candidate[k], k)
|
||||
if k > 2:
|
||||
self.removeSkyline(k, k-1)
|
||||
k += 1
|
||||
|
||||
return self.F
|
||||
|
||||
def removeSkyline(self, k, kPrev):
|
||||
for item in self.F[k]:
|
||||
subsets = self.genSubsets(item)
|
||||
for subset in subsets:
|
||||
if subset in (self.F[kPrev]):
|
||||
self.F[kPrev].remove(subset)
|
||||
|
||||
|
||||
subsets = self.genSubsets
|
||||
|
||||
def prune(self, items, k):
|
||||
f = []
|
||||
for item in items:
|
||||
count = self.freqList[item]
|
||||
support = self.support(count)
|
||||
if support >= .95:
|
||||
self.highSupportList.append(item)
|
||||
elif support >= self.minSup:
|
||||
f.append(item)
|
||||
|
||||
return f
|
||||
|
||||
def candidateGen(self, items, k):
|
||||
candidate = []
|
||||
|
||||
if k == 2:
|
||||
candidate = [tuple(sorted([x, y])) for x in items for y in items if len((x, y)) == k and x != y]
|
||||
else:
|
||||
candidate = [tuple(set(x).union(y)) for x in items for y in items if len(set(x).union(y)) == k and x != y]
|
||||
|
||||
for c in candidate:
|
||||
subsets = self.genSubsets(c)
|
||||
if any([ x not in items for x in subsets ]):
|
||||
candidate.remove(c)
|
||||
|
||||
return set(candidate)
|
||||
|
||||
def genSubsets(self, item):
|
||||
subsets = []
|
||||
for i in range(1,len(item)):
|
||||
subsets.extend(itertools.combinations(item, i))
|
||||
return subsets
|
||||
|
||||
def genRules(self, F):
|
||||
H = []
|
||||
|
||||
for k, itemset in F.items():
|
||||
if k >= 2:
|
||||
for item in itemset:
|
||||
subsets = self.genSubsets(item)
|
||||
for subset in subsets:
|
||||
if len(subset) == 1:
|
||||
subCount = self.freqList[subset[0]]
|
||||
else:
|
||||
subCount = self.freqList[subset]
|
||||
itemCount = self.freqList[item]
|
||||
if subCount != 0:
|
||||
confidence = self.confidence(subCount, itemCount)
|
||||
if confidence >= self.minConf:
|
||||
support = self.support(self.freqList[item])
|
||||
rhs = self.difference(item, subset)
|
||||
if len(rhs) == 1:
|
||||
H.append((subset, rhs, support, confidence))
|
||||
|
||||
return H
|
||||
|
||||
def difference(self, item, subset):
|
||||
return tuple(x for x in item if x not in subset)
|
||||
|
||||
def confidence(self, subCount, itemCount):
|
||||
return float(itemCount)/subCount
|
||||
|
||||
def support(self, count):
|
||||
return float(count)/self.numItems
|
||||
|
||||
def firstPass(self, items, k):
|
||||
f = []
|
||||
for item, count in items.items():
|
||||
support = self.support(count)
|
||||
if support == 1:
|
||||
self.highSupportList.append(item)
|
||||
elif support >= self.minSup:
|
||||
f.append(item)
|
||||
|
||||
return f
|
||||
|
||||
"""
|
||||
Prepare the transaction data into a dictionary
|
||||
key: Receipt.id
|
||||
val: set(Goods.Id)
|
||||
|
||||
Also generates the frequent itemlist for itemsets of size 1
|
||||
key: Goods.Id
|
||||
val: frequency of Goods.Id in self.transList
|
||||
"""
|
||||
def prepData(self):
|
||||
key = 0
|
||||
for basket in self.dataset:
|
||||
self.numItems += 1
|
||||
key = basket[0]
|
||||
for i, item in enumerate(basket):
|
||||
if i != 0:
|
||||
self.transList[key].append(item.strip())
|
||||
self.itemset.add(item.strip())
|
||||
self.freqList[(item.strip())] += 1
|
||||
|
||||
def main():
|
||||
goods = defaultdict(list)
|
||||
num_args = len(sys.argv)
|
||||
minSup = minConf = 0
|
||||
noRules = False
|
||||
|
||||
# Make sure the right number of input files are specified
|
||||
if num_args < 4 or num_args > 5:
|
||||
print('Expected input format: python apriori.py <dataset.csv> <minSup> <minConf>')
|
||||
return
|
||||
elif num_args == 5 and sys.argv[1] == "--no-rules":
|
||||
dataset = csv.reader(open(sys.argv[2], "r"))
|
||||
goodsData = csv.reader(open('goods.csv', "r"))
|
||||
minSup = float(sys.argv[3])
|
||||
minConf = float(sys.argv[4])
|
||||
noRules = True
|
||||
print("Dataset: ", sys.argv[2], " MinSup: ", minSup, " MinConf: ", minConf)
|
||||
else:
|
||||
dataset = csv.reader(open(sys.argv[1], "r"))
|
||||
goodsData = csv.reader(open('goods.csv', "r"))
|
||||
minSup = float(sys.argv[2])
|
||||
minConf = float(sys.argv[3])
|
||||
print("Dataset: ", sys.argv[1], " MinSup: ", minSup, " MinConf: ", minConf)
|
||||
|
||||
print ("==================================================================")
|
||||
|
||||
for item in goodsData:
|
||||
goods[item[0]] = item[1:]
|
||||
|
||||
a = Apriori(dataset, minSup, minConf)
|
||||
|
||||
frequentItemsets = a.genAssociations()
|
||||
|
||||
count = 0
|
||||
for k, item in frequentItemsets.items():
|
||||
for i in item:
|
||||
if k >= 2:
|
||||
count += 1
|
||||
print (count,": ",readable(i, goods),"\tsupport=",a.support(a.freqList[i]))
|
||||
|
||||
print ("Skyline Itemsets: ", count)
|
||||
if not noRules:
|
||||
rules = a.genRules(frequentItemsets)
|
||||
for i, rule in enumerate(rules):
|
||||
print ("Rule",i+1,":\t ",readable(rule[0], goods),"\t-->",readable(rule[1], goods),"\t [sup=",rule[2]," conf=",rule[3],"]")
|
||||
|
||||
print ("\n")
|
||||
|
||||
def readable(item, goods):
|
||||
itemStr = ''
|
||||
for k, i in enumerate(item):
|
||||
itemStr += goods[i][0] + " " + goods[i][1] +" (" + i + ")"
|
||||
if len(item) != 0 and k != len(item)-1:
|
||||
itemStr += ",\t"
|
||||
|
||||
return itemStr.replace("'", "")
|
||||
|
||||
if __name__ == '__main__':
|
||||
main()
|
||||
|
|
@ -0,0 +1,8 @@
|
|||
__author__ = 'lx'
|
||||
import pandas as pd
|
||||
data_url = "F:\class\datamining\ppt\class1\data.csv"
|
||||
df = pd.read_csv(data_url)
|
||||
|
||||
import matplotlib.pyplot as plt
|
||||
plt.show(df.plot(kind = 'box'))
|
||||
|
||||
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
|
|
@ -0,0 +1,44 @@
|
|||
<?xml version="1.0" encoding="utf-8"?>
|
||||
<rules>
|
||||
<rule>
|
||||
<sup>15</sup>
|
||||
<conf>95</conf>
|
||||
<left>
|
||||
<item>1</item>
|
||||
</left>
|
||||
<right>
|
||||
<item>49</item>
|
||||
</right>
|
||||
</rule>
|
||||
<rule>
|
||||
<sup>20</sup>
|
||||
<conf>95</conf>
|
||||
<left>
|
||||
<item>15</item>
|
||||
</left>
|
||||
<right>
|
||||
<item>36</item>
|
||||
</right>
|
||||
</rule>
|
||||
<rule>
|
||||
<sup>25</sup>
|
||||
<conf>95</conf>
|
||||
<left>
|
||||
<item>9</item>
|
||||
</left>
|
||||
<right>
|
||||
<item>22</item>
|
||||
</right>
|
||||
</rule>
|
||||
<rule>
|
||||
<sup>30</sup>
|
||||
<conf>95</conf>
|
||||
<left>
|
||||
<item>12</item>
|
||||
<item>14</item>
|
||||
</left>
|
||||
<right>
|
||||
<item>16</item>
|
||||
</right>
|
||||
</rule>
|
||||
</rules>
|
||||
|
|
@ -0,0 +1,11 @@
|
|||
#this is output from the result of java apriori out1.csv 5 70 0
|
||||
|
||||
Rule 1: 36 ---> 15 [sup=13.886113 conf=79.88506]
|
||||
Rule 2: 15 ---> 36 [sup=13.886113 conf=75.13513]
|
||||
Rule 3: 22 ---> 9 [sup=18.081919 conf=84.18605]
|
||||
Rule 4: 9 ---> 22 [sup=18.081919 conf=80.44444]
|
||||
Rule 5: 49 ---> 1 [sup=12.687312 conf=78.395065]
|
||||
Rule 6: 1 ---> 49 [sup=12.687312 conf=81.410255]
|
||||
Rule 7: 14, 16 ---> 12 [sup=25.674326 conf=99.612404]
|
||||
Rule 8: 12, 16 ---> 14 [sup=25.674326 conf=99.2278]
|
||||
Rule 9: 12, 14 ---> 16 [sup=25.674326 conf=95.89552]
|
||||
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
File diff suppressed because it is too large
Load Diff
|
|
@ -0,0 +1,47 @@
|
|||
expgene, tf_id, occurences
|
||||
1,1,19,2,4,3,12,4,5,5,5,6,12,7,19,8,2,9,1,10,10,11,9,12,16,13,1,14,42,15,1,16,41,17,14,18,25,19,30,20,11,21,3,22,5,23,5,24,5,25,24,26,12,27,15,28,4,29,8,30,7,31,13,32,2,33,6,34,3,35,8,36,12,37,6,38,1,39,2,40,9,41,11,42,1,43,9,44,9,45,4,46,5,47,6,48,4,49,9,50,6,51,9,52,4,53,3,54,8,55,1,56,1,57,4,58,3,59,3,60,1,61,1,62,1,63,1,64,1,65,6,66,2,67,1,68,4,69,1,70,2,71,9,72,1,73,5,74,4,75,4,76,11,77,8,78,9,79,6,80,1,81,13,82,3,83,8,84,5,85,9,86,7,87,7,88,7,89,7,90,7,91,7,92,12,93,2,94,7,95,3,96,8,97,1,98,2,99,2,100,2,101,2,102,2,103,2,104,2,105,2,106,2,107,2,108,1,109,8,110,11,111,1,112,7,113,4,114,2,115,7,116,2,117,1,118,1,119,2,120,5,121,2,122,3,123,3,124,1,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,135,4,136,3,137,2,138,3,139,2,140,4,141,4,142,1,143,1,144,3,145,1,146,1,147,2,148,3,149,5,150,2,151,2,152,2,153,2,154,2,155,2,156,1,157,1,158,1,159,2,160,1,161,1,162,1,163,1,164,1,165,1,166,1,167,1,168,1,169,1,170,1,171,1
|
||||
2,2,5,3,3,4,1,5,1,6,3,7,20,8,8,10,4,11,6,12,7,13,2,14,11,16,39,17,5,18,62,19,15,20,10,21,2,22,4,23,3,24,3,25,27,26,18,27,23,28,7,29,12,30,3,31,1,32,1,33,13,35,4,36,30,37,2,38,1,40,10,41,10,42,2,43,4,44,4,45,18,46,2,47,4,48,9,49,6,50,6,51,19,52,4,53,3,54,5,57,2,58,1,59,4,65,8,66,9,68,7,70,11,71,2,73,6,74,7,76,15,77,12,78,12,79,2,81,15,82,1,83,12,84,1,85,5,86,1,87,1,88,1,89,1,90,1,91,1,92,11,94,5,95,4,96,14,110,2,111,1,112,15,113,2,114,4,115,5,116,5,119,1,120,2,122,2,124,3,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,136,1,137,3,138,2,139,2,141,5,145,1,146,2,148,1,149,10,150,14,151,14,152,14,153,14,154,14,155,14,160,10,163,1,164,2,165,1,167,1,168,2,170,1,171,1,172,3,173,3,174,5,175,6,176,3,177,1,178,1,179,2,180,1,181,2,182,1,183,1,184,3,185,1,186,2,187,4,188,1,189,1,190,1
|
||||
3,2,28,3,3,4,1,5,1,6,22,7,9,8,1,10,16,11,15,12,21,14,90,16,6,17,30,18,9,19,11,20,22,21,1,22,4,23,1,24,1,25,29,26,7,27,2,28,3,29,2,30,23,32,3,33,2,35,17,36,7,37,3,38,1,39,1,41,13,43,3,44,3,47,1,50,2,51,5,52,6,53,3,54,3,58,2,66,4,68,3,71,12,72,7,73,10,74,5,76,22,77,5,78,6,79,3,81,10,82,7,83,3,84,8,85,4,86,15,87,15,88,15,89,15,90,15,91,15,92,32,94,28,95,6,96,5,97,2,98,4,99,4,100,4,101,4,102,4,103,4,104,4,105,4,106,4,107,4,108,2,109,7,110,5,112,13,113,2,115,11,116,3,117,2,119,4,121,5,124,3,125,3,126,3,127,3,128,3,129,3,130,3,131,3,132,3,133,3,134,3,136,5,137,2,138,13,141,1,143,1,144,2,145,1,148,13,157,2,160,1,164,7,165,4,166,6,167,2,168,3,170,2,175,1,184,4,191,3,192,3,193,1,194,2,195,1,196,8,197,1,198,1,199,8,200,2,201,1,202,1,203,1,204,1,205,1,206,2,207,1,208,1,209,1,210,1,211,1,212,1
|
||||
4,2,13,3,3,6,8,7,1,8,4,10,4,11,6,12,9,14,143,16,7,17,21,18,9,19,1,20,16,21,1,22,7,23,4,24,4,25,25,26,19,27,9,29,9,30,10,32,1,33,4,35,4,36,5,39,1,41,7,43,1,44,1,47,1,48,5,49,1,50,1,51,7,52,7,53,7,66,2,68,4,71,8,72,9,73,3,74,12,75,1,76,17,78,3,79,5,81,8,82,7,83,2,84,1,85,1,86,6,87,6,88,6,89,6,90,6,91,7,92,25,94,19,95,5,96,2,97,1,108,1,109,4,110,2,112,9,113,1,115,18,116,2,119,1,121,1,136,4,138,10,140,1,144,1,145,2,147,1,148,11,157,3,164,1,166,1,167,1,168,2,170,1,184,2,194,1,196,6,199,3,213,19,214,3,215,38,216,4,217,16,218,2,219,13,220,2,221,22,222,7,223,3,224,3,225,1,226,2,227,2,228,1,229,2,230,1,231,1,232,9,233,1,234,2,235,1,236,1,237,2,238,1,239,5,240,2,241,1,242,1
|
||||
5,2,4,3,16,4,1,5,1,6,5,7,18,8,2,10,12,11,14,12,19,13,1,14,17,15,1,16,67,17,7,18,46,19,15,20,8,22,13,23,6,24,6,25,18,26,31,27,15,28,5,29,9,30,4,32,1,33,10,34,4,35,4,36,17,37,3,38,7,39,5,40,5,41,4,42,2,43,7,44,7,45,7,46,5,47,3,48,5,49,10,50,1,51,16,52,4,53,3,54,11,57,5,58,3,59,2,65,9,66,5,68,4,70,2,71,3,73,10,74,2,75,2,76,9,77,16,78,6,79,3,80,4,81,17,83,5,84,1,85,12,86,5,87,5,88,5,89,5,90,5,91,5,92,14,94,4,95,1,96,12,110,2,111,1,112,17,113,2,114,3,115,4,116,9,118,1,119,4,121,1,124,3,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,135,5,137,9,138,1,139,1,140,2,141,8,142,1,144,1,146,1,148,4,149,7,150,7,151,7,152,7,153,7,154,7,155,7,158,1,160,8,163,1,164,4,165,1,167,1,170,6,173,1,178,1,184,1,185,1,186,1,194,2,196,4,197,1,198,1,207,1,208,1,224,2,226,3,243,1,244,1,245,1,246,1,247,2,248,2,249,2,250,2,251,2,252,2,253,1,254,1,255,1
|
||||
6,2,9,3,7,4,1,5,1,6,12,7,16,8,5,10,8,11,12,12,12,13,1,14,59,15,1,16,19,17,17,18,19,19,15,20,13,21,5,22,9,23,11,24,11,25,16,26,22,27,16,28,1,29,6,30,18,31,3,32,5,33,7,35,14,36,10,37,2,39,3,40,7,41,11,42,2,43,3,44,3,45,2,46,6,47,7,48,6,49,4,50,6,51,4,52,6,53,5,54,5,57,2,58,4,65,3,66,1,68,2,71,6,72,3,73,11,74,9,76,18,77,8,78,9,79,2,80,3,81,6,82,6,83,5,84,5,85,5,86,10,87,10,88,10,89,10,90,10,91,10,92,15,94,10,95,5,96,6,97,2,98,5,99,5,100,5,101,5,102,5,103,5,104,5,105,5,106,5,107,5,108,1,110,4,112,4,113,4,114,2,115,6,116,1,119,9,120,1,121,3,122,1,123,1,124,3,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,135,5,136,1,137,3,138,11,139,4,141,8,142,3,144,7,146,1,147,1,148,7,156,5,157,1,158,2,159,2,160,3,163,2,164,3,166,1,167,3,168,1,171,1,172,1,173,1,178,5,180,1,183,1,185,1,187,1,193,1,194,2,196,5,197,1,198,1,199,2,200,1,203,1,206,1,207,2,212,2,228,1,242,3,243,1,245,1,246,1,253,6,254,3,255,6,256,3,257,1,258,1,259,1,260,1,261,1
|
||||
7,2,3,3,12,4,2,5,2,6,9,7,11,8,4,9,3,10,3,11,4,12,4,13,1,14,30,16,55,17,14,18,31,19,7,20,17,21,2,22,14,23,10,24,10,25,29,26,17,27,13,28,8,29,7,30,7,32,2,33,11,34,1,35,4,36,17,37,1,38,1,39,4,40,2,41,8,43,2,44,2,45,8,46,1,47,3,48,4,49,8,50,4,51,12,52,6,53,4,54,2,55,1,56,3,57,3,58,2,65,7,66,8,68,3,70,1,71,10,72,1,73,6,74,3,75,1,76,14,77,9,78,13,80,2,81,13,82,6,83,9,84,1,85,8,86,3,87,3,88,3,89,3,90,3,91,3,92,16,93,1,94,11,95,5,96,11,97,1,108,3,109,1,110,2,112,19,114,2,115,6,116,8,118,1,119,1,124,1,125,2,126,2,127,2,128,2,129,2,130,2,131,2,132,2,133,2,134,2,135,2,136,1,137,5,138,1,139,3,140,1,141,4,142,3,143,3,144,4,145,3,146,5,148,1,149,5,150,6,151,6,152,6,153,6,154,6,155,6,158,2,159,2,160,8,163,1,164,4,166,3,167,8,168,2,169,1,170,4,171,1,172,2,174,3,175,1,178,4,184,1,185,1,186,1,187,1,196,2,199,1,226,8,231,1,236,1,253,3,254,1,255,3,256,1,262,1,263,1,264,2,265,1,266,1
|
||||
8,2,4,3,15,4,2,5,2,6,12,7,12,8,2,10,11,11,15,12,19,14,17,15,1,16,52,17,9,18,26,19,12,20,14,21,7,22,11,23,10,24,10,25,24,26,18,27,3,28,1,29,9,30,5,31,6,32,4,33,4,34,1,35,12,36,19,37,2,38,5,39,6,40,8,41,7,42,1,43,5,44,5,45,10,46,2,47,2,49,7,50,8,51,6,52,4,53,3,54,3,57,8,58,5,59,5,65,3,66,4,68,2,70,2,71,8,72,2,73,7,74,4,75,3,76,20,77,8,78,5,79,2,80,3,81,22,82,5,83,4,85,5,86,9,87,9,88,9,89,9,90,9,91,9,92,14,93,2,94,6,95,4,96,1,97,1,98,3,99,3,100,3,101,3,102,3,103,3,104,3,105,3,106,3,107,3,108,1,109,3,110,5,111,2,112,11,113,3,114,1,115,1,116,10,119,4,120,4,121,1,122,3,124,2,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,135,6,136,3,137,7,138,7,139,3,140,4,141,5,142,2,143,1,144,5,145,1,147,3,148,8,149,5,150,4,151,4,152,4,153,4,154,4,155,4,156,2,158,1,160,3,163,2,164,3,165,1,166,2,167,2,168,2,170,4,171,1,172,2,173,1,175,3,176,1,178,1,179,1,185,1,187,2,196,2,199,1,200,1,203,1,207,1,208,2,212,2,226,4,228,1,242,4,247,1,253,1,255,1,260,2,267,1
|
||||
9,2,8,3,15,4,2,5,2,6,14,7,18,8,4,10,16,11,20,12,28,14,5,16,44,17,12,18,51,19,9,20,13,21,6,22,8,23,6,24,6,25,20,26,18,27,15,29,9,30,4,33,9,34,2,35,8,36,24,38,5,39,4,40,5,41,5,42,2,43,3,44,3,45,1,47,4,48,9,49,11,50,4,51,12,52,3,53,2,54,10,57,8,58,4,65,6,66,4,68,8,71,11,72,1,73,7,74,3,75,1,76,9,77,10,78,11,79,3,80,1,81,11,82,2,83,7,84,2,85,9,86,7,87,7,88,7,89,7,90,7,91,7,92,12,93,1,94,15,95,10,96,11,98,2,99,2,100,2,101,2,102,2,103,2,104,2,105,2,106,2,107,2,108,3,110,2,111,1,112,20,113,2,114,1,115,1,116,11,119,5,120,1,122,1,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,135,1,136,4,137,3,138,2,139,2,140,1,141,6,142,1,144,1,145,2,146,4,149,5,158,3,159,1,160,3,163,2,164,2,165,1,166,4,167,4,170,8,171,1,172,2,175,1,178,3,184,1,185,2,186,1,187,1,199,2,228,1,236,2,253,3,254,1,255,3,268,1,269,1
|
||||
10,2,6,3,9,6,12,7,21,8,1,9,1,10,15,11,15,12,21,14,67,16,7,17,21,18,22,19,12,20,21,21,3,22,10,23,2,24,2,25,20,26,23,27,19,28,2,29,9,30,23,32,1,33,6,34,2,35,16,36,11,37,3,38,2,39,2,40,4,41,13,43,3,44,3,45,1,47,6,48,5,49,6,50,3,51,4,52,2,53,1,54,6,55,1,56,1,57,6,58,7,65,1,66,3,68,3,70,1,71,7,72,6,73,10,74,12,76,18,77,12,78,8,79,2,81,11,82,7,83,5,84,3,85,12,86,11,87,11,88,11,89,11,90,11,91,11,92,22,94,10,95,7,96,1,98,2,99,2,100,2,101,2,102,2,103,2,104,2,105,2,106,2,107,2,108,1,109,3,110,1,112,12,113,4,115,9,116,4,117,2,119,6,121,3,122,1,124,4,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,135,1,136,2,137,1,138,3,140,1,141,6,143,1,144,4,145,1,146,1,148,7,150,1,151,1,152,1,153,1,154,1,155,1,157,2,159,1,160,5,161,1,162,1,164,4,165,4,166,2,167,1,168,4,170,2,171,1,175,1,178,1,180,3,183,1,184,1,185,4,193,1,194,3,195,1,196,2,199,1,200,2,201,1,211,1,228,2,231,1,242,1,253,1,255,1,268,2,270,1,271,1,272,1,273,1,274,1,275,1
|
||||
11,2,11,3,6,4,3,5,3,6,14,7,13,9,1,10,11,11,8,12,14,14,45,16,18,17,17,18,24,19,11,20,13,21,6,22,8,23,9,24,9,25,21,26,22,27,2,28,3,29,13,30,6,31,5,32,1,33,4,34,2,35,9,36,15,37,6,38,1,39,5,40,6,41,7,42,2,43,2,44,2,45,3,46,2,49,10,50,2,51,1,52,11,53,7,55,1,56,1,57,4,58,6,59,3,65,1,66,4,68,1,70,2,71,14,72,1,73,11,74,4,75,1,76,15,77,11,78,10,79,9,80,1,81,14,82,7,83,6,84,5,85,10,86,9,87,9,88,9,89,9,90,9,91,9,92,16,94,22,95,6,96,2,98,1,99,1,100,1,101,1,102,1,103,1,104,1,105,1,106,1,107,1,108,2,109,2,110,6,112,10,113,5,114,2,115,5,116,6,117,1,119,11,121,1,122,4,124,3,125,4,126,4,127,4,128,4,129,4,130,4,131,4,132,4,133,4,134,4,135,5,136,3,137,3,138,10,139,1,141,8,142,3,143,2,144,4,145,3,148,1,149,2,156,1,160,2,164,2,165,3,166,7,167,4,170,1,171,2,175,3,178,2,184,4,185,1,186,2,187,1,190,1,191,1,192,1,194,1,196,2,198,1,199,4,200,1,207,1,228,1,236,2,242,3,253,4,254,2,255,4,256,1,260,1,266,1,276,2,277,2,278,2,279,1,280,2,281,1,282,1,283,1,284,1
|
||||
12,2,19,3,6,4,2,5,2,6,14,7,13,8,5,9,2,10,13,11,14,12,17,14,76,16,25,17,20,18,20,19,9,20,13,21,4,22,6,23,5,24,5,25,22,26,10,27,12,28,1,29,3,30,16,32,3,33,6,34,1,35,15,36,6,37,2,39,3,40,2,41,14,43,1,44,1,45,3,46,3,47,3,48,2,49,4,50,3,51,5,52,3,53,3,55,2,56,2,57,2,58,2,59,2,60,1,61,1,62,1,63,1,64,1,65,2,66,3,68,3,70,5,71,11,72,1,73,3,74,5,76,26,77,9,78,4,79,7,80,3,81,6,82,7,83,6,84,2,85,6,86,9,87,9,88,9,89,9,90,9,91,9,92,13,94,21,95,4,96,8,97,1,98,3,99,3,100,3,101,3,102,3,103,3,104,3,105,3,106,3,107,3,109,6,110,11,111,2,112,10,113,1,115,10,116,10,117,1,119,3,120,1,122,4,123,3,124,8,135,5,136,1,137,4,138,11,139,3,140,1,141,1,142,5,143,3,145,1,146,1,148,8,149,2,150,3,151,3,152,3,153,3,154,3,155,3,156,1,159,1,164,3,166,7,167,1,168,2,170,3,171,1,178,2,184,1,186,1,187,1,196,7,199,8,203,1,205,1,207,1,208,1,211,1,226,2,228,1,231,2,236,3,266,2,271,1,272,1,273,1,276,1,277,1,278,1,280,1
|
||||
13,2,4,3,16,4,1,5,1,6,2,7,6,9,1,10,6,11,7,12,8,14,2,16,53,17,25,18,34,19,24,20,17,21,4,22,6,23,6,24,6,25,25,26,9,27,2,28,22,29,11,30,10,31,4,33,16,35,8,36,7,37,1,38,1,39,1,40,13,41,10,42,2,43,4,44,4,45,10,49,15,50,4,51,17,52,2,53,1,54,4,56,1,57,6,58,4,59,4,65,4,66,3,68,1,71,17,72,1,73,8,74,5,75,1,76,26,77,7,78,8,79,1,80,1,81,3,82,1,83,4,85,2,92,19,93,1,94,17,95,2,96,14,97,1,108,1,111,1,112,32,113,20,114,1,115,1,116,6,119,4,120,1,122,3,124,1,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,135,1,136,1,137,3,138,2,140,2,141,5,142,2,143,2,144,2,145,1,148,1,149,3,150,6,151,6,152,6,153,6,154,6,155,6,157,2,158,1,160,13,163,1,165,2,166,2,167,2,168,1,170,1,171,11,174,3,175,1,178,1,184,12,186,1,199,1,200,2,242,4,247,1,253,2,255,2,260,1,266,1,279,1,280,2
|
||||
14,2,2,3,8,4,1,5,1,6,5,7,15,8,2,10,4,11,3,12,8,13,1,14,13,15,1,16,128,17,8,18,22,19,13,20,7,21,2,22,4,23,6,24,6,25,13,26,4,27,18,28,1,29,4,30,1,31,25,32,1,33,6,34,2,35,3,36,13,37,2,38,1,39,1,40,7,41,7,42,1,43,4,44,4,45,49,46,5,47,4,48,6,49,1,50,3,51,16,52,1,53,1,54,3,58,1,59,7,65,8,66,7,67,2,68,2,70,2,71,9,72,1,73,6,74,2,75,1,76,7,77,4,78,4,79,2,80,1,81,7,82,2,83,4,84,4,85,14,86,5,87,5,88,5,89,5,90,5,91,5,92,5,94,4,95,2,96,5,98,2,99,2,100,2,101,2,102,2,103,2,104,2,105,2,106,2,107,2,108,3,109,1,110,6,111,11,112,8,114,7,115,2,116,8,118,3,119,2,121,1,122,5,123,2,137,3,138,3,139,6,141,12,144,3,145,3,146,3,147,1,148,1,149,7,150,34,151,34,152,34,153,35,154,34,155,34,156,2,157,1,158,1,160,4,163,1,164,2,165,1,167,5,170,1,174,14,175,1,183,1,184,2,185,2,186,3,193,1,194,3,197,1,198,1,203,1,226,2,242,3,244,1,247,4,256,2,280,1,285,2,286,2,287,1,288,1,289,1,290,1,291,1,292,1,293,2,294,2,295,2,296,2,297,1,298,1,299,1
|
||||
15,2,3,3,19,6,5,7,16,8,3,10,5,11,5,12,2,13,2,14,8,16,90,17,10,18,45,19,16,20,8,21,1,22,7,23,7,24,7,25,24,26,15,27,10,28,6,29,7,30,1,31,6,33,9,34,3,35,7,36,21,37,6,38,3,39,1,40,9,41,6,42,2,43,2,44,2,45,10,46,13,47,3,48,4,49,7,50,5,51,10,52,2,53,2,54,5,57,1,58,3,59,2,65,9,66,1,68,4,71,12,73,6,74,5,75,2,76,13,77,15,78,8,79,3,80,1,81,9,82,3,83,7,84,1,85,5,86,3,87,3,88,3,89,3,90,3,91,3,92,12,93,1,94,12,95,3,96,7,98,1,99,1,100,1,101,1,102,1,103,1,104,1,105,1,106,1,107,1,108,1,109,1,110,5,111,3,112,11,113,3,114,10,115,2,116,11,118,1,119,2,120,2,122,3,123,1,124,1,135,1,136,1,137,1,138,2,139,4,140,2,141,9,143,2,144,4,146,5,147,1,149,13,150,9,151,9,152,9,153,9,154,9,155,9,156,1,158,1,160,8,166,3,167,7,168,1,169,1,170,3,172,1,174,3,175,1,178,1,182,1,184,1,185,2,186,2,187,1,199,1,208,2,256,1,261,1,269,1,279,1,300,1,301,1
|
||||
16,2,6,3,11,6,5,7,13,8,5,10,12,11,15,12,14,14,99,16,25,17,17,18,19,19,11,20,10,21,1,22,9,23,9,24,9,25,30,26,13,27,8,28,2,29,2,30,25,32,2,33,7,34,4,35,12,36,10,38,2,39,5,40,4,41,6,42,2,43,1,44,1,45,8,47,3,48,6,49,7,50,1,51,8,52,4,53,3,54,3,57,3,58,5,59,2,60,1,61,1,62,1,63,1,64,1,65,5,66,5,67,1,68,3,71,9,72,6,73,8,74,4,76,13,77,4,78,4,80,3,81,3,82,10,83,4,84,3,85,6,86,3,87,3,88,3,89,3,90,3,91,3,92,13,94,14,95,6,96,4,98,3,99,3,100,3,101,3,102,3,103,3,104,3,105,3,106,3,107,3,108,2,109,4,110,6,112,17,113,5,114,1,115,8,116,10,117,1,118,1,119,2,120,1,121,2,124,3,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,135,2,136,2,137,4,138,4,141,3,142,1,144,9,145,3,146,1,147,1,148,6,149,4,150,4,151,4,152,4,153,4,154,4,155,4,157,1,158,1,160,1,163,1,164,2,165,6,166,5,167,5,168,3,170,1,174,1,178,1,184,3,185,1,187,1,191,1,192,1,194,1,196,3,198,1,199,3,206,1,207,1,226,4,228,1,236,2,280,1,291,1,302,1,303,1,304,1
|
||||
17,2,10,3,10,4,2,5,2,6,9,7,9,8,6,10,6,11,9,12,8,14,41,16,40,17,9,18,25,19,17,20,10,21,1,22,6,23,6,24,6,25,23,26,11,27,17,28,6,29,5,30,16,31,9,32,1,33,7,34,2,35,10,36,6,37,3,38,2,39,2,40,5,41,14,42,1,43,4,44,4,45,16,46,4,47,1,48,7,49,7,50,3,51,6,52,5,53,3,54,2,57,2,58,6,59,1,65,3,66,9,67,1,68,2,71,9,72,1,73,7,74,5,75,2,76,14,77,8,78,6,79,7,80,2,81,13,82,5,83,7,84,2,85,6,86,7,87,7,88,7,89,7,90,7,91,7,92,15,93,1,94,14,95,13,96,11,97,2,98,1,99,1,100,1,101,1,102,1,103,1,104,1,105,1,106,1,107,1,109,2,110,6,111,2,112,16,113,5,115,9,116,5,118,1,119,4,120,2,121,1,122,1,123,2,124,4,125,2,126,2,127,2,128,2,129,2,130,2,131,2,132,2,133,2,134,2,135,2,136,1,137,3,138,10,139,2,140,1,141,8,142,1,143,1,144,2,145,4,146,2,147,1,148,3,150,8,151,8,152,8,153,8,154,8,155,8,156,4,158,1,160,1,163,2,164,4,165,2,166,2,167,1,168,4,169,1,170,2,171,1,172,1,174,4,175,1,183,1,184,2,188,1,189,1,196,1,197,1,198,1,199,5,200,1,207,2,226,4,228,1,231,1,236,2,242,2,257,1,261,1,266,1,269,1,303,1,305,1,306,1
|
||||
18,2,13,3,8,6,8,7,9,8,1,10,12,11,13,12,14,14,69,16,53,17,20,18,16,19,10,20,6,21,1,22,5,23,7,24,7,25,20,26,12,27,2,28,5,29,6,30,16,31,12,32,3,33,5,34,3,35,21,36,7,37,5,40,6,41,10,42,1,43,4,44,4,45,17,46,1,47,1,49,8,50,4,51,9,52,3,53,2,54,2,57,5,58,4,59,3,65,2,68,4,71,9,72,6,73,12,74,3,76,11,77,6,78,4,79,4,80,1,81,11,82,9,83,3,84,3,85,4,86,6,87,6,88,6,89,6,90,6,91,6,92,10,93,1,94,17,95,4,96,5,97,1,98,2,99,2,100,2,101,2,102,2,103,2,104,2,105,2,106,2,107,2,108,2,109,5,110,11,111,3,112,13,113,1,114,2,115,14,116,8,117,2,119,5,120,2,121,2,122,2,123,3,124,2,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,135,3,136,1,137,2,138,7,139,1,141,7,142,4,143,1,144,2,145,3,148,9,150,10,151,10,152,10,153,10,154,10,155,10,157,3,160,1,165,1,166,4,167,3,168,1,170,2,174,3,178,1,184,1,185,2,186,1,187,1,193,1,194,3,196,4,197,1,198,1,199,5,200,1,201,1,206,1,208,1,211,1,226,6,228,2,242,1,245,1,253,1,255,1,261,1,271,1,272,1,280,1,285,1,286,1,298,1,299,1,307,1,308,1,309,1,310,1,311,1,312,1,313,1,314,1,315,1
|
||||
19,2,21,3,4,4,1,5,1,6,11,7,13,8,1,10,9,11,7,12,13,14,80,16,11,17,11,18,22,19,6,20,27,21,3,22,6,23,5,24,5,25,18,26,20,27,7,29,7,30,19,32,2,33,9,34,1,35,17,36,4,37,4,38,1,39,4,40,1,41,10,42,1,43,1,44,1,47,3,48,2,49,7,50,1,51,10,52,8,53,6,54,4,57,3,58,4,65,3,66,1,68,2,70,5,71,10,72,8,73,5,74,10,76,17,77,9,78,9,79,5,80,2,81,14,82,10,83,2,84,3,85,7,86,8,87,8,88,8,89,8,90,8,91,8,92,27,94,26,95,7,96,4,97,2,98,2,99,2,100,2,101,2,102,2,103,2,104,2,105,2,106,2,107,2,108,1,109,4,110,5,112,14,113,3,115,7,116,4,117,3,119,1,121,3,122,1,124,5,125,2,126,2,127,2,128,2,129,2,130,2,131,2,132,2,133,2,134,2,135,2,136,3,137,4,138,8,141,2,142,1,143,1,144,6,145,2,146,1,148,5,159,1,160,1,163,1,164,4,165,4,166,5,167,2,168,6,170,4,173,1,178,1,181,1,184,4,185,1,191,1,192,1,194,1,196,3,199,5,200,1,201,1,206,2,208,1,211,1,228,4,236,1,253,2,254,1,255,2,256,1,261,1,271,1,272,1,290,1,316,1
|
||||
20,2,5,3,13,4,1,5,1,6,16,7,17,8,3,10,6,11,7,12,9,14,43,16,32,17,20,18,18,19,14,20,13,21,6,22,4,23,5,24,5,25,32,26,20,27,12,28,1,29,9,30,11,31,2,32,2,33,5,35,8,36,11,37,2,38,2,39,4,40,2,41,8,42,1,43,4,44,4,45,3,46,1,47,2,48,3,49,6,50,7,51,11,52,6,53,5,54,4,57,3,58,1,59,1,65,5,68,4,69,1,70,1,71,10,72,5,73,12,74,5,76,14,77,7,78,8,79,7,81,12,82,5,83,2,84,5,85,10,86,9,87,9,88,9,89,9,90,9,91,9,92,17,94,11,95,5,96,10,97,1,108,4,109,2,110,5,111,3,112,15,113,5,114,5,115,3,116,15,119,1,120,1,122,1,124,1,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,135,2,136,4,138,6,140,1,141,2,142,6,143,1,144,3,148,7,149,6,150,1,151,1,152,1,153,1,154,1,155,1,158,1,159,1,160,5,161,1,162,1,163,1,165,2,166,1,167,8,168,4,170,8,171,3,175,1,178,1,184,5,185,2,186,1,187,1,196,10,199,2,200,2,201,2,203,1,212,1,226,2,228,2,253,2,254,1,255,2,256,1,262,1,266,1,274,1,275,1,280,1,293,1,294,1,295,1,302,1,317,1,318,1
|
||||
21,2,7,3,16,4,2,5,2,6,9,7,8,8,8,10,12,11,10,12,20,14,37,16,19,17,17,18,47,19,19,20,13,21,3,22,12,23,9,24,9,25,31,26,20,27,20,28,1,29,12,30,7,31,1,32,1,33,17,34,2,35,3,36,26,37,1,38,1,39,3,40,4,41,9,42,1,43,7,44,7,45,1,47,3,48,7,49,7,50,9,51,8,52,1,54,5,57,5,58,4,65,5,66,9,68,7,70,1,71,6,72,2,73,4,74,7,75,1,76,17,77,12,78,4,80,5,81,16,82,1,83,8,84,1,85,4,86,5,87,5,88,5,89,5,90,5,91,5,92,10,94,13,95,7,96,8,98,1,99,1,100,1,101,1,102,1,103,1,104,1,105,1,106,1,107,1,108,2,109,1,110,1,112,16,113,1,115,7,116,8,117,2,119,1,122,3,124,2,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,135,9,137,6,138,2,139,4,140,1,141,5,144,4,146,1,147,1,148,4,149,2,150,1,151,1,152,1,153,1,154,1,155,1,156,2,157,2,158,1,160,3,164,3,165,2,166,2,167,3,168,5,170,2,171,1,174,2,175,2,178,1,180,3,184,3,185,1,196,1,199,2,201,1,208,1,211,1,226,2,228,2,258,1,259,1,271,1,272,1,319,1
|
||||
22,2,4,3,14,4,1,5,1,6,11,7,8,8,10,9,1,10,8,11,7,12,12,14,33,16,66,17,14,18,28,19,16,20,6,21,6,22,10,23,6,24,6,25,19,26,18,27,12,28,7,29,6,30,5,31,7,32,1,33,6,35,6,36,15,37,3,38,2,40,14,41,6,42,3,43,6,44,6,45,7,46,4,47,2,48,8,49,6,50,4,51,7,52,8,53,5,54,7,56,1,57,3,58,2,59,3,60,1,61,1,62,1,63,1,64,1,65,2,66,8,68,2,70,2,71,10,73,3,74,6,76,10,77,13,78,14,80,1,81,9,82,5,83,5,84,6,85,11,86,7,87,7,88,7,89,7,90,7,91,7,92,7,94,8,95,3,96,12,97,1,98,1,99,1,100,1,101,1,102,1,103,1,104,1,105,1,106,1,107,1,108,1,111,2,112,16,113,2,114,11,115,5,116,11,119,5,120,4,124,2,125,3,126,3,127,3,128,3,129,3,130,3,131,3,132,3,133,3,134,3,135,1,137,2,138,10,139,4,140,1,141,4,142,4,143,1,144,4,145,1,146,2,147,1,148,2,149,3,150,10,151,10,152,10,153,10,154,10,155,10,159,2,160,4,165,1,167,2,168,3,170,3,174,4,175,1,178,2,180,1,184,5,185,4,187,2,193,1,194,1,196,1,200,1,201,3,209,1,211,1,228,3,242,3,260,1,271,1,272,1,276,1,277,1,278,1,280,4
|
||||
23,2,12,3,8,4,1,5,1,6,11,7,11,8,4,9,1,10,15,11,21,12,26,14,46,16,20,17,10,18,21,19,7,20,14,21,3,22,3,23,4,24,4,25,13,26,17,27,14,28,5,29,8,30,11,31,8,32,7,33,9,34,2,35,6,36,7,37,10,39,2,40,2,41,11,43,4,44,4,45,1,47,1,48,5,49,6,50,2,51,6,52,16,53,9,54,3,55,1,56,1,57,2,58,1,59,3,65,4,66,8,68,3,70,2,71,15,72,5,73,5,74,5,75,1,76,20,77,15,78,5,79,5,80,2,81,13,82,2,83,8,84,1,85,7,86,6,87,6,88,6,89,6,90,6,91,6,92,19,93,1,94,16,95,7,96,13,97,4,109,3,110,7,111,1,112,4,113,8,114,3,115,8,116,5,119,2,120,1,121,2,122,3,123,2,124,4,125,6,126,6,127,6,128,6,129,6,130,6,131,6,132,6,133,6,134,6,135,5,136,2,137,4,138,5,140,1,141,5,142,2,143,1,144,4,145,1,148,2,150,5,151,5,152,5,153,5,154,5,155,5,158,2,160,3,161,1,162,1,163,1,164,7,165,1,166,4,168,2,170,1,171,1,175,1,180,1,184,2,185,2,187,1,191,2,192,2,193,2,194,4,196,1,199,4,200,1,201,1,203,1,207,1,208,1,211,2,228,2,231,2,253,2,255,2,256,2,257,2,258,1,259,1,262,2,266,1,271,2,272,2,274,1,275,1,276,1,277,1,278,1,279,1,320,1,321,1,322,1
|
||||
24,2,6,3,11,4,3,5,3,6,9,7,16,8,3,9,3,10,13,11,15,12,21,14,37,15,3,16,30,17,12,18,18,19,20,20,16,21,5,22,8,23,6,24,6,25,27,26,18,27,12,28,2,29,11,30,7,31,12,32,1,33,5,34,2,35,7,36,14,39,2,40,7,41,6,42,1,43,11,44,11,45,5,46,3,47,5,48,6,49,3,50,4,51,5,52,12,53,6,54,8,55,2,56,3,57,4,58,1,59,1,65,4,66,3,68,2,71,10,72,1,73,5,74,7,75,2,76,13,77,9,78,4,79,2,80,3,81,12,82,5,83,1,84,3,85,5,86,6,87,6,88,6,89,6,90,6,91,6,92,16,93,1,94,11,95,1,96,4,97,1,98,4,99,4,100,4,101,4,102,4,103,4,104,4,105,4,106,4,107,4,109,7,110,11,111,2,112,14,113,2,114,2,115,3,116,5,118,1,119,3,120,2,121,2,122,2,123,2,125,5,126,5,127,5,128,5,129,5,130,5,131,5,132,5,133,5,134,5,135,4,136,2,137,5,138,6,139,4,140,1,141,7,142,2,143,5,144,4,145,3,146,2,148,1,149,2,150,6,151,6,152,6,153,6,154,6,155,6,156,1,159,2,160,8,163,3,164,1,166,1,167,1,168,3,170,1,175,1,178,1,180,1,184,4,185,3,194,1,195,1,196,1,199,2,200,1,201,3,208,1,211,1,226,6,228,2,231,1,242,3,253,4,254,1,255,4,256,1,262,1,271,1,272,1,273,1,279,1,280,2,302,1
|
||||
25,2,8,3,11,6,11,7,22,8,8,10,2,11,6,12,3,14,28,16,44,17,13,18,28,19,11,20,14,21,3,22,18,23,12,24,12,25,32,26,17,27,15,28,8,29,13,30,6,32,1,33,12,34,2,35,4,36,16,37,1,39,5,40,1,41,5,42,5,43,5,44,5,45,11,47,3,48,7,49,8,50,8,51,9,52,5,53,3,54,7,57,3,58,2,59,3,65,4,66,11,68,3,69,1,70,1,71,7,72,3,73,6,74,8,76,14,77,7,78,9,79,2,80,3,81,10,82,8,83,9,84,1,85,10,86,8,87,8,88,8,89,8,90,8,91,8,92,14,94,11,95,5,96,7,98,1,99,1,100,1,101,1,102,1,103,1,104,1,105,1,106,1,107,1,108,3,109,3,110,4,111,1,112,15,113,3,114,1,115,2,116,11,117,1,120,2,121,2,122,5,123,1,124,2,125,2,126,2,127,2,128,2,129,2,130,2,131,2,132,2,133,2,134,2,135,5,136,3,137,4,138,5,141,7,142,4,144,5,145,1,146,1,147,1,148,3,149,1,150,3,151,3,152,3,153,3,154,3,155,3,157,1,159,1,160,2,164,3,166,4,167,6,168,3,170,3,174,2,178,3,184,1,185,4,187,1,199,3,200,1,209,1,228,1,231,1,244,1,253,1,255,1,279,1,285,1,286,1,323,2
|
||||
26,2,4,3,9,4,1,5,1,6,14,7,12,8,6,9,1,10,12,11,13,12,19,14,5,16,34,17,11,18,49,19,9,20,13,21,3,22,10,23,3,24,3,25,26,26,12,27,20,28,1,29,13,30,6,32,4,33,12,35,4,36,27,37,6,39,3,40,5,41,7,42,3,43,3,44,3,45,2,46,2,47,3,48,9,49,6,50,6,51,10,54,7,56,1,57,6,58,3,59,6,60,1,61,1,62,1,63,1,64,1,65,4,66,12,67,1,68,8,69,2,70,1,71,7,73,5,74,8,76,12,77,12,78,15,79,4,80,2,81,15,82,4,83,13,85,11,86,6,87,6,88,6,89,6,90,6,91,6,92,7,93,2,94,12,95,5,96,22,97,1,98,2,99,2,100,2,101,2,102,2,103,2,104,2,105,2,106,2,107,2,108,2,110,8,111,2,112,15,113,3,114,1,115,2,116,6,117,1,118,1,119,2,122,1,124,2,135,2,136,4,137,2,138,1,139,5,141,5,142,2,143,1,144,4,145,2,146,1,148,1,149,4,150,3,151,3,152,3,153,3,154,3,155,3,160,11,161,1,162,1,164,3,165,3,166,2,167,5,168,3,173,1,175,3,184,2,185,4,187,2,188,1,189,1,193,2,194,3,198,1,199,1,203,1,212,1,226,2,236,1,257,1,279,2,293,1,294,1,295,1
|
||||
27,2,9,3,6,6,10,7,17,8,3,10,13,11,18,12,23,14,38,16,31,17,13,18,24,19,6,20,15,21,1,22,5,23,7,24,7,25,24,26,18,27,11,28,2,29,9,30,9,32,1,33,14,34,2,35,13,36,9,37,4,39,2,40,11,41,11,43,2,44,2,45,1,46,1,47,2,48,3,49,6,50,3,51,14,52,4,53,4,54,7,57,4,58,3,59,2,65,1,66,4,68,5,69,1,70,3,71,6,72,3,73,22,74,6,76,15,77,11,78,12,79,2,80,1,81,13,82,8,83,2,84,2,85,13,86,8,87,8,88,8,89,8,90,8,91,8,92,17,94,15,95,3,96,14,98,2,99,2,100,2,101,2,102,2,103,2,104,2,105,2,106,2,107,2,108,3,109,4,110,8,111,1,112,16,113,4,114,1,115,6,116,5,117,1,119,4,124,3,135,3,136,3,137,1,138,5,139,2,141,6,142,2,144,6,145,1,146,2,148,5,149,6,150,1,151,1,152,1,153,1,154,1,155,1,156,1,157,1,160,2,164,4,167,5,168,3,170,2,175,3,178,1,180,1,183,2,184,5,185,2,187,1,188,1,189,1,196,2,199,2,200,1,212,1,226,2,231,1,258,1,259,1,276,1,277,1,278,1,279,1
|
||||
28,2,5,3,20,6,13,7,13,8,2,10,8,11,9,12,12,13,1,14,34,16,56,17,17,18,31,19,12,20,9,21,6,22,1,23,3,24,3,25,13,26,21,27,4,28,4,29,10,30,2,31,19,32,2,33,5,34,1,35,4,36,18,37,3,39,2,40,13,41,9,42,1,43,1,44,1,45,7,46,3,47,3,48,1,49,5,50,6,51,9,52,2,54,6,57,5,58,1,59,5,65,5,66,2,67,2,68,1,70,1,71,7,72,2,73,11,74,3,75,1,76,12,77,10,78,9,79,4,81,21,82,7,83,6,84,9,85,4,86,9,87,9,88,9,89,9,90,9,91,9,92,13,93,1,94,8,95,3,96,12,97,1,98,3,99,3,100,3,101,3,102,3,103,3,104,3,105,3,106,3,107,3,108,1,109,2,110,4,111,5,112,17,113,1,114,4,115,5,116,11,118,2,119,5,120,3,121,2,122,1,123,1,124,4,125,2,126,2,127,2,128,2,129,2,130,2,131,2,132,2,133,2,134,2,135,1,136,7,137,2,138,2,139,2,140,2,141,4,142,2,144,2,145,2,146,1,147,1,148,3,149,2,150,12,151,12,152,12,153,12,154,12,155,12,156,1,158,1,159,4,160,6,164,1,166,3,167,4,168,1,169,1,172,1,174,1,175,3,178,5,183,1,184,1,185,1,193,1,194,2,196,1,198,1,199,3,203,1,242,1,244,1,245,1,246,1,247,1,253,3,254,1,255,3,262,1,268,1,285,1,286,2,298,1,299,1,324,1
|
||||
29,2,6,3,8,4,3,5,3,6,11,7,20,10,12,11,10,12,16,14,7,16,51,17,12,18,49,19,15,20,11,21,2,22,6,23,5,24,5,25,34,26,21,27,6,28,13,29,12,30,5,33,16,35,1,36,25,37,4,39,2,40,7,41,6,42,2,43,6,44,6,45,3,46,1,49,8,50,7,51,24,52,3,53,2,54,8,57,2,58,2,65,7,66,2,68,5,70,1,71,16,73,10,74,5,76,9,77,11,78,7,79,1,80,4,81,5,82,1,83,9,84,1,85,9,86,7,87,7,88,7,89,7,90,7,91,7,92,22,94,10,95,1,96,14,108,3,112,24,113,1,114,4,116,12,119,4,120,3,122,2,124,2,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,135,4,136,2,137,4,138,4,141,13,142,3,144,3,145,2,148,2,149,8,150,2,151,2,152,2,153,2,154,2,155,2,156,1,157,1,159,1,160,7,161,1,162,1,163,1,166,4,167,4,168,2,170,4,172,2,174,2,178,1,184,2,185,3,186,2,194,3,199,2,212,1,244,1,260,2,262,1,286,2,324,2
|
||||
30,2,4,3,15,4,1,5,1,6,10,7,26,8,6,10,12,11,17,12,20,13,2,14,2,15,1,16,75,17,5,18,35,19,20,20,8,21,2,22,5,23,3,24,3,25,20,26,15,27,16,28,1,29,12,30,1,31,1,33,16,34,2,35,4,36,18,37,4,38,1,39,4,40,6,41,5,42,4,43,6,44,6,45,8,46,1,47,8,48,6,49,7,50,9,51,18,54,2,57,6,59,2,65,3,66,3,68,4,71,10,73,7,74,8,76,6,77,15,78,8,79,1,80,8,81,13,83,3,84,2,85,11,86,4,87,4,88,4,89,4,90,4,91,4,92,11,94,8,95,3,96,14,98,3,99,3,100,3,101,3,102,3,103,3,104,3,105,3,106,3,107,3,110,1,112,14,113,3,114,7,116,10,118,1,119,4,122,1,124,2,135,8,136,1,137,12,138,1,139,2,141,7,142,4,143,2,144,6,146,3,147,1,149,16,150,3,151,3,152,3,153,3,154,3,155,3,160,4,164,5,165,6,166,3,167,1,168,2,170,2,171,1,174,3,184,3,185,3,186,1,187,1,188,1,189,1,194,1,199,2,200,1,211,1,212,3,226,2,228,1,247,1,269,1,271,1,272,1,286,1,300,1,324,1
|
||||
31,2,2,3,18,4,3,5,3,6,8,7,13,8,4,9,1,10,14,11,16,12,21,14,19,16,36,17,14,18,30,19,30,20,5,21,5,22,7,23,6,24,6,25,17,26,12,27,20,28,3,29,11,30,7,31,16,33,14,35,6,36,12,37,6,38,2,39,2,40,9,41,13,43,11,44,11,45,15,46,4,47,3,48,7,49,7,50,3,51,6,52,1,53,1,54,10,56,1,57,8,58,2,59,5,65,2,66,7,68,5,71,10,72,1,73,6,74,7,75,3,76,17,77,14,78,11,79,1,80,4,81,10,82,7,83,2,85,11,86,2,87,2,88,2,89,2,90,2,91,2,92,4,94,9,95,9,96,6,108,2,110,3,111,2,112,12,113,3,114,1,115,1,116,9,117,1,119,6,120,2,122,4,123,1,124,2,135,4,136,3,137,5,138,6,139,3,140,4,141,5,142,2,143,1,144,2,146,1,147,3,149,3,150,6,151,6,152,6,153,6,154,6,155,6,156,2,157,1,158,1,160,3,163,4,164,4,165,3,166,1,167,4,168,2,170,2,171,5,172,1,174,4,182,1,185,4,186,1,199,1,201,1,242,1,253,1,255,1,256,1,260,1,261,2,262,1,266,1
|
||||
32,2,13,3,7,4,2,5,2,6,10,7,18,8,6,10,8,11,10,12,17,13,1,14,15,15,2,16,43,17,11,18,33,19,16,20,12,21,8,22,7,23,5,24,5,25,19,26,28,27,21,28,2,29,16,30,9,31,1,32,2,33,6,34,2,35,11,36,11,37,3,38,2,39,2,40,5,41,9,42,1,43,6,44,6,45,4,47,5,48,7,49,7,50,3,51,4,52,8,53,5,54,10,57,4,58,1,65,4,66,7,68,1,70,1,71,12,72,1,73,6,74,4,75,1,76,13,77,8,78,11,79,2,80,2,81,15,82,9,83,5,85,11,86,5,87,5,88,5,89,5,90,5,91,5,92,21,94,22,95,6,96,7,108,4,109,1,110,2,112,8,113,2,114,2,115,2,116,6,117,1,119,4,121,1,122,2,125,3,126,3,127,3,128,3,129,3,130,3,131,3,132,3,133,3,134,3,135,4,137,3,138,5,140,2,141,3,142,3,144,1,145,1,146,3,148,2,149,4,150,6,151,6,152,6,153,6,154,6,155,6,156,2,157,1,159,1,160,6,161,1,162,1,163,2,164,2,166,5,167,5,168,2,170,3,173,1,175,1,178,4,183,1,184,2,185,2,186,1,187,3,188,1,189,1,196,2,197,2,198,2,199,4,231,1,236,2,243,2,245,1,246,1,247,1,253,5,254,2,255,5,256,1,260,2,262,1,298,1,299,1,300,1,309,1,310,1,311,1,312,1,313,1,314,1,315,1
|
||||
33,2,14,3,7,6,18,7,12,8,2,9,1,10,10,11,12,12,18,14,84,16,11,17,21,18,16,19,9,20,13,22,7,23,4,24,4,25,23,26,21,27,11,29,10,30,12,32,1,33,4,34,2,35,21,36,7,40,1,41,19,43,2,44,2,47,1,48,3,49,11,51,9,52,5,53,4,54,4,55,1,56,1,57,5,58,3,65,2,66,1,68,2,70,2,71,8,72,4,73,10,74,11,75,2,76,28,77,10,78,5,79,5,81,14,82,13,83,6,84,3,85,5,86,16,87,16,88,16,89,16,90,16,91,16,92,16,93,1,94,16,95,5,96,2,97,1,108,3,109,4,110,7,112,9,113,2,114,4,115,9,116,8,117,1,119,3,121,1,122,2,124,9,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,135,2,136,4,137,3,138,4,140,2,141,3,142,2,143,2,144,1,145,2,146,1,148,6,149,1,150,1,151,1,152,1,153,1,154,1,155,1,157,3,160,5,163,2,164,6,165,2,166,5,167,5,168,3,170,1,171,1,174,1,175,3,184,4,186,2,190,1,194,1,196,3,199,5,200,1,228,1,236,1,266,1,298,1,299,1,325,1
|
||||
34,2,4,3,10,6,11,7,17,8,3,10,11,11,13,12,16,14,15,16,45,17,19,18,38,19,15,20,8,21,3,22,12,23,11,24,11,25,26,26,23,27,9,28,9,29,12,30,3,31,4,32,1,33,6,34,1,35,3,36,21,37,6,38,3,39,5,40,3,41,17,43,2,44,2,45,7,46,1,47,4,48,1,49,12,50,5,51,7,52,5,53,5,54,4,57,2,58,3,65,4,66,2,68,3,69,1,70,2,71,10,72,4,73,7,74,5,76,26,77,13,78,11,79,3,81,10,82,4,83,11,85,9,86,6,87,6,88,6,89,6,90,6,91,6,92,13,93,1,94,12,95,7,96,11,97,2,108,2,109,1,110,4,112,14,113,4,114,3,115,5,116,8,119,4,120,4,123,1,124,5,135,1,136,3,138,3,141,5,142,1,144,2,145,1,148,1,149,3,150,5,151,5,152,5,153,5,154,5,155,5,156,1,157,3,160,2,164,5,165,1,166,1,167,5,168,3,170,4,171,2,173,1,174,1,175,1,177,1,180,2,181,1,183,1,184,1,185,3,186,1,187,1,193,2,194,3,196,1,198,1,199,1,200,1,203,2,208,1,212,1,242,3,247,1,257,1,307,1
|
||||
35,2,11,3,9,4,1,5,1,6,11,7,12,9,3,10,5,11,9,12,7,14,45,16,40,17,19,18,31,19,13,20,13,21,5,22,9,23,11,24,11,25,23,26,14,27,4,28,3,29,6,30,9,32,5,33,8,34,3,35,8,36,10,37,2,39,3,40,3,41,14,42,1,43,6,44,6,45,11,46,1,47,2,48,2,49,5,50,3,51,8,52,5,53,3,54,7,55,2,56,3,57,1,58,3,59,1,65,7,66,3,68,4,69,1,71,6,73,8,74,5,76,21,77,10,78,10,79,5,80,1,81,16,82,4,83,5,84,1,85,13,86,9,87,9,88,9,89,9,90,9,91,9,92,20,93,2,94,14,95,2,96,9,97,2,108,3,109,3,110,6,111,3,112,12,113,5,114,1,115,5,116,6,117,1,122,3,124,4,125,2,126,2,127,2,128,2,129,2,130,2,131,2,132,2,133,2,134,2,135,3,136,5,137,1,138,5,141,4,142,3,143,4,144,5,145,2,148,6,149,3,150,5,151,5,152,5,153,5,154,5,155,5,156,1,157,2,159,1,160,4,161,1,162,1,163,1,164,4,165,1,166,1,167,5,168,1,170,1,171,2,174,1,175,2,178,2,184,2,185,2,186,1,190,1,196,3,199,2,208,1,209,1,211,1,212,1,228,1,231,2,236,1,253,2,254,1,255,2,256,1,257,1,262,1,266,2,271,1,272,1,274,1,275,1,320,1,326,1
|
||||
36,2,11,3,9,4,1,5,1,6,13,7,14,8,5,10,18,11,17,12,26,14,47,16,34,17,22,18,23,19,10,20,20,21,2,22,13,23,9,24,9,25,22,26,17,27,12,28,2,29,13,30,17,31,1,33,6,34,4,35,12,36,9,38,2,39,2,40,4,41,10,42,1,43,1,44,1,47,4,48,7,49,6,50,3,51,12,52,4,53,4,54,3,57,6,58,4,65,3,66,7,68,7,71,12,72,3,73,6,74,6,75,1,76,13,77,10,78,8,79,4,80,3,81,9,82,5,83,6,84,1,85,7,86,10,87,10,88,10,89,10,90,10,91,10,92,18,94,19,95,3,96,6,98,1,99,1,100,1,101,1,102,1,103,1,104,1,105,1,106,1,107,1,108,2,109,1,112,22,113,1,114,2,115,8,116,9,117,2,119,2,120,1,122,1,124,2,135,3,136,1,137,3,138,3,140,1,141,5,144,1,148,4,149,3,150,1,151,1,152,1,153,1,154,1,155,1,156,1,160,3,163,1,165,5,166,6,167,2,170,5,172,1,173,1,178,1,184,2,185,1,188,1,189,1,196,1,199,3,200,1,207,1,211,1,226,4,231,1,236,1,253,1,254,1,255,1,258,1,259,1,271,1,272,1,293,1,294,1,295,1,298,1,299,1,307,1
|
||||
37,2,11,3,11,6,23,7,18,8,4,10,13,11,15,12,27,14,41,15,1,16,19,17,19,18,33,19,6,20,16,21,3,22,4,23,1,24,1,25,29,26,23,27,9,28,2,29,7,30,17,32,3,33,7,34,3,35,12,36,13,38,3,39,4,40,3,41,7,42,1,43,1,44,1,47,6,48,2,49,11,50,1,51,6,52,4,53,3,54,6,57,4,58,3,65,3,68,6,70,1,71,11,72,3,73,4,74,9,75,1,76,18,77,9,78,10,79,4,80,3,81,14,82,4,83,4,84,2,85,6,86,15,87,15,88,15,89,15,90,15,91,15,92,27,94,17,95,8,96,12,97,1,98,1,99,1,100,1,101,1,102,1,103,1,104,1,105,1,106,1,107,1,108,4,109,2,110,3,112,12,113,2,115,6,116,9,117,1,118,1,119,1,120,3,122,1,124,3,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,135,3,136,4,137,4,138,4,140,2,141,4,144,3,145,1,146,1,148,4,157,1,159,1,164,2,165,1,166,5,167,3,168,3,170,6,173,3,175,1,178,3,180,1,184,2,185,2,186,1,196,2,197,1,198,1,199,5,201,1,208,1,211,1,228,1,236,2,243,1,245,1,246,1,253,2,254,1,255,2,256,1,271,1,272,1,276,1,277,1,278,1,326,1
|
||||
38,2,13,3,10,4,2,5,2,6,10,7,13,8,3,10,9,11,8,12,10,13,1,14,41,16,47,17,15,18,22,19,11,20,15,21,3,22,11,23,4,24,4,25,18,26,22,27,17,28,9,29,7,30,15,31,6,32,1,33,6,34,3,35,15,36,11,37,1,38,1,39,2,40,8,41,6,43,2,44,2,45,6,46,2,47,2,48,3,49,4,50,3,51,6,52,9,53,7,54,6,57,4,58,4,65,5,66,2,68,8,71,11,72,3,73,7,74,1,75,2,76,8,77,11,78,12,79,2,80,2,81,17,82,7,83,6,84,2,85,6,86,8,87,8,88,8,89,8,90,8,91,8,92,22,94,22,95,7,96,3,98,2,99,2,100,2,101,2,102,2,103,2,104,2,105,2,106,2,107,2,108,2,109,1,110,3,112,8,113,3,115,7,116,9,117,1,119,2,120,3,122,2,123,1,124,2,125,2,126,2,127,2,128,2,129,2,130,2,131,2,132,2,133,2,134,2,135,3,136,2,137,2,138,5,139,1,140,1,141,5,142,3,144,3,145,1,146,1,148,4,149,3,150,1,151,1,152,1,153,1,154,1,155,1,157,1,160,3,161,1,162,1,164,1,165,2,166,3,167,6,168,2,169,1,170,3,171,3,174,3,175,1,180,2,184,4,185,2,186,1,187,1,196,4,197,1,199,3,200,3,203,2,207,1,210,1,211,1,226,2,236,2,242,1,247,1,276,1,277,1,278,1,285,1,286,1
|
||||
39,3,13,6,2,7,23,8,1,10,11,11,11,12,13,14,16,16,57,17,4,18,50,19,10,20,7,21,3,22,13,23,9,24,9,25,34,26,14,27,11,28,8,29,8,30,5,33,17,34,1,35,4,36,27,37,5,38,1,39,7,40,10,41,3,43,5,44,5,45,8,47,1,49,6,50,9,51,15,52,1,53,1,54,2,57,6,58,5,59,5,60,2,61,2,62,2,63,2,64,2,65,10,66,2,68,10,70,1,71,13,73,10,74,4,75,2,76,2,77,12,78,9,79,1,80,4,81,6,82,2,83,13,85,8,86,1,87,1,88,1,89,1,90,1,91,1,92,12,94,6,95,6,96,27,108,2,110,1,111,2,112,16,113,2,114,4,115,2,116,3,119,4,120,4,122,2,124,6,135,9,136,2,137,4,138,1,139,2,140,2,141,8,142,1,143,1,144,1,146,2,149,7,150,16,151,16,152,16,153,16,154,16,155,16,160,2,163,1,164,1,167,3,168,5,170,1,173,1,174,4,175,1,178,4,181,1,184,1,185,1,187,1,193,1,194,2,198,1,208,1,231,1
|
||||
40,2,12,3,9,4,1,5,1,6,7,7,12,8,1,10,9,11,8,12,12,14,64,15,3,16,15,17,17,18,23,19,16,20,7,21,9,22,9,23,7,24,7,25,22,26,26,27,11,28,1,29,10,30,18,31,1,33,8,34,1,35,14,36,15,37,3,38,1,39,3,40,5,41,8,43,5,44,5,45,2,47,4,48,3,49,7,50,1,51,3,52,12,53,10,54,7,57,4,58,8,59,2,65,2,66,1,68,4,70,1,71,8,72,8,73,6,74,2,75,1,76,13,77,6,78,7,79,5,80,1,81,6,82,5,83,2,84,8,85,7,86,6,87,6,88,6,89,6,90,6,91,6,92,16,94,12,95,2,96,7,98,2,99,2,100,2,101,2,102,2,103,2,104,2,105,2,106,2,107,2,108,4,109,9,110,10,112,10,113,6,114,4,115,7,116,10,119,5,120,5,121,5,123,3,124,1,125,2,126,2,127,2,128,2,129,2,130,2,131,2,132,2,133,2,134,2,135,1,136,1,137,2,138,3,140,1,141,8,142,1,143,2,144,1,145,1,148,10,149,3,150,1,151,1,152,1,153,1,154,1,155,1,156,1,159,2,160,1,165,3,166,1,167,5,168,1,170,6,171,2,173,1,178,3,180,2,183,1,185,2,186,1,191,2,192,2,194,1,196,4,197,1,198,1,199,1,200,1,201,1,206,2,207,1,228,1,243,1,245,1,246,1,253,5,254,3,255,5,256,3,262,2,320,2
|
||||
41,2,18,3,1,6,2,7,8,8,6,9,1,10,1,11,4,12,6,14,12,15,1,16,20,17,2,18,29,19,6,20,7,24,31,25,16,26,20,27,2,29,2,30,1,33,9,35,1,36,11,37,1,41,2,43,2,44,2,45,1,46,1,47,6,48,4,49,1,51,2,52,9,53,7,56,2,65,2,66,2,68,2,71,3,74,1,75,1,76,4,78,1,80,6,81,5,82,2,92,7,94,5,95,1,96,1,108,3,109,1,110,3,112,4,114,3,116,2,119,2,124,2,127,1,134,1,137,7,138,5,139,2,143,1,148,1,155,1,157,3,166,1,167,2,168,2,170,3,171,1,175,6,184,5,194,2,196,3,213,6,214,1,215,2,216,3,217,7,219,1,221,10,222,15,226,21,227,1,232,2,235,1,238,5,239,2,241,4,242,1,246,1,276,2,327,18,328,21,329,6,330,1,331,1,332,1,333,10,334,35,335,10,336,19,337,10,338,1,339,15,340,1,341,2,342,1,343,2,344,1,345,4,346,1,347,2,348,1,349,1,350,3,351,2,352,2,353,11,354,8,355,1,356,7,357,6,358,2,359,4,360,1,361,1,362,13,363,1,364,6,365,1,366,6,367,1,368,2,369,1,370,1,371,1,372,1,373,1,374,1,375,1,376,5,377,3,378,1,379,1,380,5,381,2,382,6,383,3,384,3,385,1,386,2,387,1,388,4,389,2,390,1,391,1,392,1,393,1,394,1,395,1,396,1,397,2,398,1,399,1,400,1,401,1,402,1,403,1,404,1,405,1,406,1,407,1,408,1,409,1
|
||||
42,2,4,3,4,4,1,5,1,6,9,7,13,8,3,10,10,11,11,12,12,14,33,16,23,17,10,18,27,19,9,20,9,21,13,22,7,23,7,24,7,25,18,26,19,27,13,28,3,29,7,30,7,31,11,32,1,33,7,34,1,35,8,36,11,37,2,39,2,40,9,41,8,43,1,44,1,45,16,46,1,47,6,48,3,49,3,50,3,51,4,52,11,53,10,54,8,57,3,58,8,59,6,65,6,66,2,68,3,69,1,70,4,71,11,73,9,74,7,75,1,76,9,77,11,78,9,79,5,80,4,81,16,82,5,83,10,84,8,85,7,86,7,87,7,88,7,89,7,90,7,91,7,92,10,93,3,94,10,95,6,96,7,98,2,99,2,100,2,101,2,102,2,103,2,104,2,105,2,106,2,107,2,109,3,110,4,111,3,112,1,113,4,114,1,115,9,116,1,118,2,119,5,120,1,121,1,122,1,124,2,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,135,3,137,5,138,8,139,3,141,6,142,2,143,4,144,2,145,2,146,1,147,1,148,2,150,10,151,10,152,10,153,10,154,10,155,10,156,1,157,1,159,3,160,3,163,2,165,1,166,3,168,1,171,3,172,2,174,1,178,5,180,1,184,3,185,1,186,1,187,1,196,2,199,1,200,2,201,1,203,2,207,1,210,1,211,1,212,1,226,1,228,2,236,1,242,2,253,6,254,2,255,6,256,2,262,1,280,2
|
||||
43,2,7,3,13,6,4,7,19,8,4,9,1,10,11,11,17,12,17,14,11,16,76,17,5,18,46,19,9,20,7,21,3,22,13,23,5,24,5,25,16,26,20,27,17,28,1,29,17,30,1,33,11,34,1,35,5,36,19,37,4,38,1,39,4,40,11,41,2,42,3,43,6,44,6,45,2,46,3,47,3,48,7,49,4,50,8,51,14,52,3,53,2,54,5,56,1,57,8,58,1,65,5,66,5,68,7,70,2,71,9,72,2,73,4,74,4,76,8,77,16,78,6,79,2,80,1,81,17,82,2,83,10,85,13,86,2,87,2,88,2,89,2,90,2,91,2,92,13,94,14,95,4,96,14,98,1,99,1,100,1,101,1,102,1,103,1,104,1,105,1,106,1,107,1,108,2,109,1,110,2,111,2,112,17,113,3,114,4,115,1,116,7,118,1,119,1,122,4,124,1,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,135,3,136,1,137,3,138,2,139,3,140,1,141,7,142,2,143,1,144,3,146,2,147,1,148,1,149,10,150,6,151,6,152,6,153,6,154,6,155,6,156,1,160,6,164,1,165,3,166,2,167,3,168,5,170,4,171,1,172,1,173,1,174,1,175,2,178,2,180,1,183,1,185,5,196,2,197,1,198,1,199,3,203,1,208,1,236,1,247,1,258,1,259,1
|
||||
44,2,8,3,6,6,13,7,15,9,1,10,11,11,13,12,25,14,38,15,1,16,39,17,9,18,38,19,13,20,8,21,9,22,11,23,7,24,7,25,24,26,21,27,15,28,5,29,4,30,8,32,2,33,11,35,3,36,18,37,6,38,1,39,2,40,12,41,10,43,6,44,6,45,1,46,1,47,3,48,3,49,8,50,7,51,4,52,1,53,1,54,4,56,1,57,5,58,3,59,1,65,1,66,2,68,2,69,1,70,1,71,5,73,12,74,5,76,6,77,8,78,7,79,5,80,4,81,12,82,4,83,3,84,1,85,11,86,8,87,8,88,8,89,8,90,8,91,8,92,17,94,7,95,5,96,13,97,3,108,2,110,7,112,6,113,4,115,9,116,9,117,2,119,5,120,4,121,1,122,3,123,2,124,5,135,6,136,4,137,4,138,5,139,1,140,1,141,5,142,2,143,1,144,3,145,2,146,1,148,3,149,5,150,5,151,5,152,5,153,5,154,5,155,5,156,3,159,3,160,3,163,1,164,2,166,2,167,5,168,1,170,4,171,1,173,2,174,1,178,5,183,1,184,2,185,2,190,1,193,1,194,1,196,3,197,1,198,1,199,3,205,1,210,1,211,1,212,1,243,1,244,1,245,1,246,1,253,7,254,3,255,7,256,3,261,2,262,1,300,1,410,1
|
||||
45,2,16,3,15,6,7,7,21,8,5,9,1,10,13,11,14,12,20,14,42,16,28,17,18,18,21,19,9,20,11,21,1,22,9,23,6,24,6,25,18,26,14,27,9,28,1,29,9,30,17,31,1,32,4,33,9,34,1,35,11,36,16,37,4,38,3,39,2,40,6,41,13,42,2,43,3,44,3,45,8,47,2,48,5,49,6,50,5,51,9,52,2,53,2,54,4,56,1,57,8,58,5,59,1,65,4,66,10,68,3,71,13,72,4,73,4,74,3,75,4,76,15,77,14,78,7,79,4,80,2,81,14,82,4,83,4,84,3,85,5,86,5,87,5,88,5,89,5,90,5,91,5,92,11,94,24,95,7,96,2,97,1,108,2,109,2,110,6,112,19,113,2,114,1,115,3,116,10,119,4,121,4,124,3,135,7,136,2,137,4,138,3,139,1,140,5,141,1,143,2,146,1,147,1,148,4,149,1,150,1,151,1,152,1,153,1,154,1,155,1,160,1,161,1,162,1,164,3,165,1,166,5,167,2,168,8,170,5,174,1,175,1,180,1,184,2,185,2,187,1,191,1,192,1,196,1,199,6,200,1,201,2,203,1,206,2,208,1,226,3,228,2,261,1,273,1,274,1,275,1,276,1,277,1,278,1,411,1
|
||||
46,2,11,3,6,6,15,7,17,10,9,11,11,12,15,13,1,14,40,16,54,17,19,18,23,19,6,20,13,21,8,22,7,23,4,24,4,25,20,26,16,27,7,28,5,29,6,30,14,32,5,33,5,34,1,35,14,36,12,37,4,38,1,39,1,40,4,41,10,43,1,44,1,45,12,47,2,48,2,49,8,50,4,51,8,52,6,53,5,54,1,57,5,58,3,59,4,65,2,66,1,67,1,68,3,70,8,71,15,72,1,73,7,74,9,75,1,76,22,77,6,78,9,79,3,80,2,81,8,82,8,83,7,84,7,85,11,86,10,87,10,88,10,89,10,90,10,91,10,92,15,94,18,95,7,96,7,97,1,98,2,99,2,100,2,101,2,102,2,103,2,104,2,105,2,106,2,107,2,108,2,109,4,110,6,111,1,112,7,113,4,114,2,115,6,116,7,118,1,119,4,120,6,121,2,122,1,123,1,124,2,125,1,126,1,127,1,128,1,129,1,130,1,131,1,132,1,133,1,134,1,135,1,137,2,138,7,140,1,141,6,144,1,145,3,146,3,148,4,149,1,150,2,151,2,152,2,153,2,154,2,155,2,156,1,159,4,163,1,164,5,165,4,166,5,167,2,168,1,170,2,171,1,174,1,175,2,176,2,178,5,181,2,184,1,186,2,190,1,193,1,194,2,196,3,198,1,199,3,200,2,207,1,226,2,228,1,231,1,247,2,253,2,254,1,255,2,258,1,259,1,262,2,266,1,268,1,280,1,293,1,294,1,295,1,411,1,412,1
|
||||
|
413
2020A/codes/chapters4apirio/apriori-python-master/data/transcription/factors.csv
Executable file
413
2020A/codes/chapters4apirio/apriori-python-master/data/transcription/factors.csv
Executable file
|
|
@ -0,0 +1,413 @@
|
|||
tf_id,transfac
|
||||
1,H-2RIIBP
|
||||
2,GATA-1
|
||||
3,Elk-1
|
||||
4,c-Myc
|
||||
5,Max1
|
||||
6,NFAT-1
|
||||
7,E12
|
||||
8,RFX2
|
||||
9,TREB-1
|
||||
10,c-Fos
|
||||
11,c-Jun
|
||||
12,AP-1
|
||||
13,ITF-2
|
||||
14,TFIID
|
||||
15,IBP-1
|
||||
16,Sp1
|
||||
17,AP-3
|
||||
18,LBP-1
|
||||
19,USF
|
||||
20,GR/PR
|
||||
21,c-Rel
|
||||
22,HSF2
|
||||
23,HSF1_(long)
|
||||
24,HSF1
|
||||
25,TCF-1
|
||||
26,CP2
|
||||
27,MyoD
|
||||
28,R1
|
||||
29,AML1a
|
||||
30,GHF-1
|
||||
31,EIIaE-A
|
||||
32,C/EBPbeta
|
||||
33,T3R-alpha
|
||||
34,HSF
|
||||
35,DEF
|
||||
36,NF1
|
||||
37,IUF-1
|
||||
38,Ets-1
|
||||
39,ARP-1
|
||||
40,p300
|
||||
41,NF-IL6
|
||||
42,BSAP
|
||||
43,USF-1
|
||||
44,USF1
|
||||
45,GCF
|
||||
46,Ker-1
|
||||
47,NF-X3
|
||||
48,Tal-1
|
||||
49,PEA3
|
||||
50,RXR-alpha
|
||||
51,R2
|
||||
52,CP1
|
||||
53,CBP/CRF
|
||||
54,PSE1
|
||||
55,deltaCREB
|
||||
56,ATF-1
|
||||
57,Net
|
||||
58,HSF-2
|
||||
59,E2F-1
|
||||
60,E2F-2
|
||||
61,E2F-3
|
||||
62,E2F-4
|
||||
63,E2F-5
|
||||
64,E2F
|
||||
65,H4TF2
|
||||
66,AP-4
|
||||
67,EGR2
|
||||
68,ENKTF1
|
||||
69,RAR-beta2
|
||||
70,SRF
|
||||
71,GATA-2
|
||||
72,Oct-4
|
||||
73,TTF-1
|
||||
74,AREB6
|
||||
75,EF-1A
|
||||
76,C/EBP
|
||||
77,NF-S
|
||||
78,YY1
|
||||
79,Elf-1/NTF-1
|
||||
80,RAR-beta
|
||||
81,c-Myb
|
||||
82,MBF-1
|
||||
83,LyF-1
|
||||
84,FOXD3
|
||||
85,RAR-gamma
|
||||
86,NF-ATx
|
||||
87,NF-ATc
|
||||
88,NF-ATc3
|
||||
89,NF-ATp
|
||||
90,NF-AT3
|
||||
91,NF-AT
|
||||
92,PR
|
||||
93,E4F
|
||||
94,GATA-3
|
||||
95,HOXA5
|
||||
96,p53
|
||||
97,Hlf
|
||||
98,STAT1alpha
|
||||
99,STAT3
|
||||
100,STAT2
|
||||
101,STAT1beta
|
||||
102,STAT4
|
||||
103,STAT5
|
||||
104,STAT5A
|
||||
105,STAT5B
|
||||
106,STAT6
|
||||
107,STAT1
|
||||
108,NP-TCII
|
||||
109,Oct-2
|
||||
110,Oct-1
|
||||
111,EGR-1
|
||||
112,TFII-I
|
||||
113,CUTL1
|
||||
114,MZF-1
|
||||
115,TBP
|
||||
116,PU.1
|
||||
117,ANF
|
||||
118,EGR-2
|
||||
119,X2BP
|
||||
120,Pu-box
|
||||
121,MEF-2
|
||||
122,AF-1
|
||||
123,Oct-6
|
||||
124,XBP-1
|
||||
125,CBF-A
|
||||
126,CBF-B
|
||||
127,NF-Y
|
||||
128,NF-YB
|
||||
129,NF-YC
|
||||
130,CP1A
|
||||
131,CP1C
|
||||
132,CBF-C
|
||||
133,NF-YA
|
||||
134,CBF_(2)
|
||||
135,COUP
|
||||
136,TEF1/GT-IIC
|
||||
137,ER
|
||||
138,SRY
|
||||
139,HEB
|
||||
140,E1A-F
|
||||
141,T3R-beta
|
||||
142,LEF-1
|
||||
143,E4F1
|
||||
144,RAR-alpha1
|
||||
145,POU3F1
|
||||
146,Myf-5
|
||||
147,NRF-2
|
||||
148,HOXD10
|
||||
149,TEF2
|
||||
150,AP-2alpha
|
||||
151,AP-2alphaA
|
||||
152,AP-2alphaB
|
||||
153,AP-2gamma
|
||||
154,AP-2beta
|
||||
155,AP-2
|
||||
156,CBF1
|
||||
157,vHNF-1
|
||||
158,NF-muE1
|
||||
159,RelA
|
||||
160,Ga
|
||||
161,HNF-4alpha2
|
||||
162,HNF-4alpha1
|
||||
163,MLTF
|
||||
164,Ig/EBP1
|
||||
165,TTF-2
|
||||
166,Lmo2
|
||||
167,GT-IIA
|
||||
168,NHP-1
|
||||
169,HiNF-C
|
||||
170,Elf-1
|
||||
171,muEBP-C2
|
||||
172,E47
|
||||
173,CBF
|
||||
174,ETF
|
||||
175,NF-1
|
||||
176,SAP-1
|
||||
177,EF-C
|
||||
178,NF-kB
|
||||
179,Tal-1beta
|
||||
180,NFdeltaE3A
|
||||
181,SRF_(504_AA)
|
||||
182,GLI
|
||||
183,RFX
|
||||
184,GR
|
||||
185,IgPE-1
|
||||
186,VDR
|
||||
187,CTF
|
||||
188,GR_alpha
|
||||
189,GR_beta
|
||||
190,HSF-1
|
||||
191,Nkx6-1
|
||||
192,NKX6A
|
||||
193,NF-E2_p45
|
||||
194,NF-E2
|
||||
195,RFX1
|
||||
196,HOXD8
|
||||
197,ISGF2
|
||||
198,ISGF1
|
||||
199,GATA-1A
|
||||
200,SOX-9
|
||||
201,FOXL1
|
||||
202,ELF-1
|
||||
203,NF-CLE0a
|
||||
204,NF-CLE0b
|
||||
205,ISGF-3
|
||||
206,aMEF-2
|
||||
207,POU3F2
|
||||
208,TGIF
|
||||
209,APF
|
||||
210,FOXJ2_(long_isoform)
|
||||
211,FOXJ2
|
||||
212,RAR-gamma1
|
||||
213,DBP
|
||||
214,core-BF
|
||||
215,Tll
|
||||
216,Nkx2-5
|
||||
217,En-1
|
||||
218,EBP-45
|
||||
219,Msx-1
|
||||
220,S8
|
||||
221,EFII
|
||||
222,TEF
|
||||
223,c-Ets-1_54
|
||||
224,c-Ets-1
|
||||
225,GKLF
|
||||
226,HSTF
|
||||
227,Sox-5
|
||||
228,FOXI1
|
||||
229,NF-BA1
|
||||
230,Myogenin
|
||||
231,CRE-BP1
|
||||
232,HOXA3
|
||||
233,NF-E1b
|
||||
234,MGF
|
||||
235,AT-BP1/AT-BP2
|
||||
236,NF-GMb
|
||||
237,HNF-3B
|
||||
238,TFE3-S
|
||||
239,MAF
|
||||
240,RAR
|
||||
241,LVa
|
||||
242,NF-X
|
||||
243,PRDI-BF1
|
||||
244,HIP1
|
||||
245,IRF1
|
||||
246,IRF-1
|
||||
247,MAZ
|
||||
248,c-Ets-2
|
||||
249,deltaVII
|
||||
250,p38erg
|
||||
251,p55erg
|
||||
252,p49erg
|
||||
253,NF-kappaB1
|
||||
254,NF-kappaB2
|
||||
255,NF-kappaB
|
||||
256,HIVEN86A
|
||||
257,E4BP4
|
||||
258,Pax-2a
|
||||
259,Pax-2
|
||||
260,Arnt
|
||||
261,RORalpha1
|
||||
262,EBP-1
|
||||
263,NF-kappaB(-like)
|
||||
264,MTB-Zf
|
||||
265,NFe
|
||||
266,ATF
|
||||
267,H1TF1
|
||||
268,NF-GMa
|
||||
269,LF-A1
|
||||
270,(2)
|
||||
271,(long
|
||||
272,isoform)
|
||||
273,CD28RC
|
||||
274,COUP-TF
|
||||
275,COUP-TF1
|
||||
276,C/EBPalpha
|
||||
277,CHOP-10
|
||||
278,GADD_153
|
||||
279,ZID
|
||||
280,NRF-1
|
||||
281,SREBP-1b
|
||||
282,SREBP-1c
|
||||
283,SREBP-1a
|
||||
284,SREBP-1
|
||||
285,octamer-binding
|
||||
286,factor
|
||||
287,WT1
|
||||
288,I
|
||||
289,-KTS
|
||||
290,FOXC1
|
||||
291,Krox-20
|
||||
292,EGR3
|
||||
293,Krox-24
|
||||
294,Egr-1
|
||||
295,EGR1
|
||||
296,LSF
|
||||
297,delta_factor
|
||||
298,POU2F1a
|
||||
299,POU2F1
|
||||
300,RREB-1
|
||||
301,ER-alpha
|
||||
302,ISGF-1
|
||||
303,E
|
||||
304,Spi-B
|
||||
305,POU5F1A
|
||||
306,POU5F1B
|
||||
307,TFE3
|
||||
308,RVF
|
||||
309,POU2F2B
|
||||
310,POU2F2C
|
||||
311,oct-B2
|
||||
312,POU2F2
|
||||
313,POU2F2_(Oct-2.1)
|
||||
314,oct-B3
|
||||
315,NF-A
|
||||
316,FOXF2
|
||||
317,TEF-1
|
||||
318,AP-5
|
||||
319,B1
|
||||
320,Pbx-1a
|
||||
321,GABP
|
||||
322,GABP-alpha
|
||||
323,Cart-1
|
||||
324,CACCC-binding
|
||||
325,RSRFC4
|
||||
326,HNF-4
|
||||
327,CAC-binding
|
||||
328,ADR1
|
||||
329,twi
|
||||
330,B-factor
|
||||
331,P_(short_form)
|
||||
332,P_(long_form)
|
||||
333,Zta
|
||||
334,Cdx-1
|
||||
335,RC2
|
||||
336,T-Ag
|
||||
337,Ftz.2
|
||||
338,erg
|
||||
339,_00000
|
||||
340,V$CAAT_01
|
||||
341,Eve
|
||||
342,MNB1b
|
||||
343,LCR-F1
|
||||
344,PUT3
|
||||
345,v-Jun
|
||||
346,Zmhoxla
|
||||
347,TF68
|
||||
348,PHO2
|
||||
349,MPBF
|
||||
350,NF-InsE2
|
||||
351,IAF
|
||||
352,NF-InsE3
|
||||
353,NIT2
|
||||
354,IHF
|
||||
355,Dfd
|
||||
356,Hb
|
||||
357,Ttk
|
||||
358,SIF
|
||||
359,CAP/CRP
|
||||
360,MATa2
|
||||
361,MAT-alpha-2
|
||||
362,V$CAP_01
|
||||
363,CCBF/SW4+SW6
|
||||
364,CAC-binding_protein
|
||||
365,GCN4
|
||||
366,GT-IIBa
|
||||
367,MNF1
|
||||
368,Zeste
|
||||
369,F$STRE_01
|
||||
370,HAP
|
||||
371,CF2-II
|
||||
372,MATalpha2
|
||||
373,LRF-1
|
||||
374,Sin
|
||||
375,DSXF/DSXM
|
||||
376,MIG1
|
||||
377,zeste
|
||||
378,PEB1
|
||||
379,ETFA-E4F
|
||||
380,GT-1
|
||||
381,Ttk_88K
|
||||
382,LVc
|
||||
383,NF-uE4
|
||||
384,E-box-factor
|
||||
385,NF-uE2
|
||||
386,CF1
|
||||
387,Eryf1
|
||||
388,Cad
|
||||
389,Prd
|
||||
390,HBP-1a
|
||||
391,HBP-1b
|
||||
392,CACCC-binding_factor
|
||||
393,E2A
|
||||
394,ASF-1
|
||||
395,HBP-1
|
||||
396,NF-uE5
|
||||
397,Sn
|
||||
398,NIP
|
||||
399,CAC-BF
|
||||
400,GAMYB
|
||||
401,fI-fII
|
||||
402,SEF1
|
||||
403,GAGA
|
||||
404,Dof2
|
||||
405,MEP-1
|
||||
406,STE12
|
||||
407,Zen
|
||||
408,mat1-Mc
|
||||
409,SEF4
|
||||
410,RORalpha2
|
||||
411,CREB
|
||||
412,RXR-beta
|
||||
|
|
|
@ -0,0 +1,48 @@
|
|||
expgene,geneabbrev,experiment,species
|
||||
1,ACO2,Laura Strand-May 2012,bovine
|
||||
2,ACTB,Laura Strand-May 2012,bovine
|
||||
3,ALB,Laura Strand-May 2012,bovine
|
||||
4,ANXA1,Laura Strand-May 2012,bovine
|
||||
5,ASS1,Laura Strand-May 2012,bovine
|
||||
6,ATIC,Laura Strand-May 2012,bovine
|
||||
7,CALR,Laura Strand-May 2012,bovine
|
||||
8,CAP1,Laura Strand-May 2012,bovine
|
||||
9,CAPG,Laura Strand-May 2012,bovine
|
||||
10,D-IA3,Laura Strand-May 2012,bovine
|
||||
11,DLD,Laura Strand-May 2012,bovine
|
||||
12,EF2,Laura Strand-May 2012,bovine
|
||||
13,ENO1,Laura Strand-May 2012,bovine
|
||||
14,EZR,Laura Strand-May 2012,bovine
|
||||
15,GAPDH,Laura Strand-May 2012,bovine
|
||||
16,GARS,Laura Strand-May 2012,bovine
|
||||
17,GDI2,Laura Strand-May 2012,bovine
|
||||
18,GLUD1,Laura Strand-May 2012,bovine
|
||||
19,GMPS,Laura Strand-May 2012,bovine
|
||||
20,GNB2L1,Laura Strand-May 2012,bovine
|
||||
21,GSN,Laura Strand-May 2012,bovine
|
||||
22,HNRNPUL2,Laura Strand-May 2012,bovine
|
||||
23,HSP70,Laura Strand-May 2012,bovine
|
||||
24,HSP90B1,Laura Strand-May 2012,bovine
|
||||
25,ITGA3,Laura Strand-May 2012,bovine
|
||||
26,KRT5,Laura Strand-May 2012,bovine
|
||||
27,KRT6A,Laura Strand-May 2012,bovine
|
||||
28,LASP1,Laura Strand-May 2012,bovine
|
||||
29,LMNA,Laura Strand-May 2012,bovine
|
||||
30,NOS3,Laura Strand-May 2012,bovine
|
||||
31,P4HB,Laura Strand-May 2012,bovine
|
||||
32,PC,Laura Strand-May 2012,bovine
|
||||
33,PCBP2,Laura Strand-May 2012,bovine
|
||||
34,PCK2,Laura Strand-May 2012,bovine
|
||||
35,PGD,Laura Strand-May 2012,bovine
|
||||
36,PGM1,Laura Strand-May 2012,bovine
|
||||
37,PHGDH,Laura Strand-May 2012,bovine
|
||||
38,PKM2,Laura Strand-May 2012,bovine
|
||||
39,PLCD1,Laura Strand-May 2012,bovine
|
||||
40,PRPF19,Laura Strand-May 2012,bovine
|
||||
41,RPSA,Laura Strand-May 2012,bovine
|
||||
42,SDHA,Laura Strand-May 2012,bovine
|
||||
43,SHMT2,Laura Strand-May 2012,bovine
|
||||
44,TRIM29,Laura Strand-May 2012,bovine
|
||||
45,TUFM,Laura Strand-May 2012,bovine
|
||||
46,VCL,Laura Strand-May 2012,bovine
|
||||
47,VDAC2,Laura Strand-May 2012,bovine
|
||||
|
Binary file not shown.
Binary file not shown.
|
|
@ -0,0 +1,50 @@
|
|||
0,'Chocolate','Cake',8.95,'Food'
|
||||
1,'Lemon','Cake',8.95,'Food'
|
||||
2,'Casino','Cake',15.95,'Food'
|
||||
3,'Opera','Cake',15.95,'Food'
|
||||
4,'Strawberry','Cake',11.95,'Food'
|
||||
5,'Truffle','Cake',15.95,'Food'
|
||||
6,'Chocolate','Eclair',3.25,'Food'
|
||||
7,'Coffee','Eclair',3.5,'Food'
|
||||
8,'Vanilla','Eclair',3.25,'Food'
|
||||
9,'Napoleon','Cake',13.49,'Food'
|
||||
10,'Almond','Tart',3.75,'Food'
|
||||
11,'Apple','Pie',5.25,'Food'
|
||||
12,'Apple','Tart',3.25,'Food'
|
||||
13,'Apricot','Tart',3.25,'Food'
|
||||
14,'Berry','Tart',3.25,'Food'
|
||||
15,'Blackberry','Tart',3.25,'Food'
|
||||
16,'Blueberry','Tart',3.25,'Food'
|
||||
17,'Chocolate','Tart',3.75,'Food'
|
||||
18,'Cherry','Tart',3.25,'Food'
|
||||
19,'Lemon','Tart',3.25,'Food'
|
||||
20,'Pecan','Tart',3.75,'Food'
|
||||
21,'Ganache','Cookie',1.15,'Food'
|
||||
22,'Gongolais','Cookie',1.15,'Food'
|
||||
23,'Raspberry','Cookie',1.09,'Food'
|
||||
24,'Lemon','Cookie',0.79,'Food'
|
||||
25,'Chocolate','Meringue',1.25,'Food'
|
||||
26,'Vanilla','Meringue',1.15,'Food'
|
||||
27,'Marzipan','Cookie',1.25,'Food'
|
||||
28,'Tuile','Cookie',1.25,'Food'
|
||||
29,'Walnut','Cookie',0.79,'Food'
|
||||
30,'Almond','Croissant',1.45,'Food'
|
||||
31,'Apple','Croissant',1.45,'Food'
|
||||
32,'Apricot','Croissant',1.45,'Food'
|
||||
33,'Cheese','Croissant',1.75,'Food'
|
||||
34,'Chocolate','Croissant',1.75,'Food'
|
||||
35,'Apricot','Danish',1.15,'Food'
|
||||
36,'Apple','Danish',1.15,'Food'
|
||||
37,'Almond','Twist',1.15,'Food'
|
||||
38,'Almond','Bear Claw',1.95,'Food'
|
||||
39,'Blueberry','Danish',1.15,'Food'
|
||||
40,'Lemon','Lemonade',3.25,'Drink'
|
||||
41,'Raspberry','Lemonade',3.25,'Drink'
|
||||
42,'Orange','Juice',2.75,'Drink'
|
||||
43,'Green','Tea',1.85,'Drink'
|
||||
44,'Bottled','Water',1.80,'Drink'
|
||||
45,'Hot','Coffee',2.15,'Drink'
|
||||
46,'Chocolate','Coffee',2.45,'Drink'
|
||||
47,'Vanilla','Frappuccino',3.85,'Drink'
|
||||
48,'Cherry','Soda',1.29,'Drink'
|
||||
49,'Single','Espresso',1.85,'Drink'
|
||||
|
|
|
@ -0,0 +1,50 @@
|
|||
0,'Chocolate','OOOO',8.95,'AAA'
|
||||
1,'Lemon','OOOO',8.95,'AAA'
|
||||
2,'Casino','OOOO',15.95,'AAA'
|
||||
3,'Opera','OOOO',15.95,'AAA'
|
||||
4,'Strawberry','OOOO',11.95,'AAA'
|
||||
5,'Truffle','OOOO',15.95,'AAA'
|
||||
6,'Chocolate','FFFF',3.25,'AAA'
|
||||
7,'GGGG','FFFF',3.5,'AAA'
|
||||
8,'Vanilla','FFFF',3.25,'AAA'
|
||||
9,'Napoleon','OOOO',13.49,'AAA'
|
||||
10,'Almond','GGGG',3.75,'AAA'
|
||||
11,'Apple','NNNN',5.25,'AAA'
|
||||
12,'Apple','GGGG',3.25,'AAA'
|
||||
13,'Apricot','GGGG',3.25,'AAA'
|
||||
14,'Berry','GGGG',3.25,'AAA'
|
||||
15,'Blackberry','GGGG',3.25,'AAA'
|
||||
16,'Blueberry','GGGG',3.25,'AAA'
|
||||
17,'Chocolate','GGGG',3.75,'AAA'
|
||||
18,'Cherry','GGGG',3.25,'AAA'
|
||||
19,'Lemon','GGGG',3.25,'AAA'
|
||||
20,'Pecan','GGGG',3.75,'AAA'
|
||||
21,'Ganache','HHHH',1.15,'AAA'
|
||||
22,'Gongolais','HHHH',1.15,'AAA'
|
||||
23,'Raspberry','HHHH',1.09,'AAA'
|
||||
24,'Lemon','HHHH',0.79,'AAA'
|
||||
25,'Chocolate','MMMM',1.25,'AAA'
|
||||
26,'Vanilla','MMMM',1.15,'AAA'
|
||||
27,'Marzipan','HHHH',1.25,'AAA'
|
||||
28,'Tuile','HHHH',1.25,'AAA'
|
||||
29,'Walnut','HHHH',0.79,'AAA'
|
||||
30,'Almond','QQQQ',1.45,'AAA'
|
||||
31,'Apple','QQQQ',1.45,'AAA'
|
||||
32,'Apricot','QQQQ',1.45,'AAA'
|
||||
33,'Cheese','QQQQ',1.75,'AAA'
|
||||
34,'Chocolate','QQQQ',1.75,'AAA'
|
||||
35,'Apricot','RRRR',1.15,'AAA'
|
||||
36,'Apple','RRRR',1.15,'AAA'
|
||||
37,'Almond','SSSS',1.15,'AAA'
|
||||
38,'Almond','XXXX',1.95,'AAA'
|
||||
39,'Blueberry','RRRR',1.15,'AAA'
|
||||
40,'Lemon','YYYY',3.25,'Drink'
|
||||
41,'Raspberry','YYYY',3.25,'Drink'
|
||||
42,'Orange','ZZZZ',2.75,'Drink'
|
||||
43,'Green','EEEE',1.85,'Drink'
|
||||
44,'Bottled','DDDD',1.80,'Drink'
|
||||
45,'Hot','GGGG',2.15,'Drink'
|
||||
46,'Chocolate','GGGG',2.45,'Drink'
|
||||
47,'Vanilla','IIII',3.85,'Drink'
|
||||
48,'Cherry','JJJJ',1.29,'Drink'
|
||||
49,'Single','KKKK',1.85,'Drink'
|
||||
|
Binary file not shown.
File diff suppressed because it is too large
Load Diff
|
|
@ -0,0 +1,8 @@
|
|||
__author__ = 'lx'
|
||||
import numpy as np
|
||||
from sklearn.decomposition import IncrementalPCA
|
||||
X = np.array([[-1, -1], [-2, -1], [-3, -2], [1, 1], [2, 1], [3, 2]])
|
||||
ipca = IncrementalPCA(n_components=1, batch_size=3)
|
||||
ipca.fit(X)
|
||||
IncrementalPCA(batch_size=3, copy=True, n_components=2, whiten=False)
|
||||
print(ipca.transform(X) )
|
||||
|
|
@ -0,0 +1,80 @@
|
|||
# -*- coding:gb2312 -*-
|
||||
import sys
|
||||
import copy
|
||||
|
||||
def init_pass(T):
|
||||
C = {} #CΪ×Öµä
|
||||
for t in T:
|
||||
for i in t:
|
||||
|
||||
if i in C.keys():
|
||||
C[i] += 1
|
||||
else:
|
||||
C[i] = 1
|
||||
return C
|
||||
|
||||
def generate(F):
|
||||
C = []
|
||||
k = len(F[0]) + 1
|
||||
for f1 in F:
|
||||
for f2 in F:
|
||||
if f1[k-2] < f2[k-2]:
|
||||
c = copy.copy(f1)
|
||||
c.append(f2[k-2])
|
||||
flag = True
|
||||
for i in range(0,k-1):
|
||||
s = copy.copy(c)
|
||||
s.pop(i)
|
||||
if s not in F:
|
||||
flag = False
|
||||
break
|
||||
if flag and c not in C:
|
||||
C.append(c)
|
||||
return C
|
||||
|
||||
def compareList(A,B):
|
||||
if len(A) <= len(B):
|
||||
for a in A:
|
||||
if a not in B:
|
||||
return False
|
||||
else:
|
||||
for b in B:
|
||||
if b not in A:
|
||||
return False
|
||||
return True
|
||||
|
||||
def apriori(T,minSupport):
|
||||
D=[]
|
||||
C=init_pass(T)
|
||||
|
||||
keys=sorted(C)
|
||||
D.append(keys)#¼ÓÈëD¼¯ÖÐ
|
||||
F=[[]]
|
||||
for f in D[0]:
|
||||
if C[f]>=minSupport:
|
||||
F[0].append([f])
|
||||
k=1
|
||||
|
||||
while F[k-1]!=[]:
|
||||
D.append(generate(F[k-1]))
|
||||
F.append([])
|
||||
for c in D[k]:
|
||||
count = 0;
|
||||
for t in T:
|
||||
if compareList(c,t):
|
||||
count += 1
|
||||
if count>= minSupport:
|
||||
F[k].append(c)
|
||||
k += 1
|
||||
|
||||
U = []
|
||||
for f in F:
|
||||
for x in f:
|
||||
U.append(x)
|
||||
return U
|
||||
|
||||
|
||||
T = [['A','C','D'],['B','C','E'],['A','B','C','E'],['B','E']]
|
||||
|
||||
Z= apriori(T,2)
|
||||
print(Z)
|
||||
|
|
@ -0,0 +1,6 @@
|
|||
from sklearn.cluster import DBSCAN
|
||||
import numpy as np
|
||||
X = np.array([[1, 2], [2, 2], [2, 3],
|
||||
[8, 7], [8, 8], [25, 80]])
|
||||
clustering = DBSCAN(eps=3, min_samples=2).fit(X)
|
||||
print(clustering.labels_)
|
||||
|
|
@ -0,0 +1,14 @@
|
|||
__author__ = 'lx'
|
||||
import numpy as np
|
||||
from sklearn.cluster import DBSCAN
|
||||
from sklearn import metrics
|
||||
from sklearn.datasets.samples_generator import make_blobs
|
||||
from sklearn.preprocessing import StandardScaler
|
||||
centers = [[1, 1], [-1, -1], [1, -1]]
|
||||
X, labels_true = make_blobs(n_samples=750, centers=centers, cluster_std=0.4,
|
||||
random_state=0)
|
||||
|
||||
X = StandardScaler().fit_transform(X)
|
||||
#print(X)
|
||||
db = DBSCAN(eps=0.3, min_samples=10).fit(X)
|
||||
print(db.labels_)
|
||||
|
|
@ -0,0 +1,768 @@
|
|||
preg,plas,pres,skin,insu,mass,pedi,age,class
|
||||
1,85,66,29,0,26.6,0.351,31,2
|
||||
8,183,64,0,0,23.3,0.672,32,1
|
||||
1,89,66,23,94,28.1,0.167,21,2
|
||||
0,137,40,35,168,43.1,2.288,33,1
|
||||
5,116,74,0,0,25.6,0.201,30,2
|
||||
3,78,50,32,88,31,0.248,26,1
|
||||
10,115,0,0,0,35.3,0.134,29,2
|
||||
2,197,70,45,543,30.5,0.158,53,1
|
||||
8,125,96,0,0,0,0.232,54,1
|
||||
4,110,92,0,0,37.6,0.191,30,2
|
||||
10,168,74,0,0,38,0.537,34,1
|
||||
10,139,80,0,0,27.1,1.441,57,2
|
||||
1,189,60,23,846,30.1,0.398,59,1
|
||||
5,166,72,19,175,25.8,0.587,51,1
|
||||
7,100,0,0,0,30,0.484,32,1
|
||||
0,118,84,47,230,45.8,0.551,31,1
|
||||
7,107,74,0,0,29.6,0.254,31,1
|
||||
1,103,30,38,83,43.3,0.183,33,2
|
||||
1,115,70,30,96,34.6,0.529,32,1
|
||||
3,126,88,41,235,39.3,0.704,27,2
|
||||
8,99,84,0,0,35.4,0.388,50,2
|
||||
7,196,90,0,0,39.8,0.451,41,1
|
||||
9,119,80,35,0,29,0.263,29,1
|
||||
11,143,94,33,146,36.6,0.254,51,1
|
||||
10,125,70,26,115,31.1,0.205,41,1
|
||||
7,147,76,0,0,39.4,0.257,43,1
|
||||
1,97,66,15,140,23.2,0.487,22,2
|
||||
13,145,82,19,110,22.2,0.245,57,2
|
||||
5,117,92,0,0,34.1,0.337,38,2
|
||||
5,109,75,26,0,36,0.546,60,2
|
||||
3,158,76,36,245,31.6,0.851,28,1
|
||||
3,88,58,11,54,24.8,0.267,22,2
|
||||
6,92,92,0,0,19.9,0.188,28,2
|
||||
10,122,78,31,0,27.6,0.512,45,2
|
||||
4,103,60,33,192,24,0.966,33,2
|
||||
11,138,76,0,0,33.2,0.42,35,2
|
||||
9,102,76,37,0,32.9,0.665,46,1
|
||||
2,90,68,42,0,38.2,0.503,27,1
|
||||
4,111,72,47,207,37.1,1.39,56,1
|
||||
3,180,64,25,70,34,0.271,26,2
|
||||
7,133,84,0,0,40.2,0.696,37,2
|
||||
7,106,92,18,0,22.7,0.235,48,2
|
||||
9,171,110,24,240,45.4,0.721,54,1
|
||||
7,159,64,0,0,27.4,0.294,40,2
|
||||
0,180,66,39,0,42,1.893,25,1
|
||||
1,146,56,0,0,29.7,0.564,29,2
|
||||
2,71,70,27,0,28,0.586,22,2
|
||||
7,103,66,32,0,39.1,0.344,31,1
|
||||
7,105,0,0,0,0,0.305,24,2
|
||||
1,103,80,11,82,19.4,0.491,22,2
|
||||
1,101,50,15,36,24.2,0.526,26,2
|
||||
5,88,66,21,23,24.4,0.342,30,2
|
||||
8,176,90,34,300,33.7,0.467,58,1
|
||||
7,150,66,42,342,34.7,0.718,42,2
|
||||
1,73,50,10,0,23,0.248,21,2
|
||||
7,187,68,39,304,37.7,0.254,41,1
|
||||
0,100,88,60,110,46.8,0.962,31,2
|
||||
0,146,82,0,0,40.5,1.781,44,2
|
||||
0,105,64,41,142,41.5,0.173,22,2
|
||||
2,84,0,0,0,0,0.304,21,2
|
||||
8,133,72,0,0,32.9,0.27,39,1
|
||||
5,44,62,0,0,25,0.587,36,2
|
||||
2,141,58,34,128,25.4,0.699,24,2
|
||||
7,114,66,0,0,32.8,0.258,42,1
|
||||
5,99,74,27,0,29,0.203,32,2
|
||||
0,109,88,30,0,32.5,0.855,38,1
|
||||
2,109,92,0,0,42.7,0.845,54,2
|
||||
1,95,66,13,38,19.6,0.334,25,2
|
||||
4,146,85,27,100,28.9,0.189,27,2
|
||||
2,100,66,20,90,32.9,0.867,28,1
|
||||
5,139,64,35,140,28.6,0.411,26,2
|
||||
13,126,90,0,0,43.4,0.583,42,1
|
||||
4,129,86,20,270,35.1,0.231,23,2
|
||||
1,79,75,30,0,32,0.396,22,2
|
||||
1,0,48,20,0,24.7,0.14,22,2
|
||||
7,62,78,0,0,32.6,0.391,41,2
|
||||
5,95,72,33,0,37.7,0.37,27,2
|
||||
0,131,0,0,0,43.2,0.27,26,1
|
||||
2,112,66,22,0,25,0.307,24,2
|
||||
3,113,44,13,0,22.4,0.14,22,2
|
||||
2,74,0,0,0,0,0.102,22,2
|
||||
7,83,78,26,71,29.3,0.767,36,2
|
||||
0,101,65,28,0,24.6,0.237,22,2
|
||||
5,137,108,0,0,48.8,0.227,37,1
|
||||
2,110,74,29,125,32.4,0.698,27,2
|
||||
13,106,72,54,0,36.6,0.178,45,2
|
||||
2,100,68,25,71,38.5,0.324,26,2
|
||||
15,136,70,32,110,37.1,0.153,43,1
|
||||
1,107,68,19,0,26.5,0.165,24,2
|
||||
1,80,55,0,0,19.1,0.258,21,2
|
||||
4,123,80,15,176,32,0.443,34,2
|
||||
7,81,78,40,48,46.7,0.261,42,2
|
||||
4,134,72,0,0,23.8,0.277,60,1
|
||||
2,142,82,18,64,24.7,0.761,21,2
|
||||
6,144,72,27,228,33.9,0.255,40,2
|
||||
2,92,62,28,0,31.6,0.13,24,2
|
||||
1,71,48,18,76,20.4,0.323,22,2
|
||||
6,93,50,30,64,28.7,0.356,23,2
|
||||
1,122,90,51,220,49.7,0.325,31,1
|
||||
1,163,72,0,0,39,1.222,33,1
|
||||
1,151,60,0,0,26.1,0.179,22,2
|
||||
0,125,96,0,0,22.5,0.262,21,2
|
||||
1,81,72,18,40,26.6,0.283,24,2
|
||||
2,85,65,0,0,39.6,0.93,27,2
|
||||
1,126,56,29,152,28.7,0.801,21,2
|
||||
1,96,122,0,0,22.4,0.207,27,2
|
||||
4,144,58,28,140,29.5,0.287,37,2
|
||||
3,83,58,31,18,34.3,0.336,25,2
|
||||
0,95,85,25,36,37.4,0.247,24,1
|
||||
3,171,72,33,135,33.3,0.199,24,1
|
||||
8,155,62,26,495,34,0.543,46,1
|
||||
1,89,76,34,37,31.2,0.192,23,2
|
||||
4,76,62,0,0,34,0.391,25,2
|
||||
7,160,54,32,175,30.5,0.588,39,1
|
||||
4,146,92,0,0,31.2,0.539,61,1
|
||||
5,124,74,0,0,34,0.22,38,1
|
||||
5,78,48,0,0,33.7,0.654,25,2
|
||||
4,97,60,23,0,28.2,0.443,22,2
|
||||
4,99,76,15,51,23.2,0.223,21,2
|
||||
0,162,76,56,100,53.2,0.759,25,1
|
||||
6,111,64,39,0,34.2,0.26,24,2
|
||||
2,107,74,30,100,33.6,0.404,23,2
|
||||
5,132,80,0,0,26.8,0.186,69,2
|
||||
0,113,76,0,0,33.3,0.278,23,1
|
||||
1,88,30,42,99,55,0.496,26,1
|
||||
3,120,70,30,135,42.9,0.452,30,2
|
||||
1,118,58,36,94,33.3,0.261,23,2
|
||||
1,117,88,24,145,34.5,0.403,40,1
|
||||
0,105,84,0,0,27.9,0.741,62,1
|
||||
4,173,70,14,168,29.7,0.361,33,1
|
||||
9,122,56,0,0,33.3,1.114,33,1
|
||||
3,170,64,37,225,34.5,0.356,30,1
|
||||
8,84,74,31,0,38.3,0.457,39,2
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||||
2,96,68,13,49,21.1,0.647,26,2
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||||
2,125,60,20,140,33.8,0.088,31,2
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||||
0,100,70,26,50,30.8,0.597,21,2
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||||
0,93,60,25,92,28.7,0.532,22,2
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||||
0,129,80,0,0,31.2,0.703,29,2
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||||
5,105,72,29,325,36.9,0.159,28,2
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||||
3,128,78,0,0,21.1,0.268,55,2
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||||
5,106,82,30,0,39.5,0.286,38,2
|
||||
2,108,52,26,63,32.5,0.318,22,2
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||||
10,108,66,0,0,32.4,0.272,42,1
|
||||
4,154,62,31,284,32.8,0.237,23,2
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||||
0,102,75,23,0,0,0.572,21,2
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||||
9,57,80,37,0,32.8,0.096,41,2
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||||
2,106,64,35,119,30.5,1.4,34,2
|
||||
5,147,78,0,0,33.7,0.218,65,2
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||||
2,90,70,17,0,27.3,0.085,22,2
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||||
1,136,74,50,204,37.4,0.399,24,2
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||||
4,114,65,0,0,21.9,0.432,37,2
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||||
9,156,86,28,155,34.3,1.189,42,1
|
||||
1,153,82,42,485,40.6,0.687,23,2
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||||
8,188,78,0,0,47.9,0.137,43,1
|
||||
7,152,88,44,0,50,0.337,36,1
|
||||
2,99,52,15,94,24.6,0.637,21,2
|
||||
1,109,56,21,135,25.2,0.833,23,2
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||||
2,88,74,19,53,29,0.229,22,2
|
||||
17,163,72,41,114,40.9,0.817,47,1
|
||||
4,151,90,38,0,29.7,0.294,36,2
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||||
7,102,74,40,105,37.2,0.204,45,2
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||||
0,114,80,34,285,44.2,0.167,27,2
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||||
2,100,64,23,0,29.7,0.368,21,2
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||||
0,131,88,0,0,31.6,0.743,32,1
|
||||
6,104,74,18,156,29.9,0.722,41,1
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||||
3,148,66,25,0,32.5,0.256,22,2
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||||
4,120,68,0,0,29.6,0.709,34,2
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||||
4,110,66,0,0,31.9,0.471,29,2
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||||
3,111,90,12,78,28.4,0.495,29,2
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||||
6,102,82,0,0,30.8,0.18,36,1
|
||||
6,134,70,23,130,35.4,0.542,29,1
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||||
2,87,0,23,0,28.9,0.773,25,2
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||||
1,79,60,42,48,43.5,0.678,23,2
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||||
2,75,64,24,55,29.7,0.37,33,2
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||||
8,179,72,42,130,32.7,0.719,36,1
|
||||
6,85,78,0,0,31.2,0.382,42,2
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||||
0,129,110,46,130,67.1,0.319,26,1
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||||
5,143,78,0,0,45,0.19,47,2
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||||
5,130,82,0,0,39.1,0.956,37,1
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||||
6,87,80,0,0,23.2,0.084,32,2
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||||
0,119,64,18,92,34.9,0.725,23,2
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||||
1,0,74,20,23,27.7,0.299,21,2
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||||
5,73,60,0,0,26.8,0.268,27,2
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||||
4,141,74,0,0,27.6,0.244,40,2
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||||
7,194,68,28,0,35.9,0.745,41,1
|
||||
8,181,68,36,495,30.1,0.615,60,1
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||||
1,128,98,41,58,32,1.321,33,1
|
||||
8,109,76,39,114,27.9,0.64,31,1
|
||||
5,139,80,35,160,31.6,0.361,25,1
|
||||
3,111,62,0,0,22.6,0.142,21,2
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||||
9,123,70,44,94,33.1,0.374,40,2
|
||||
7,159,66,0,0,30.4,0.383,36,1
|
||||
11,135,0,0,0,52.3,0.578,40,1
|
||||
8,85,55,20,0,24.4,0.136,42,2
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||||
5,158,84,41,210,39.4,0.395,29,1
|
||||
1,105,58,0,0,24.3,0.187,21,2
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||||
3,107,62,13,48,22.9,0.678,23,1
|
||||
4,109,64,44,99,34.8,0.905,26,1
|
||||
4,148,60,27,318,30.9,0.15,29,1
|
||||
0,113,80,16,0,31,0.874,21,2
|
||||
1,138,82,0,0,40.1,0.236,28,2
|
||||
0,108,68,20,0,27.3,0.787,32,2
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||||
2,99,70,16,44,20.4,0.235,27,2
|
||||
6,103,72,32,190,37.7,0.324,55,2
|
||||
5,111,72,28,0,23.9,0.407,27,2
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||||
8,196,76,29,280,37.5,0.605,57,1
|
||||
5,162,104,0,0,37.7,0.151,52,1
|
||||
1,96,64,27,87,33.2,0.289,21,2
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||||
7,184,84,33,0,35.5,0.355,41,1
|
||||
2,81,60,22,0,27.7,0.29,25,2
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||||
0,147,85,54,0,42.8,0.375,24,2
|
||||
7,179,95,31,0,34.2,0.164,60,2
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||||
0,140,65,26,130,42.6,0.431,24,1
|
||||
9,112,82,32,175,34.2,0.26,36,1
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||||
12,151,70,40,271,41.8,0.742,38,1
|
||||
5,109,62,41,129,35.8,0.514,25,1
|
||||
6,125,68,30,120,30,0.464,32,2
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||||
5,85,74,22,0,29,1.224,32,1
|
||||
5,112,66,0,0,37.8,0.261,41,1
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||||
0,177,60,29,478,34.6,1.072,21,1
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||||
2,158,90,0,0,31.6,0.805,66,1
|
||||
7,119,0,0,0,25.2,0.209,37,2
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||||
7,142,60,33,190,28.8,0.687,61,2
|
||||
1,100,66,15,56,23.6,0.666,26,2
|
||||
1,87,78,27,32,34.6,0.101,22,2
|
||||
0,101,76,0,0,35.7,0.198,26,2
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||||
3,162,52,38,0,37.2,0.652,24,1
|
||||
4,197,70,39,744,36.7,2.329,31,2
|
||||
0,117,80,31,53,45.2,0.089,24,2
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||||
4,142,86,0,0,44,0.645,22,1
|
||||
6,134,80,37,370,46.2,0.238,46,1
|
||||
1,79,80,25,37,25.4,0.583,22,2
|
||||
4,122,68,0,0,35,0.394,29,2
|
||||
3,74,68,28,45,29.7,0.293,23,2
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||||
4,171,72,0,0,43.6,0.479,26,1
|
||||
7,181,84,21,192,35.9,0.586,51,1
|
||||
0,179,90,27,0,44.1,0.686,23,1
|
||||
9,164,84,21,0,30.8,0.831,32,1
|
||||
0,104,76,0,0,18.4,0.582,27,2
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||||
1,91,64,24,0,29.2,0.192,21,2
|
||||
4,91,70,32,88,33.1,0.446,22,2
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||||
3,139,54,0,0,25.6,0.402,22,1
|
||||
6,119,50,22,176,27.1,1.318,33,1
|
||||
2,146,76,35,194,38.2,0.329,29,2
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||||
9,184,85,15,0,30,1.213,49,1
|
||||
10,122,68,0,0,31.2,0.258,41,2
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||||
0,165,90,33,680,52.3,0.427,23,2
|
||||
9,124,70,33,402,35.4,0.282,34,2
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||||
1,111,86,19,0,30.1,0.143,23,2
|
||||
9,106,52,0,0,31.2,0.38,42,2
|
||||
2,129,84,0,0,28,0.284,27,2
|
||||
2,90,80,14,55,24.4,0.249,24,2
|
||||
0,86,68,32,0,35.8,0.238,25,2
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||||
12,92,62,7,258,27.6,0.926,44,1
|
||||
1,113,64,35,0,33.6,0.543,21,1
|
||||
3,111,56,39,0,30.1,0.557,30,2
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||||
2,114,68,22,0,28.7,0.092,25,2
|
||||
1,193,50,16,375,25.9,0.655,24,2
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||||
11,155,76,28,150,33.3,1.353,51,1
|
||||
3,191,68,15,130,30.9,0.299,34,2
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||||
3,141,0,0,0,30,0.761,27,1
|
||||
4,95,70,32,0,32.1,0.612,24,2
|
||||
3,142,80,15,0,32.4,0.2,63,2
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||||
4,123,62,0,0,32,0.226,35,1
|
||||
5,96,74,18,67,33.6,0.997,43,2
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||||
0,138,0,0,0,36.3,0.933,25,1
|
||||
2,128,64,42,0,40,1.101,24,2
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||||
0,102,52,0,0,25.1,0.078,21,2
|
||||
2,146,0,0,0,27.5,0.24,28,1
|
||||
10,101,86,37,0,45.6,1.136,38,1
|
||||
2,108,62,32,56,25.2,0.128,21,2
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||||
3,122,78,0,0,23,0.254,40,2
|
||||
1,71,78,50,45,33.2,0.422,21,2
|
||||
13,106,70,0,0,34.2,0.251,52,2
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||||
2,100,70,52,57,40.5,0.677,25,2
|
||||
7,106,60,24,0,26.5,0.296,29,1
|
||||
0,104,64,23,116,27.8,0.454,23,2
|
||||
5,114,74,0,0,24.9,0.744,57,2
|
||||
2,108,62,10,278,25.3,0.881,22,2
|
||||
0,146,70,0,0,37.9,0.334,28,1
|
||||
10,129,76,28,122,35.9,0.28,39,2
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||||
7,133,88,15,155,32.4,0.262,37,2
|
||||
7,161,86,0,0,30.4,0.165,47,1
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||||
2,108,80,0,0,27,0.259,52,1
|
||||
7,136,74,26,135,26,0.647,51,2
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||||
5,155,84,44,545,38.7,0.619,34,2
|
||||
1,119,86,39,220,45.6,0.808,29,1
|
||||
4,96,56,17,49,20.8,0.34,26,2
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||||
5,108,72,43,75,36.1,0.263,33,2
|
||||
0,78,88,29,40,36.9,0.434,21,2
|
||||
0,107,62,30,74,36.6,0.757,25,1
|
||||
2,128,78,37,182,43.3,1.224,31,1
|
||||
1,128,48,45,194,40.5,0.613,24,1
|
||||
0,161,50,0,0,21.9,0.254,65,2
|
||||
6,151,62,31,120,35.5,0.692,28,2
|
||||
2,146,70,38,360,28,0.337,29,1
|
||||
0,126,84,29,215,30.7,0.52,24,2
|
||||
14,100,78,25,184,36.6,0.412,46,1
|
||||
8,112,72,0,0,23.6,0.84,58,2
|
||||
0,167,0,0,0,32.3,0.839,30,1
|
||||
2,144,58,33,135,31.6,0.422,25,1
|
||||
5,77,82,41,42,35.8,0.156,35,2
|
||||
5,115,98,0,0,52.9,0.209,28,1
|
||||
3,150,76,0,0,21,0.207,37,2
|
||||
2,120,76,37,105,39.7,0.215,29,2
|
||||
10,161,68,23,132,25.5,0.326,47,1
|
||||
0,137,68,14,148,24.8,0.143,21,2
|
||||
0,128,68,19,180,30.5,1.391,25,1
|
||||
2,124,68,28,205,32.9,0.875,30,1
|
||||
6,80,66,30,0,26.2,0.313,41,2
|
||||
0,106,70,37,148,39.4,0.605,22,2
|
||||
2,155,74,17,96,26.6,0.433,27,1
|
||||
3,113,50,10,85,29.5,0.626,25,2
|
||||
7,109,80,31,0,35.9,1.127,43,1
|
||||
2,112,68,22,94,34.1,0.315,26,2
|
||||
3,99,80,11,64,19.3,0.284,30,2
|
||||
3,182,74,0,0,30.5,0.345,29,1
|
||||
3,115,66,39,140,38.1,0.15,28,2
|
||||
6,194,78,0,0,23.5,0.129,59,1
|
||||
4,129,60,12,231,27.5,0.527,31,2
|
||||
3,112,74,30,0,31.6,0.197,25,1
|
||||
0,124,70,20,0,27.4,0.254,36,1
|
||||
13,152,90,33,29,26.8,0.731,43,1
|
||||
2,112,75,32,0,35.7,0.148,21,2
|
||||
1,157,72,21,168,25.6,0.123,24,2
|
||||
1,122,64,32,156,35.1,0.692,30,1
|
||||
10,179,70,0,0,35.1,0.2,37,2
|
||||
2,102,86,36,120,45.5,0.127,23,1
|
||||
6,105,70,32,68,30.8,0.122,37,2
|
||||
8,118,72,19,0,23.1,1.476,46,2
|
||||
2,87,58,16,52,32.7,0.166,25,2
|
||||
1,180,0,0,0,43.3,0.282,41,1
|
||||
12,106,80,0,0,23.6,0.137,44,2
|
||||
1,95,60,18,58,23.9,0.26,22,2
|
||||
0,165,76,43,255,47.9,0.259,26,2
|
||||
0,117,0,0,0,33.8,0.932,44,2
|
||||
5,115,76,0,0,31.2,0.343,44,1
|
||||
9,152,78,34,171,34.2,0.893,33,1
|
||||
7,178,84,0,0,39.9,0.331,41,1
|
||||
1,130,70,13,105,25.9,0.472,22,2
|
||||
1,95,74,21,73,25.9,0.673,36,2
|
||||
1,0,68,35,0,32,0.389,22,2
|
||||
5,122,86,0,0,34.7,0.29,33,2
|
||||
8,95,72,0,0,36.8,0.485,57,2
|
||||
8,126,88,36,108,38.5,0.349,49,2
|
||||
1,139,46,19,83,28.7,0.654,22,2
|
||||
3,116,0,0,0,23.5,0.187,23,2
|
||||
3,99,62,19,74,21.8,0.279,26,2
|
||||
5,0,80,32,0,41,0.346,37,1
|
||||
4,92,80,0,0,42.2,0.237,29,2
|
||||
4,137,84,0,0,31.2,0.252,30,2
|
||||
3,61,82,28,0,34.4,0.243,46,2
|
||||
1,90,62,12,43,27.2,0.58,24,2
|
||||
3,90,78,0,0,42.7,0.559,21,2
|
||||
9,165,88,0,0,30.4,0.302,49,1
|
||||
1,125,50,40,167,33.3,0.962,28,1
|
||||
13,129,0,30,0,39.9,0.569,44,1
|
||||
12,88,74,40,54,35.3,0.378,48,2
|
||||
1,196,76,36,249,36.5,0.875,29,1
|
||||
5,189,64,33,325,31.2,0.583,29,1
|
||||
5,158,70,0,0,29.8,0.207,63,2
|
||||
5,103,108,37,0,39.2,0.305,65,2
|
||||
4,146,78,0,0,38.5,0.52,67,1
|
||||
4,147,74,25,293,34.9,0.385,30,2
|
||||
5,99,54,28,83,34,0.499,30,2
|
||||
6,124,72,0,0,27.6,0.368,29,1
|
||||
0,101,64,17,0,21,0.252,21,2
|
||||
3,81,86,16,66,27.5,0.306,22,2
|
||||
1,133,102,28,140,32.8,0.234,45,1
|
||||
3,173,82,48,465,38.4,2.137,25,1
|
||||
0,118,64,23,89,0,1.731,21,2
|
||||
0,84,64,22,66,35.8,0.545,21,2
|
||||
2,105,58,40,94,34.9,0.225,25,2
|
||||
2,122,52,43,158,36.2,0.816,28,2
|
||||
12,140,82,43,325,39.2,0.528,58,1
|
||||
0,98,82,15,84,25.2,0.299,22,2
|
||||
1,87,60,37,75,37.2,0.509,22,2
|
||||
4,156,75,0,0,48.3,0.238,32,1
|
||||
0,93,100,39,72,43.4,1.021,35,2
|
||||
1,107,72,30,82,30.8,0.821,24,2
|
||||
0,105,68,22,0,20,0.236,22,2
|
||||
1,109,60,8,182,25.4,0.947,21,2
|
||||
1,90,62,18,59,25.1,1.268,25,2
|
||||
1,125,70,24,110,24.3,0.221,25,2
|
||||
1,119,54,13,50,22.3,0.205,24,2
|
||||
5,116,74,29,0,32.3,0.66,35,1
|
||||
8,105,100,36,0,43.3,0.239,45,1
|
||||
5,144,82,26,285,32,0.452,58,1
|
||||
3,100,68,23,81,31.6,0.949,28,2
|
||||
1,100,66,29,196,32,0.444,42,2
|
||||
5,166,76,0,0,45.7,0.34,27,1
|
||||
1,131,64,14,415,23.7,0.389,21,2
|
||||
4,116,72,12,87,22.1,0.463,37,2
|
||||
4,158,78,0,0,32.9,0.803,31,1
|
||||
2,127,58,24,275,27.7,1.6,25,2
|
||||
3,96,56,34,115,24.7,0.944,39,2
|
||||
0,131,66,40,0,34.3,0.196,22,1
|
||||
3,82,70,0,0,21.1,0.389,25,2
|
||||
3,193,70,31,0,34.9,0.241,25,1
|
||||
4,95,64,0,0,32,0.161,31,1
|
||||
6,137,61,0,0,24.2,0.151,55,2
|
||||
5,136,84,41,88,35,0.286,35,1
|
||||
9,72,78,25,0,31.6,0.28,38,2
|
||||
5,168,64,0,0,32.9,0.135,41,1
|
||||
2,123,48,32,165,42.1,0.52,26,2
|
||||
4,115,72,0,0,28.9,0.376,46,1
|
||||
0,101,62,0,0,21.9,0.336,25,2
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8,197,74,0,0,25.9,1.191,39,1
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1,172,68,49,579,42.4,0.702,28,1
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6,102,90,39,0,35.7,0.674,28,2
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1,112,72,30,176,34.4,0.528,25,2
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1,143,84,23,310,42.4,1.076,22,2
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1,143,74,22,61,26.2,0.256,21,2
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0,138,60,35,167,34.6,0.534,21,1
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3,173,84,33,474,35.7,0.258,22,1
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1,97,68,21,0,27.2,1.095,22,2
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4,144,82,32,0,38.5,0.554,37,1
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1,83,68,0,0,18.2,0.624,27,2
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3,129,64,29,115,26.4,0.219,28,1
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1,119,88,41,170,45.3,0.507,26,2
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2,94,68,18,76,26,0.561,21,2
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0,102,64,46,78,40.6,0.496,21,2
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2,115,64,22,0,30.8,0.421,21,2
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8,151,78,32,210,42.9,0.516,36,1
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4,184,78,39,277,37,0.264,31,1
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0,94,0,0,0,0,0.256,25,2
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1,181,64,30,180,34.1,0.328,38,1
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0,135,94,46,145,40.6,0.284,26,2
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1,95,82,25,180,35,0.233,43,1
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2,99,0,0,0,22.2,0.108,23,2
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3,89,74,16,85,30.4,0.551,38,2
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1,80,74,11,60,30,0.527,22,2
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2,139,75,0,0,25.6,0.167,29,2
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1,90,68,8,0,24.5,1.138,36,2
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0,141,0,0,0,42.4,0.205,29,1
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12,140,85,33,0,37.4,0.244,41,2
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5,147,75,0,0,29.9,0.434,28,2
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1,97,70,15,0,18.2,0.147,21,2
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6,107,88,0,0,36.8,0.727,31,2
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0,189,104,25,0,34.3,0.435,41,1
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2,83,66,23,50,32.2,0.497,22,2
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4,117,64,27,120,33.2,0.23,24,2
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8,108,70,0,0,30.5,0.955,33,1
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4,117,62,12,0,29.7,0.38,30,1
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0,180,78,63,14,59.4,2.42,25,1
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1,100,72,12,70,25.3,0.658,28,2
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0,95,80,45,92,36.5,0.33,26,2
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0,104,64,37,64,33.6,0.51,22,1
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0,120,74,18,63,30.5,0.285,26,2
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1,82,64,13,95,21.2,0.415,23,2
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2,134,70,0,0,28.9,0.542,23,1
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0,91,68,32,210,39.9,0.381,25,2
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2,119,0,0,0,19.6,0.832,72,2
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2,100,54,28,105,37.8,0.498,24,2
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14,175,62,30,0,33.6,0.212,38,1
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1,135,54,0,0,26.7,0.687,62,2
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5,86,68,28,71,30.2,0.364,24,2
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10,148,84,48,237,37.6,1.001,51,1
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9,134,74,33,60,25.9,0.46,81,2
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9,120,72,22,56,20.8,0.733,48,2
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1,71,62,0,0,21.8,0.416,26,2
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8,74,70,40,49,35.3,0.705,39,2
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5,88,78,30,0,27.6,0.258,37,2
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10,115,98,0,0,24,1.022,34,2
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0,124,56,13,105,21.8,0.452,21,2
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0,74,52,10,36,27.8,0.269,22,2
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0,97,64,36,100,36.8,0.6,25,2
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8,120,0,0,0,30,0.183,38,1
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6,154,78,41,140,46.1,0.571,27,2
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1,144,82,40,0,41.3,0.607,28,2
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0,137,70,38,0,33.2,0.17,22,2
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0,119,66,27,0,38.8,0.259,22,2
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7,136,90,0,0,29.9,0.21,50,2
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4,114,64,0,0,28.9,0.126,24,2
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0,137,84,27,0,27.3,0.231,59,2
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2,105,80,45,191,33.7,0.711,29,1
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7,114,76,17,110,23.8,0.466,31,2
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8,126,74,38,75,25.9,0.162,39,2
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4,132,86,31,0,28,0.419,63,2
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3,158,70,30,328,35.5,0.344,35,1
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0,123,88,37,0,35.2,0.197,29,2
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4,85,58,22,49,27.8,0.306,28,2
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0,84,82,31,125,38.2,0.233,23,2
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0,145,0,0,0,44.2,0.63,31,1
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0,135,68,42,250,42.3,0.365,24,1
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1,139,62,41,480,40.7,0.536,21,2
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0,173,78,32,265,46.5,1.159,58,2
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4,99,72,17,0,25.6,0.294,28,2
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8,194,80,0,0,26.1,0.551,67,2
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2,83,65,28,66,36.8,0.629,24,2
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2,89,90,30,0,33.5,0.292,42,2
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4,99,68,38,0,32.8,0.145,33,2
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4,125,70,18,122,28.9,1.144,45,1
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3,80,0,0,0,0,0.174,22,2
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6,166,74,0,0,26.6,0.304,66,2
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5,110,68,0,0,26,0.292,30,2
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2,81,72,15,76,30.1,0.547,25,2
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7,195,70,33,145,25.1,0.163,55,1
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6,154,74,32,193,29.3,0.839,39,2
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2,117,90,19,71,25.2,0.313,21,2
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3,84,72,32,0,37.2,0.267,28,2
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6,0,68,41,0,39,0.727,41,1
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7,94,64,25,79,33.3,0.738,41,2
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3,96,78,39,0,37.3,0.238,40,2
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10,75,82,0,0,33.3,0.263,38,2
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0,180,90,26,90,36.5,0.314,35,1
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1,130,60,23,170,28.6,0.692,21,2
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2,84,50,23,76,30.4,0.968,21,2
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8,120,78,0,0,25,0.409,64,2
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12,84,72,31,0,29.7,0.297,46,1
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0,139,62,17,210,22.1,0.207,21,2
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9,91,68,0,0,24.2,0.2,58,2
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2,91,62,0,0,27.3,0.525,22,2
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3,99,54,19,86,25.6,0.154,24,2
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3,163,70,18,105,31.6,0.268,28,1
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9,145,88,34,165,30.3,0.771,53,1
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7,125,86,0,0,37.6,0.304,51,2
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13,76,60,0,0,32.8,0.18,41,2
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6,129,90,7,326,19.6,0.582,60,2
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2,68,70,32,66,25,0.187,25,2
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3,124,80,33,130,33.2,0.305,26,2
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6,114,0,0,0,0,0.189,26,2
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9,130,70,0,0,34.2,0.652,45,1
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3,125,58,0,0,31.6,0.151,24,2
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3,87,60,18,0,21.8,0.444,21,2
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1,97,64,19,82,18.2,0.299,21,2
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3,116,74,15,105,26.3,0.107,24,2
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0,117,66,31,188,30.8,0.493,22,2
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0,111,65,0,0,24.6,0.66,31,2
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2,122,60,18,106,29.8,0.717,22,2
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0,107,76,0,0,45.3,0.686,24,2
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1,86,66,52,65,41.3,0.917,29,2
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6,91,0,0,0,29.8,0.501,31,2
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1,77,56,30,56,33.3,1.251,24,2
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4,132,0,0,0,32.9,0.302,23,1
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0,105,90,0,0,29.6,0.197,46,2
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0,57,60,0,0,21.7,0.735,67,2
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0,127,80,37,210,36.3,0.804,23,2
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3,129,92,49,155,36.4,0.968,32,1
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8,100,74,40,215,39.4,0.661,43,1
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3,128,72,25,190,32.4,0.549,27,1
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10,90,85,32,0,34.9,0.825,56,1
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4,84,90,23,56,39.5,0.159,25,2
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1,88,78,29,76,32,0.365,29,2
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8,186,90,35,225,34.5,0.423,37,1
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5,187,76,27,207,43.6,1.034,53,1
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4,131,68,21,166,33.1,0.16,28,2
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1,164,82,43,67,32.8,0.341,50,2
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4,189,110,31,0,28.5,0.68,37,2
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1,116,70,28,0,27.4,0.204,21,2
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3,84,68,30,106,31.9,0.591,25,2
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6,114,88,0,0,27.8,0.247,66,2
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1,88,62,24,44,29.9,0.422,23,2
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1,84,64,23,115,36.9,0.471,28,2
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7,124,70,33,215,25.5,0.161,37,2
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1,97,70,40,0,38.1,0.218,30,2
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8,110,76,0,0,27.8,0.237,58,2
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11,103,68,40,0,46.2,0.126,42,2
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11,85,74,0,0,30.1,0.3,35,2
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6,125,76,0,0,33.8,0.121,54,1
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0,198,66,32,274,41.3,0.502,28,1
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1,87,68,34,77,37.6,0.401,24,2
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6,99,60,19,54,26.9,0.497,32,2
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0,91,80,0,0,32.4,0.601,27,2
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2,95,54,14,88,26.1,0.748,22,2
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1,99,72,30,18,38.6,0.412,21,2
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6,92,62,32,126,32,0.085,46,2
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4,154,72,29,126,31.3,0.338,37,2
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0,121,66,30,165,34.3,0.203,33,1
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3,78,70,0,0,32.5,0.27,39,2
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2,130,96,0,0,22.6,0.268,21,2
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3,111,58,31,44,29.5,0.43,22,2
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2,98,60,17,120,34.7,0.198,22,2
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1,143,86,30,330,30.1,0.892,23,2
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1,119,44,47,63,35.5,0.28,25,2
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6,108,44,20,130,24,0.813,35,2
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2,118,80,0,0,42.9,0.693,21,1
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10,133,68,0,0,27,0.245,36,2
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2,197,70,99,0,34.7,0.575,62,1
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0,151,90,46,0,42.1,0.371,21,1
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6,109,60,27,0,25,0.206,27,2
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12,121,78,17,0,26.5,0.259,62,2
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8,100,76,0,0,38.7,0.19,42,2
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8,124,76,24,600,28.7,0.687,52,1
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1,93,56,11,0,22.5,0.417,22,2
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8,143,66,0,0,34.9,0.129,41,1
|
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6,103,66,0,0,24.3,0.249,29,2
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3,176,86,27,156,33.3,1.154,52,1
|
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0,73,0,0,0,21.1,0.342,25,2
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11,111,84,40,0,46.8,0.925,45,1
|
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2,112,78,50,140,39.4,0.175,24,2
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3,132,80,0,0,34.4,0.402,44,1
|
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2,82,52,22,115,28.5,1.699,25,2
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6,123,72,45,230,33.6,0.733,34,2
|
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0,188,82,14,185,32,0.682,22,1
|
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0,67,76,0,0,45.3,0.194,46,2
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1,89,24,19,25,27.8,0.559,21,2
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1,173,74,0,0,36.8,0.088,38,1
|
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1,109,38,18,120,23.1,0.407,26,2
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1,108,88,19,0,27.1,0.4,24,2
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6,96,0,0,0,23.7,0.19,28,2
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1,124,74,36,0,27.8,0.1,30,2
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7,150,78,29,126,35.2,0.692,54,1
|
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4,183,0,0,0,28.4,0.212,36,1
|
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1,124,60,32,0,35.8,0.514,21,2
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1,181,78,42,293,40,1.258,22,1
|
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1,92,62,25,41,19.5,0.482,25,2
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0,152,82,39,272,41.5,0.27,27,2
|
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1,111,62,13,182,24,0.138,23,2
|
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3,106,54,21,158,30.9,0.292,24,2
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3,174,58,22,194,32.9,0.593,36,1
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7,168,88,42,321,38.2,0.787,40,1
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6,105,80,28,0,32.5,0.878,26,2
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11,138,74,26,144,36.1,0.557,50,1
|
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3,106,72,0,0,25.8,0.207,27,2
|
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6,117,96,0,0,28.7,0.157,30,2
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2,68,62,13,15,20.1,0.257,23,2
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9,112,82,24,0,28.2,1.282,50,1
|
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0,119,0,0,0,32.4,0.141,24,1
|
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2,112,86,42,160,38.4,0.246,28,2
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2,92,76,20,0,24.2,1.698,28,2
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6,183,94,0,0,40.8,1.461,45,2
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0,94,70,27,115,43.5,0.347,21,2
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2,108,64,0,0,30.8,0.158,21,2
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4,90,88,47,54,37.7,0.362,29,2
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0,125,68,0,0,24.7,0.206,21,2
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0,132,78,0,0,32.4,0.393,21,2
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5,128,80,0,0,34.6,0.144,45,2
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4,94,65,22,0,24.7,0.148,21,2
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7,114,64,0,0,27.4,0.732,34,1
|
||||
0,102,78,40,90,34.5,0.238,24,2
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2,111,60,0,0,26.2,0.343,23,2
|
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1,128,82,17,183,27.5,0.115,22,2
|
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10,92,62,0,0,25.9,0.167,31,2
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13,104,72,0,0,31.2,0.465,38,1
|
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5,104,74,0,0,28.8,0.153,48,2
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2,94,76,18,66,31.6,0.649,23,2
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7,97,76,32,91,40.9,0.871,32,1
|
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1,100,74,12,46,19.5,0.149,28,2
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0,102,86,17,105,29.3,0.695,27,2
|
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4,128,70,0,0,34.3,0.303,24,2
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6,147,80,0,0,29.5,0.178,50,1
|
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4,90,0,0,0,28,0.61,31,2
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3,103,72,30,152,27.6,0.73,27,2
|
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2,157,74,35,440,39.4,0.134,30,2
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||||
1,167,74,17,144,23.4,0.447,33,1
|
||||
0,179,50,36,159,37.8,0.455,22,1
|
||||
11,136,84,35,130,28.3,0.26,42,1
|
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0,107,60,25,0,26.4,0.133,23,2
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1,91,54,25,100,25.2,0.234,23,2
|
||||
1,117,60,23,106,33.8,0.466,27,2
|
||||
5,123,74,40,77,34.1,0.269,28,2
|
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2,120,54,0,0,26.8,0.455,27,2
|
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1,106,70,28,135,34.2,0.142,22,2
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2,155,52,27,540,38.7,0.24,25,1
|
||||
2,101,58,35,90,21.8,0.155,22,2
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||||
1,120,80,48,200,38.9,1.162,41,2
|
||||
11,127,106,0,0,39,0.19,51,2
|
||||
3,80,82,31,70,34.2,1.292,27,1
|
||||
10,162,84,0,0,27.7,0.182,54,2
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||||
1,199,76,43,0,42.9,1.394,22,1
|
||||
8,167,106,46,231,37.6,0.165,43,1
|
||||
9,145,80,46,130,37.9,0.637,40,1
|
||||
6,115,60,39,0,33.7,0.245,40,1
|
||||
1,112,80,45,132,34.8,0.217,24,2
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||||
4,145,82,18,0,32.5,0.235,70,1
|
||||
10,111,70,27,0,27.5,0.141,40,1
|
||||
6,98,58,33,190,34,0.43,43,2
|
||||
9,154,78,30,100,30.9,0.164,45,2
|
||||
6,165,68,26,168,33.6,0.631,49,2
|
||||
1,99,58,10,0,25.4,0.551,21,2
|
||||
10,68,106,23,49,35.5,0.285,47,2
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||||
3,123,100,35,240,57.3,0.88,22,2
|
||||
8,91,82,0,0,35.6,0.587,68,2
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||||
6,195,70,0,0,30.9,0.328,31,1
|
||||
9,156,86,0,0,24.8,0.23,53,1
|
||||
0,93,60,0,0,35.3,0.263,25,2
|
||||
3,121,52,0,0,36,0.127,25,1
|
||||
2,101,58,17,265,24.2,0.614,23,2
|
||||
2,56,56,28,45,24.2,0.332,22,2
|
||||
0,162,76,36,0,49.6,0.364,26,1
|
||||
0,95,64,39,105,44.6,0.366,22,2
|
||||
4,125,80,0,0,32.3,0.536,27,1
|
||||
5,136,82,0,0,0,0.64,69,2
|
||||
2,129,74,26,205,33.2,0.591,25,2
|
||||
3,130,64,0,0,23.1,0.314,22,2
|
||||
1,107,50,19,0,28.3,0.181,29,2
|
||||
1,140,74,26,180,24.1,0.828,23,2
|
||||
1,144,82,46,180,46.1,0.335,46,1
|
||||
8,107,80,0,0,24.6,0.856,34,2
|
||||
13,158,114,0,0,42.3,0.257,44,1
|
||||
2,121,70,32,95,39.1,0.886,23,2
|
||||
7,129,68,49,125,38.5,0.439,43,1
|
||||
2,90,60,0,0,23.5,0.191,25,2
|
||||
7,142,90,24,480,30.4,0.128,43,1
|
||||
3,169,74,19,125,29.9,0.268,31,1
|
||||
0,99,0,0,0,25,0.253,22,2
|
||||
4,127,88,11,155,34.5,0.598,28,2
|
||||
4,118,70,0,0,44.5,0.904,26,2
|
||||
2,122,76,27,200,35.9,0.483,26,2
|
||||
6,125,78,31,0,27.6,0.565,49,1
|
||||
1,168,88,29,0,35,0.905,52,1
|
||||
2,129,0,0,0,38.5,0.304,41,2
|
||||
4,110,76,20,100,28.4,0.118,27,2
|
||||
6,80,80,36,0,39.8,0.177,28,2
|
||||
10,115,0,0,0,0,0.261,30,1
|
||||
2,127,46,21,335,34.4,0.176,22,2
|
||||
9,164,78,0,0,32.8,0.148,45,1
|
||||
2,93,64,32,160,38,0.674,23,1
|
||||
3,158,64,13,387,31.2,0.295,24,2
|
||||
5,126,78,27,22,29.6,0.439,40,2
|
||||
10,129,62,36,0,41.2,0.441,38,1
|
||||
0,134,58,20,291,26.4,0.352,21,2
|
||||
3,102,74,0,0,29.5,0.121,32,2
|
||||
7,187,50,33,392,33.9,0.826,34,1
|
||||
3,173,78,39,185,33.8,0.97,31,1
|
||||
10,94,72,18,0,23.1,0.595,56,2
|
||||
1,108,60,46,178,35.5,0.415,24,2
|
||||
5,97,76,27,0,35.6,0.378,52,1
|
||||
4,83,86,19,0,29.3,0.317,34,2
|
||||
1,114,66,36,200,38.1,0.289,21,2
|
||||
1,149,68,29,127,29.3,0.349,42,1
|
||||
5,117,86,30,105,39.1,0.251,42,2
|
||||
1,111,94,0,0,32.8,0.265,45,2
|
||||
4,112,78,40,0,39.4,0.236,38,2
|
||||
1,116,78,29,180,36.1,0.496,25,2
|
||||
0,141,84,26,0,32.4,0.433,22,2
|
||||
2,175,88,0,0,22.9,0.326,22,2
|
||||
2,92,52,0,0,30.1,0.141,22,2
|
||||
3,130,78,23,79,28.4,0.323,34,1
|
||||
8,120,86,0,0,28.4,0.259,22,1
|
||||
2,174,88,37,120,44.5,0.646,24,1
|
||||
2,106,56,27,165,29,0.426,22,2
|
||||
2,105,75,0,0,23.3,0.56,53,2
|
||||
4,95,60,32,0,35.4,0.284,28,2
|
||||
0,126,86,27,120,27.4,0.515,21,2
|
||||
8,65,72,23,0,32,0.6,42,2
|
||||
2,99,60,17,160,36.6,0.453,21,2
|
||||
1,102,74,0,0,39.5,0.293,42,1
|
||||
11,120,80,37,150,42.3,0.785,48,1
|
||||
3,102,44,20,94,30.8,0.4,26,2
|
||||
1,109,58,18,116,28.5,0.219,22,2
|
||||
9,140,94,0,0,32.7,0.734,45,1
|
||||
13,153,88,37,140,40.6,1.174,39,2
|
||||
12,100,84,33,105,30,0.488,46,2
|
||||
1,147,94,41,0,49.3,0.358,27,1
|
||||
1,81,74,41,57,46.3,1.096,32,2
|
||||
3,187,70,22,200,36.4,0.408,36,1
|
||||
6,162,62,0,0,24.3,0.178,50,1
|
||||
4,136,70,0,0,31.2,1.182,22,1
|
||||
1,121,78,39,74,39,0.261,28,2
|
||||
3,108,62,24,0,26,0.223,25,2
|
||||
0,181,88,44,510,43.3,0.222,26,1
|
||||
8,154,78,32,0,32.4,0.443,45,1
|
||||
1,128,88,39,110,36.5,1.057,37,1
|
||||
7,137,90,41,0,32,0.391,39,2
|
||||
0,123,72,0,0,36.3,0.258,52,1
|
||||
1,106,76,0,0,37.5,0.197,26,2
|
||||
6,190,92,0,0,35.5,0.278,66,1
|
||||
2,88,58,26,16,28.4,0.766,22,2
|
||||
9,170,74,31,0,44,0.403,43,1
|
||||
9,89,62,0,0,22.5,0.142,33,2
|
||||
10,101,76,48,180,32.9,0.171,63,2
|
||||
2,122,70,27,0,36.8,0.34,27,2
|
||||
5,121,72,23,112,26.2,0.245,30,2
|
||||
1,126,60,0,0,30.1,0.349,47,1
|
||||
1,93,70,31,0,30.4,0.315,23,2
|
||||
|
|
|
@ -0,0 +1,10 @@
|
|||
import numpy as np
|
||||
import pandas as pd
|
||||
from sklearn.cluster import AgglomerativeClustering
|
||||
#data = np.random.rand(100, 3) #生成一个随机数据，样本大小为100, 特征数为3
|
||||
data_url = "iris.csv"
|
||||
df = pd.read_csv(data_url)
|
||||
data = df.T[0:4].T
|
||||
clustering = AgglomerativeClustering(linkage= 'average', n_clusters=3)
|
||||
result = clustering.fit_predict(data)
|
||||
print(result)
|
||||
|
|
@ -0,0 +1,136 @@
|
|||
1,2,3,4,classtag
|
||||
5,3.6,1.4,0.2,0
|
||||
5.4,3.9,1.7,0.4,0
|
||||
4.6,3.4,1.4,0.3,0
|
||||
5,3.4,1.5,0.2,0
|
||||
4.4,2.9,1.4,0.2,0
|
||||
4.9,3.1,1.5,0.1,0
|
||||
5.4,3.7,1.5,0.2,0
|
||||
4.8,3.4,1.6,0.2,0
|
||||
4.8,3,1.4,0.1,0
|
||||
4.3,3,1.1,0.1,0
|
||||
5.8,4,1.2,0.2,0
|
||||
5.7,4.4,1.5,0.4,0
|
||||
5.4,3.9,1.3,0.4,0
|
||||
5.1,3.5,1.4,0.3,0
|
||||
5.7,3.8,1.7,0.3,0
|
||||
5.1,3.8,1.5,0.3,0
|
||||
5.4,3.4,1.7,0.2,0
|
||||
5.1,3.7,1.5,0.4,0
|
||||
4.6,3.6,1,0.2,0
|
||||
5.1,3.3,1.7,0.5,0
|
||||
4.8,3.4,1.9,0.2,0
|
||||
5,3,1.6,0.2,0
|
||||
5,3.4,1.6,0.4,0
|
||||
5.2,3.5,1.5,0.2,0
|
||||
5.2,3.4,1.4,0.2,0
|
||||
4.7,3.2,1.6,0.2,0
|
||||
4.8,3.1,1.6,0.2,0
|
||||
5.4,3.4,1.5,0.4,0
|
||||
5.2,4.1,1.5,0.1,0
|
||||
5.5,4.2,1.4,0.2,0
|
||||
4.9,3.1,1.5,0.1,0
|
||||
5,3.2,1.2,0.2,0
|
||||
5.5,3.5,1.3,0.2,0
|
||||
4.9,3.1,1.5,0.1,0
|
||||
4.4,3,1.3,0.2,0
|
||||
5.1,3.4,1.5,0.2,0
|
||||
5,3.5,1.3,0.3,0
|
||||
4.5,2.3,1.3,0.3,0
|
||||
4.4,3.2,1.3,0.2,0
|
||||
5,3.5,1.6,0.6,0
|
||||
5.1,3.8,1.9,0.4,0
|
||||
4.8,3,1.4,0.3,0
|
||||
5.1,3.8,1.6,0.2,0
|
||||
4.6,3.2,1.4,0.2,0
|
||||
5.3,3.7,1.5,0.2,0
|
||||
5,3.3,1.4,0.2,0
|
||||
7,3.2,4.7,1.4,1
|
||||
6.4,3.2,4.5,1.5,1
|
||||
6.9,3.1,4.9,1.5,1
|
||||
5.5,2.3,4,1.3,1
|
||||
6.5,2.8,4.6,1.5,1
|
||||
5.7,2.8,4.5,1.3,1
|
||||
6.3,3.3,4.7,1.6,1
|
||||
4.9,2.4,3.3,1,1
|
||||
6.6,2.9,4.6,1.3,1
|
||||
5.2,2.7,3.9,1.4,1
|
||||
5,2,3.5,1,1
|
||||
5.6,3,4.5,1.5,1
|
||||
5.8,2.7,4.1,1,1
|
||||
6.2,2.2,4.5,1.5,1
|
||||
5.6,2.5,3.9,1.1,1
|
||||
5.9,3.2,4.8,1.8,1
|
||||
6.1,2.8,4,1.3,1
|
||||
6.3,2.5,4.9,1.5,1
|
||||
6.1,2.8,4.7,1.2,1
|
||||
6.4,2.9,4.3,1.3,1
|
||||
6.6,3,4.4,1.4,1
|
||||
6.8,2.8,4.8,1.4,1
|
||||
6.7,3,5,1.7,1
|
||||
6,2.9,4.5,1.5,1
|
||||
5.7,2.6,3.5,1,1
|
||||
5.5,2.4,3.8,1.1,1
|
||||
5.5,2.4,3.7,1,1
|
||||
5.8,2.7,3.9,1.2,1
|
||||
6,2.7,5.1,1.6,1
|
||||
5.4,3,4.5,1.5,1
|
||||
6,3.4,4.5,1.6,1
|
||||
6.7,3.1,4.7,1.5,1
|
||||
6.3,2.3,4.4,1.3,1
|
||||
5.6,3,4.1,1.3,1
|
||||
5.5,2.5,4,1.3,1
|
||||
5.5,2.6,4.4,1.2,1
|
||||
6.1,3,4.6,1.4,1
|
||||
5.8,2.6,4,1.2,1
|
||||
5,2.3,3.3,1,1
|
||||
5.6,2.7,4.2,1.3,1
|
||||
5.7,3,4.2,1.2,1
|
||||
5.7,2.9,4.2,1.3,1
|
||||
6.2,2.9,4.3,1.3,1
|
||||
5.1,2.5,3,1.1,1
|
||||
5.7,2.8,4.1,1.3,1
|
||||
6.3,3.3,6,2.5,2
|
||||
5.8,2.7,5.1,1.9,2
|
||||
7.1,3,5.9,2.1,2
|
||||
6.3,2.9,5.6,1.8,2
|
||||
6.5,3,5.8,2.2,2
|
||||
7.6,3,6.6,2.1,2
|
||||
4.9,2.5,4.5,1.7,2
|
||||
7.3,2.9,6.3,1.8,2
|
||||
6.7,2.5,5.8,1.8,2
|
||||
7.2,3.6,6.1,2.5,2
|
||||
6.5,3.2,5.1,2,2
|
||||
6.4,2.7,5.3,1.9,2
|
||||
6.8,3,5.5,2.1,2
|
||||
5.7,2.5,5,2,2
|
||||
5.8,2.8,5.1,2.4,2
|
||||
6.4,3.2,5.3,2.3,2
|
||||
6.5,3,5.5,1.8,2
|
||||
7.7,3.8,6.7,2.2,2
|
||||
7.7,2.6,6.9,2.3,2
|
||||
6,2.2,5,1.5,2
|
||||
6.9,3.2,5.7,2.3,2
|
||||
5.6,2.8,4.9,2,2
|
||||
7.7,2.8,6.7,2,2
|
||||
6.3,2.7,4.9,1.8,2
|
||||
6.7,3.3,5.7,2.1,2
|
||||
7.2,3.2,6,1.8,2
|
||||
6.2,2.8,4.8,1.8,2
|
||||
6.1,3,4.9,1.8,2
|
||||
6.4,2.8,5.6,2.1,2
|
||||
7.7,3,6.1,2.3,2
|
||||
6.3,3.4,5.6,2.4,2
|
||||
6.4,3.1,5.5,1.8,2
|
||||
6,3,4.8,1.8,2
|
||||
6.9,3.1,5.4,2.1,2
|
||||
6.7,3.1,5.6,2.4,2
|
||||
6.9,3.1,5.1,2.3,2
|
||||
5.8,2.7,5.1,1.9,2
|
||||
6.8,3.2,5.9,2.3,2
|
||||
6.7,3.3,5.7,2.5,2
|
||||
6.7,3,5.2,2.3,2
|
||||
6.3,2.5,5,1.9,2
|
||||
6.5,3,5.2,2,2
|
||||
6.2,3.4,5.4,2.3,2
|
||||
5.9,3,5.1,1.8,2
|
||||
|
|
|
@ -0,0 +1,12 @@
|
|||
import numpy as np
|
||||
import pandas as pd
|
||||
from sklearn.cluster import KMeans
|
||||
#data = np.random.rand(100, 3) #生成一个随机数据，样本大小为100, 特征数为3
|
||||
#假如我要构造一个聚类数为3的聚类器
|
||||
data_url = "iris.csv"
|
||||
df = pd.read_csv(data_url)
|
||||
data = df.T[0:4].T
|
||||
#print(data)
|
||||
estimator = KMeans(n_clusters=3)#构造聚类器
|
||||
result = estimator.fit_predict(data)
|
||||
print(result)
|
||||
|
|
@ -0,0 +1,18 @@
|
|||
from sklearn.cluster import KMeans
|
||||
import numpy as np
|
||||
#X = np.array([[1, 2], [1, 4], [1, 0],
|
||||
# [10, 2], [10, 4], [10, 0]])
|
||||
|
||||
import pandas as pd
|
||||
from pandas import DataFrame
|
||||
data_url = "diabetes.csv"
|
||||
df = pd.read_csv(data_url)
|
||||
x = df.ix[:, 1:9]
|
||||
#print(df)
|
||||
|
||||
kmeans = KMeans(n_clusters=2, random_state=0).fit(x)
|
||||
print(kmeans.labels_)
|
||||
|
||||
#print(kmeans.predict([[0, 0], [12, 3]]))
|
||||
|
||||
#print(kmeans.cluster_centers_)
|
||||
|
|
@ -0,0 +1,768 @@
|
|||
preg,plas,pres,skin,insu,mass,pedi,age,class
|
||||
1,85,66,29,0,26.6,0.351,31,2
|
||||
8,183,64,0,0,23.3,0.672,32,1
|
||||
1,89,66,23,94,28.1,0.167,21,2
|
||||
0,137,40,35,168,43.1,2.288,33,1
|
||||
5,116,74,0,0,25.6,0.201,30,2
|
||||
3,78,50,32,88,31,0.248,26,1
|
||||
10,115,0,0,0,35.3,0.134,29,2
|
||||
2,197,70,45,543,30.5,0.158,53,1
|
||||
8,125,96,0,0,0,0.232,54,1
|
||||
4,110,92,0,0,37.6,0.191,30,2
|
||||
10,168,74,0,0,38,0.537,34,1
|
||||
10,139,80,0,0,27.1,1.441,57,2
|
||||
1,189,60,23,846,30.1,0.398,59,1
|
||||
5,166,72,19,175,25.8,0.587,51,1
|
||||
7,100,0,0,0,30,0.484,32,1
|
||||
0,118,84,47,230,45.8,0.551,31,1
|
||||
7,107,74,0,0,29.6,0.254,31,1
|
||||
1,103,30,38,83,43.3,0.183,33,2
|
||||
1,115,70,30,96,34.6,0.529,32,1
|
||||
3,126,88,41,235,39.3,0.704,27,2
|
||||
8,99,84,0,0,35.4,0.388,50,2
|
||||
7,196,90,0,0,39.8,0.451,41,1
|
||||
9,119,80,35,0,29,0.263,29,1
|
||||
11,143,94,33,146,36.6,0.254,51,1
|
||||
10,125,70,26,115,31.1,0.205,41,1
|
||||
7,147,76,0,0,39.4,0.257,43,1
|
||||
1,97,66,15,140,23.2,0.487,22,2
|
||||
13,145,82,19,110,22.2,0.245,57,2
|
||||
5,117,92,0,0,34.1,0.337,38,2
|
||||
5,109,75,26,0,36,0.546,60,2
|
||||
3,158,76,36,245,31.6,0.851,28,1
|
||||
3,88,58,11,54,24.8,0.267,22,2
|
||||
6,92,92,0,0,19.9,0.188,28,2
|
||||
10,122,78,31,0,27.6,0.512,45,2
|
||||
4,103,60,33,192,24,0.966,33,2
|
||||
11,138,76,0,0,33.2,0.42,35,2
|
||||
9,102,76,37,0,32.9,0.665,46,1
|
||||
2,90,68,42,0,38.2,0.503,27,1
|
||||
4,111,72,47,207,37.1,1.39,56,1
|
||||
3,180,64,25,70,34,0.271,26,2
|
||||
7,133,84,0,0,40.2,0.696,37,2
|
||||
7,106,92,18,0,22.7,0.235,48,2
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9,171,110,24,240,45.4,0.721,54,1
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7,159,64,0,0,27.4,0.294,40,2
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0,180,66,39,0,42,1.893,25,1
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1,146,56,0,0,29.7,0.564,29,2
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2,71,70,27,0,28,0.586,22,2
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7,103,66,32,0,39.1,0.344,31,1
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7,105,0,0,0,0,0.305,24,2
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1,103,80,11,82,19.4,0.491,22,2
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1,101,50,15,36,24.2,0.526,26,2
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5,88,66,21,23,24.4,0.342,30,2
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8,176,90,34,300,33.7,0.467,58,1
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7,150,66,42,342,34.7,0.718,42,2
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1,73,50,10,0,23,0.248,21,2
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7,187,68,39,304,37.7,0.254,41,1
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0,100,88,60,110,46.8,0.962,31,2
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0,146,82,0,0,40.5,1.781,44,2
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0,105,64,41,142,41.5,0.173,22,2
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2,84,0,0,0,0,0.304,21,2
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8,133,72,0,0,32.9,0.27,39,1
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5,44,62,0,0,25,0.587,36,2
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2,141,58,34,128,25.4,0.699,24,2
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7,114,66,0,0,32.8,0.258,42,1
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5,99,74,27,0,29,0.203,32,2
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0,109,88,30,0,32.5,0.855,38,1
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2,109,92,0,0,42.7,0.845,54,2
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1,95,66,13,38,19.6,0.334,25,2
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4,146,85,27,100,28.9,0.189,27,2
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2,100,66,20,90,32.9,0.867,28,1
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5,139,64,35,140,28.6,0.411,26,2
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13,126,90,0,0,43.4,0.583,42,1
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4,129,86,20,270,35.1,0.231,23,2
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1,79,75,30,0,32,0.396,22,2
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1,0,48,20,0,24.7,0.14,22,2
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7,62,78,0,0,32.6,0.391,41,2
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5,95,72,33,0,37.7,0.37,27,2
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0,131,0,0,0,43.2,0.27,26,1
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2,112,66,22,0,25,0.307,24,2
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3,113,44,13,0,22.4,0.14,22,2
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2,74,0,0,0,0,0.102,22,2
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7,83,78,26,71,29.3,0.767,36,2
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0,101,65,28,0,24.6,0.237,22,2
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5,137,108,0,0,48.8,0.227,37,1
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2,110,74,29,125,32.4,0.698,27,2
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13,106,72,54,0,36.6,0.178,45,2
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2,100,68,25,71,38.5,0.324,26,2
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15,136,70,32,110,37.1,0.153,43,1
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1,107,68,19,0,26.5,0.165,24,2
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1,80,55,0,0,19.1,0.258,21,2
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4,123,80,15,176,32,0.443,34,2
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7,81,78,40,48,46.7,0.261,42,2
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4,134,72,0,0,23.8,0.277,60,1
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2,142,82,18,64,24.7,0.761,21,2
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6,144,72,27,228,33.9,0.255,40,2
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2,92,62,28,0,31.6,0.13,24,2
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1,71,48,18,76,20.4,0.323,22,2
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6,93,50,30,64,28.7,0.356,23,2
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1,122,90,51,220,49.7,0.325,31,1
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1,163,72,0,0,39,1.222,33,1
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1,151,60,0,0,26.1,0.179,22,2
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0,125,96,0,0,22.5,0.262,21,2
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1,81,72,18,40,26.6,0.283,24,2
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2,85,65,0,0,39.6,0.93,27,2
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1,126,56,29,152,28.7,0.801,21,2
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1,96,122,0,0,22.4,0.207,27,2
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4,144,58,28,140,29.5,0.287,37,2
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3,83,58,31,18,34.3,0.336,25,2
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0,95,85,25,36,37.4,0.247,24,1
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3,171,72,33,135,33.3,0.199,24,1
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8,155,62,26,495,34,0.543,46,1
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1,89,76,34,37,31.2,0.192,23,2
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4,76,62,0,0,34,0.391,25,2
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7,160,54,32,175,30.5,0.588,39,1
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4,146,92,0,0,31.2,0.539,61,1
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5,124,74,0,0,34,0.22,38,1
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5,78,48,0,0,33.7,0.654,25,2
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4,97,60,23,0,28.2,0.443,22,2
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4,99,76,15,51,23.2,0.223,21,2
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0,162,76,56,100,53.2,0.759,25,1
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6,111,64,39,0,34.2,0.26,24,2
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2,107,74,30,100,33.6,0.404,23,2
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5,132,80,0,0,26.8,0.186,69,2
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0,113,76,0,0,33.3,0.278,23,1
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1,88,30,42,99,55,0.496,26,1
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3,120,70,30,135,42.9,0.452,30,2
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1,118,58,36,94,33.3,0.261,23,2
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1,117,88,24,145,34.5,0.403,40,1
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0,105,84,0,0,27.9,0.741,62,1
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4,173,70,14,168,29.7,0.361,33,1
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9,122,56,0,0,33.3,1.114,33,1
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3,170,64,37,225,34.5,0.356,30,1
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8,84,74,31,0,38.3,0.457,39,2
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2,96,68,13,49,21.1,0.647,26,2
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2,125,60,20,140,33.8,0.088,31,2
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0,100,70,26,50,30.8,0.597,21,2
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0,93,60,25,92,28.7,0.532,22,2
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0,129,80,0,0,31.2,0.703,29,2
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5,105,72,29,325,36.9,0.159,28,2
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3,128,78,0,0,21.1,0.268,55,2
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5,106,82,30,0,39.5,0.286,38,2
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2,108,52,26,63,32.5,0.318,22,2
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10,108,66,0,0,32.4,0.272,42,1
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4,154,62,31,284,32.8,0.237,23,2
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0,102,75,23,0,0,0.572,21,2
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9,57,80,37,0,32.8,0.096,41,2
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2,106,64,35,119,30.5,1.4,34,2
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5,147,78,0,0,33.7,0.218,65,2
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2,90,70,17,0,27.3,0.085,22,2
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1,136,74,50,204,37.4,0.399,24,2
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4,114,65,0,0,21.9,0.432,37,2
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9,156,86,28,155,34.3,1.189,42,1
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1,153,82,42,485,40.6,0.687,23,2
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8,188,78,0,0,47.9,0.137,43,1
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7,152,88,44,0,50,0.337,36,1
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2,99,52,15,94,24.6,0.637,21,2
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1,109,56,21,135,25.2,0.833,23,2
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2,88,74,19,53,29,0.229,22,2
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17,163,72,41,114,40.9,0.817,47,1
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4,151,90,38,0,29.7,0.294,36,2
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7,102,74,40,105,37.2,0.204,45,2
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0,114,80,34,285,44.2,0.167,27,2
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2,100,64,23,0,29.7,0.368,21,2
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0,131,88,0,0,31.6,0.743,32,1
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6,104,74,18,156,29.9,0.722,41,1
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3,148,66,25,0,32.5,0.256,22,2
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4,120,68,0,0,29.6,0.709,34,2
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4,110,66,0,0,31.9,0.471,29,2
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3,111,90,12,78,28.4,0.495,29,2
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6,102,82,0,0,30.8,0.18,36,1
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6,134,70,23,130,35.4,0.542,29,1
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2,87,0,23,0,28.9,0.773,25,2
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1,79,60,42,48,43.5,0.678,23,2
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2,75,64,24,55,29.7,0.37,33,2
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8,179,72,42,130,32.7,0.719,36,1
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6,85,78,0,0,31.2,0.382,42,2
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0,129,110,46,130,67.1,0.319,26,1
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5,143,78,0,0,45,0.19,47,2
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5,130,82,0,0,39.1,0.956,37,1
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6,87,80,0,0,23.2,0.084,32,2
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0,119,64,18,92,34.9,0.725,23,2
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1,0,74,20,23,27.7,0.299,21,2
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5,73,60,0,0,26.8,0.268,27,2
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4,141,74,0,0,27.6,0.244,40,2
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7,194,68,28,0,35.9,0.745,41,1
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8,181,68,36,495,30.1,0.615,60,1
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1,128,98,41,58,32,1.321,33,1
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8,109,76,39,114,27.9,0.64,31,1
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5,139,80,35,160,31.6,0.361,25,1
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3,111,62,0,0,22.6,0.142,21,2
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9,123,70,44,94,33.1,0.374,40,2
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7,159,66,0,0,30.4,0.383,36,1
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11,135,0,0,0,52.3,0.578,40,1
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8,85,55,20,0,24.4,0.136,42,2
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5,158,84,41,210,39.4,0.395,29,1
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1,105,58,0,0,24.3,0.187,21,2
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3,107,62,13,48,22.9,0.678,23,1
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4,109,64,44,99,34.8,0.905,26,1
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4,148,60,27,318,30.9,0.15,29,1
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0,113,80,16,0,31,0.874,21,2
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1,138,82,0,0,40.1,0.236,28,2
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0,108,68,20,0,27.3,0.787,32,2
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2,99,70,16,44,20.4,0.235,27,2
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6,103,72,32,190,37.7,0.324,55,2
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5,111,72,28,0,23.9,0.407,27,2
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8,196,76,29,280,37.5,0.605,57,1
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5,162,104,0,0,37.7,0.151,52,1
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1,96,64,27,87,33.2,0.289,21,2
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7,184,84,33,0,35.5,0.355,41,1
|
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2,81,60,22,0,27.7,0.29,25,2
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0,147,85,54,0,42.8,0.375,24,2
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7,179,95,31,0,34.2,0.164,60,2
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0,140,65,26,130,42.6,0.431,24,1
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9,112,82,32,175,34.2,0.26,36,1
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12,151,70,40,271,41.8,0.742,38,1
|
||||
5,109,62,41,129,35.8,0.514,25,1
|
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6,125,68,30,120,30,0.464,32,2
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5,85,74,22,0,29,1.224,32,1
|
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5,112,66,0,0,37.8,0.261,41,1
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0,177,60,29,478,34.6,1.072,21,1
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2,158,90,0,0,31.6,0.805,66,1
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7,119,0,0,0,25.2,0.209,37,2
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7,142,60,33,190,28.8,0.687,61,2
|
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1,100,66,15,56,23.6,0.666,26,2
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1,87,78,27,32,34.6,0.101,22,2
|
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0,101,76,0,0,35.7,0.198,26,2
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3,162,52,38,0,37.2,0.652,24,1
|
||||
4,197,70,39,744,36.7,2.329,31,2
|
||||
0,117,80,31,53,45.2,0.089,24,2
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4,142,86,0,0,44,0.645,22,1
|
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6,134,80,37,370,46.2,0.238,46,1
|
||||
1,79,80,25,37,25.4,0.583,22,2
|
||||
4,122,68,0,0,35,0.394,29,2
|
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3,74,68,28,45,29.7,0.293,23,2
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4,171,72,0,0,43.6,0.479,26,1
|
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7,181,84,21,192,35.9,0.586,51,1
|
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0,179,90,27,0,44.1,0.686,23,1
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9,164,84,21,0,30.8,0.831,32,1
|
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0,104,76,0,0,18.4,0.582,27,2
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||||
1,91,64,24,0,29.2,0.192,21,2
|
||||
4,91,70,32,88,33.1,0.446,22,2
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||||
3,139,54,0,0,25.6,0.402,22,1
|
||||
6,119,50,22,176,27.1,1.318,33,1
|
||||
2,146,76,35,194,38.2,0.329,29,2
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||||
9,184,85,15,0,30,1.213,49,1
|
||||
10,122,68,0,0,31.2,0.258,41,2
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||||
0,165,90,33,680,52.3,0.427,23,2
|
||||
9,124,70,33,402,35.4,0.282,34,2
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1,111,86,19,0,30.1,0.143,23,2
|
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9,106,52,0,0,31.2,0.38,42,2
|
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2,129,84,0,0,28,0.284,27,2
|
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2,90,80,14,55,24.4,0.249,24,2
|
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0,86,68,32,0,35.8,0.238,25,2
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12,92,62,7,258,27.6,0.926,44,1
|
||||
1,113,64,35,0,33.6,0.543,21,1
|
||||
3,111,56,39,0,30.1,0.557,30,2
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||||
2,114,68,22,0,28.7,0.092,25,2
|
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1,193,50,16,375,25.9,0.655,24,2
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||||
11,155,76,28,150,33.3,1.353,51,1
|
||||
3,191,68,15,130,30.9,0.299,34,2
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||||
3,141,0,0,0,30,0.761,27,1
|
||||
4,95,70,32,0,32.1,0.612,24,2
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||||
3,142,80,15,0,32.4,0.2,63,2
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||||
4,123,62,0,0,32,0.226,35,1
|
||||
5,96,74,18,67,33.6,0.997,43,2
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||||
0,138,0,0,0,36.3,0.933,25,1
|
||||
2,128,64,42,0,40,1.101,24,2
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||||
0,102,52,0,0,25.1,0.078,21,2
|
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2,146,0,0,0,27.5,0.24,28,1
|
||||
10,101,86,37,0,45.6,1.136,38,1
|
||||
2,108,62,32,56,25.2,0.128,21,2
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3,122,78,0,0,23,0.254,40,2
|
||||
1,71,78,50,45,33.2,0.422,21,2
|
||||
13,106,70,0,0,34.2,0.251,52,2
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||||
2,100,70,52,57,40.5,0.677,25,2
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||||
7,106,60,24,0,26.5,0.296,29,1
|
||||
0,104,64,23,116,27.8,0.454,23,2
|
||||
5,114,74,0,0,24.9,0.744,57,2
|
||||
2,108,62,10,278,25.3,0.881,22,2
|
||||
0,146,70,0,0,37.9,0.334,28,1
|
||||
10,129,76,28,122,35.9,0.28,39,2
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||||
7,133,88,15,155,32.4,0.262,37,2
|
||||
7,161,86,0,0,30.4,0.165,47,1
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||||
2,108,80,0,0,27,0.259,52,1
|
||||
7,136,74,26,135,26,0.647,51,2
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||||
5,155,84,44,545,38.7,0.619,34,2
|
||||
1,119,86,39,220,45.6,0.808,29,1
|
||||
4,96,56,17,49,20.8,0.34,26,2
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||||
5,108,72,43,75,36.1,0.263,33,2
|
||||
0,78,88,29,40,36.9,0.434,21,2
|
||||
0,107,62,30,74,36.6,0.757,25,1
|
||||
2,128,78,37,182,43.3,1.224,31,1
|
||||
1,128,48,45,194,40.5,0.613,24,1
|
||||
0,161,50,0,0,21.9,0.254,65,2
|
||||
6,151,62,31,120,35.5,0.692,28,2
|
||||
2,146,70,38,360,28,0.337,29,1
|
||||
0,126,84,29,215,30.7,0.52,24,2
|
||||
14,100,78,25,184,36.6,0.412,46,1
|
||||
8,112,72,0,0,23.6,0.84,58,2
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||||
0,167,0,0,0,32.3,0.839,30,1
|
||||
2,144,58,33,135,31.6,0.422,25,1
|
||||
5,77,82,41,42,35.8,0.156,35,2
|
||||
5,115,98,0,0,52.9,0.209,28,1
|
||||
3,150,76,0,0,21,0.207,37,2
|
||||
2,120,76,37,105,39.7,0.215,29,2
|
||||
10,161,68,23,132,25.5,0.326,47,1
|
||||
0,137,68,14,148,24.8,0.143,21,2
|
||||
0,128,68,19,180,30.5,1.391,25,1
|
||||
2,124,68,28,205,32.9,0.875,30,1
|
||||
6,80,66,30,0,26.2,0.313,41,2
|
||||
0,106,70,37,148,39.4,0.605,22,2
|
||||
2,155,74,17,96,26.6,0.433,27,1
|
||||
3,113,50,10,85,29.5,0.626,25,2
|
||||
7,109,80,31,0,35.9,1.127,43,1
|
||||
2,112,68,22,94,34.1,0.315,26,2
|
||||
3,99,80,11,64,19.3,0.284,30,2
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||||
3,182,74,0,0,30.5,0.345,29,1
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||||
3,115,66,39,140,38.1,0.15,28,2
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||||
6,194,78,0,0,23.5,0.129,59,1
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||||
4,129,60,12,231,27.5,0.527,31,2
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||||
3,112,74,30,0,31.6,0.197,25,1
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||||
0,124,70,20,0,27.4,0.254,36,1
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||||
13,152,90,33,29,26.8,0.731,43,1
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||||
2,112,75,32,0,35.7,0.148,21,2
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||||
1,157,72,21,168,25.6,0.123,24,2
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||||
1,122,64,32,156,35.1,0.692,30,1
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||||
10,179,70,0,0,35.1,0.2,37,2
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||||
2,102,86,36,120,45.5,0.127,23,1
|
||||
6,105,70,32,68,30.8,0.122,37,2
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||||
8,118,72,19,0,23.1,1.476,46,2
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||||
2,87,58,16,52,32.7,0.166,25,2
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||||
1,180,0,0,0,43.3,0.282,41,1
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||||
12,106,80,0,0,23.6,0.137,44,2
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||||
1,95,60,18,58,23.9,0.26,22,2
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||||
0,165,76,43,255,47.9,0.259,26,2
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||||
0,117,0,0,0,33.8,0.932,44,2
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||||
5,115,76,0,0,31.2,0.343,44,1
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||||
9,152,78,34,171,34.2,0.893,33,1
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||||
7,178,84,0,0,39.9,0.331,41,1
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1,130,70,13,105,25.9,0.472,22,2
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||||
1,95,74,21,73,25.9,0.673,36,2
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||||
1,0,68,35,0,32,0.389,22,2
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||||
5,122,86,0,0,34.7,0.29,33,2
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||||
8,95,72,0,0,36.8,0.485,57,2
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||||
8,126,88,36,108,38.5,0.349,49,2
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||||
1,139,46,19,83,28.7,0.654,22,2
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||||
3,116,0,0,0,23.5,0.187,23,2
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||||
3,99,62,19,74,21.8,0.279,26,2
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||||
5,0,80,32,0,41,0.346,37,1
|
||||
4,92,80,0,0,42.2,0.237,29,2
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||||
4,137,84,0,0,31.2,0.252,30,2
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||||
3,61,82,28,0,34.4,0.243,46,2
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||||
1,90,62,12,43,27.2,0.58,24,2
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||||
3,90,78,0,0,42.7,0.559,21,2
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9,165,88,0,0,30.4,0.302,49,1
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||||
1,125,50,40,167,33.3,0.962,28,1
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||||
13,129,0,30,0,39.9,0.569,44,1
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||||
12,88,74,40,54,35.3,0.378,48,2
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||||
1,196,76,36,249,36.5,0.875,29,1
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||||
5,189,64,33,325,31.2,0.583,29,1
|
||||
5,158,70,0,0,29.8,0.207,63,2
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||||
5,103,108,37,0,39.2,0.305,65,2
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||||
4,146,78,0,0,38.5,0.52,67,1
|
||||
4,147,74,25,293,34.9,0.385,30,2
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||||
5,99,54,28,83,34,0.499,30,2
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||||
6,124,72,0,0,27.6,0.368,29,1
|
||||
0,101,64,17,0,21,0.252,21,2
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||||
3,81,86,16,66,27.5,0.306,22,2
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||||
1,133,102,28,140,32.8,0.234,45,1
|
||||
3,173,82,48,465,38.4,2.137,25,1
|
||||
0,118,64,23,89,0,1.731,21,2
|
||||
0,84,64,22,66,35.8,0.545,21,2
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||||
2,105,58,40,94,34.9,0.225,25,2
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||||
2,122,52,43,158,36.2,0.816,28,2
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||||
12,140,82,43,325,39.2,0.528,58,1
|
||||
0,98,82,15,84,25.2,0.299,22,2
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||||
1,87,60,37,75,37.2,0.509,22,2
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||||
4,156,75,0,0,48.3,0.238,32,1
|
||||
0,93,100,39,72,43.4,1.021,35,2
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||||
1,107,72,30,82,30.8,0.821,24,2
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||||
0,105,68,22,0,20,0.236,22,2
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||||
1,109,60,8,182,25.4,0.947,21,2
|
||||
1,90,62,18,59,25.1,1.268,25,2
|
||||
1,125,70,24,110,24.3,0.221,25,2
|
||||
1,119,54,13,50,22.3,0.205,24,2
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||||
5,116,74,29,0,32.3,0.66,35,1
|
||||
8,105,100,36,0,43.3,0.239,45,1
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||||
5,144,82,26,285,32,0.452,58,1
|
||||
3,100,68,23,81,31.6,0.949,28,2
|
||||
1,100,66,29,196,32,0.444,42,2
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||||
5,166,76,0,0,45.7,0.34,27,1
|
||||
1,131,64,14,415,23.7,0.389,21,2
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||||
4,116,72,12,87,22.1,0.463,37,2
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||||
4,158,78,0,0,32.9,0.803,31,1
|
||||
2,127,58,24,275,27.7,1.6,25,2
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||||
3,96,56,34,115,24.7,0.944,39,2
|
||||
0,131,66,40,0,34.3,0.196,22,1
|
||||
3,82,70,0,0,21.1,0.389,25,2
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3,193,70,31,0,34.9,0.241,25,1
|
||||
4,95,64,0,0,32,0.161,31,1
|
||||
6,137,61,0,0,24.2,0.151,55,2
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||||
5,136,84,41,88,35,0.286,35,1
|
||||
9,72,78,25,0,31.6,0.28,38,2
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||||
5,168,64,0,0,32.9,0.135,41,1
|
||||
2,123,48,32,165,42.1,0.52,26,2
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||||
4,115,72,0,0,28.9,0.376,46,1
|
||||
0,101,62,0,0,21.9,0.336,25,2
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||||
8,197,74,0,0,25.9,1.191,39,1
|
||||
1,172,68,49,579,42.4,0.702,28,1
|
||||
6,102,90,39,0,35.7,0.674,28,2
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||||
1,112,72,30,176,34.4,0.528,25,2
|
||||
1,143,84,23,310,42.4,1.076,22,2
|
||||
1,143,74,22,61,26.2,0.256,21,2
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||||
0,138,60,35,167,34.6,0.534,21,1
|
||||
3,173,84,33,474,35.7,0.258,22,1
|
||||
1,97,68,21,0,27.2,1.095,22,2
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||||
4,144,82,32,0,38.5,0.554,37,1
|
||||
1,83,68,0,0,18.2,0.624,27,2
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||||
3,129,64,29,115,26.4,0.219,28,1
|
||||
1,119,88,41,170,45.3,0.507,26,2
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||||
2,94,68,18,76,26,0.561,21,2
|
||||
0,102,64,46,78,40.6,0.496,21,2
|
||||
2,115,64,22,0,30.8,0.421,21,2
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||||
8,151,78,32,210,42.9,0.516,36,1
|
||||
4,184,78,39,277,37,0.264,31,1
|
||||
0,94,0,0,0,0,0.256,25,2
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||||
1,181,64,30,180,34.1,0.328,38,1
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||||
0,135,94,46,145,40.6,0.284,26,2
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||||
1,95,82,25,180,35,0.233,43,1
|
||||
2,99,0,0,0,22.2,0.108,23,2
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||||
3,89,74,16,85,30.4,0.551,38,2
|
||||
1,80,74,11,60,30,0.527,22,2
|
||||
2,139,75,0,0,25.6,0.167,29,2
|
||||
1,90,68,8,0,24.5,1.138,36,2
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||||
0,141,0,0,0,42.4,0.205,29,1
|
||||
12,140,85,33,0,37.4,0.244,41,2
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||||
5,147,75,0,0,29.9,0.434,28,2
|
||||
1,97,70,15,0,18.2,0.147,21,2
|
||||
6,107,88,0,0,36.8,0.727,31,2
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||||
0,189,104,25,0,34.3,0.435,41,1
|
||||
2,83,66,23,50,32.2,0.497,22,2
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||||
4,117,64,27,120,33.2,0.23,24,2
|
||||
8,108,70,0,0,30.5,0.955,33,1
|
||||
4,117,62,12,0,29.7,0.38,30,1
|
||||
0,180,78,63,14,59.4,2.42,25,1
|
||||
1,100,72,12,70,25.3,0.658,28,2
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||||
0,95,80,45,92,36.5,0.33,26,2
|
||||
0,104,64,37,64,33.6,0.51,22,1
|
||||
0,120,74,18,63,30.5,0.285,26,2
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||||
1,82,64,13,95,21.2,0.415,23,2
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||||
2,134,70,0,0,28.9,0.542,23,1
|
||||
0,91,68,32,210,39.9,0.381,25,2
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||||
2,119,0,0,0,19.6,0.832,72,2
|
||||
2,100,54,28,105,37.8,0.498,24,2
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||||
14,175,62,30,0,33.6,0.212,38,1
|
||||
1,135,54,0,0,26.7,0.687,62,2
|
||||
5,86,68,28,71,30.2,0.364,24,2
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||||
10,148,84,48,237,37.6,1.001,51,1
|
||||
9,134,74,33,60,25.9,0.46,81,2
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||||
9,120,72,22,56,20.8,0.733,48,2
|
||||
1,71,62,0,0,21.8,0.416,26,2
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||||
8,74,70,40,49,35.3,0.705,39,2
|
||||
5,88,78,30,0,27.6,0.258,37,2
|
||||
10,115,98,0,0,24,1.022,34,2
|
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0,124,56,13,105,21.8,0.452,21,2
|
||||
0,74,52,10,36,27.8,0.269,22,2
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||||
0,97,64,36,100,36.8,0.6,25,2
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||||
8,120,0,0,0,30,0.183,38,1
|
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6,154,78,41,140,46.1,0.571,27,2
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||||
1,144,82,40,0,41.3,0.607,28,2
|
||||
0,137,70,38,0,33.2,0.17,22,2
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||||
0,119,66,27,0,38.8,0.259,22,2
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||||
7,136,90,0,0,29.9,0.21,50,2
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||||
4,114,64,0,0,28.9,0.126,24,2
|
||||
0,137,84,27,0,27.3,0.231,59,2
|
||||
2,105,80,45,191,33.7,0.711,29,1
|
||||
7,114,76,17,110,23.8,0.466,31,2
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||||
8,126,74,38,75,25.9,0.162,39,2
|
||||
4,132,86,31,0,28,0.419,63,2
|
||||
3,158,70,30,328,35.5,0.344,35,1
|
||||
0,123,88,37,0,35.2,0.197,29,2
|
||||
4,85,58,22,49,27.8,0.306,28,2
|
||||
0,84,82,31,125,38.2,0.233,23,2
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||||
0,145,0,0,0,44.2,0.63,31,1
|
||||
0,135,68,42,250,42.3,0.365,24,1
|
||||
1,139,62,41,480,40.7,0.536,21,2
|
||||
0,173,78,32,265,46.5,1.159,58,2
|
||||
4,99,72,17,0,25.6,0.294,28,2
|
||||
8,194,80,0,0,26.1,0.551,67,2
|
||||
2,83,65,28,66,36.8,0.629,24,2
|
||||
2,89,90,30,0,33.5,0.292,42,2
|
||||
4,99,68,38,0,32.8,0.145,33,2
|
||||
4,125,70,18,122,28.9,1.144,45,1
|
||||
3,80,0,0,0,0,0.174,22,2
|
||||
6,166,74,0,0,26.6,0.304,66,2
|
||||
5,110,68,0,0,26,0.292,30,2
|
||||
2,81,72,15,76,30.1,0.547,25,2
|
||||
7,195,70,33,145,25.1,0.163,55,1
|
||||
6,154,74,32,193,29.3,0.839,39,2
|
||||
2,117,90,19,71,25.2,0.313,21,2
|
||||
3,84,72,32,0,37.2,0.267,28,2
|
||||
6,0,68,41,0,39,0.727,41,1
|
||||
7,94,64,25,79,33.3,0.738,41,2
|
||||
3,96,78,39,0,37.3,0.238,40,2
|
||||
10,75,82,0,0,33.3,0.263,38,2
|
||||
0,180,90,26,90,36.5,0.314,35,1
|
||||
1,130,60,23,170,28.6,0.692,21,2
|
||||
2,84,50,23,76,30.4,0.968,21,2
|
||||
8,120,78,0,0,25,0.409,64,2
|
||||
12,84,72,31,0,29.7,0.297,46,1
|
||||
0,139,62,17,210,22.1,0.207,21,2
|
||||
9,91,68,0,0,24.2,0.2,58,2
|
||||
2,91,62,0,0,27.3,0.525,22,2
|
||||
3,99,54,19,86,25.6,0.154,24,2
|
||||
3,163,70,18,105,31.6,0.268,28,1
|
||||
9,145,88,34,165,30.3,0.771,53,1
|
||||
7,125,86,0,0,37.6,0.304,51,2
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||||
13,76,60,0,0,32.8,0.18,41,2
|
||||
6,129,90,7,326,19.6,0.582,60,2
|
||||
2,68,70,32,66,25,0.187,25,2
|
||||
3,124,80,33,130,33.2,0.305,26,2
|
||||
6,114,0,0,0,0,0.189,26,2
|
||||
9,130,70,0,0,34.2,0.652,45,1
|
||||
3,125,58,0,0,31.6,0.151,24,2
|
||||
3,87,60,18,0,21.8,0.444,21,2
|
||||
1,97,64,19,82,18.2,0.299,21,2
|
||||
3,116,74,15,105,26.3,0.107,24,2
|
||||
0,117,66,31,188,30.8,0.493,22,2
|
||||
0,111,65,0,0,24.6,0.66,31,2
|
||||
2,122,60,18,106,29.8,0.717,22,2
|
||||
0,107,76,0,0,45.3,0.686,24,2
|
||||
1,86,66,52,65,41.3,0.917,29,2
|
||||
6,91,0,0,0,29.8,0.501,31,2
|
||||
1,77,56,30,56,33.3,1.251,24,2
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||||
4,132,0,0,0,32.9,0.302,23,1
|
||||
0,105,90,0,0,29.6,0.197,46,2
|
||||
0,57,60,0,0,21.7,0.735,67,2
|
||||
0,127,80,37,210,36.3,0.804,23,2
|
||||
3,129,92,49,155,36.4,0.968,32,1
|
||||
8,100,74,40,215,39.4,0.661,43,1
|
||||
3,128,72,25,190,32.4,0.549,27,1
|
||||
10,90,85,32,0,34.9,0.825,56,1
|
||||
4,84,90,23,56,39.5,0.159,25,2
|
||||
1,88,78,29,76,32,0.365,29,2
|
||||
8,186,90,35,225,34.5,0.423,37,1
|
||||
5,187,76,27,207,43.6,1.034,53,1
|
||||
4,131,68,21,166,33.1,0.16,28,2
|
||||
1,164,82,43,67,32.8,0.341,50,2
|
||||
4,189,110,31,0,28.5,0.68,37,2
|
||||
1,116,70,28,0,27.4,0.204,21,2
|
||||
3,84,68,30,106,31.9,0.591,25,2
|
||||
6,114,88,0,0,27.8,0.247,66,2
|
||||
1,88,62,24,44,29.9,0.422,23,2
|
||||
1,84,64,23,115,36.9,0.471,28,2
|
||||
7,124,70,33,215,25.5,0.161,37,2
|
||||
1,97,70,40,0,38.1,0.218,30,2
|
||||
8,110,76,0,0,27.8,0.237,58,2
|
||||
11,103,68,40,0,46.2,0.126,42,2
|
||||
11,85,74,0,0,30.1,0.3,35,2
|
||||
6,125,76,0,0,33.8,0.121,54,1
|
||||
0,198,66,32,274,41.3,0.502,28,1
|
||||
1,87,68,34,77,37.6,0.401,24,2
|
||||
6,99,60,19,54,26.9,0.497,32,2
|
||||
0,91,80,0,0,32.4,0.601,27,2
|
||||
2,95,54,14,88,26.1,0.748,22,2
|
||||
1,99,72,30,18,38.6,0.412,21,2
|
||||
6,92,62,32,126,32,0.085,46,2
|
||||
4,154,72,29,126,31.3,0.338,37,2
|
||||
0,121,66,30,165,34.3,0.203,33,1
|
||||
3,78,70,0,0,32.5,0.27,39,2
|
||||
2,130,96,0,0,22.6,0.268,21,2
|
||||
3,111,58,31,44,29.5,0.43,22,2
|
||||
2,98,60,17,120,34.7,0.198,22,2
|
||||
1,143,86,30,330,30.1,0.892,23,2
|
||||
1,119,44,47,63,35.5,0.28,25,2
|
||||
6,108,44,20,130,24,0.813,35,2
|
||||
2,118,80,0,0,42.9,0.693,21,1
|
||||
10,133,68,0,0,27,0.245,36,2
|
||||
2,197,70,99,0,34.7,0.575,62,1
|
||||
0,151,90,46,0,42.1,0.371,21,1
|
||||
6,109,60,27,0,25,0.206,27,2
|
||||
12,121,78,17,0,26.5,0.259,62,2
|
||||
8,100,76,0,0,38.7,0.19,42,2
|
||||
8,124,76,24,600,28.7,0.687,52,1
|
||||
1,93,56,11,0,22.5,0.417,22,2
|
||||
8,143,66,0,0,34.9,0.129,41,1
|
||||
6,103,66,0,0,24.3,0.249,29,2
|
||||
3,176,86,27,156,33.3,1.154,52,1
|
||||
0,73,0,0,0,21.1,0.342,25,2
|
||||
11,111,84,40,0,46.8,0.925,45,1
|
||||
2,112,78,50,140,39.4,0.175,24,2
|
||||
3,132,80,0,0,34.4,0.402,44,1
|
||||
2,82,52,22,115,28.5,1.699,25,2
|
||||
6,123,72,45,230,33.6,0.733,34,2
|
||||
0,188,82,14,185,32,0.682,22,1
|
||||
0,67,76,0,0,45.3,0.194,46,2
|
||||
1,89,24,19,25,27.8,0.559,21,2
|
||||
1,173,74,0,0,36.8,0.088,38,1
|
||||
1,109,38,18,120,23.1,0.407,26,2
|
||||
1,108,88,19,0,27.1,0.4,24,2
|
||||
6,96,0,0,0,23.7,0.19,28,2
|
||||
1,124,74,36,0,27.8,0.1,30,2
|
||||
7,150,78,29,126,35.2,0.692,54,1
|
||||
4,183,0,0,0,28.4,0.212,36,1
|
||||
1,124,60,32,0,35.8,0.514,21,2
|
||||
1,181,78,42,293,40,1.258,22,1
|
||||
1,92,62,25,41,19.5,0.482,25,2
|
||||
0,152,82,39,272,41.5,0.27,27,2
|
||||
1,111,62,13,182,24,0.138,23,2
|
||||
3,106,54,21,158,30.9,0.292,24,2
|
||||
3,174,58,22,194,32.9,0.593,36,1
|
||||
7,168,88,42,321,38.2,0.787,40,1
|
||||
6,105,80,28,0,32.5,0.878,26,2
|
||||
11,138,74,26,144,36.1,0.557,50,1
|
||||
3,106,72,0,0,25.8,0.207,27,2
|
||||
6,117,96,0,0,28.7,0.157,30,2
|
||||
2,68,62,13,15,20.1,0.257,23,2
|
||||
9,112,82,24,0,28.2,1.282,50,1
|
||||
0,119,0,0,0,32.4,0.141,24,1
|
||||
2,112,86,42,160,38.4,0.246,28,2
|
||||
2,92,76,20,0,24.2,1.698,28,2
|
||||
6,183,94,0,0,40.8,1.461,45,2
|
||||
0,94,70,27,115,43.5,0.347,21,2
|
||||
2,108,64,0,0,30.8,0.158,21,2
|
||||
4,90,88,47,54,37.7,0.362,29,2
|
||||
0,125,68,0,0,24.7,0.206,21,2
|
||||
0,132,78,0,0,32.4,0.393,21,2
|
||||
5,128,80,0,0,34.6,0.144,45,2
|
||||
4,94,65,22,0,24.7,0.148,21,2
|
||||
7,114,64,0,0,27.4,0.732,34,1
|
||||
0,102,78,40,90,34.5,0.238,24,2
|
||||
2,111,60,0,0,26.2,0.343,23,2
|
||||
1,128,82,17,183,27.5,0.115,22,2
|
||||
10,92,62,0,0,25.9,0.167,31,2
|
||||
13,104,72,0,0,31.2,0.465,38,1
|
||||
5,104,74,0,0,28.8,0.153,48,2
|
||||
2,94,76,18,66,31.6,0.649,23,2
|
||||
7,97,76,32,91,40.9,0.871,32,1
|
||||
1,100,74,12,46,19.5,0.149,28,2
|
||||
0,102,86,17,105,29.3,0.695,27,2
|
||||
4,128,70,0,0,34.3,0.303,24,2
|
||||
6,147,80,0,0,29.5,0.178,50,1
|
||||
4,90,0,0,0,28,0.61,31,2
|
||||
3,103,72,30,152,27.6,0.73,27,2
|
||||
2,157,74,35,440,39.4,0.134,30,2
|
||||
1,167,74,17,144,23.4,0.447,33,1
|
||||
0,179,50,36,159,37.8,0.455,22,1
|
||||
11,136,84,35,130,28.3,0.26,42,1
|
||||
0,107,60,25,0,26.4,0.133,23,2
|
||||
1,91,54,25,100,25.2,0.234,23,2
|
||||
1,117,60,23,106,33.8,0.466,27,2
|
||||
5,123,74,40,77,34.1,0.269,28,2
|
||||
2,120,54,0,0,26.8,0.455,27,2
|
||||
1,106,70,28,135,34.2,0.142,22,2
|
||||
2,155,52,27,540,38.7,0.24,25,1
|
||||
2,101,58,35,90,21.8,0.155,22,2
|
||||
1,120,80,48,200,38.9,1.162,41,2
|
||||
11,127,106,0,0,39,0.19,51,2
|
||||
3,80,82,31,70,34.2,1.292,27,1
|
||||
10,162,84,0,0,27.7,0.182,54,2
|
||||
1,199,76,43,0,42.9,1.394,22,1
|
||||
8,167,106,46,231,37.6,0.165,43,1
|
||||
9,145,80,46,130,37.9,0.637,40,1
|
||||
6,115,60,39,0,33.7,0.245,40,1
|
||||
1,112,80,45,132,34.8,0.217,24,2
|
||||
4,145,82,18,0,32.5,0.235,70,1
|
||||
10,111,70,27,0,27.5,0.141,40,1
|
||||
6,98,58,33,190,34,0.43,43,2
|
||||
9,154,78,30,100,30.9,0.164,45,2
|
||||
6,165,68,26,168,33.6,0.631,49,2
|
||||
1,99,58,10,0,25.4,0.551,21,2
|
||||
10,68,106,23,49,35.5,0.285,47,2
|
||||
3,123,100,35,240,57.3,0.88,22,2
|
||||
8,91,82,0,0,35.6,0.587,68,2
|
||||
6,195,70,0,0,30.9,0.328,31,1
|
||||
9,156,86,0,0,24.8,0.23,53,1
|
||||
0,93,60,0,0,35.3,0.263,25,2
|
||||
3,121,52,0,0,36,0.127,25,1
|
||||
2,101,58,17,265,24.2,0.614,23,2
|
||||
2,56,56,28,45,24.2,0.332,22,2
|
||||
0,162,76,36,0,49.6,0.364,26,1
|
||||
0,95,64,39,105,44.6,0.366,22,2
|
||||
4,125,80,0,0,32.3,0.536,27,1
|
||||
5,136,82,0,0,0,0.64,69,2
|
||||
2,129,74,26,205,33.2,0.591,25,2
|
||||
3,130,64,0,0,23.1,0.314,22,2
|
||||
1,107,50,19,0,28.3,0.181,29,2
|
||||
1,140,74,26,180,24.1,0.828,23,2
|
||||
1,144,82,46,180,46.1,0.335,46,1
|
||||
8,107,80,0,0,24.6,0.856,34,2
|
||||
13,158,114,0,0,42.3,0.257,44,1
|
||||
2,121,70,32,95,39.1,0.886,23,2
|
||||
7,129,68,49,125,38.5,0.439,43,1
|
||||
2,90,60,0,0,23.5,0.191,25,2
|
||||
7,142,90,24,480,30.4,0.128,43,1
|
||||
3,169,74,19,125,29.9,0.268,31,1
|
||||
0,99,0,0,0,25,0.253,22,2
|
||||
4,127,88,11,155,34.5,0.598,28,2
|
||||
4,118,70,0,0,44.5,0.904,26,2
|
||||
2,122,76,27,200,35.9,0.483,26,2
|
||||
6,125,78,31,0,27.6,0.565,49,1
|
||||
1,168,88,29,0,35,0.905,52,1
|
||||
2,129,0,0,0,38.5,0.304,41,2
|
||||
4,110,76,20,100,28.4,0.118,27,2
|
||||
6,80,80,36,0,39.8,0.177,28,2
|
||||
10,115,0,0,0,0,0.261,30,1
|
||||
2,127,46,21,335,34.4,0.176,22,2
|
||||
9,164,78,0,0,32.8,0.148,45,1
|
||||
2,93,64,32,160,38,0.674,23,1
|
||||
3,158,64,13,387,31.2,0.295,24,2
|
||||
5,126,78,27,22,29.6,0.439,40,2
|
||||
10,129,62,36,0,41.2,0.441,38,1
|
||||
0,134,58,20,291,26.4,0.352,21,2
|
||||
3,102,74,0,0,29.5,0.121,32,2
|
||||
7,187,50,33,392,33.9,0.826,34,1
|
||||
3,173,78,39,185,33.8,0.97,31,1
|
||||
10,94,72,18,0,23.1,0.595,56,2
|
||||
1,108,60,46,178,35.5,0.415,24,2
|
||||
5,97,76,27,0,35.6,0.378,52,1
|
||||
4,83,86,19,0,29.3,0.317,34,2
|
||||
1,114,66,36,200,38.1,0.289,21,2
|
||||
1,149,68,29,127,29.3,0.349,42,1
|
||||
5,117,86,30,105,39.1,0.251,42,2
|
||||
1,111,94,0,0,32.8,0.265,45,2
|
||||
4,112,78,40,0,39.4,0.236,38,2
|
||||
1,116,78,29,180,36.1,0.496,25,2
|
||||
0,141,84,26,0,32.4,0.433,22,2
|
||||
2,175,88,0,0,22.9,0.326,22,2
|
||||
2,92,52,0,0,30.1,0.141,22,2
|
||||
3,130,78,23,79,28.4,0.323,34,1
|
||||
8,120,86,0,0,28.4,0.259,22,1
|
||||
2,174,88,37,120,44.5,0.646,24,1
|
||||
2,106,56,27,165,29,0.426,22,2
|
||||
2,105,75,0,0,23.3,0.56,53,2
|
||||
4,95,60,32,0,35.4,0.284,28,2
|
||||
0,126,86,27,120,27.4,0.515,21,2
|
||||
8,65,72,23,0,32,0.6,42,2
|
||||
2,99,60,17,160,36.6,0.453,21,2
|
||||
1,102,74,0,0,39.5,0.293,42,1
|
||||
11,120,80,37,150,42.3,0.785,48,1
|
||||
3,102,44,20,94,30.8,0.4,26,2
|
||||
1,109,58,18,116,28.5,0.219,22,2
|
||||
9,140,94,0,0,32.7,0.734,45,1
|
||||
13,153,88,37,140,40.6,1.174,39,2
|
||||
12,100,84,33,105,30,0.488,46,2
|
||||
1,147,94,41,0,49.3,0.358,27,1
|
||||
1,81,74,41,57,46.3,1.096,32,2
|
||||
3,187,70,22,200,36.4,0.408,36,1
|
||||
6,162,62,0,0,24.3,0.178,50,1
|
||||
4,136,70,0,0,31.2,1.182,22,1
|
||||
1,121,78,39,74,39,0.261,28,2
|
||||
3,108,62,24,0,26,0.223,25,2
|
||||
0,181,88,44,510,43.3,0.222,26,1
|
||||
8,154,78,32,0,32.4,0.443,45,1
|
||||
1,128,88,39,110,36.5,1.057,37,1
|
||||
7,137,90,41,0,32,0.391,39,2
|
||||
0,123,72,0,0,36.3,0.258,52,1
|
||||
1,106,76,0,0,37.5,0.197,26,2
|
||||
6,190,92,0,0,35.5,0.278,66,1
|
||||
2,88,58,26,16,28.4,0.766,22,2
|
||||
9,170,74,31,0,44,0.403,43,1
|
||||
9,89,62,0,0,22.5,0.142,33,2
|
||||
10,101,76,48,180,32.9,0.171,63,2
|
||||
2,122,70,27,0,36.8,0.34,27,2
|
||||
5,121,72,23,112,26.2,0.245,30,2
|
||||
1,126,60,0,0,30.1,0.349,47,1
|
||||
1,93,70,31,0,30.4,0.315,23,2
|
||||
|
|
|
@ -0,0 +1,2 @@
|
|||
preg,plas,pres,skin,insu,mass,pedi,age
|
||||
6,148,72,35,0,33.6,0.627,50
|
||||
|
|
|
@ -0,0 +1,151 @@
|
|||
"","Sepal.Length","Sepal.Width","Petal.Length","Petal.Width","Species"
|
||||
"1",5.1,3.5,1.4,0.2,"setosa"
|
||||
"2",4.9,3,1.4,0.2,"setosa"
|
||||
"3",4.7,3.2,1.3,0.2,"setosa"
|
||||
"4",4.6,3.1,1.5,0.2,"setosa"
|
||||
"5",5,3.6,1.4,0.2,"setosa"
|
||||
"6",5.4,3.9,1.7,0.4,"setosa"
|
||||
"7",4.6,3.4,1.4,0.3,"setosa"
|
||||
"8",5,3.4,1.5,0.2,"setosa"
|
||||
"9",4.4,2.9,1.4,0.2,"setosa"
|
||||
"10",4.9,3.1,1.5,0.1,"setosa"
|
||||
"11",5.4,3.7,1.5,0.2,"setosa"
|
||||
"12",4.8,3.4,1.6,0.2,"setosa"
|
||||
"13",4.8,3,1.4,0.1,"setosa"
|
||||
"14",4.3,3,1.1,0.1,"setosa"
|
||||
"15",5.8,4,1.2,0.2,"setosa"
|
||||
"16",5.7,4.4,1.5,0.4,"setosa"
|
||||
"17",5.4,3.9,1.3,0.4,"setosa"
|
||||
"18",5.1,3.5,1.4,0.3,"setosa"
|
||||
"19",5.7,3.8,1.7,0.3,"setosa"
|
||||
"20",5.1,3.8,1.5,0.3,"setosa"
|
||||
"21",5.4,3.4,1.7,0.2,"setosa"
|
||||
"22",5.1,3.7,1.5,0.4,"setosa"
|
||||
"23",4.6,3.6,1,0.2,"setosa"
|
||||
"24",5.1,3.3,1.7,0.5,"setosa"
|
||||
"25",4.8,3.4,1.9,0.2,"setosa"
|
||||
"26",5,3,1.6,0.2,"setosa"
|
||||
"27",5,3.4,1.6,0.4,"setosa"
|
||||
"28",5.2,3.5,1.5,0.2,"setosa"
|
||||
"29",5.2,3.4,1.4,0.2,"setosa"
|
||||
"30",4.7,3.2,1.6,0.2,"setosa"
|
||||
"31",4.8,3.1,1.6,0.2,"setosa"
|
||||
"32",5.4,3.4,1.5,0.4,"setosa"
|
||||
"33",5.2,4.1,1.5,0.1,"setosa"
|
||||
"34",5.5,4.2,1.4,0.2,"setosa"
|
||||
"35",4.9,3.1,1.5,0.2,"setosa"
|
||||
"36",5,3.2,1.2,0.2,"setosa"
|
||||
"37",5.5,3.5,1.3,0.2,"setosa"
|
||||
"38",4.9,3.6,1.4,0.1,"setosa"
|
||||
"39",4.4,3,1.3,0.2,"setosa"
|
||||
"40",5.1,3.4,1.5,0.2,"setosa"
|
||||
"41",5,3.5,1.3,0.3,"setosa"
|
||||
"42",4.5,2.3,1.3,0.3,"setosa"
|
||||
"43",4.4,3.2,1.3,0.2,"setosa"
|
||||
"44",5,3.5,1.6,0.6,"setosa"
|
||||
"45",5.1,3.8,1.9,0.4,"setosa"
|
||||
"46",4.8,3,1.4,0.3,"setosa"
|
||||
"47",5.1,3.8,1.6,0.2,"setosa"
|
||||
"48",4.6,3.2,1.4,0.2,"setosa"
|
||||
"49",5.3,3.7,1.5,0.2,"setosa"
|
||||
"50",5,3.3,1.4,0.2,"setosa"
|
||||
"51",7,3.2,4.7,1.4,"versicolor"
|
||||
"52",6.4,3.2,4.5,1.5,"versicolor"
|
||||
"53",6.9,3.1,4.9,1.5,"versicolor"
|
||||
"54",5.5,2.3,4,1.3,"versicolor"
|
||||
"55",6.5,2.8,4.6,1.5,"versicolor"
|
||||
"56",5.7,2.8,4.5,1.3,"versicolor"
|
||||
"57",6.3,3.3,4.7,1.6,"versicolor"
|
||||
"58",4.9,2.4,3.3,1,"versicolor"
|
||||
"59",6.6,2.9,4.6,1.3,"versicolor"
|
||||
"60",5.2,2.7,3.9,1.4,"versicolor"
|
||||
"61",5,2,3.5,1,"versicolor"
|
||||
"62",5.9,3,4.2,1.5,"versicolor"
|
||||
"63",6,2.2,4,1,"versicolor"
|
||||
"64",6.1,2.9,4.7,1.4,"versicolor"
|
||||
"65",5.6,2.9,3.6,1.3,"versicolor"
|
||||
"66",6.7,3.1,4.4,1.4,"versicolor"
|
||||
"67",5.6,3,4.5,1.5,"versicolor"
|
||||
"68",5.8,2.7,4.1,1,"versicolor"
|
||||
"69",6.2,2.2,4.5,1.5,"versicolor"
|
||||
"70",5.6,2.5,3.9,1.1,"versicolor"
|
||||
"71",5.9,3.2,4.8,1.8,"versicolor"
|
||||
"72",6.1,2.8,4,1.3,"versicolor"
|
||||
"73",6.3,2.5,4.9,1.5,"versicolor"
|
||||
"74",6.1,2.8,4.7,1.2,"versicolor"
|
||||
"75",6.4,2.9,4.3,1.3,"versicolor"
|
||||
"76",6.6,3,4.4,1.4,"versicolor"
|
||||
"77",6.8,2.8,4.8,1.4,"versicolor"
|
||||
"78",6.7,3,5,1.7,"versicolor"
|
||||
"79",6,2.9,4.5,1.5,"versicolor"
|
||||
"80",5.7,2.6,3.5,1,"versicolor"
|
||||
"81",5.5,2.4,3.8,1.1,"versicolor"
|
||||
"82",5.5,2.4,3.7,1,"versicolor"
|
||||
"83",5.8,2.7,3.9,1.2,"versicolor"
|
||||
"84",6,2.7,5.1,1.6,"versicolor"
|
||||
"85",5.4,3,4.5,1.5,"versicolor"
|
||||
"86",6,3.4,4.5,1.6,"versicolor"
|
||||
"87",6.7,3.1,4.7,1.5,"versicolor"
|
||||
"88",6.3,2.3,4.4,1.3,"versicolor"
|
||||
"89",5.6,3,4.1,1.3,"versicolor"
|
||||
"90",5.5,2.5,4,1.3,"versicolor"
|
||||
"91",5.5,2.6,4.4,1.2,"versicolor"
|
||||
"92",6.1,3,4.6,1.4,"versicolor"
|
||||
"93",5.8,2.6,4,1.2,"versicolor"
|
||||
"94",5,2.3,3.3,1,"versicolor"
|
||||
"95",5.6,2.7,4.2,1.3,"versicolor"
|
||||
"96",5.7,3,4.2,1.2,"versicolor"
|
||||
"97",5.7,2.9,4.2,1.3,"versicolor"
|
||||
"98",6.2,2.9,4.3,1.3,"versicolor"
|
||||
"99",5.1,2.5,3,1.1,"versicolor"
|
||||
"100",5.7,2.8,4.1,1.3,"versicolor"
|
||||
"101",6.3,3.3,6,2.5,"virginica"
|
||||
"102",5.8,2.7,5.1,1.9,"virginica"
|
||||
"103",7.1,3,5.9,2.1,"virginica"
|
||||
"104",6.3,2.9,5.6,1.8,"virginica"
|
||||
"105",6.5,3,5.8,2.2,"virginica"
|
||||
"106",7.6,3,6.6,2.1,"virginica"
|
||||
"107",4.9,2.5,4.5,1.7,"virginica"
|
||||
"108",7.3,2.9,6.3,1.8,"virginica"
|
||||
"109",6.7,2.5,5.8,1.8,"virginica"
|
||||
"110",7.2,3.6,6.1,2.5,"virginica"
|
||||
"111",6.5,3.2,5.1,2,"virginica"
|
||||
"112",6.4,2.7,5.3,1.9,"virginica"
|
||||
"113",6.8,3,5.5,2.1,"virginica"
|
||||
"114",5.7,2.5,5,2,"virginica"
|
||||
"115",5.8,2.8,5.1,2.4,"virginica"
|
||||
"116",6.4,3.2,5.3,2.3,"virginica"
|
||||
"117",6.5,3,5.5,1.8,"virginica"
|
||||
"118",7.7,3.8,6.7,2.2,"virginica"
|
||||
"119",7.7,2.6,6.9,2.3,"virginica"
|
||||
"120",6,2.2,5,1.5,"virginica"
|
||||
"121",6.9,3.2,5.7,2.3,"virginica"
|
||||
"122",5.6,2.8,4.9,2,"virginica"
|
||||
"123",7.7,2.8,6.7,2,"virginica"
|
||||
"124",6.3,2.7,4.9,1.8,"virginica"
|
||||
"125",6.7,3.3,5.7,2.1,"virginica"
|
||||
"126",7.2,3.2,6,1.8,"virginica"
|
||||
"127",6.2,2.8,4.8,1.8,"virginica"
|
||||
"128",6.1,3,4.9,1.8,"virginica"
|
||||
"129",6.4,2.8,5.6,2.1,"virginica"
|
||||
"130",7.2,3,5.8,1.6,"virginica"
|
||||
"131",7.4,2.8,6.1,1.9,"virginica"
|
||||
"132",7.9,3.8,6.4,2,"virginica"
|
||||
"133",6.4,2.8,5.6,2.2,"virginica"
|
||||
"134",6.3,2.8,5.1,1.5,"virginica"
|
||||
"135",6.1,2.6,5.6,1.4,"virginica"
|
||||
"136",7.7,3,6.1,2.3,"virginica"
|
||||
"137",6.3,3.4,5.6,2.4,"virginica"
|
||||
"138",6.4,3.1,5.5,1.8,"virginica"
|
||||
"139",6,3,4.8,1.8,"virginica"
|
||||
"140",6.9,3.1,5.4,2.1,"virginica"
|
||||
"141",6.7,3.1,5.6,2.4,"virginica"
|
||||
"142",6.9,3.1,5.1,2.3,"virginica"
|
||||
"143",5.8,2.7,5.1,1.9,"virginica"
|
||||
"144",6.8,3.2,5.9,2.3,"virginica"
|
||||
"145",6.7,3.3,5.7,2.5,"virginica"
|
||||
"146",6.7,3,5.2,2.3,"virginica"
|
||||
"147",6.3,2.5,5,1.9,"virginica"
|
||||
"148",6.5,3,5.2,2,"virginica"
|
||||
"149",6.2,3.4,5.4,2.3,"virginica"
|
||||
"150",5.9,3,5.1,1.8,"virginica"
|
||||
|
|
|
@ -0,0 +1,2 @@
|
|||
1,2,3,4
|
||||
5,3.6,1.2,0.3
|
||||
|
|
|
@ -0,0 +1,134 @@
|
|||
5,3.6,1.4,0.2,0
|
||||
5.4,3.9,1.7,0.4,0
|
||||
4.6,3.4,1.4,0.3,0
|
||||
5,3.4,1.5,0.2,0
|
||||
4.9,3.1,1.5,0.1,0
|
||||
5.4,3.7,1.5,0.2,0
|
||||
4.8,3.4,1.6,0.2,0
|
||||
4.8,3,1.4,0.1,0
|
||||
4.3,3,1.1,0.1,0
|
||||
5.8,4,1.2,0.2,0
|
||||
5.7,4.4,1.5,0.4,0
|
||||
5.4,3.9,1.3,0.4,0
|
||||
5.1,3.5,1.4,0.3,0
|
||||
5.7,3.8,1.7,0.3,0
|
||||
5.1,3.8,1.5,0.3,0
|
||||
5.4,3.4,1.7,0.2,0
|
||||
5.1,3.7,1.5,0.4,0
|
||||
4.6,3.6,1,0.2,0
|
||||
5.1,3.3,1.7,0.5,0
|
||||
4.8,3.4,1.9,0.2,0
|
||||
5,3,1.6,0.2,0
|
||||
5,3.4,1.6,0.4,0
|
||||
5.2,3.5,1.5,0.2,0
|
||||
5.2,3.4,1.4,0.2,0
|
||||
4.7,3.2,1.6,0.2,0
|
||||
4.8,3.1,1.6,0.2,0
|
||||
5.4,3.4,1.5,0.4,0
|
||||
5.2,4.1,1.5,0.1,0
|
||||
5.5,4.2,1.4,0.2,0
|
||||
4.9,3.1,1.5,0.1,0
|
||||
5,3.2,1.2,0.2,0
|
||||
5.5,3.5,1.3,0.2,0
|
||||
4.9,3.1,1.5,0.1,0
|
||||
4.4,3,1.3,0.2,0
|
||||
5.1,3.4,1.5,0.2,0
|
||||
5,3.5,1.3,0.3,0
|
||||
4.5,2.3,1.3,0.3,0
|
||||
4.4,3.2,1.3,0.2,0
|
||||
5,3.5,1.6,0.6,0
|
||||
5.1,3.8,1.9,0.4,0
|
||||
4.8,3,1.4,0.3,0
|
||||
5.1,3.8,1.6,0.2,0
|
||||
4.6,3.2,1.4,0.2,0
|
||||
5.3,3.7,1.5,0.2,0
|
||||
5,3.3,1.4,0.2,0
|
||||
7,3.2,4.7,1.4,1
|
||||
6.4,3.2,4.5,1.5,1
|
||||
6.9,3.1,4.9,1.5,1
|
||||
5.5,2.3,4,1.3,1
|
||||
6.5,2.8,4.6,1.5,1
|
||||
5.7,2.8,4.5,1.3,1
|
||||
6.3,3.3,4.7,1.6,1
|
||||
4.9,2.4,3.3,1,1
|
||||
6.6,2.9,4.6,1.3,1
|
||||
5.2,2.7,3.9,1.4,1
|
||||
5,2,3.5,1,1
|
||||
5.6,3,4.5,1.5,1
|
||||
5.8,2.7,4.1,1,1
|
||||
6.2,2.2,4.5,1.5,1
|
||||
5.6,2.5,3.9,1.1,1
|
||||
5.9,3.2,4.8,1.8,1
|
||||
6.1,2.8,4,1.3,1
|
||||
6.3,2.5,4.9,1.5,1
|
||||
6.1,2.8,4.7,1.2,1
|
||||
6.4,2.9,4.3,1.3,1
|
||||
6.6,3,4.4,1.4,1
|
||||
6.8,2.8,4.8,1.4,1
|
||||
6.7,3,5,1.7,1
|
||||
6,2.9,4.5,1.5,1
|
||||
5.7,2.6,3.5,1,1
|
||||
5.5,2.4,3.8,1.1,1
|
||||
5.5,2.4,3.7,1,1
|
||||
5.8,2.7,3.9,1.2,1
|
||||
6,2.7,5.1,1.6,1
|
||||
5.4,3,4.5,1.5,1
|
||||
6,3.4,4.5,1.6,1
|
||||
6.7,3.1,4.7,1.5,1
|
||||
6.3,2.3,4.4,1.3,1
|
||||
5.6,3,4.1,1.3,1
|
||||
5.5,2.5,4,1.3,1
|
||||
5.5,2.6,4.4,1.2,1
|
||||
6.1,3,4.6,1.4,1
|
||||
5.8,2.6,4,1.2,1
|
||||
5,2.3,3.3,1,1
|
||||
5.6,2.7,4.2,1.3,1
|
||||
5.7,3,4.2,1.2,1
|
||||
5.7,2.9,4.2,1.3,1
|
||||
6.2,2.9,4.3,1.3,1
|
||||
5.1,2.5,3,1.1,1
|
||||
5.7,2.8,4.1,1.3,1
|
||||
6.3,3.3,6,2.5,2
|
||||
5.8,2.7,5.1,1.9,2
|
||||
7.1,3,5.9,2.1,2
|
||||
6.3,2.9,5.6,1.8,2
|
||||
6.5,3,5.8,2.2,2
|
||||
7.6,3,6.6,2.1,2
|
||||
4.9,2.5,4.5,1.7,2
|
||||
7.3,2.9,6.3,1.8,2
|
||||
6.7,2.5,5.8,1.8,2
|
||||
7.2,3.6,6.1,2.5,2
|
||||
6.5,3.2,5.1,2,2
|
||||
6.4,2.7,5.3,1.9,2
|
||||
6.8,3,5.5,2.1,2
|
||||
5.7,2.5,5,2,2
|
||||
5.8,2.8,5.1,2.4,2
|
||||
6.4,3.2,5.3,2.3,2
|
||||
6.5,3,5.5,1.8,2
|
||||
7.7,3.8,6.7,2.2,2
|
||||
7.7,2.6,6.9,2.3,2
|
||||
6,2.2,5,1.5,2
|
||||
6.9,3.2,5.7,2.3,2
|
||||
5.6,2.8,4.9,2,2
|
||||
7.7,2.8,6.7,2,2
|
||||
6.3,2.7,4.9,1.8,2
|
||||
6.7,3.3,5.7,2.1,2
|
||||
7.2,3.2,6,1.8,2
|
||||
6.2,2.8,4.8,1.8,2
|
||||
6.1,3,4.9,1.8,2
|
||||
6.4,2.8,5.6,2.1,2
|
||||
7.7,3,6.1,2.3,2
|
||||
6.3,3.4,5.6,2.4,2
|
||||
6.4,3.1,5.5,1.8,2
|
||||
6,3,4.8,1.8,2
|
||||
6.9,3.1,5.4,2.1,2
|
||||
6.7,3.1,5.6,2.4,2
|
||||
6.9,3.1,5.1,2.3,2
|
||||
5.8,2.7,5.1,1.9,2
|
||||
6.8,3.2,5.9,2.3,2
|
||||
6.7,3.3,5.7,2.5,2
|
||||
6.7,3,5.2,2.3,2
|
||||
6.3,2.5,5,1.9,2
|
||||
6.5,3,5.2,2,2
|
||||
6.2,3.4,5.4,2.3,2
|
||||
5.9,3,5.1,1.8,2
|
||||
|
|
|
@ -0,0 +1,14 @@
|
|||
"","Sepal.Length","Sepal.Width","Petal.Length","Petal.Width","Species"
|
||||
"1",5.1,3.5,1.4,0.2,"setosa"
|
||||
"8",5,3.4,1.5,0.2,"setosa"
|
||||
"9",4.4,2.9,1.4,0.2,"setosa"
|
||||
"10",4.9,3.1,1.5,0.1,"setosa"
|
||||
"11",5.4,3.7,1.5,0.2,"setosa"
|
||||
"12",4.8,3.4,1.6,0.2,"setosa"
|
||||
"13",4.8,3,1.4,0.1,"setosa"
|
||||
"52",6.4,3.2,4.5,1.5,"versicolor"
|
||||
"53",6.9,3.1,4.9,1.5,"versicolor"
|
||||
"54",5.5,2.3,4,1.3,"versicolor"
|
||||
"75",6.4,2.9,4.3,1.3,"versicolor"
|
||||
"122",5.6,2.8,4.9,2,"virginica"
|
||||
"123",7.7,2.8,6.7,2,"virginica"
|
||||
|
|
|
@ -0,0 +1,19 @@
|
|||
from sklearn import tree
|
||||
import pandas as pd
|
||||
from sklearn.naive_bayes import GaussianNB
|
||||
data_url = "diabetes.csv"
|
||||
df = pd.read_csv(data_url)
|
||||
x = df.ix[:, 0:8]
|
||||
#print(x)
|
||||
y= df.ix[:, 8]
|
||||
#print(y)
|
||||
#X = [[0, 0], [1, 1]]
|
||||
#Y = [0, 1]
|
||||
clf = GaussianNB()
|
||||
clf = clf.fit(x, y)
|
||||
|
||||
data_urltest = "diabetestest.csv"
|
||||
dftest = pd.read_csv(data_urltest)
|
||||
|
||||
print(clf.predict(dftest))
|
||||
#print(clf.predict_proba([[2., 2.]]))
|
||||
|
|
@ -0,0 +1,17 @@
|
|||
from sklearn import tree
|
||||
from sklearn import svm
|
||||
from sklearn.naive_bayes import GaussianNB
|
||||
import pandas as pd
|
||||
data_url = "iris.csv"
|
||||
df = pd.read_csv(data_url)
|
||||
x = df.ix[:, 1:5]
|
||||
y = df.ix[:, 5]
|
||||
|
||||
clf = GaussianNB()
|
||||
clf = clf.fit(x, y)
|
||||
|
||||
data_urltest = "iristest.csv"
|
||||
dftest = pd.read_csv(data_urltest)
|
||||
xtest = dftest.ix[:, 1:5]
|
||||
|
||||
print(clf.predict(xtest))
|
||||
Binary file not shown.
Binary file not shown.
|
|
@ -0,0 +1,506 @@
|
|||
0.00632 18.00 2.310 0 0.5380 6.5750 65.20 4.0900 1 296.0 15.30 396.90 4.98 24.00
|
||||
0.02731 0.00 7.070 0 0.4690 6.4210 78.90 4.9671 2 242.0 17.80 396.90 9.14 21.60
|
||||
0.02729 0.00 7.070 0 0.4690 7.1850 61.10 4.9671 2 242.0 17.80 392.83 4.03 34.70
|
||||
0.03237 0.00 2.180 0 0.4580 6.9980 45.80 6.0622 3 222.0 18.70 394.63 2.94 33.40
|
||||
0.06905 0.00 2.180 0 0.4580 7.1470 54.20 6.0622 3 222.0 18.70 396.90 5.33 36.20
|
||||
0.02985 0.00 2.180 0 0.4580 6.4300 58.70 6.0622 3 222.0 18.70 394.12 5.21 28.70
|
||||
0.08829 12.50 7.870 0 0.5240 6.0120 66.60 5.5605 5 311.0 15.20 395.60 12.43 22.90
|
||||
0.14455 12.50 7.870 0 0.5240 6.1720 96.10 5.9505 5 311.0 15.20 396.90 19.15 27.10
|
||||
0.21124 12.50 7.870 0 0.5240 5.6310 100.00 6.0821 5 311.0 15.20 386.63 29.93 16.50
|
||||
0.17004 12.50 7.870 0 0.5240 6.0040 85.90 6.5921 5 311.0 15.20 386.71 17.10 18.90
|
||||
0.22489 12.50 7.870 0 0.5240 6.3770 94.30 6.3467 5 311.0 15.20 392.52 20.45 15.00
|
||||
0.11747 12.50 7.870 0 0.5240 6.0090 82.90 6.2267 5 311.0 15.20 396.90 13.27 18.90
|
||||
0.09378 12.50 7.870 0 0.5240 5.8890 39.00 5.4509 5 311.0 15.20 390.50 15.71 21.70
|
||||
0.62976 0.00 8.140 0 0.5380 5.9490 61.80 4.7075 4 307.0 21.00 396.90 8.26 20.40
|
||||
0.63796 0.00 8.140 0 0.5380 6.0960 84.50 4.4619 4 307.0 21.00 380.02 10.26 18.20
|
||||
0.62739 0.00 8.140 0 0.5380 5.8340 56.50 4.4986 4 307.0 21.00 395.62 8.47 19.90
|
||||
1.05393 0.00 8.140 0 0.5380 5.9350 29.30 4.4986 4 307.0 21.00 386.85 6.58 23.10
|
||||
0.78420 0.00 8.140 0 0.5380 5.9900 81.70 4.2579 4 307.0 21.00 386.75 14.67 17.50
|
||||
0.80271 0.00 8.140 0 0.5380 5.4560 36.60 3.7965 4 307.0 21.00 288.99 11.69 20.20
|
||||
0.72580 0.00 8.140 0 0.5380 5.7270 69.50 3.7965 4 307.0 21.00 390.95 11.28 18.20
|
||||
1.25179 0.00 8.140 0 0.5380 5.5700 98.10 3.7979 4 307.0 21.00 376.57 21.02 13.60
|
||||
0.85204 0.00 8.140 0 0.5380 5.9650 89.20 4.0123 4 307.0 21.00 392.53 13.83 19.60
|
||||
1.23247 0.00 8.140 0 0.5380 6.1420 91.70 3.9769 4 307.0 21.00 396.90 18.72 15.20
|
||||
0.98843 0.00 8.140 0 0.5380 5.8130 100.00 4.0952 4 307.0 21.00 394.54 19.88 14.50
|
||||
0.75026 0.00 8.140 0 0.5380 5.9240 94.10 4.3996 4 307.0 21.00 394.33 16.30 15.60
|
||||
0.84054 0.00 8.140 0 0.5380 5.5990 85.70 4.4546 4 307.0 21.00 303.42 16.51 13.90
|
||||
0.67191 0.00 8.140 0 0.5380 5.8130 90.30 4.6820 4 307.0 21.00 376.88 14.81 16.60
|
||||
0.95577 0.00 8.140 0 0.5380 6.0470 88.80 4.4534 4 307.0 21.00 306.38 17.28 14.80
|
||||
0.77299 0.00 8.140 0 0.5380 6.4950 94.40 4.4547 4 307.0 21.00 387.94 12.80 18.40
|
||||
1.00245 0.00 8.140 0 0.5380 6.6740 87.30 4.2390 4 307.0 21.00 380.23 11.98 21.00
|
||||
1.13081 0.00 8.140 0 0.5380 5.7130 94.10 4.2330 4 307.0 21.00 360.17 22.60 12.70
|
||||
1.35472 0.00 8.140 0 0.5380 6.0720 100.00 4.1750 4 307.0 21.00 376.73 13.04 14.50
|
||||
1.38799 0.00 8.140 0 0.5380 5.9500 82.00 3.9900 4 307.0 21.00 232.60 27.71 13.20
|
||||
1.15172 0.00 8.140 0 0.5380 5.7010 95.00 3.7872 4 307.0 21.00 358.77 18.35 13.10
|
||||
1.61282 0.00 8.140 0 0.5380 6.0960 96.90 3.7598 4 307.0 21.00 248.31 20.34 13.50
|
||||
0.06417 0.00 5.960 0 0.4990 5.9330 68.20 3.3603 5 279.0 19.20 396.90 9.68 18.90
|
||||
0.09744 0.00 5.960 0 0.4990 5.8410 61.40 3.3779 5 279.0 19.20 377.56 11.41 20.00
|
||||
0.08014 0.00 5.960 0 0.4990 5.8500 41.50 3.9342 5 279.0 19.20 396.90 8.77 21.00
|
||||
0.17505 0.00 5.960 0 0.4990 5.9660 30.20 3.8473 5 279.0 19.20 393.43 10.13 24.70
|
||||
0.02763 75.00 2.950 0 0.4280 6.5950 21.80 5.4011 3 252.0 18.30 395.63 4.32 30.80
|
||||
0.03359 75.00 2.950 0 0.4280 7.0240 15.80 5.4011 3 252.0 18.30 395.62 1.98 34.90
|
||||
0.12744 0.00 6.910 0 0.4480 6.7700 2.90 5.7209 3 233.0 17.90 385.41 4.84 26.60
|
||||
0.14150 0.00 6.910 0 0.4480 6.1690 6.60 5.7209 3 233.0 17.90 383.37 5.81 25.30
|
||||
0.15936 0.00 6.910 0 0.4480 6.2110 6.50 5.7209 3 233.0 17.90 394.46 7.44 24.70
|
||||
0.12269 0.00 6.910 0 0.4480 6.0690 40.00 5.7209 3 233.0 17.90 389.39 9.55 21.20
|
||||
0.17142 0.00 6.910 0 0.4480 5.6820 33.80 5.1004 3 233.0 17.90 396.90 10.21 19.30
|
||||
0.18836 0.00 6.910 0 0.4480 5.7860 33.30 5.1004 3 233.0 17.90 396.90 14.15 20.00
|
||||
0.22927 0.00 6.910 0 0.4480 6.0300 85.50 5.6894 3 233.0 17.90 392.74 18.80 16.60
|
||||
0.25387 0.00 6.910 0 0.4480 5.3990 95.30 5.8700 3 233.0 17.90 396.90 30.81 14.40
|
||||
0.21977 0.00 6.910 0 0.4480 5.6020 62.00 6.0877 3 233.0 17.90 396.90 16.20 19.40
|
||||
0.08873 21.00 5.640 0 0.4390 5.9630 45.70 6.8147 4 243.0 16.80 395.56 13.45 19.70
|
||||
0.04337 21.00 5.640 0 0.4390 6.1150 63.00 6.8147 4 243.0 16.80 393.97 9.43 20.50
|
||||
0.05360 21.00 5.640 0 0.4390 6.5110 21.10 6.8147 4 243.0 16.80 396.90 5.28 25.00
|
||||
0.04981 21.00 5.640 0 0.4390 5.9980 21.40 6.8147 4 243.0 16.80 396.90 8.43 23.40
|
||||
0.01360 75.00 4.000 0 0.4100 5.8880 47.60 7.3197 3 469.0 21.10 396.90 14.80 18.90
|
||||
0.01311 90.00 1.220 0 0.4030 7.2490 21.90 8.6966 5 226.0 17.90 395.93 4.81 35.40
|
||||
0.02055 85.00 0.740 0 0.4100 6.3830 35.70 9.1876 2 313.0 17.30 396.90 5.77 24.70
|
||||
0.01432 100.00 1.320 0 0.4110 6.8160 40.50 8.3248 5 256.0 15.10 392.90 3.95 31.60
|
||||
0.15445 25.00 5.130 0 0.4530 6.1450 29.20 7.8148 8 284.0 19.70 390.68 6.86 23.30
|
||||
0.10328 25.00 5.130 0 0.4530 5.9270 47.20 6.9320 8 284.0 19.70 396.90 9.22 19.60
|
||||
0.14932 25.00 5.130 0 0.4530 5.7410 66.20 7.2254 8 284.0 19.70 395.11 13.15 18.70
|
||||
0.17171 25.00 5.130 0 0.4530 5.9660 93.40 6.8185 8 284.0 19.70 378.08 14.44 16.00
|
||||
0.11027 25.00 5.130 0 0.4530 6.4560 67.80 7.2255 8 284.0 19.70 396.90 6.73 22.20
|
||||
0.12650 25.00 5.130 0 0.4530 6.7620 43.40 7.9809 8 284.0 19.70 395.58 9.50 25.00
|
||||
0.01951 17.50 1.380 0 0.4161 7.1040 59.50 9.2229 3 216.0 18.60 393.24 8.05 33.00
|
||||
0.03584 80.00 3.370 0 0.3980 6.2900 17.80 6.6115 4 337.0 16.10 396.90 4.67 23.50
|
||||
0.04379 80.00 3.370 0 0.3980 5.7870 31.10 6.6115 4 337.0 16.10 396.90 10.24 19.40
|
||||
0.05789 12.50 6.070 0 0.4090 5.8780 21.40 6.4980 4 345.0 18.90 396.21 8.10 22.00
|
||||
0.13554 12.50 6.070 0 0.4090 5.5940 36.80 6.4980 4 345.0 18.90 396.90 13.09 17.40
|
||||
0.12816 12.50 6.070 0 0.4090 5.8850 33.00 6.4980 4 345.0 18.90 396.90 8.79 20.90
|
||||
0.08826 0.00 10.810 0 0.4130 6.4170 6.60 5.2873 4 305.0 19.20 383.73 6.72 24.20
|
||||
0.15876 0.00 10.810 0 0.4130 5.9610 17.50 5.2873 4 305.0 19.20 376.94 9.88 21.70
|
||||
0.09164 0.00 10.810 0 0.4130 6.0650 7.80 5.2873 4 305.0 19.20 390.91 5.52 22.80
|
||||
0.19539 0.00 10.810 0 0.4130 6.2450 6.20 5.2873 4 305.0 19.20 377.17 7.54 23.40
|
||||
0.07896 0.00 12.830 0 0.4370 6.2730 6.00 4.2515 5 398.0 18.70 394.92 6.78 24.10
|
||||
0.09512 0.00 12.830 0 0.4370 6.2860 45.00 4.5026 5 398.0 18.70 383.23 8.94 21.40
|
||||
0.10153 0.00 12.830 0 0.4370 6.2790 74.50 4.0522 5 398.0 18.70 373.66 11.97 20.00
|
||||
0.08707 0.00 12.830 0 0.4370 6.1400 45.80 4.0905 5 398.0 18.70 386.96 10.27 20.80
|
||||
0.05646 0.00 12.830 0 0.4370 6.2320 53.70 5.0141 5 398.0 18.70 386.40 12.34 21.20
|
||||
0.08387 0.00 12.830 0 0.4370 5.8740 36.60 4.5026 5 398.0 18.70 396.06 9.10 20.30
|
||||
0.04113 25.00 4.860 0 0.4260 6.7270 33.50 5.4007 4 281.0 19.00 396.90 5.29 28.00
|
||||
0.04462 25.00 4.860 0 0.4260 6.6190 70.40 5.4007 4 281.0 19.00 395.63 7.22 23.90
|
||||
0.03659 25.00 4.860 0 0.4260 6.3020 32.20 5.4007 4 281.0 19.00 396.90 6.72 24.80
|
||||
0.03551 25.00 4.860 0 0.4260 6.1670 46.70 5.4007 4 281.0 19.00 390.64 7.51 22.90
|
||||
0.05059 0.00 4.490 0 0.4490 6.3890 48.00 4.7794 3 247.0 18.50 396.90 9.62 23.90
|
||||
0.05735 0.00 4.490 0 0.4490 6.6300 56.10 4.4377 3 247.0 18.50 392.30 6.53 26.60
|
||||
0.05188 0.00 4.490 0 0.4490 6.0150 45.10 4.4272 3 247.0 18.50 395.99 12.86 22.50
|
||||
0.07151 0.00 4.490 0 0.4490 6.1210 56.80 3.7476 3 247.0 18.50 395.15 8.44 22.20
|
||||
0.05660 0.00 3.410 0 0.4890 7.0070 86.30 3.4217 2 270.0 17.80 396.90 5.50 23.60
|
||||
0.05302 0.00 3.410 0 0.4890 7.0790 63.10 3.4145 2 270.0 17.80 396.06 5.70 28.70
|
||||
0.04684 0.00 3.410 0 0.4890 6.4170 66.10 3.0923 2 270.0 17.80 392.18 8.81 22.60
|
||||
0.03932 0.00 3.410 0 0.4890 6.4050 73.90 3.0921 2 270.0 17.80 393.55 8.20 22.00
|
||||
0.04203 28.00 15.040 0 0.4640 6.4420 53.60 3.6659 4 270.0 18.20 395.01 8.16 22.90
|
||||
0.02875 28.00 15.040 0 0.4640 6.2110 28.90 3.6659 4 270.0 18.20 396.33 6.21 25.00
|
||||
0.04294 28.00 15.040 0 0.4640 6.2490 77.30 3.6150 4 270.0 18.20 396.90 10.59 20.60
|
||||
0.12204 0.00 2.890 0 0.4450 6.6250 57.80 3.4952 2 276.0 18.00 357.98 6.65 28.40
|
||||
0.11504 0.00 2.890 0 0.4450 6.1630 69.60 3.4952 2 276.0 18.00 391.83 11.34 21.40
|
||||
0.12083 0.00 2.890 0 0.4450 8.0690 76.00 3.4952 2 276.0 18.00 396.90 4.21 38.70
|
||||
0.08187 0.00 2.890 0 0.4450 7.8200 36.90 3.4952 2 276.0 18.00 393.53 3.57 43.80
|
||||
0.06860 0.00 2.890 0 0.4450 7.4160 62.50 3.4952 2 276.0 18.00 396.90 6.19 33.20
|
||||
0.14866 0.00 8.560 0 0.5200 6.7270 79.90 2.7778 5 384.0 20.90 394.76 9.42 27.50
|
||||
0.11432 0.00 8.560 0 0.5200 6.7810 71.30 2.8561 5 384.0 20.90 395.58 7.67 26.50
|
||||
0.22876 0.00 8.560 0 0.5200 6.4050 85.40 2.7147 5 384.0 20.90 70.80 10.63 18.60
|
||||
0.21161 0.00 8.560 0 0.5200 6.1370 87.40 2.7147 5 384.0 20.90 394.47 13.44 19.30
|
||||
0.13960 0.00 8.560 0 0.5200 6.1670 90.00 2.4210 5 384.0 20.90 392.69 12.33 20.10
|
||||
0.13262 0.00 8.560 0 0.5200 5.8510 96.70 2.1069 5 384.0 20.90 394.05 16.47 19.50
|
||||
0.17120 0.00 8.560 0 0.5200 5.8360 91.90 2.2110 5 384.0 20.90 395.67 18.66 19.50
|
||||
0.13117 0.00 8.560 0 0.5200 6.1270 85.20 2.1224 5 384.0 20.90 387.69 14.09 20.40
|
||||
0.12802 0.00 8.560 0 0.5200 6.4740 97.10 2.4329 5 384.0 20.90 395.24 12.27 19.80
|
||||
0.26363 0.00 8.560 0 0.5200 6.2290 91.20 2.5451 5 384.0 20.90 391.23 15.55 19.40
|
||||
0.10793 0.00 8.560 0 0.5200 6.1950 54.40 2.7778 5 384.0 20.90 393.49 13.00 21.70
|
||||
0.10084 0.00 10.010 0 0.5470 6.7150 81.60 2.6775 6 432.0 17.80 395.59 10.16 22.80
|
||||
0.12329 0.00 10.010 0 0.5470 5.9130 92.90 2.3534 6 432.0 17.80 394.95 16.21 18.80
|
||||
0.22212 0.00 10.010 0 0.5470 6.0920 95.40 2.5480 6 432.0 17.80 396.90 17.09 18.70
|
||||
0.14231 0.00 10.010 0 0.5470 6.2540 84.20 2.2565 6 432.0 17.80 388.74 10.45 18.50
|
||||
0.17134 0.00 10.010 0 0.5470 5.9280 88.20 2.4631 6 432.0 17.80 344.91 15.76 18.30
|
||||
0.13158 0.00 10.010 0 0.5470 6.1760 72.50 2.7301 6 432.0 17.80 393.30 12.04 21.20
|
||||
0.15098 0.00 10.010 0 0.5470 6.0210 82.60 2.7474 6 432.0 17.80 394.51 10.30 19.20
|
||||
0.13058 0.00 10.010 0 0.5470 5.8720 73.10 2.4775 6 432.0 17.80 338.63 15.37 20.40
|
||||
0.14476 0.00 10.010 0 0.5470 5.7310 65.20 2.7592 6 432.0 17.80 391.50 13.61 19.30
|
||||
0.06899 0.00 25.650 0 0.5810 5.8700 69.70 2.2577 2 188.0 19.10 389.15 14.37 22.00
|
||||
0.07165 0.00 25.650 0 0.5810 6.0040 84.10 2.1974 2 188.0 19.10 377.67 14.27 20.30
|
||||
0.09299 0.00 25.650 0 0.5810 5.9610 92.90 2.0869 2 188.0 19.10 378.09 17.93 20.50
|
||||
0.15038 0.00 25.650 0 0.5810 5.8560 97.00 1.9444 2 188.0 19.10 370.31 25.41 17.30
|
||||
0.09849 0.00 25.650 0 0.5810 5.8790 95.80 2.0063 2 188.0 19.10 379.38 17.58 18.80
|
||||
0.16902 0.00 25.650 0 0.5810 5.9860 88.40 1.9929 2 188.0 19.10 385.02 14.81 21.40
|
||||
0.38735 0.00 25.650 0 0.5810 5.6130 95.60 1.7572 2 188.0 19.10 359.29 27.26 15.70
|
||||
0.25915 0.00 21.890 0 0.6240 5.6930 96.00 1.7883 4 437.0 21.20 392.11 17.19 16.20
|
||||
0.32543 0.00 21.890 0 0.6240 6.4310 98.80 1.8125 4 437.0 21.20 396.90 15.39 18.00
|
||||
0.88125 0.00 21.890 0 0.6240 5.6370 94.70 1.9799 4 437.0 21.20 396.90 18.34 14.30
|
||||
0.34006 0.00 21.890 0 0.6240 6.4580 98.90 2.1185 4 437.0 21.20 395.04 12.60 19.20
|
||||
1.19294 0.00 21.890 0 0.6240 6.3260 97.70 2.2710 4 437.0 21.20 396.90 12.26 19.60
|
||||
0.59005 0.00 21.890 0 0.6240 6.3720 97.90 2.3274 4 437.0 21.20 385.76 11.12 23.00
|
||||
0.32982 0.00 21.890 0 0.6240 5.8220 95.40 2.4699 4 437.0 21.20 388.69 15.03 18.40
|
||||
0.97617 0.00 21.890 0 0.6240 5.7570 98.40 2.3460 4 437.0 21.20 262.76 17.31 15.60
|
||||
0.55778 0.00 21.890 0 0.6240 6.3350 98.20 2.1107 4 437.0 21.20 394.67 16.96 18.10
|
||||
0.32264 0.00 21.890 0 0.6240 5.9420 93.50 1.9669 4 437.0 21.20 378.25 16.90 17.40
|
||||
0.35233 0.00 21.890 0 0.6240 6.4540 98.40 1.8498 4 437.0 21.20 394.08 14.59 17.10
|
||||
0.24980 0.00 21.890 0 0.6240 5.8570 98.20 1.6686 4 437.0 21.20 392.04 21.32 13.30
|
||||
0.54452 0.00 21.890 0 0.6240 6.1510 97.90 1.6687 4 437.0 21.20 396.90 18.46 17.80
|
||||
0.29090 0.00 21.890 0 0.6240 6.1740 93.60 1.6119 4 437.0 21.20 388.08 24.16 14.00
|
||||
1.62864 0.00 21.890 0 0.6240 5.0190 100.00 1.4394 4 437.0 21.20 396.90 34.41 14.40
|
||||
3.32105 0.00 19.580 1 0.8710 5.4030 100.00 1.3216 5 403.0 14.70 396.90 26.82 13.40
|
||||
4.09740 0.00 19.580 0 0.8710 5.4680 100.00 1.4118 5 403.0 14.70 396.90 26.42 15.60
|
||||
2.77974 0.00 19.580 0 0.8710 4.9030 97.80 1.3459 5 403.0 14.70 396.90 29.29 11.80
|
||||
2.37934 0.00 19.580 0 0.8710 6.1300 100.00 1.4191 5 403.0 14.70 172.91 27.80 13.80
|
||||
2.15505 0.00 19.580 0 0.8710 5.6280 100.00 1.5166 5 403.0 14.70 169.27 16.65 15.60
|
||||
2.36862 0.00 19.580 0 0.8710 4.9260 95.70 1.4608 5 403.0 14.70 391.71 29.53 14.60
|
||||
2.33099 0.00 19.580 0 0.8710 5.1860 93.80 1.5296 5 403.0 14.70 356.99 28.32 17.80
|
||||
2.73397 0.00 19.580 0 0.8710 5.5970 94.90 1.5257 5 403.0 14.70 351.85 21.45 15.40
|
||||
1.65660 0.00 19.580 0 0.8710 6.1220 97.30 1.6180 5 403.0 14.70 372.80 14.10 21.50
|
||||
1.49632 0.00 19.580 0 0.8710 5.4040 100.00 1.5916 5 403.0 14.70 341.60 13.28 19.60
|
||||
1.12658 0.00 19.580 1 0.8710 5.0120 88.00 1.6102 5 403.0 14.70 343.28 12.12 15.30
|
||||
2.14918 0.00 19.580 0 0.8710 5.7090 98.50 1.6232 5 403.0 14.70 261.95 15.79 19.40
|
||||
1.41385 0.00 19.580 1 0.8710 6.1290 96.00 1.7494 5 403.0 14.70 321.02 15.12 17.00
|
||||
3.53501 0.00 19.580 1 0.8710 6.1520 82.60 1.7455 5 403.0 14.70 88.01 15.02 15.60
|
||||
2.44668 0.00 19.580 0 0.8710 5.2720 94.00 1.7364 5 403.0 14.70 88.63 16.14 13.10
|
||||
1.22358 0.00 19.580 0 0.6050 6.9430 97.40 1.8773 5 403.0 14.70 363.43 4.59 41.30
|
||||
1.34284 0.00 19.580 0 0.6050 6.0660 100.00 1.7573 5 403.0 14.70 353.89 6.43 24.30
|
||||
1.42502 0.00 19.580 0 0.8710 6.5100 100.00 1.7659 5 403.0 14.70 364.31 7.39 23.30
|
||||
1.27346 0.00 19.580 1 0.6050 6.2500 92.60 1.7984 5 403.0 14.70 338.92 5.50 27.00
|
||||
1.46336 0.00 19.580 0 0.6050 7.4890 90.80 1.9709 5 403.0 14.70 374.43 1.73 50.00
|
||||
1.83377 0.00 19.580 1 0.6050 7.8020 98.20 2.0407 5 403.0 14.70 389.61 1.92 50.00
|
||||
1.51902 0.00 19.580 1 0.6050 8.3750 93.90 2.1620 5 403.0 14.70 388.45 3.32 50.00
|
||||
2.24236 0.00 19.580 0 0.6050 5.8540 91.80 2.4220 5 403.0 14.70 395.11 11.64 22.70
|
||||
2.92400 0.00 19.580 0 0.6050 6.1010 93.00 2.2834 5 403.0 14.70 240.16 9.81 25.00
|
||||
2.01019 0.00 19.580 0 0.6050 7.9290 96.20 2.0459 5 403.0 14.70 369.30 3.70 50.00
|
||||
1.80028 0.00 19.580 0 0.6050 5.8770 79.20 2.4259 5 403.0 14.70 227.61 12.14 23.80
|
||||
2.30040 0.00 19.580 0 0.6050 6.3190 96.10 2.1000 5 403.0 14.70 297.09 11.10 23.80
|
||||
2.44953 0.00 19.580 0 0.6050 6.4020 95.20 2.2625 5 403.0 14.70 330.04 11.32 22.30
|
||||
1.20742 0.00 19.580 0 0.6050 5.8750 94.60 2.4259 5 403.0 14.70 292.29 14.43 17.40
|
||||
2.31390 0.00 19.580 0 0.6050 5.8800 97.30 2.3887 5 403.0 14.70 348.13 12.03 19.10
|
||||
0.13914 0.00 4.050 0 0.5100 5.5720 88.50 2.5961 5 296.0 16.60 396.90 14.69 23.10
|
||||
0.09178 0.00 4.050 0 0.5100 6.4160 84.10 2.6463 5 296.0 16.60 395.50 9.04 23.60
|
||||
0.08447 0.00 4.050 0 0.5100 5.8590 68.70 2.7019 5 296.0 16.60 393.23 9.64 22.60
|
||||
0.06664 0.00 4.050 0 0.5100 6.5460 33.10 3.1323 5 296.0 16.60 390.96 5.33 29.40
|
||||
0.07022 0.00 4.050 0 0.5100 6.0200 47.20 3.5549 5 296.0 16.60 393.23 10.11 23.20
|
||||
0.05425 0.00 4.050 0 0.5100 6.3150 73.40 3.3175 5 296.0 16.60 395.60 6.29 24.60
|
||||
0.06642 0.00 4.050 0 0.5100 6.8600 74.40 2.9153 5 296.0 16.60 391.27 6.92 29.90
|
||||
0.05780 0.00 2.460 0 0.4880 6.9800 58.40 2.8290 3 193.0 17.80 396.90 5.04 37.20
|
||||
0.06588 0.00 2.460 0 0.4880 7.7650 83.30 2.7410 3 193.0 17.80 395.56 7.56 39.80
|
||||
0.06888 0.00 2.460 0 0.4880 6.1440 62.20 2.5979 3 193.0 17.80 396.90 9.45 36.20
|
||||
0.09103 0.00 2.460 0 0.4880 7.1550 92.20 2.7006 3 193.0 17.80 394.12 4.82 37.90
|
||||
0.10008 0.00 2.460 0 0.4880 6.5630 95.60 2.8470 3 193.0 17.80 396.90 5.68 32.50
|
||||
0.08308 0.00 2.460 0 0.4880 5.6040 89.80 2.9879 3 193.0 17.80 391.00 13.98 26.40
|
||||
0.06047 0.00 2.460 0 0.4880 6.1530 68.80 3.2797 3 193.0 17.80 387.11 13.15 29.60
|
||||
0.05602 0.00 2.460 0 0.4880 7.8310 53.60 3.1992 3 193.0 17.80 392.63 4.45 50.00
|
||||
0.07875 45.00 3.440 0 0.4370 6.7820 41.10 3.7886 5 398.0 15.20 393.87 6.68 32.00
|
||||
0.12579 45.00 3.440 0 0.4370 6.5560 29.10 4.5667 5 398.0 15.20 382.84 4.56 29.80
|
||||
0.08370 45.00 3.440 0 0.4370 7.1850 38.90 4.5667 5 398.0 15.20 396.90 5.39 34.90
|
||||
0.09068 45.00 3.440 0 0.4370 6.9510 21.50 6.4798 5 398.0 15.20 377.68 5.10 37.00
|
||||
0.06911 45.00 3.440 0 0.4370 6.7390 30.80 6.4798 5 398.0 15.20 389.71 4.69 30.50
|
||||
0.08664 45.00 3.440 0 0.4370 7.1780 26.30 6.4798 5 398.0 15.20 390.49 2.87 36.40
|
||||
0.02187 60.00 2.930 0 0.4010 6.8000 9.90 6.2196 1 265.0 15.60 393.37 5.03 31.10
|
||||
0.01439 60.00 2.930 0 0.4010 6.6040 18.80 6.2196 1 265.0 15.60 376.70 4.38 29.10
|
||||
0.01381 80.00 0.460 0 0.4220 7.8750 32.00 5.6484 4 255.0 14.40 394.23 2.97 50.00
|
||||
0.04011 80.00 1.520 0 0.4040 7.2870 34.10 7.3090 2 329.0 12.60 396.90 4.08 33.30
|
||||
0.04666 80.00 1.520 0 0.4040 7.1070 36.60 7.3090 2 329.0 12.60 354.31 8.61 30.30
|
||||
0.03768 80.00 1.520 0 0.4040 7.2740 38.30 7.3090 2 329.0 12.60 392.20 6.62 34.60
|
||||
0.03150 95.00 1.470 0 0.4030 6.9750 15.30 7.6534 3 402.0 17.00 396.90 4.56 34.90
|
||||
0.01778 95.00 1.470 0 0.4030 7.1350 13.90 7.6534 3 402.0 17.00 384.30 4.45 32.90
|
||||
0.03445 82.50 2.030 0 0.4150 6.1620 38.40 6.2700 2 348.0 14.70 393.77 7.43 24.10
|
||||
0.02177 82.50 2.030 0 0.4150 7.6100 15.70 6.2700 2 348.0 14.70 395.38 3.11 42.30
|
||||
0.03510 95.00 2.680 0 0.4161 7.8530 33.20 5.1180 4 224.0 14.70 392.78 3.81 48.50
|
||||
0.02009 95.00 2.680 0 0.4161 8.0340 31.90 5.1180 4 224.0 14.70 390.55 2.88 50.00
|
||||
0.13642 0.00 10.590 0 0.4890 5.8910 22.30 3.9454 4 277.0 18.60 396.90 10.87 22.60
|
||||
0.22969 0.00 10.590 0 0.4890 6.3260 52.50 4.3549 4 277.0 18.60 394.87 10.97 24.40
|
||||
0.25199 0.00 10.590 0 0.4890 5.7830 72.70 4.3549 4 277.0 18.60 389.43 18.06 22.50
|
||||
0.13587 0.00 10.590 1 0.4890 6.0640 59.10 4.2392 4 277.0 18.60 381.32 14.66 24.40
|
||||
0.43571 0.00 10.590 1 0.4890 5.3440 100.00 3.8750 4 277.0 18.60 396.90 23.09 20.00
|
||||
0.17446 0.00 10.590 1 0.4890 5.9600 92.10 3.8771 4 277.0 18.60 393.25 17.27 21.70
|
||||
0.37578 0.00 10.590 1 0.4890 5.4040 88.60 3.6650 4 277.0 18.60 395.24 23.98 19.30
|
||||
0.21719 0.00 10.590 1 0.4890 5.8070 53.80 3.6526 4 277.0 18.60 390.94 16.03 22.40
|
||||
0.14052 0.00 10.590 0 0.4890 6.3750 32.30 3.9454 4 277.0 18.60 385.81 9.38 28.10
|
||||
0.28955 0.00 10.590 0 0.4890 5.4120 9.80 3.5875 4 277.0 18.60 348.93 29.55 23.70
|
||||
0.19802 0.00 10.590 0 0.4890 6.1820 42.40 3.9454 4 277.0 18.60 393.63 9.47 25.00
|
||||
0.04560 0.00 13.890 1 0.5500 5.8880 56.00 3.1121 5 276.0 16.40 392.80 13.51 23.30
|
||||
0.07013 0.00 13.890 0 0.5500 6.6420 85.10 3.4211 5 276.0 16.40 392.78 9.69 28.70
|
||||
0.11069 0.00 13.890 1 0.5500 5.9510 93.80 2.8893 5 276.0 16.40 396.90 17.92 21.50
|
||||
0.11425 0.00 13.890 1 0.5500 6.3730 92.40 3.3633 5 276.0 16.40 393.74 10.50 23.00
|
||||
0.35809 0.00 6.200 1 0.5070 6.9510 88.50 2.8617 8 307.0 17.40 391.70 9.71 26.70
|
||||
0.40771 0.00 6.200 1 0.5070 6.1640 91.30 3.0480 8 307.0 17.40 395.24 21.46 21.70
|
||||
0.62356 0.00 6.200 1 0.5070 6.8790 77.70 3.2721 8 307.0 17.40 390.39 9.93 27.50
|
||||
0.61470 0.00 6.200 0 0.5070 6.6180 80.80 3.2721 8 307.0 17.40 396.90 7.60 30.10
|
||||
0.31533 0.00 6.200 0 0.5040 8.2660 78.30 2.8944 8 307.0 17.40 385.05 4.14 44.80
|
||||
0.52693 0.00 6.200 0 0.5040 8.7250 83.00 2.8944 8 307.0 17.40 382.00 4.63 50.00
|
||||
0.38214 0.00 6.200 0 0.5040 8.0400 86.50 3.2157 8 307.0 17.40 387.38 3.13 37.60
|
||||
0.41238 0.00 6.200 0 0.5040 7.1630 79.90 3.2157 8 307.0 17.40 372.08 6.36 31.60
|
||||
0.29819 0.00 6.200 0 0.5040 7.6860 17.00 3.3751 8 307.0 17.40 377.51 3.92 46.70
|
||||
0.44178 0.00 6.200 0 0.5040 6.5520 21.40 3.3751 8 307.0 17.40 380.34 3.76 31.50
|
||||
0.53700 0.00 6.200 0 0.5040 5.9810 68.10 3.6715 8 307.0 17.40 378.35 11.65 24.30
|
||||
0.46296 0.00 6.200 0 0.5040 7.4120 76.90 3.6715 8 307.0 17.40 376.14 5.25 31.70
|
||||
0.57529 0.00 6.200 0 0.5070 8.3370 73.30 3.8384 8 307.0 17.40 385.91 2.47 41.70
|
||||
0.33147 0.00 6.200 0 0.5070 8.2470 70.40 3.6519 8 307.0 17.40 378.95 3.95 48.30
|
||||
0.44791 0.00 6.200 1 0.5070 6.7260 66.50 3.6519 8 307.0 17.40 360.20 8.05 29.00
|
||||
0.33045 0.00 6.200 0 0.5070 6.0860 61.50 3.6519 8 307.0 17.40 376.75 10.88 24.00
|
||||
0.52058 0.00 6.200 1 0.5070 6.6310 76.50 4.1480 8 307.0 17.40 388.45 9.54 25.10
|
||||
0.51183 0.00 6.200 0 0.5070 7.3580 71.60 4.1480 8 307.0 17.40 390.07 4.73 31.50
|
||||
0.08244 30.00 4.930 0 0.4280 6.4810 18.50 6.1899 6 300.0 16.60 379.41 6.36 23.70
|
||||
0.09252 30.00 4.930 0 0.4280 6.6060 42.20 6.1899 6 300.0 16.60 383.78 7.37 23.30
|
||||
0.11329 30.00 4.930 0 0.4280 6.8970 54.30 6.3361 6 300.0 16.60 391.25 11.38 22.00
|
||||
0.10612 30.00 4.930 0 0.4280 6.0950 65.10 6.3361 6 300.0 16.60 394.62 12.40 20.10
|
||||
0.10290 30.00 4.930 0 0.4280 6.3580 52.90 7.0355 6 300.0 16.60 372.75 11.22 22.20
|
||||
0.12757 30.00 4.930 0 0.4280 6.3930 7.80 7.0355 6 300.0 16.60 374.71 5.19 23.70
|
||||
0.20608 22.00 5.860 0 0.4310 5.5930 76.50 7.9549 7 330.0 19.10 372.49 12.50 17.60
|
||||
0.19133 22.00 5.860 0 0.4310 5.6050 70.20 7.9549 7 330.0 19.10 389.13 18.46 18.50
|
||||
0.33983 22.00 5.860 0 0.4310 6.1080 34.90 8.0555 7 330.0 19.10 390.18 9.16 24.30
|
||||
0.19657 22.00 5.860 0 0.4310 6.2260 79.20 8.0555 7 330.0 19.10 376.14 10.15 20.50
|
||||
0.16439 22.00 5.860 0 0.4310 6.4330 49.10 7.8265 7 330.0 19.10 374.71 9.52 24.50
|
||||
0.19073 22.00 5.860 0 0.4310 6.7180 17.50 7.8265 7 330.0 19.10 393.74 6.56 26.20
|
||||
0.14030 22.00 5.860 0 0.4310 6.4870 13.00 7.3967 7 330.0 19.10 396.28 5.90 24.40
|
||||
0.21409 22.00 5.860 0 0.4310 6.4380 8.90 7.3967 7 330.0 19.10 377.07 3.59 24.80
|
||||
0.08221 22.00 5.860 0 0.4310 6.9570 6.80 8.9067 7 330.0 19.10 386.09 3.53 29.60
|
||||
0.36894 22.00 5.860 0 0.4310 8.2590 8.40 8.9067 7 330.0 19.10 396.90 3.54 42.80
|
||||
0.04819 80.00 3.640 0 0.3920 6.1080 32.00 9.2203 1 315.0 16.40 392.89 6.57 21.90
|
||||
0.03548 80.00 3.640 0 0.3920 5.8760 19.10 9.2203 1 315.0 16.40 395.18 9.25 20.90
|
||||
0.01538 90.00 3.750 0 0.3940 7.4540 34.20 6.3361 3 244.0 15.90 386.34 3.11 44.00
|
||||
0.61154 20.00 3.970 0 0.6470 8.7040 86.90 1.8010 5 264.0 13.00 389.70 5.12 50.00
|
||||
0.66351 20.00 3.970 0 0.6470 7.3330 100.00 1.8946 5 264.0 13.00 383.29 7.79 36.00
|
||||
0.65665 20.00 3.970 0 0.6470 6.8420 100.00 2.0107 5 264.0 13.00 391.93 6.90 30.10
|
||||
0.54011 20.00 3.970 0 0.6470 7.2030 81.80 2.1121 5 264.0 13.00 392.80 9.59 33.80
|
||||
0.53412 20.00 3.970 0 0.6470 7.5200 89.40 2.1398 5 264.0 13.00 388.37 7.26 43.10
|
||||
0.52014 20.00 3.970 0 0.6470 8.3980 91.50 2.2885 5 264.0 13.00 386.86 5.91 48.80
|
||||
0.82526 20.00 3.970 0 0.6470 7.3270 94.50 2.0788 5 264.0 13.00 393.42 11.25 31.00
|
||||
0.55007 20.00 3.970 0 0.6470 7.2060 91.60 1.9301 5 264.0 13.00 387.89 8.10 36.50
|
||||
0.76162 20.00 3.970 0 0.6470 5.5600 62.80 1.9865 5 264.0 13.00 392.40 10.45 22.80
|
||||
0.78570 20.00 3.970 0 0.6470 7.0140 84.60 2.1329 5 264.0 13.00 384.07 14.79 30.70
|
||||
0.57834 20.00 3.970 0 0.5750 8.2970 67.00 2.4216 5 264.0 13.00 384.54 7.44 50.00
|
||||
0.54050 20.00 3.970 0 0.5750 7.4700 52.60 2.8720 5 264.0 13.00 390.30 3.16 43.50
|
||||
0.09065 20.00 6.960 1 0.4640 5.9200 61.50 3.9175 3 223.0 18.60 391.34 13.65 20.70
|
||||
0.29916 20.00 6.960 0 0.4640 5.8560 42.10 4.4290 3 223.0 18.60 388.65 13.00 21.10
|
||||
0.16211 20.00 6.960 0 0.4640 6.2400 16.30 4.4290 3 223.0 18.60 396.90 6.59 25.20
|
||||
0.11460 20.00 6.960 0 0.4640 6.5380 58.70 3.9175 3 223.0 18.60 394.96 7.73 24.40
|
||||
0.22188 20.00 6.960 1 0.4640 7.6910 51.80 4.3665 3 223.0 18.60 390.77 6.58 35.20
|
||||
0.05644 40.00 6.410 1 0.4470 6.7580 32.90 4.0776 4 254.0 17.60 396.90 3.53 32.40
|
||||
0.09604 40.00 6.410 0 0.4470 6.8540 42.80 4.2673 4 254.0 17.60 396.90 2.98 32.00
|
||||
0.10469 40.00 6.410 1 0.4470 7.2670 49.00 4.7872 4 254.0 17.60 389.25 6.05 33.20
|
||||
0.06127 40.00 6.410 1 0.4470 6.8260 27.60 4.8628 4 254.0 17.60 393.45 4.16 33.10
|
||||
0.07978 40.00 6.410 0 0.4470 6.4820 32.10 4.1403 4 254.0 17.60 396.90 7.19 29.10
|
||||
0.21038 20.00 3.330 0 0.4429 6.8120 32.20 4.1007 5 216.0 14.90 396.90 4.85 35.10
|
||||
0.03578 20.00 3.330 0 0.4429 7.8200 64.50 4.6947 5 216.0 14.90 387.31 3.76 45.40
|
||||
0.03705 20.00 3.330 0 0.4429 6.9680 37.20 5.2447 5 216.0 14.90 392.23 4.59 35.40
|
||||
0.06129 20.00 3.330 1 0.4429 7.6450 49.70 5.2119 5 216.0 14.90 377.07 3.01 46.00
|
||||
0.01501 90.00 1.210 1 0.4010 7.9230 24.80 5.8850 1 198.0 13.60 395.52 3.16 50.00
|
||||
0.00906 90.00 2.970 0 0.4000 7.0880 20.80 7.3073 1 285.0 15.30 394.72 7.85 32.20
|
||||
0.01096 55.00 2.250 0 0.3890 6.4530 31.90 7.3073 1 300.0 15.30 394.72 8.23 22.00
|
||||
0.01965 80.00 1.760 0 0.3850 6.2300 31.50 9.0892 1 241.0 18.20 341.60 12.93 20.10
|
||||
0.03871 52.50 5.320 0 0.4050 6.2090 31.30 7.3172 6 293.0 16.60 396.90 7.14 23.20
|
||||
0.04590 52.50 5.320 0 0.4050 6.3150 45.60 7.3172 6 293.0 16.60 396.90 7.60 22.30
|
||||
0.04297 52.50 5.320 0 0.4050 6.5650 22.90 7.3172 6 293.0 16.60 371.72 9.51 24.80
|
||||
0.03502 80.00 4.950 0 0.4110 6.8610 27.90 5.1167 4 245.0 19.20 396.90 3.33 28.50
|
||||
0.07886 80.00 4.950 0 0.4110 7.1480 27.70 5.1167 4 245.0 19.20 396.90 3.56 37.30
|
||||
0.03615 80.00 4.950 0 0.4110 6.6300 23.40 5.1167 4 245.0 19.20 396.90 4.70 27.90
|
||||
0.08265 0.00 13.920 0 0.4370 6.1270 18.40 5.5027 4 289.0 16.00 396.90 8.58 23.90
|
||||
0.08199 0.00 13.920 0 0.4370 6.0090 42.30 5.5027 4 289.0 16.00 396.90 10.40 21.70
|
||||
0.12932 0.00 13.920 0 0.4370 6.6780 31.10 5.9604 4 289.0 16.00 396.90 6.27 28.60
|
||||
0.05372 0.00 13.920 0 0.4370 6.5490 51.00 5.9604 4 289.0 16.00 392.85 7.39 27.10
|
||||
0.14103 0.00 13.920 0 0.4370 5.7900 58.00 6.3200 4 289.0 16.00 396.90 15.84 20.30
|
||||
0.06466 70.00 2.240 0 0.4000 6.3450 20.10 7.8278 5 358.0 14.80 368.24 4.97 22.50
|
||||
0.05561 70.00 2.240 0 0.4000 7.0410 10.00 7.8278 5 358.0 14.80 371.58 4.74 29.00
|
||||
0.04417 70.00 2.240 0 0.4000 6.8710 47.40 7.8278 5 358.0 14.80 390.86 6.07 24.80
|
||||
0.03537 34.00 6.090 0 0.4330 6.5900 40.40 5.4917 7 329.0 16.10 395.75 9.50 22.00
|
||||
0.09266 34.00 6.090 0 0.4330 6.4950 18.40 5.4917 7 329.0 16.10 383.61 8.67 26.40
|
||||
0.10000 34.00 6.090 0 0.4330 6.9820 17.70 5.4917 7 329.0 16.10 390.43 4.86 33.10
|
||||
0.05515 33.00 2.180 0 0.4720 7.2360 41.10 4.0220 7 222.0 18.40 393.68 6.93 36.10
|
||||
0.05479 33.00 2.180 0 0.4720 6.6160 58.10 3.3700 7 222.0 18.40 393.36 8.93 28.40
|
||||
0.07503 33.00 2.180 0 0.4720 7.4200 71.90 3.0992 7 222.0 18.40 396.90 6.47 33.40
|
||||
0.04932 33.00 2.180 0 0.4720 6.8490 70.30 3.1827 7 222.0 18.40 396.90 7.53 28.20
|
||||
0.49298 0.00 9.900 0 0.5440 6.6350 82.50 3.3175 4 304.0 18.40 396.90 4.54 22.80
|
||||
0.34940 0.00 9.900 0 0.5440 5.9720 76.70 3.1025 4 304.0 18.40 396.24 9.97 20.30
|
||||
2.63548 0.00 9.900 0 0.5440 4.9730 37.80 2.5194 4 304.0 18.40 350.45 12.64 16.10
|
||||
0.79041 0.00 9.900 0 0.5440 6.1220 52.80 2.6403 4 304.0 18.40 396.90 5.98 22.10
|
||||
0.26169 0.00 9.900 0 0.5440 6.0230 90.40 2.8340 4 304.0 18.40 396.30 11.72 19.40
|
||||
0.26938 0.00 9.900 0 0.5440 6.2660 82.80 3.2628 4 304.0 18.40 393.39 7.90 21.60
|
||||
0.36920 0.00 9.900 0 0.5440 6.5670 87.30 3.6023 4 304.0 18.40 395.69 9.28 23.80
|
||||
0.25356 0.00 9.900 0 0.5440 5.7050 77.70 3.9450 4 304.0 18.40 396.42 11.50 16.20
|
||||
0.31827 0.00 9.900 0 0.5440 5.9140 83.20 3.9986 4 304.0 18.40 390.70 18.33 17.80
|
||||
0.24522 0.00 9.900 0 0.5440 5.7820 71.70 4.0317 4 304.0 18.40 396.90 15.94 19.80
|
||||
0.40202 0.00 9.900 0 0.5440 6.3820 67.20 3.5325 4 304.0 18.40 395.21 10.36 23.10
|
||||
0.47547 0.00 9.900 0 0.5440 6.1130 58.80 4.0019 4 304.0 18.40 396.23 12.73 21.00
|
||||
0.16760 0.00 7.380 0 0.4930 6.4260 52.30 4.5404 5 287.0 19.60 396.90 7.20 23.80
|
||||
0.18159 0.00 7.380 0 0.4930 6.3760 54.30 4.5404 5 287.0 19.60 396.90 6.87 23.10
|
||||
0.35114 0.00 7.380 0 0.4930 6.0410 49.90 4.7211 5 287.0 19.60 396.90 7.70 20.40
|
||||
0.28392 0.00 7.380 0 0.4930 5.7080 74.30 4.7211 5 287.0 19.60 391.13 11.74 18.50
|
||||
0.34109 0.00 7.380 0 0.4930 6.4150 40.10 4.7211 5 287.0 19.60 396.90 6.12 25.00
|
||||
0.19186 0.00 7.380 0 0.4930 6.4310 14.70 5.4159 5 287.0 19.60 393.68 5.08 24.60
|
||||
0.30347 0.00 7.380 0 0.4930 6.3120 28.90 5.4159 5 287.0 19.60 396.90 6.15 23.00
|
||||
0.24103 0.00 7.380 0 0.4930 6.0830 43.70 5.4159 5 287.0 19.60 396.90 12.79 22.20
|
||||
0.06617 0.00 3.240 0 0.4600 5.8680 25.80 5.2146 4 430.0 16.90 382.44 9.97 19.30
|
||||
0.06724 0.00 3.240 0 0.4600 6.3330 17.20 5.2146 4 430.0 16.90 375.21 7.34 22.60
|
||||
0.04544 0.00 3.240 0 0.4600 6.1440 32.20 5.8736 4 430.0 16.90 368.57 9.09 19.80
|
||||
0.05023 35.00 6.060 0 0.4379 5.7060 28.40 6.6407 1 304.0 16.90 394.02 12.43 17.10
|
||||
0.03466 35.00 6.060 0 0.4379 6.0310 23.30 6.6407 1 304.0 16.90 362.25 7.83 19.40
|
||||
0.05083 0.00 5.190 0 0.5150 6.3160 38.10 6.4584 5 224.0 20.20 389.71 5.68 22.20
|
||||
0.03738 0.00 5.190 0 0.5150 6.3100 38.50 6.4584 5 224.0 20.20 389.40 6.75 20.70
|
||||
0.03961 0.00 5.190 0 0.5150 6.0370 34.50 5.9853 5 224.0 20.20 396.90 8.01 21.10
|
||||
0.03427 0.00 5.190 0 0.5150 5.8690 46.30 5.2311 5 224.0 20.20 396.90 9.80 19.50
|
||||
0.03041 0.00 5.190 0 0.5150 5.8950 59.60 5.6150 5 224.0 20.20 394.81 10.56 18.50
|
||||
0.03306 0.00 5.190 0 0.5150 6.0590 37.30 4.8122 5 224.0 20.20 396.14 8.51 20.60
|
||||
0.05497 0.00 5.190 0 0.5150 5.9850 45.40 4.8122 5 224.0 20.20 396.90 9.74 19.00
|
||||
0.06151 0.00 5.190 0 0.5150 5.9680 58.50 4.8122 5 224.0 20.20 396.90 9.29 18.70
|
||||
0.01301 35.00 1.520 0 0.4420 7.2410 49.30 7.0379 1 284.0 15.50 394.74 5.49 32.70
|
||||
0.02498 0.00 1.890 0 0.5180 6.5400 59.70 6.2669 1 422.0 15.90 389.96 8.65 16.50
|
||||
0.02543 55.00 3.780 0 0.4840 6.6960 56.40 5.7321 5 370.0 17.60 396.90 7.18 23.90
|
||||
0.03049 55.00 3.780 0 0.4840 6.8740 28.10 6.4654 5 370.0 17.60 387.97 4.61 31.20
|
||||
0.03113 0.00 4.390 0 0.4420 6.0140 48.50 8.0136 3 352.0 18.80 385.64 10.53 17.50
|
||||
0.06162 0.00 4.390 0 0.4420 5.8980 52.30 8.0136 3 352.0 18.80 364.61 12.67 17.20
|
||||
0.01870 85.00 4.150 0 0.4290 6.5160 27.70 8.5353 4 351.0 17.90 392.43 6.36 23.10
|
||||
0.01501 80.00 2.010 0 0.4350 6.6350 29.70 8.3440 4 280.0 17.00 390.94 5.99 24.50
|
||||
0.02899 40.00 1.250 0 0.4290 6.9390 34.50 8.7921 1 335.0 19.70 389.85 5.89 26.60
|
||||
0.06211 40.00 1.250 0 0.4290 6.4900 44.40 8.7921 1 335.0 19.70 396.90 5.98 22.90
|
||||
0.07950 60.00 1.690 0 0.4110 6.5790 35.90 10.7103 4 411.0 18.30 370.78 5.49 24.10
|
||||
0.07244 60.00 1.690 0 0.4110 5.8840 18.50 10.7103 4 411.0 18.30 392.33 7.79 18.60
|
||||
0.01709 90.00 2.020 0 0.4100 6.7280 36.10 12.1265 5 187.0 17.00 384.46 4.50 30.10
|
||||
0.04301 80.00 1.910 0 0.4130 5.6630 21.90 10.5857 4 334.0 22.00 382.80 8.05 18.20
|
||||
0.10659 80.00 1.910 0 0.4130 5.9360 19.50 10.5857 4 334.0 22.00 376.04 5.57 20.60
|
||||
8.98296 0.00 18.100 1 0.7700 6.2120 97.40 2.1222 24 666.0 20.20 377.73 17.60 17.80
|
||||
3.84970 0.00 18.100 1 0.7700 6.3950 91.00 2.5052 24 666.0 20.20 391.34 13.27 21.70
|
||||
5.20177 0.00 18.100 1 0.7700 6.1270 83.40 2.7227 24 666.0 20.20 395.43 11.48 22.70
|
||||
4.26131 0.00 18.100 0 0.7700 6.1120 81.30 2.5091 24 666.0 20.20 390.74 12.67 22.60
|
||||
4.54192 0.00 18.100 0 0.7700 6.3980 88.00 2.5182 24 666.0 20.20 374.56 7.79 25.00
|
||||
3.83684 0.00 18.100 0 0.7700 6.2510 91.10 2.2955 24 666.0 20.20 350.65 14.19 19.90
|
||||
3.67822 0.00 18.100 0 0.7700 5.3620 96.20 2.1036 24 666.0 20.20 380.79 10.19 20.80
|
||||
4.22239 0.00 18.100 1 0.7700 5.8030 89.00 1.9047 24 666.0 20.20 353.04 14.64 16.80
|
||||
3.47428 0.00 18.100 1 0.7180 8.7800 82.90 1.9047 24 666.0 20.20 354.55 5.29 21.90
|
||||
4.55587 0.00 18.100 0 0.7180 3.5610 87.90 1.6132 24 666.0 20.20 354.70 7.12 27.50
|
||||
3.69695 0.00 18.100 0 0.7180 4.9630 91.40 1.7523 24 666.0 20.20 316.03 14.00 21.90
|
||||
13.52220 0.00 18.100 0 0.6310 3.8630 100.00 1.5106 24 666.0 20.20 131.42 13.33 23.10
|
||||
4.89822 0.00 18.100 0 0.6310 4.9700 100.00 1.3325 24 666.0 20.20 375.52 3.26 50.00
|
||||
5.66998 0.00 18.100 1 0.6310 6.6830 96.80 1.3567 24 666.0 20.20 375.33 3.73 50.00
|
||||
6.53876 0.00 18.100 1 0.6310 7.0160 97.50 1.2024 24 666.0 20.20 392.05 2.96 50.00
|
||||
9.23230 0.00 18.100 0 0.6310 6.2160 100.00 1.1691 24 666.0 20.20 366.15 9.53 50.00
|
||||
8.26725 0.00 18.100 1 0.6680 5.8750 89.60 1.1296 24 666.0 20.20 347.88 8.88 50.00
|
||||
11.10810 0.00 18.100 0 0.6680 4.9060 100.00 1.1742 24 666.0 20.20 396.90 34.77 13.80
|
||||
18.49820 0.00 18.100 0 0.6680 4.1380 100.00 1.1370 24 666.0 20.20 396.90 37.97 13.80
|
||||
19.60910 0.00 18.100 0 0.6710 7.3130 97.90 1.3163 24 666.0 20.20 396.90 13.44 15.00
|
||||
15.28800 0.00 18.100 0 0.6710 6.6490 93.30 1.3449 24 666.0 20.20 363.02 23.24 13.90
|
||||
9.82349 0.00 18.100 0 0.6710 6.7940 98.80 1.3580 24 666.0 20.20 396.90 21.24 13.30
|
||||
23.64820 0.00 18.100 0 0.6710 6.3800 96.20 1.3861 24 666.0 20.20 396.90 23.69 13.10
|
||||
17.86670 0.00 18.100 0 0.6710 6.2230 100.00 1.3861 24 666.0 20.20 393.74 21.78 10.20
|
||||
88.97620 0.00 18.100 0 0.6710 6.9680 91.90 1.4165 24 666.0 20.20 396.90 17.21 10.40
|
||||
15.87440 0.00 18.100 0 0.6710 6.5450 99.10 1.5192 24 666.0 20.20 396.90 21.08 10.90
|
||||
9.18702 0.00 18.100 0 0.7000 5.5360 100.00 1.5804 24 666.0 20.20 396.90 23.60 11.30
|
||||
7.99248 0.00 18.100 0 0.7000 5.5200 100.00 1.5331 24 666.0 20.20 396.90 24.56 12.30
|
||||
20.08490 0.00 18.100 0 0.7000 4.3680 91.20 1.4395 24 666.0 20.20 285.83 30.63 8.80
|
||||
16.81180 0.00 18.100 0 0.7000 5.2770 98.10 1.4261 24 666.0 20.20 396.90 30.81 7.20
|
||||
24.39380 0.00 18.100 0 0.7000 4.6520 100.00 1.4672 24 666.0 20.20 396.90 28.28 10.50
|
||||
22.59710 0.00 18.100 0 0.7000 5.0000 89.50 1.5184 24 666.0 20.20 396.90 31.99 7.40
|
||||
14.33370 0.00 18.100 0 0.7000 4.8800 100.00 1.5895 24 666.0 20.20 372.92 30.62 10.20
|
||||
8.15174 0.00 18.100 0 0.7000 5.3900 98.90 1.7281 24 666.0 20.20 396.90 20.85 11.50
|
||||
6.96215 0.00 18.100 0 0.7000 5.7130 97.00 1.9265 24 666.0 20.20 394.43 17.11 15.10
|
||||
5.29305 0.00 18.100 0 0.7000 6.0510 82.50 2.1678 24 666.0 20.20 378.38 18.76 23.20
|
||||
11.57790 0.00 18.100 0 0.7000 5.0360 97.00 1.7700 24 666.0 20.20 396.90 25.68 9.70
|
||||
8.64476 0.00 18.100 0 0.6930 6.1930 92.60 1.7912 24 666.0 20.20 396.90 15.17 13.80
|
||||
13.35980 0.00 18.100 0 0.6930 5.8870 94.70 1.7821 24 666.0 20.20 396.90 16.35 12.70
|
||||
8.71675 0.00 18.100 0 0.6930 6.4710 98.80 1.7257 24 666.0 20.20 391.98 17.12 13.10
|
||||
5.87205 0.00 18.100 0 0.6930 6.4050 96.00 1.6768 24 666.0 20.20 396.90 19.37 12.50
|
||||
7.67202 0.00 18.100 0 0.6930 5.7470 98.90 1.6334 24 666.0 20.20 393.10 19.92 8.50
|
||||
38.35180 0.00 18.100 0 0.6930 5.4530 100.00 1.4896 24 666.0 20.20 396.90 30.59 5.00
|
||||
9.91655 0.00 18.100 0 0.6930 5.8520 77.80 1.5004 24 666.0 20.20 338.16 29.97 6.30
|
||||
25.04610 0.00 18.100 0 0.6930 5.9870 100.00 1.5888 24 666.0 20.20 396.90 26.77 5.60
|
||||
14.23620 0.00 18.100 0 0.6930 6.3430 100.00 1.5741 24 666.0 20.20 396.90 20.32 7.20
|
||||
9.59571 0.00 18.100 0 0.6930 6.4040 100.00 1.6390 24 666.0 20.20 376.11 20.31 12.10
|
||||
24.80170 0.00 18.100 0 0.6930 5.3490 96.00 1.7028 24 666.0 20.20 396.90 19.77 8.30
|
||||
41.52920 0.00 18.100 0 0.6930 5.5310 85.40 1.6074 24 666.0 20.20 329.46 27.38 8.50
|
||||
67.92080 0.00 18.100 0 0.6930 5.6830 100.00 1.4254 24 666.0 20.20 384.97 22.98 5.00
|
||||
20.71620 0.00 18.100 0 0.6590 4.1380 100.00 1.1781 24 666.0 20.20 370.22 23.34 11.90
|
||||
11.95110 0.00 18.100 0 0.6590 5.6080 100.00 1.2852 24 666.0 20.20 332.09 12.13 27.90
|
||||
7.40389 0.00 18.100 0 0.5970 5.6170 97.90 1.4547 24 666.0 20.20 314.64 26.40 17.20
|
||||
14.43830 0.00 18.100 0 0.5970 6.8520 100.00 1.4655 24 666.0 20.20 179.36 19.78 27.50
|
||||
51.13580 0.00 18.100 0 0.5970 5.7570 100.00 1.4130 24 666.0 20.20 2.60 10.11 15.00
|
||||
14.05070 0.00 18.100 0 0.5970 6.6570 100.00 1.5275 24 666.0 20.20 35.05 21.22 17.20
|
||||
18.81100 0.00 18.100 0 0.5970 4.6280 100.00 1.5539 24 666.0 20.20 28.79 34.37 17.90
|
||||
28.65580 0.00 18.100 0 0.5970 5.1550 100.00 1.5894 24 666.0 20.20 210.97 20.08 16.30
|
||||
45.74610 0.00 18.100 0 0.6930 4.5190 100.00 1.6582 24 666.0 20.20 88.27 36.98 7.00
|
||||
18.08460 0.00 18.100 0 0.6790 6.4340 100.00 1.8347 24 666.0 20.20 27.25 29.05 7.20
|
||||
10.83420 0.00 18.100 0 0.6790 6.7820 90.80 1.8195 24 666.0 20.20 21.57 25.79 7.50
|
||||
25.94060 0.00 18.100 0 0.6790 5.3040 89.10 1.6475 24 666.0 20.20 127.36 26.64 10.40
|
||||
73.53410 0.00 18.100 0 0.6790 5.9570 100.00 1.8026 24 666.0 20.20 16.45 20.62 8.80
|
||||
11.81230 0.00 18.100 0 0.7180 6.8240 76.50 1.7940 24 666.0 20.20 48.45 22.74 8.40
|
||||
11.08740 0.00 18.100 0 0.7180 6.4110 100.00 1.8589 24 666.0 20.20 318.75 15.02 16.70
|
||||
7.02259 0.00 18.100 0 0.7180 6.0060 95.30 1.8746 24 666.0 20.20 319.98 15.70 14.20
|
||||
12.04820 0.00 18.100 0 0.6140 5.6480 87.60 1.9512 24 666.0 20.20 291.55 14.10 20.80
|
||||
7.05042 0.00 18.100 0 0.6140 6.1030 85.10 2.0218 24 666.0 20.20 2.52 23.29 13.40
|
||||
8.79212 0.00 18.100 0 0.5840 5.5650 70.60 2.0635 24 666.0 20.20 3.65 17.16 11.70
|
||||
15.86030 0.00 18.100 0 0.6790 5.8960 95.40 1.9096 24 666.0 20.20 7.68 24.39 8.30
|
||||
12.24720 0.00 18.100 0 0.5840 5.8370 59.70 1.9976 24 666.0 20.20 24.65 15.69 10.20
|
||||
37.66190 0.00 18.100 0 0.6790 6.2020 78.70 1.8629 24 666.0 20.20 18.82 14.52 10.90
|
||||
7.36711 0.00 18.100 0 0.6790 6.1930 78.10 1.9356 24 666.0 20.20 96.73 21.52 11.00
|
||||
9.33889 0.00 18.100 0 0.6790 6.3800 95.60 1.9682 24 666.0 20.20 60.72 24.08 9.50
|
||||
8.49213 0.00 18.100 0 0.5840 6.3480 86.10 2.0527 24 666.0 20.20 83.45 17.64 14.50
|
||||
10.06230 0.00 18.100 0 0.5840 6.8330 94.30 2.0882 24 666.0 20.20 81.33 19.69 14.10
|
||||
6.44405 0.00 18.100 0 0.5840 6.4250 74.80 2.2004 24 666.0 20.20 97.95 12.03 16.10
|
||||
5.58107 0.00 18.100 0 0.7130 6.4360 87.90 2.3158 24 666.0 20.20 100.19 16.22 14.30
|
||||
13.91340 0.00 18.100 0 0.7130 6.2080 95.00 2.2222 24 666.0 20.20 100.63 15.17 11.70
|
||||
11.16040 0.00 18.100 0 0.7400 6.6290 94.60 2.1247 24 666.0 20.20 109.85 23.27 13.40
|
||||
14.42080 0.00 18.100 0 0.7400 6.4610 93.30 2.0026 24 666.0 20.20 27.49 18.05 9.60
|
||||
15.17720 0.00 18.100 0 0.7400 6.1520 100.00 1.9142 24 666.0 20.20 9.32 26.45 8.70
|
||||
13.67810 0.00 18.100 0 0.7400 5.9350 87.90 1.8206 24 666.0 20.20 68.95 34.02 8.40
|
||||
9.39063 0.00 18.100 0 0.7400 5.6270 93.90 1.8172 24 666.0 20.20 396.90 22.88 12.80
|
||||
22.05110 0.00 18.100 0 0.7400 5.8180 92.40 1.8662 24 666.0 20.20 391.45 22.11 10.50
|
||||
9.72418 0.00 18.100 0 0.7400 6.4060 97.20 2.0651 24 666.0 20.20 385.96 19.52 17.10
|
||||
5.66637 0.00 18.100 0 0.7400 6.2190 100.00 2.0048 24 666.0 20.20 395.69 16.59 18.40
|
||||
9.96654 0.00 18.100 0 0.7400 6.4850 100.00 1.9784 24 666.0 20.20 386.73 18.85 15.40
|
||||
12.80230 0.00 18.100 0 0.7400 5.8540 96.60 1.8956 24 666.0 20.20 240.52 23.79 10.80
|
||||
10.67180 0.00 18.100 0 0.7400 6.4590 94.80 1.9879 24 666.0 20.20 43.06 23.98 11.80
|
||||
6.28807 0.00 18.100 0 0.7400 6.3410 96.40 2.0720 24 666.0 20.20 318.01 17.79 14.90
|
||||
9.92485 0.00 18.100 0 0.7400 6.2510 96.60 2.1980 24 666.0 20.20 388.52 16.44 12.60
|
||||
9.32909 0.00 18.100 0 0.7130 6.1850 98.70 2.2616 24 666.0 20.20 396.90 18.13 14.10
|
||||
7.52601 0.00 18.100 0 0.7130 6.4170 98.30 2.1850 24 666.0 20.20 304.21 19.31 13.00
|
||||
6.71772 0.00 18.100 0 0.7130 6.7490 92.60 2.3236 24 666.0 20.20 0.32 17.44 13.40
|
||||
5.44114 0.00 18.100 0 0.7130 6.6550 98.20 2.3552 24 666.0 20.20 355.29 17.73 15.20
|
||||
5.09017 0.00 18.100 0 0.7130 6.2970 91.80 2.3682 24 666.0 20.20 385.09 17.27 16.10
|
||||
8.24809 0.00 18.100 0 0.7130 7.3930 99.30 2.4527 24 666.0 20.20 375.87 16.74 17.80
|
||||
9.51363 0.00 18.100 0 0.7130 6.7280 94.10 2.4961 24 666.0 20.20 6.68 18.71 14.90
|
||||
4.75237 0.00 18.100 0 0.7130 6.5250 86.50 2.4358 24 666.0 20.20 50.92 18.13 14.10
|
||||
4.66883 0.00 18.100 0 0.7130 5.9760 87.90 2.5806 24 666.0 20.20 10.48 19.01 12.70
|
||||
8.20058 0.00 18.100 0 0.7130 5.9360 80.30 2.7792 24 666.0 20.20 3.50 16.94 13.50
|
||||
7.75223 0.00 18.100 0 0.7130 6.3010 83.70 2.7831 24 666.0 20.20 272.21 16.23 14.90
|
||||
6.80117 0.00 18.100 0 0.7130 6.0810 84.40 2.7175 24 666.0 20.20 396.90 14.70 20.00
|
||||
4.81213 0.00 18.100 0 0.7130 6.7010 90.00 2.5975 24 666.0 20.20 255.23 16.42 16.40
|
||||
3.69311 0.00 18.100 0 0.7130 6.3760 88.40 2.5671 24 666.0 20.20 391.43 14.65 17.70
|
||||
6.65492 0.00 18.100 0 0.7130 6.3170 83.00 2.7344 24 666.0 20.20 396.90 13.99 19.50
|
||||
5.82115 0.00 18.100 0 0.7130 6.5130 89.90 2.8016 24 666.0 20.20 393.82 10.29 20.20
|
||||
7.83932 0.00 18.100 0 0.6550 6.2090 65.40 2.9634 24 666.0 20.20 396.90 13.22 21.40
|
||||
3.16360 0.00 18.100 0 0.6550 5.7590 48.20 3.0665 24 666.0 20.20 334.40 14.13 19.90
|
||||
3.77498 0.00 18.100 0 0.6550 5.9520 84.70 2.8715 24 666.0 20.20 22.01 17.15 19.00
|
||||
4.42228 0.00 18.100 0 0.5840 6.0030 94.50 2.5403 24 666.0 20.20 331.29 21.32 19.10
|
||||
15.57570 0.00 18.100 0 0.5800 5.9260 71.00 2.9084 24 666.0 20.20 368.74 18.13 19.10
|
||||
13.07510 0.00 18.100 0 0.5800 5.7130 56.70 2.8237 24 666.0 20.20 396.90 14.76 20.10
|
||||
4.34879 0.00 18.100 0 0.5800 6.1670 84.00 3.0334 24 666.0 20.20 396.90 16.29 19.90
|
||||
4.03841 0.00 18.100 0 0.5320 6.2290 90.70 3.0993 24 666.0 20.20 395.33 12.87 19.60
|
||||
3.56868 0.00 18.100 0 0.5800 6.4370 75.00 2.8965 24 666.0 20.20 393.37 14.36 23.20
|
||||
4.64689 0.00 18.100 0 0.6140 6.9800 67.60 2.5329 24 666.0 20.20 374.68 11.66 29.80
|
||||
8.05579 0.00 18.100 0 0.5840 5.4270 95.40 2.4298 24 666.0 20.20 352.58 18.14 13.80
|
||||
6.39312 0.00 18.100 0 0.5840 6.1620 97.40 2.2060 24 666.0 20.20 302.76 24.10 13.30
|
||||
4.87141 0.00 18.100 0 0.6140 6.4840 93.60 2.3053 24 666.0 20.20 396.21 18.68 16.70
|
||||
15.02340 0.00 18.100 0 0.6140 5.3040 97.30 2.1007 24 666.0 20.20 349.48 24.91 12.00
|
||||
10.23300 0.00 18.100 0 0.6140 6.1850 96.70 2.1705 24 666.0 20.20 379.70 18.03 14.60
|
||||
14.33370 0.00 18.100 0 0.6140 6.2290 88.00 1.9512 24 666.0 20.20 383.32 13.11 21.40
|
||||
5.82401 0.00 18.100 0 0.5320 6.2420 64.70 3.4242 24 666.0 20.20 396.90 10.74 23.00
|
||||
5.70818 0.00 18.100 0 0.5320 6.7500 74.90 3.3317 24 666.0 20.20 393.07 7.74 23.70
|
||||
5.73116 0.00 18.100 0 0.5320 7.0610 77.00 3.4106 24 666.0 20.20 395.28 7.01 25.00
|
||||
2.81838 0.00 18.100 0 0.5320 5.7620 40.30 4.0983 24 666.0 20.20 392.92 10.42 21.80
|
||||
2.37857 0.00 18.100 0 0.5830 5.8710 41.90 3.7240 24 666.0 20.20 370.73 13.34 20.60
|
||||
3.67367 0.00 18.100 0 0.5830 6.3120 51.90 3.9917 24 666.0 20.20 388.62 10.58 21.20
|
||||
5.69175 0.00 18.100 0 0.5830 6.1140 79.80 3.5459 24 666.0 20.20 392.68 14.98 19.10
|
||||
4.83567 0.00 18.100 0 0.5830 5.9050 53.20 3.1523 24 666.0 20.20 388.22 11.45 20.60
|
||||
0.15086 0.00 27.740 0 0.6090 5.4540 92.70 1.8209 4 711.0 20.10 395.09 18.06 15.20
|
||||
0.18337 0.00 27.740 0 0.6090 5.4140 98.30 1.7554 4 711.0 20.10 344.05 23.97 7.00
|
||||
0.20746 0.00 27.740 0 0.6090 5.0930 98.00 1.8226 4 711.0 20.10 318.43 29.68 8.10
|
||||
0.10574 0.00 27.740 0 0.6090 5.9830 98.80 1.8681 4 711.0 20.10 390.11 18.07 13.60
|
||||
0.11132 0.00 27.740 0 0.6090 5.9830 83.50 2.1099 4 711.0 20.10 396.90 13.35 20.10
|
||||
0.17331 0.00 9.690 0 0.5850 5.7070 54.00 2.3817 6 391.0 19.20 396.90 12.01 21.80
|
||||
0.27957 0.00 9.690 0 0.5850 5.9260 42.60 2.3817 6 391.0 19.20 396.90 13.59 24.50
|
||||
0.17899 0.00 9.690 0 0.5850 5.6700 28.80 2.7986 6 391.0 19.20 393.29 17.60 23.10
|
||||
0.28960 0.00 9.690 0 0.5850 5.3900 72.90 2.7986 6 391.0 19.20 396.90 21.14 19.70
|
||||
0.26838 0.00 9.690 0 0.5850 5.7940 70.60 2.8927 6 391.0 19.20 396.90 14.10 18.30
|
||||
0.23912 0.00 9.690 0 0.5850 6.0190 65.30 2.4091 6 391.0 19.20 396.90 12.92 21.20
|
||||
0.17783 0.00 9.690 0 0.5850 5.5690 73.50 2.3999 6 391.0 19.20 395.77 15.10 17.50
|
||||
0.22438 0.00 9.690 0 0.5850 6.0270 79.70 2.4982 6 391.0 19.20 396.90 14.33 16.80
|
||||
0.06263 0.00 11.930 0 0.5730 6.5930 69.10 2.4786 1 273.0 21.00 391.99 9.67 22.40
|
||||
0.04527 0.00 11.930 0 0.5730 6.1200 76.70 2.2875 1 273.0 21.00 396.90 9.08 20.60
|
||||
0.06076 0.00 11.930 0 0.5730 6.9760 91.00 2.1675 1 273.0 21.00 396.90 5.64 23.90
|
||||
0.10959 0.00 11.930 0 0.5730 6.7940 89.30 2.3889 1 273.0 21.00 393.45 6.48 22.00
|
||||
0.04741 0.00 11.930 0 0.5730 6.0300 80.80 2.5050 1 273.0 21.00 396.90 7.88 11.90
|
||||
|
|
@ -0,0 +1,52 @@
|
|||
1. Title: Boston Housing Data
|
||||
|
||||
2. Sources:
|
||||
(a) Origin: This dataset was taken from the StatLib library which is
|
||||
maintained at Carnegie Mellon University.
|
||||
(b) Creator: Harrison, D. and Rubinfeld, D.L. 'Hedonic prices and the
|
||||
demand for clean air', J. Environ. Economics & Management,
|
||||
vol.5, 81-102, 1978.
|
||||
(c) Date: July 7, 1993
|
||||
|
||||
3. Past Usage:
|
||||
- Used in Belsley, Kuh & Welsch, 'Regression diagnostics ...', Wiley,
|
||||
1980. N.B. Various transformations are used in the table on
|
||||
pages 244-261.
|
||||
- Quinlan,R. (1993). Combining Instance-Based and Model-Based Learning.
|
||||
In Proceedings on the Tenth International Conference of Machine
|
||||
Learning, 236-243, University of Massachusetts, Amherst. Morgan
|
||||
Kaufmann.
|
||||
|
||||
4. Relevant Information:
|
||||
|
||||
Concerns housing values in suburbs of Boston.
|
||||
|
||||
5. Number of Instances: 506
|
||||
|
||||
6. Number of Attributes: 13 continuous attributes (including "class"
|
||||
attribute "MEDV"), 1 binary-valued attribute.
|
||||
|
||||
7. Attribute Information:
|
||||
|
||||
1. CRIM per capita crime rate by town
|
||||
2. ZN proportion of residential land zoned for lots over
|
||||
25,000 sq.ft.
|
||||
3. INDUS proportion of non-retail business acres per town
|
||||
4. CHAS Charles River dummy variable (= 1 if tract bounds
|
||||
river; 0 otherwise)
|
||||
5. NOX nitric oxides concentration (parts per 10 million)
|
||||
6. RM average number of rooms per dwelling
|
||||
7. AGE proportion of owner-occupied units built prior to 1940
|
||||
8. DIS weighted distances to five Boston employment centres
|
||||
9. RAD index of accessibility to radial highways
|
||||
10. TAX full-value property-tax rate per $10,000
|
||||
11. PTRATIO pupil-teacher ratio by town
|
||||
12. B 1000(Bk - 0.63)^2 where Bk is the proportion of blacks
|
||||
by town
|
||||
13. LSTAT % lower status of the population
|
||||
14. MEDV Median value of owner-occupied homes in $1000's
|
||||
|
||||
8. Missing Attribute Values: None.
|
||||
|
||||
|
||||
|
||||
|
|
@ -0,0 +1,419 @@
|
|||
PassengerId,Survived
|
||||
892,0
|
||||
893,1
|
||||
894,0
|
||||
895,0
|
||||
896,1
|
||||
897,0
|
||||
898,1
|
||||
899,0
|
||||
900,1
|
||||
901,0
|
||||
902,0
|
||||
903,0
|
||||
904,1
|
||||
905,0
|
||||
906,1
|
||||
907,1
|
||||
908,0
|
||||
909,0
|
||||
910,1
|
||||
911,1
|
||||
912,0
|
||||
913,0
|
||||
914,1
|
||||
915,0
|
||||
916,1
|
||||
917,0
|
||||
918,1
|
||||
919,0
|
||||
920,0
|
||||
921,0
|
||||
922,0
|
||||
923,0
|
||||
924,0
|
||||
925,0
|
||||
926,0
|
||||
927,0
|
||||
928,1
|
||||
929,1
|
||||
930,0
|
||||
931,0
|
||||
932,0
|
||||
933,0
|
||||
934,0
|
||||
935,1
|
||||
936,1
|
||||
937,0
|
||||
938,0
|
||||
939,0
|
||||
940,1
|
||||
941,1
|
||||
942,0
|
||||
943,0
|
||||
944,1
|
||||
945,1
|
||||
946,0
|
||||
947,0
|
||||
948,0
|
||||
949,0
|
||||
950,0
|
||||
951,1
|
||||
952,0
|
||||
953,0
|
||||
954,0
|
||||
955,1
|
||||
956,0
|
||||
957,1
|
||||
958,1
|
||||
959,0
|
||||
960,0
|
||||
961,1
|
||||
962,1
|
||||
963,0
|
||||
964,1
|
||||
965,0
|
||||
966,1
|
||||
967,0
|
||||
968,0
|
||||
969,1
|
||||
970,0
|
||||
971,1
|
||||
972,0
|
||||
973,0
|
||||
974,0
|
||||
975,0
|
||||
976,0
|
||||
977,0
|
||||
978,1
|
||||
979,1
|
||||
980,1
|
||||
981,0
|
||||
982,1
|
||||
983,0
|
||||
984,1
|
||||
985,0
|
||||
986,0
|
||||
987,0
|
||||
988,1
|
||||
989,0
|
||||
990,1
|
||||
991,0
|
||||
992,1
|
||||
993,0
|
||||
994,0
|
||||
995,0
|
||||
996,1
|
||||
997,0
|
||||
998,0
|
||||
999,0
|
||||
1000,0
|
||||
1001,0
|
||||
1002,0
|
||||
1003,1
|
||||
1004,1
|
||||
1005,1
|
||||
1006,1
|
||||
1007,0
|
||||
1008,0
|
||||
1009,1
|
||||
1010,0
|
||||
1011,1
|
||||
1012,1
|
||||
1013,0
|
||||
1014,1
|
||||
1015,0
|
||||
1016,0
|
||||
1017,1
|
||||
1018,0
|
||||
1019,0
|
||||
1020,0
|
||||
1021,0
|
||||
1022,0
|
||||
1023,0
|
||||
1024,0
|
||||
1025,0
|
||||
1026,0
|
||||
1027,0
|
||||
1028,0
|
||||
1029,0
|
||||
1030,1
|
||||
1031,0
|
||||
1032,0
|
||||
1033,1
|
||||
1034,0
|
||||
1035,0
|
||||
1036,0
|
||||
1037,0
|
||||
1038,0
|
||||
1039,0
|
||||
1040,0
|
||||
1041,0
|
||||
1042,1
|
||||
1043,0
|
||||
1044,0
|
||||
1045,1
|
||||
1046,0
|
||||
1047,0
|
||||
1048,1
|
||||
1049,1
|
||||
1050,0
|
||||
1051,1
|
||||
1052,1
|
||||
1053,0
|
||||
1054,1
|
||||
1055,0
|
||||
1056,0
|
||||
1057,0
|
||||
1058,0
|
||||
1059,0
|
||||
1060,1
|
||||
1061,1
|
||||
1062,0
|
||||
1063,0
|
||||
1064,0
|
||||
1065,0
|
||||
1066,0
|
||||
1067,1
|
||||
1068,1
|
||||
1069,0
|
||||
1070,1
|
||||
1071,1
|
||||
1072,0
|
||||
1073,0
|
||||
1074,1
|
||||
1075,0
|
||||
1076,1
|
||||
1077,0
|
||||
1078,1
|
||||
1079,0
|
||||
1080,0
|
||||
1081,0
|
||||
1082,0
|
||||
1083,0
|
||||
1084,0
|
||||
1085,0
|
||||
1086,0
|
||||
1087,0
|
||||
1088,0
|
||||
1089,1
|
||||
1090,0
|
||||
1091,1
|
||||
1092,1
|
||||
1093,0
|
||||
1094,0
|
||||
1095,1
|
||||
1096,0
|
||||
1097,0
|
||||
1098,1
|
||||
1099,0
|
||||
1100,1
|
||||
1101,0
|
||||
1102,0
|
||||
1103,0
|
||||
1104,0
|
||||
1105,1
|
||||
1106,1
|
||||
1107,0
|
||||
1108,1
|
||||
1109,0
|
||||
1110,1
|
||||
1111,0
|
||||
1112,1
|
||||
1113,0
|
||||
1114,1
|
||||
1115,0
|
||||
1116,1
|
||||
1117,1
|
||||
1118,0
|
||||
1119,1
|
||||
1120,0
|
||||
1121,0
|
||||
1122,0
|
||||
1123,1
|
||||
1124,0
|
||||
1125,0
|
||||
1126,0
|
||||
1127,0
|
||||
1128,0
|
||||
1129,0
|
||||
1130,1
|
||||
1131,1
|
||||
1132,1
|
||||
1133,1
|
||||
1134,0
|
||||
1135,0
|
||||
1136,0
|
||||
1137,0
|
||||
1138,1
|
||||
1139,0
|
||||
1140,1
|
||||
1141,1
|
||||
1142,1
|
||||
1143,0
|
||||
1144,0
|
||||
1145,0
|
||||
1146,0
|
||||
1147,0
|
||||
1148,0
|
||||
1149,0
|
||||
1150,1
|
||||
1151,0
|
||||
1152,0
|
||||
1153,0
|
||||
1154,1
|
||||
1155,1
|
||||
1156,0
|
||||
1157,0
|
||||
1158,0
|
||||
1159,0
|
||||
1160,1
|
||||
1161,0
|
||||
1162,0
|
||||
1163,0
|
||||
1164,1
|
||||
1165,1
|
||||
1166,0
|
||||
1167,1
|
||||
1168,0
|
||||
1169,0
|
||||
1170,0
|
||||
1171,0
|
||||
1172,1
|
||||
1173,0
|
||||
1174,1
|
||||
1175,1
|
||||
1176,0
|
||||
1177,0
|
||||
1178,0
|
||||
1179,0
|
||||
1180,0
|
||||
1181,0
|
||||
1182,0
|
||||
1183,1
|
||||
1184,0
|
||||
1185,0
|
||||
1186,0
|
||||
1187,0
|
||||
1188,1
|
||||
1189,0
|
||||
1190,0
|
||||
1191,0
|
||||
1192,0
|
||||
1193,0
|
||||
1194,0
|
||||
1195,0
|
||||
1196,1
|
||||
1197,1
|
||||
1198,0
|
||||
1199,0
|
||||
1200,0
|
||||
1201,1
|
||||
1202,0
|
||||
1203,0
|
||||
1204,0
|
||||
1205,1
|
||||
1206,1
|
||||
1207,1
|
||||
1208,0
|
||||
1209,0
|
||||
1210,0
|
||||
1211,0
|
||||
1212,0
|
||||
1213,0
|
||||
1214,0
|
||||
1215,0
|
||||
1216,1
|
||||
1217,0
|
||||
1218,1
|
||||
1219,0
|
||||
1220,0
|
||||
1221,0
|
||||
1222,1
|
||||
1223,0
|
||||
1224,0
|
||||
1225,1
|
||||
1226,0
|
||||
1227,0
|
||||
1228,0
|
||||
1229,0
|
||||
1230,0
|
||||
1231,0
|
||||
1232,0
|
||||
1233,0
|
||||
1234,0
|
||||
1235,1
|
||||
1236,0
|
||||
1237,1
|
||||
1238,0
|
||||
1239,1
|
||||
1240,0
|
||||
1241,1
|
||||
1242,1
|
||||
1243,0
|
||||
1244,0
|
||||
1245,0
|
||||
1246,0
|
||||
1247,0
|
||||
1248,1
|
||||
1249,0
|
||||
1250,0
|
||||
1251,1
|
||||
1252,0
|
||||
1253,1
|
||||
1254,1
|
||||
1255,0
|
||||
1256,1
|
||||
1257,0
|
||||
1258,0
|
||||
1259,0
|
||||
1260,1
|
||||
1261,0
|
||||
1262,0
|
||||
1263,1
|
||||
1264,0
|
||||
1265,0
|
||||
1266,1
|
||||
1267,1
|
||||
1268,1
|
||||
1269,0
|
||||
1270,0
|
||||
1271,0
|
||||
1272,0
|
||||
1273,0
|
||||
1274,1
|
||||
1275,1
|
||||
1276,0
|
||||
1277,1
|
||||
1278,0
|
||||
1279,0
|
||||
1280,0
|
||||
1281,0
|
||||
1282,0
|
||||
1283,1
|
||||
1284,0
|
||||
1285,0
|
||||
1286,0
|
||||
1287,1
|
||||
1288,0
|
||||
1289,1
|
||||
1290,0
|
||||
1291,0
|
||||
1292,1
|
||||
1293,0
|
||||
1294,1
|
||||
1295,0
|
||||
1296,0
|
||||
1297,0
|
||||
1298,0
|
||||
1299,0
|
||||
1300,1
|
||||
1301,1
|
||||
1302,1
|
||||
1303,1
|
||||
1304,1
|
||||
1305,0
|
||||
1306,1
|
||||
1307,0
|
||||
1308,0
|
||||
1309,0
|
||||
|
|
|
@ -0,0 +1,419 @@
|
|||
PassengerId,Survived
|
||||
892,0
|
||||
893,1
|
||||
894,0
|
||||
895,0
|
||||
896,1
|
||||
897,0
|
||||
898,1
|
||||
899,0
|
||||
900,1
|
||||
901,0
|
||||
902,0
|
||||
903,0
|
||||
904,1
|
||||
905,0
|
||||
906,1
|
||||
907,1
|
||||
908,0
|
||||
909,0
|
||||
910,1
|
||||
911,1
|
||||
912,0
|
||||
913,0
|
||||
914,1
|
||||
915,0
|
||||
916,1
|
||||
917,0
|
||||
918,1
|
||||
919,0
|
||||
920,0
|
||||
921,0
|
||||
922,0
|
||||
923,0
|
||||
924,1
|
||||
925,1
|
||||
926,0
|
||||
927,0
|
||||
928,1
|
||||
929,1
|
||||
930,0
|
||||
931,0
|
||||
932,0
|
||||
933,0
|
||||
934,0
|
||||
935,1
|
||||
936,1
|
||||
937,0
|
||||
938,0
|
||||
939,0
|
||||
940,1
|
||||
941,1
|
||||
942,0
|
||||
943,0
|
||||
944,1
|
||||
945,1
|
||||
946,0
|
||||
947,0
|
||||
948,0
|
||||
949,0
|
||||
950,0
|
||||
951,1
|
||||
952,0
|
||||
953,0
|
||||
954,0
|
||||
955,1
|
||||
956,0
|
||||
957,1
|
||||
958,1
|
||||
959,0
|
||||
960,0
|
||||
961,1
|
||||
962,1
|
||||
963,0
|
||||
964,1
|
||||
965,0
|
||||
966,1
|
||||
967,0
|
||||
968,0
|
||||
969,1
|
||||
970,0
|
||||
971,1
|
||||
972,0
|
||||
973,0
|
||||
974,0
|
||||
975,0
|
||||
976,0
|
||||
977,0
|
||||
978,1
|
||||
979,1
|
||||
980,1
|
||||
981,0
|
||||
982,1
|
||||
983,0
|
||||
984,1
|
||||
985,0
|
||||
986,0
|
||||
987,0
|
||||
988,1
|
||||
989,0
|
||||
990,1
|
||||
991,0
|
||||
992,1
|
||||
993,0
|
||||
994,0
|
||||
995,0
|
||||
996,1
|
||||
997,0
|
||||
998,0
|
||||
999,0
|
||||
1000,0
|
||||
1001,0
|
||||
1002,0
|
||||
1003,1
|
||||
1004,1
|
||||
1005,1
|
||||
1006,1
|
||||
1007,0
|
||||
1008,0
|
||||
1009,1
|
||||
1010,0
|
||||
1011,1
|
||||
1012,1
|
||||
1013,0
|
||||
1014,1
|
||||
1015,0
|
||||
1016,0
|
||||
1017,1
|
||||
1018,0
|
||||
1019,1
|
||||
1020,0
|
||||
1021,0
|
||||
1022,0
|
||||
1023,0
|
||||
1024,1
|
||||
1025,0
|
||||
1026,0
|
||||
1027,0
|
||||
1028,0
|
||||
1029,0
|
||||
1030,1
|
||||
1031,0
|
||||
1032,1
|
||||
1033,1
|
||||
1034,0
|
||||
1035,0
|
||||
1036,0
|
||||
1037,0
|
||||
1038,0
|
||||
1039,0
|
||||
1040,0
|
||||
1041,0
|
||||
1042,1
|
||||
1043,0
|
||||
1044,0
|
||||
1045,1
|
||||
1046,0
|
||||
1047,0
|
||||
1048,1
|
||||
1049,1
|
||||
1050,0
|
||||
1051,1
|
||||
1052,1
|
||||
1053,0
|
||||
1054,1
|
||||
1055,0
|
||||
1056,0
|
||||
1057,1
|
||||
1058,0
|
||||
1059,0
|
||||
1060,1
|
||||
1061,1
|
||||
1062,0
|
||||
1063,0
|
||||
1064,0
|
||||
1065,0
|
||||
1066,0
|
||||
1067,1
|
||||
1068,1
|
||||
1069,0
|
||||
1070,1
|
||||
1071,1
|
||||
1072,0
|
||||
1073,0
|
||||
1074,1
|
||||
1075,0
|
||||
1076,1
|
||||
1077,0
|
||||
1078,1
|
||||
1079,0
|
||||
1080,1
|
||||
1081,0
|
||||
1082,0
|
||||
1083,0
|
||||
1084,0
|
||||
1085,0
|
||||
1086,0
|
||||
1087,0
|
||||
1088,0
|
||||
1089,1
|
||||
1090,0
|
||||
1091,1
|
||||
1092,1
|
||||
1093,0
|
||||
1094,0
|
||||
1095,1
|
||||
1096,0
|
||||
1097,0
|
||||
1098,1
|
||||
1099,0
|
||||
1100,1
|
||||
1101,0
|
||||
1102,0
|
||||
1103,0
|
||||
1104,0
|
||||
1105,1
|
||||
1106,1
|
||||
1107,0
|
||||
1108,1
|
||||
1109,0
|
||||
1110,1
|
||||
1111,0
|
||||
1112,1
|
||||
1113,0
|
||||
1114,1
|
||||
1115,0
|
||||
1116,1
|
||||
1117,1
|
||||
1118,0
|
||||
1119,1
|
||||
1120,0
|
||||
1121,0
|
||||
1122,0
|
||||
1123,1
|
||||
1124,0
|
||||
1125,0
|
||||
1126,0
|
||||
1127,0
|
||||
1128,0
|
||||
1129,0
|
||||
1130,1
|
||||
1131,1
|
||||
1132,1
|
||||
1133,1
|
||||
1134,0
|
||||
1135,0
|
||||
1136,0
|
||||
1137,0
|
||||
1138,1
|
||||
1139,0
|
||||
1140,1
|
||||
1141,1
|
||||
1142,1
|
||||
1143,0
|
||||
1144,0
|
||||
1145,0
|
||||
1146,0
|
||||
1147,0
|
||||
1148,0
|
||||
1149,0
|
||||
1150,1
|
||||
1151,0
|
||||
1152,0
|
||||
1153,0
|
||||
1154,1
|
||||
1155,1
|
||||
1156,0
|
||||
1157,0
|
||||
1158,0
|
||||
1159,0
|
||||
1160,1
|
||||
1161,0
|
||||
1162,0
|
||||
1163,0
|
||||
1164,1
|
||||
1165,1
|
||||
1166,0
|
||||
1167,1
|
||||
1168,0
|
||||
1169,0
|
||||
1170,0
|
||||
1171,0
|
||||
1172,1
|
||||
1173,0
|
||||
1174,1
|
||||
1175,1
|
||||
1176,1
|
||||
1177,0
|
||||
1178,0
|
||||
1179,0
|
||||
1180,0
|
||||
1181,0
|
||||
1182,0
|
||||
1183,1
|
||||
1184,0
|
||||
1185,0
|
||||
1186,0
|
||||
1187,0
|
||||
1188,1
|
||||
1189,0
|
||||
1190,0
|
||||
1191,0
|
||||
1192,0
|
||||
1193,0
|
||||
1194,0
|
||||
1195,0
|
||||
1196,1
|
||||
1197,1
|
||||
1198,0
|
||||
1199,0
|
||||
1200,0
|
||||
1201,1
|
||||
1202,0
|
||||
1203,0
|
||||
1204,0
|
||||
1205,1
|
||||
1206,1
|
||||
1207,1
|
||||
1208,0
|
||||
1209,0
|
||||
1210,0
|
||||
1211,0
|
||||
1212,0
|
||||
1213,0
|
||||
1214,0
|
||||
1215,0
|
||||
1216,1
|
||||
1217,0
|
||||
1218,1
|
||||
1219,0
|
||||
1220,0
|
||||
1221,0
|
||||
1222,1
|
||||
1223,0
|
||||
1224,0
|
||||
1225,1
|
||||
1226,0
|
||||
1227,0
|
||||
1228,0
|
||||
1229,0
|
||||
1230,0
|
||||
1231,0
|
||||
1232,0
|
||||
1233,0
|
||||
1234,0
|
||||
1235,1
|
||||
1236,0
|
||||
1237,1
|
||||
1238,0
|
||||
1239,1
|
||||
1240,0
|
||||
1241,1
|
||||
1242,1
|
||||
1243,0
|
||||
1244,0
|
||||
1245,0
|
||||
1246,1
|
||||
1247,0
|
||||
1248,1
|
||||
1249,0
|
||||
1250,0
|
||||
1251,1
|
||||
1252,0
|
||||
1253,1
|
||||
1254,1
|
||||
1255,0
|
||||
1256,1
|
||||
1257,1
|
||||
1258,0
|
||||
1259,1
|
||||
1260,1
|
||||
1261,0
|
||||
1262,0
|
||||
1263,1
|
||||
1264,0
|
||||
1265,0
|
||||
1266,1
|
||||
1267,1
|
||||
1268,1
|
||||
1269,0
|
||||
1270,0
|
||||
1271,0
|
||||
1272,0
|
||||
1273,0
|
||||
1274,1
|
||||
1275,1
|
||||
1276,0
|
||||
1277,1
|
||||
1278,0
|
||||
1279,0
|
||||
1280,0
|
||||
1281,0
|
||||
1282,0
|
||||
1283,1
|
||||
1284,0
|
||||
1285,0
|
||||
1286,0
|
||||
1287,1
|
||||
1288,0
|
||||
1289,1
|
||||
1290,0
|
||||
1291,0
|
||||
1292,1
|
||||
1293,0
|
||||
1294,1
|
||||
1295,0
|
||||
1296,0
|
||||
1297,0
|
||||
1298,0
|
||||
1299,0
|
||||
1300,1
|
||||
1301,1
|
||||
1302,1
|
||||
1303,1
|
||||
1304,1
|
||||
1305,0
|
||||
1306,1
|
||||
1307,0
|
||||
1308,0
|
||||
1309,0
|
||||
|
|
|
@ -0,0 +1,419 @@
|
|||
PassengerId,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
|
||||
892,3,"Kelly, Mr. James",male,34.5,0,0,330911,7.8292,,Q
|
||||
893,3,"Wilkes, Mrs. James (Ellen Needs)",female,47,1,0,363272,7,,S
|
||||
894,2,"Myles, Mr. Thomas Francis",male,62,0,0,240276,9.6875,,Q
|
||||
895,3,"Wirz, Mr. Albert",male,27,0,0,315154,8.6625,,S
|
||||
896,3,"Hirvonen, Mrs. Alexander (Helga E Lindqvist)",female,22,1,1,3101298,12.2875,,S
|
||||
897,3,"Svensson, Mr. Johan Cervin",male,14,0,0,7538,9.225,,S
|
||||
898,3,"Connolly, Miss. Kate",female,30,0,0,330972,7.6292,,Q
|
||||
899,2,"Caldwell, Mr. Albert Francis",male,26,1,1,248738,29,,S
|
||||
900,3,"Abrahim, Mrs. Joseph (Sophie Halaut Easu)",female,18,0,0,2657,7.2292,,C
|
||||
901,3,"Davies, Mr. John Samuel",male,21,2,0,A/4 48871,24.15,,S
|
||||
902,3,"Ilieff, Mr. Ylio",male,,0,0,349220,7.8958,,S
|
||||
903,1,"Jones, Mr. Charles Cresson",male,46,0,0,694,26,,S
|
||||
904,1,"Snyder, Mrs. John Pillsbury (Nelle Stevenson)",female,23,1,0,21228,82.2667,B45,S
|
||||
905,2,"Howard, Mr. Benjamin",male,63,1,0,24065,26,,S
|
||||
906,1,"Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood)",female,47,1,0,W.E.P. 5734,61.175,E31,S
|
||||
907,2,"del Carlo, Mrs. Sebastiano (Argenia Genovesi)",female,24,1,0,SC/PARIS 2167,27.7208,,C
|
||||
908,2,"Keane, Mr. Daniel",male,35,0,0,233734,12.35,,Q
|
||||
909,3,"Assaf, Mr. Gerios",male,21,0,0,2692,7.225,,C
|
||||
910,3,"Ilmakangas, Miss. Ida Livija",female,27,1,0,STON/O2. 3101270,7.925,,S
|
||||
911,3,"Assaf Khalil, Mrs. Mariana (Miriam"")""",female,45,0,0,2696,7.225,,C
|
||||
912,1,"Rothschild, Mr. Martin",male,55,1,0,PC 17603,59.4,,C
|
||||
913,3,"Olsen, Master. Artur Karl",male,9,0,1,C 17368,3.1708,,S
|
||||
914,1,"Flegenheim, Mrs. Alfred (Antoinette)",female,,0,0,PC 17598,31.6833,,S
|
||||
915,1,"Williams, Mr. Richard Norris II",male,21,0,1,PC 17597,61.3792,,C
|
||||
916,1,"Ryerson, Mrs. Arthur Larned (Emily Maria Borie)",female,48,1,3,PC 17608,262.375,B57 B59 B63 B66,C
|
||||
917,3,"Robins, Mr. Alexander A",male,50,1,0,A/5. 3337,14.5,,S
|
||||
918,1,"Ostby, Miss. Helene Ragnhild",female,22,0,1,113509,61.9792,B36,C
|
||||
919,3,"Daher, Mr. Shedid",male,22.5,0,0,2698,7.225,,C
|
||||
920,1,"Brady, Mr. John Bertram",male,41,0,0,113054,30.5,A21,S
|
||||
921,3,"Samaan, Mr. Elias",male,,2,0,2662,21.6792,,C
|
||||
922,2,"Louch, Mr. Charles Alexander",male,50,1,0,SC/AH 3085,26,,S
|
||||
923,2,"Jefferys, Mr. Clifford Thomas",male,24,2,0,C.A. 31029,31.5,,S
|
||||
924,3,"Dean, Mrs. Bertram (Eva Georgetta Light)",female,33,1,2,C.A. 2315,20.575,,S
|
||||
925,3,"Johnston, Mrs. Andrew G (Elizabeth Lily"" Watson)""",female,,1,2,W./C. 6607,23.45,,S
|
||||
926,1,"Mock, Mr. Philipp Edmund",male,30,1,0,13236,57.75,C78,C
|
||||
927,3,"Katavelas, Mr. Vassilios (Catavelas Vassilios"")""",male,18.5,0,0,2682,7.2292,,C
|
||||
928,3,"Roth, Miss. Sarah A",female,,0,0,342712,8.05,,S
|
||||
929,3,"Cacic, Miss. Manda",female,21,0,0,315087,8.6625,,S
|
||||
930,3,"Sap, Mr. Julius",male,25,0,0,345768,9.5,,S
|
||||
931,3,"Hee, Mr. Ling",male,,0,0,1601,56.4958,,S
|
||||
932,3,"Karun, Mr. Franz",male,39,0,1,349256,13.4167,,C
|
||||
933,1,"Franklin, Mr. Thomas Parham",male,,0,0,113778,26.55,D34,S
|
||||
934,3,"Goldsmith, Mr. Nathan",male,41,0,0,SOTON/O.Q. 3101263,7.85,,S
|
||||
935,2,"Corbett, Mrs. Walter H (Irene Colvin)",female,30,0,0,237249,13,,S
|
||||
936,1,"Kimball, Mrs. Edwin Nelson Jr (Gertrude Parsons)",female,45,1,0,11753,52.5542,D19,S
|
||||
937,3,"Peltomaki, Mr. Nikolai Johannes",male,25,0,0,STON/O 2. 3101291,7.925,,S
|
||||
938,1,"Chevre, Mr. Paul Romaine",male,45,0,0,PC 17594,29.7,A9,C
|
||||
939,3,"Shaughnessy, Mr. Patrick",male,,0,0,370374,7.75,,Q
|
||||
940,1,"Bucknell, Mrs. William Robert (Emma Eliza Ward)",female,60,0,0,11813,76.2917,D15,C
|
||||
941,3,"Coutts, Mrs. William (Winnie Minnie"" Treanor)""",female,36,0,2,C.A. 37671,15.9,,S
|
||||
942,1,"Smith, Mr. Lucien Philip",male,24,1,0,13695,60,C31,S
|
||||
943,2,"Pulbaum, Mr. Franz",male,27,0,0,SC/PARIS 2168,15.0333,,C
|
||||
944,2,"Hocking, Miss. Ellen Nellie""""",female,20,2,1,29105,23,,S
|
||||
945,1,"Fortune, Miss. Ethel Flora",female,28,3,2,19950,263,C23 C25 C27,S
|
||||
946,2,"Mangiavacchi, Mr. Serafino Emilio",male,,0,0,SC/A.3 2861,15.5792,,C
|
||||
947,3,"Rice, Master. Albert",male,10,4,1,382652,29.125,,Q
|
||||
948,3,"Cor, Mr. Bartol",male,35,0,0,349230,7.8958,,S
|
||||
949,3,"Abelseth, Mr. Olaus Jorgensen",male,25,0,0,348122,7.65,F G63,S
|
||||
950,3,"Davison, Mr. Thomas Henry",male,,1,0,386525,16.1,,S
|
||||
951,1,"Chaudanson, Miss. Victorine",female,36,0,0,PC 17608,262.375,B61,C
|
||||
952,3,"Dika, Mr. Mirko",male,17,0,0,349232,7.8958,,S
|
||||
953,2,"McCrae, Mr. Arthur Gordon",male,32,0,0,237216,13.5,,S
|
||||
954,3,"Bjorklund, Mr. Ernst Herbert",male,18,0,0,347090,7.75,,S
|
||||
955,3,"Bradley, Miss. Bridget Delia",female,22,0,0,334914,7.725,,Q
|
||||
956,1,"Ryerson, Master. John Borie",male,13,2,2,PC 17608,262.375,B57 B59 B63 B66,C
|
||||
957,2,"Corey, Mrs. Percy C (Mary Phyllis Elizabeth Miller)",female,,0,0,F.C.C. 13534,21,,S
|
||||
958,3,"Burns, Miss. Mary Delia",female,18,0,0,330963,7.8792,,Q
|
||||
959,1,"Moore, Mr. Clarence Bloomfield",male,47,0,0,113796,42.4,,S
|
||||
960,1,"Tucker, Mr. Gilbert Milligan Jr",male,31,0,0,2543,28.5375,C53,C
|
||||
961,1,"Fortune, Mrs. Mark (Mary McDougald)",female,60,1,4,19950,263,C23 C25 C27,S
|
||||
962,3,"Mulvihill, Miss. Bertha E",female,24,0,0,382653,7.75,,Q
|
||||
963,3,"Minkoff, Mr. Lazar",male,21,0,0,349211,7.8958,,S
|
||||
964,3,"Nieminen, Miss. Manta Josefina",female,29,0,0,3101297,7.925,,S
|
||||
965,1,"Ovies y Rodriguez, Mr. Servando",male,28.5,0,0,PC 17562,27.7208,D43,C
|
||||
966,1,"Geiger, Miss. Amalie",female,35,0,0,113503,211.5,C130,C
|
||||
967,1,"Keeping, Mr. Edwin",male,32.5,0,0,113503,211.5,C132,C
|
||||
968,3,"Miles, Mr. Frank",male,,0,0,359306,8.05,,S
|
||||
969,1,"Cornell, Mrs. Robert Clifford (Malvina Helen Lamson)",female,55,2,0,11770,25.7,C101,S
|
||||
970,2,"Aldworth, Mr. Charles Augustus",male,30,0,0,248744,13,,S
|
||||
971,3,"Doyle, Miss. Elizabeth",female,24,0,0,368702,7.75,,Q
|
||||
972,3,"Boulos, Master. Akar",male,6,1,1,2678,15.2458,,C
|
||||
973,1,"Straus, Mr. Isidor",male,67,1,0,PC 17483,221.7792,C55 C57,S
|
||||
974,1,"Case, Mr. Howard Brown",male,49,0,0,19924,26,,S
|
||||
975,3,"Demetri, Mr. Marinko",male,,0,0,349238,7.8958,,S
|
||||
976,2,"Lamb, Mr. John Joseph",male,,0,0,240261,10.7083,,Q
|
||||
977,3,"Khalil, Mr. Betros",male,,1,0,2660,14.4542,,C
|
||||
978,3,"Barry, Miss. Julia",female,27,0,0,330844,7.8792,,Q
|
||||
979,3,"Badman, Miss. Emily Louisa",female,18,0,0,A/4 31416,8.05,,S
|
||||
980,3,"O'Donoghue, Ms. Bridget",female,,0,0,364856,7.75,,Q
|
||||
981,2,"Wells, Master. Ralph Lester",male,2,1,1,29103,23,,S
|
||||
982,3,"Dyker, Mrs. Adolf Fredrik (Anna Elisabeth Judith Andersson)",female,22,1,0,347072,13.9,,S
|
||||
983,3,"Pedersen, Mr. Olaf",male,,0,0,345498,7.775,,S
|
||||
984,1,"Davidson, Mrs. Thornton (Orian Hays)",female,27,1,2,F.C. 12750,52,B71,S
|
||||
985,3,"Guest, Mr. Robert",male,,0,0,376563,8.05,,S
|
||||
986,1,"Birnbaum, Mr. Jakob",male,25,0,0,13905,26,,C
|
||||
987,3,"Tenglin, Mr. Gunnar Isidor",male,25,0,0,350033,7.7958,,S
|
||||
988,1,"Cavendish, Mrs. Tyrell William (Julia Florence Siegel)",female,76,1,0,19877,78.85,C46,S
|
||||
989,3,"Makinen, Mr. Kalle Edvard",male,29,0,0,STON/O 2. 3101268,7.925,,S
|
||||
990,3,"Braf, Miss. Elin Ester Maria",female,20,0,0,347471,7.8542,,S
|
||||
991,3,"Nancarrow, Mr. William Henry",male,33,0,0,A./5. 3338,8.05,,S
|
||||
992,1,"Stengel, Mrs. Charles Emil Henry (Annie May Morris)",female,43,1,0,11778,55.4417,C116,C
|
||||
993,2,"Weisz, Mr. Leopold",male,27,1,0,228414,26,,S
|
||||
994,3,"Foley, Mr. William",male,,0,0,365235,7.75,,Q
|
||||
995,3,"Johansson Palmquist, Mr. Oskar Leander",male,26,0,0,347070,7.775,,S
|
||||
996,3,"Thomas, Mrs. Alexander (Thamine Thelma"")""",female,16,1,1,2625,8.5167,,C
|
||||
997,3,"Holthen, Mr. Johan Martin",male,28,0,0,C 4001,22.525,,S
|
||||
998,3,"Buckley, Mr. Daniel",male,21,0,0,330920,7.8208,,Q
|
||||
999,3,"Ryan, Mr. Edward",male,,0,0,383162,7.75,,Q
|
||||
1000,3,"Willer, Mr. Aaron (Abi Weller"")""",male,,0,0,3410,8.7125,,S
|
||||
1001,2,"Swane, Mr. George",male,18.5,0,0,248734,13,F,S
|
||||
1002,2,"Stanton, Mr. Samuel Ward",male,41,0,0,237734,15.0458,,C
|
||||
1003,3,"Shine, Miss. Ellen Natalia",female,,0,0,330968,7.7792,,Q
|
||||
1004,1,"Evans, Miss. Edith Corse",female,36,0,0,PC 17531,31.6792,A29,C
|
||||
1005,3,"Buckley, Miss. Katherine",female,18.5,0,0,329944,7.2833,,Q
|
||||
1006,1,"Straus, Mrs. Isidor (Rosalie Ida Blun)",female,63,1,0,PC 17483,221.7792,C55 C57,S
|
||||
1007,3,"Chronopoulos, Mr. Demetrios",male,18,1,0,2680,14.4542,,C
|
||||
1008,3,"Thomas, Mr. John",male,,0,0,2681,6.4375,,C
|
||||
1009,3,"Sandstrom, Miss. Beatrice Irene",female,1,1,1,PP 9549,16.7,G6,S
|
||||
1010,1,"Beattie, Mr. Thomson",male,36,0,0,13050,75.2417,C6,C
|
||||
1011,2,"Chapman, Mrs. John Henry (Sara Elizabeth Lawry)",female,29,1,0,SC/AH 29037,26,,S
|
||||
1012,2,"Watt, Miss. Bertha J",female,12,0,0,C.A. 33595,15.75,,S
|
||||
1013,3,"Kiernan, Mr. John",male,,1,0,367227,7.75,,Q
|
||||
1014,1,"Schabert, Mrs. Paul (Emma Mock)",female,35,1,0,13236,57.75,C28,C
|
||||
1015,3,"Carver, Mr. Alfred John",male,28,0,0,392095,7.25,,S
|
||||
1016,3,"Kennedy, Mr. John",male,,0,0,368783,7.75,,Q
|
||||
1017,3,"Cribb, Miss. Laura Alice",female,17,0,1,371362,16.1,,S
|
||||
1018,3,"Brobeck, Mr. Karl Rudolf",male,22,0,0,350045,7.7958,,S
|
||||
1019,3,"McCoy, Miss. Alicia",female,,2,0,367226,23.25,,Q
|
||||
1020,2,"Bowenur, Mr. Solomon",male,42,0,0,211535,13,,S
|
||||
1021,3,"Petersen, Mr. Marius",male,24,0,0,342441,8.05,,S
|
||||
1022,3,"Spinner, Mr. Henry John",male,32,0,0,STON/OQ. 369943,8.05,,S
|
||||
1023,1,"Gracie, Col. Archibald IV",male,53,0,0,113780,28.5,C51,C
|
||||
1024,3,"Lefebre, Mrs. Frank (Frances)",female,,0,4,4133,25.4667,,S
|
||||
1025,3,"Thomas, Mr. Charles P",male,,1,0,2621,6.4375,,C
|
||||
1026,3,"Dintcheff, Mr. Valtcho",male,43,0,0,349226,7.8958,,S
|
||||
1027,3,"Carlsson, Mr. Carl Robert",male,24,0,0,350409,7.8542,,S
|
||||
1028,3,"Zakarian, Mr. Mapriededer",male,26.5,0,0,2656,7.225,,C
|
||||
1029,2,"Schmidt, Mr. August",male,26,0,0,248659,13,,S
|
||||
1030,3,"Drapkin, Miss. Jennie",female,23,0,0,SOTON/OQ 392083,8.05,,S
|
||||
1031,3,"Goodwin, Mr. Charles Frederick",male,40,1,6,CA 2144,46.9,,S
|
||||
1032,3,"Goodwin, Miss. Jessie Allis",female,10,5,2,CA 2144,46.9,,S
|
||||
1033,1,"Daniels, Miss. Sarah",female,33,0,0,113781,151.55,,S
|
||||
1034,1,"Ryerson, Mr. Arthur Larned",male,61,1,3,PC 17608,262.375,B57 B59 B63 B66,C
|
||||
1035,2,"Beauchamp, Mr. Henry James",male,28,0,0,244358,26,,S
|
||||
1036,1,"Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey"")""",male,42,0,0,17475,26.55,,S
|
||||
1037,3,"Vander Planke, Mr. Julius",male,31,3,0,345763,18,,S
|
||||
1038,1,"Hilliard, Mr. Herbert Henry",male,,0,0,17463,51.8625,E46,S
|
||||
1039,3,"Davies, Mr. Evan",male,22,0,0,SC/A4 23568,8.05,,S
|
||||
1040,1,"Crafton, Mr. John Bertram",male,,0,0,113791,26.55,,S
|
||||
1041,2,"Lahtinen, Rev. William",male,30,1,1,250651,26,,S
|
||||
1042,1,"Earnshaw, Mrs. Boulton (Olive Potter)",female,23,0,1,11767,83.1583,C54,C
|
||||
1043,3,"Matinoff, Mr. Nicola",male,,0,0,349255,7.8958,,C
|
||||
1044,3,"Storey, Mr. Thomas",male,60.5,0,0,3701,,,S
|
||||
1045,3,"Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist)",female,36,0,2,350405,12.1833,,S
|
||||
1046,3,"Asplund, Master. Filip Oscar",male,13,4,2,347077,31.3875,,S
|
||||
1047,3,"Duquemin, Mr. Joseph",male,24,0,0,S.O./P.P. 752,7.55,,S
|
||||
1048,1,"Bird, Miss. Ellen",female,29,0,0,PC 17483,221.7792,C97,S
|
||||
1049,3,"Lundin, Miss. Olga Elida",female,23,0,0,347469,7.8542,,S
|
||||
1050,1,"Borebank, Mr. John James",male,42,0,0,110489,26.55,D22,S
|
||||
1051,3,"Peacock, Mrs. Benjamin (Edith Nile)",female,26,0,2,SOTON/O.Q. 3101315,13.775,,S
|
||||
1052,3,"Smyth, Miss. Julia",female,,0,0,335432,7.7333,,Q
|
||||
1053,3,"Touma, Master. Georges Youssef",male,7,1,1,2650,15.2458,,C
|
||||
1054,2,"Wright, Miss. Marion",female,26,0,0,220844,13.5,,S
|
||||
1055,3,"Pearce, Mr. Ernest",male,,0,0,343271,7,,S
|
||||
1056,2,"Peruschitz, Rev. Joseph Maria",male,41,0,0,237393,13,,S
|
||||
1057,3,"Kink-Heilmann, Mrs. Anton (Luise Heilmann)",female,26,1,1,315153,22.025,,S
|
||||
1058,1,"Brandeis, Mr. Emil",male,48,0,0,PC 17591,50.4958,B10,C
|
||||
1059,3,"Ford, Mr. Edward Watson",male,18,2,2,W./C. 6608,34.375,,S
|
||||
1060,1,"Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick)",female,,0,0,17770,27.7208,,C
|
||||
1061,3,"Hellstrom, Miss. Hilda Maria",female,22,0,0,7548,8.9625,,S
|
||||
1062,3,"Lithman, Mr. Simon",male,,0,0,S.O./P.P. 251,7.55,,S
|
||||
1063,3,"Zakarian, Mr. Ortin",male,27,0,0,2670,7.225,,C
|
||||
1064,3,"Dyker, Mr. Adolf Fredrik",male,23,1,0,347072,13.9,,S
|
||||
1065,3,"Torfa, Mr. Assad",male,,0,0,2673,7.2292,,C
|
||||
1066,3,"Asplund, Mr. Carl Oscar Vilhelm Gustafsson",male,40,1,5,347077,31.3875,,S
|
||||
1067,2,"Brown, Miss. Edith Eileen",female,15,0,2,29750,39,,S
|
||||
1068,2,"Sincock, Miss. Maude",female,20,0,0,C.A. 33112,36.75,,S
|
||||
1069,1,"Stengel, Mr. Charles Emil Henry",male,54,1,0,11778,55.4417,C116,C
|
||||
1070,2,"Becker, Mrs. Allen Oliver (Nellie E Baumgardner)",female,36,0,3,230136,39,F4,S
|
||||
1071,1,"Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll)",female,64,0,2,PC 17756,83.1583,E45,C
|
||||
1072,2,"McCrie, Mr. James Matthew",male,30,0,0,233478,13,,S
|
||||
1073,1,"Compton, Mr. Alexander Taylor Jr",male,37,1,1,PC 17756,83.1583,E52,C
|
||||
1074,1,"Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson)",female,18,1,0,113773,53.1,D30,S
|
||||
1075,3,"Lane, Mr. Patrick",male,,0,0,7935,7.75,,Q
|
||||
1076,1,"Douglas, Mrs. Frederick Charles (Mary Helene Baxter)",female,27,1,1,PC 17558,247.5208,B58 B60,C
|
||||
1077,2,"Maybery, Mr. Frank Hubert",male,40,0,0,239059,16,,S
|
||||
1078,2,"Phillips, Miss. Alice Frances Louisa",female,21,0,1,S.O./P.P. 2,21,,S
|
||||
1079,3,"Davies, Mr. Joseph",male,17,2,0,A/4 48873,8.05,,S
|
||||
1080,3,"Sage, Miss. Ada",female,,8,2,CA. 2343,69.55,,S
|
||||
1081,2,"Veal, Mr. James",male,40,0,0,28221,13,,S
|
||||
1082,2,"Angle, Mr. William A",male,34,1,0,226875,26,,S
|
||||
1083,1,"Salomon, Mr. Abraham L",male,,0,0,111163,26,,S
|
||||
1084,3,"van Billiard, Master. Walter John",male,11.5,1,1,A/5. 851,14.5,,S
|
||||
1085,2,"Lingane, Mr. John",male,61,0,0,235509,12.35,,Q
|
||||
1086,2,"Drew, Master. Marshall Brines",male,8,0,2,28220,32.5,,S
|
||||
1087,3,"Karlsson, Mr. Julius Konrad Eugen",male,33,0,0,347465,7.8542,,S
|
||||
1088,1,"Spedden, Master. Robert Douglas",male,6,0,2,16966,134.5,E34,C
|
||||
1089,3,"Nilsson, Miss. Berta Olivia",female,18,0,0,347066,7.775,,S
|
||||
1090,2,"Baimbrigge, Mr. Charles Robert",male,23,0,0,C.A. 31030,10.5,,S
|
||||
1091,3,"Rasmussen, Mrs. (Lena Jacobsen Solvang)",female,,0,0,65305,8.1125,,S
|
||||
1092,3,"Murphy, Miss. Nora",female,,0,0,36568,15.5,,Q
|
||||
1093,3,"Danbom, Master. Gilbert Sigvard Emanuel",male,0.33,0,2,347080,14.4,,S
|
||||
1094,1,"Astor, Col. John Jacob",male,47,1,0,PC 17757,227.525,C62 C64,C
|
||||
1095,2,"Quick, Miss. Winifred Vera",female,8,1,1,26360,26,,S
|
||||
1096,2,"Andrew, Mr. Frank Thomas",male,25,0,0,C.A. 34050,10.5,,S
|
||||
1097,1,"Omont, Mr. Alfred Fernand",male,,0,0,F.C. 12998,25.7417,,C
|
||||
1098,3,"McGowan, Miss. Katherine",female,35,0,0,9232,7.75,,Q
|
||||
1099,2,"Collett, Mr. Sidney C Stuart",male,24,0,0,28034,10.5,,S
|
||||
1100,1,"Rosenbaum, Miss. Edith Louise",female,33,0,0,PC 17613,27.7208,A11,C
|
||||
1101,3,"Delalic, Mr. Redjo",male,25,0,0,349250,7.8958,,S
|
||||
1102,3,"Andersen, Mr. Albert Karvin",male,32,0,0,C 4001,22.525,,S
|
||||
1103,3,"Finoli, Mr. Luigi",male,,0,0,SOTON/O.Q. 3101308,7.05,,S
|
||||
1104,2,"Deacon, Mr. Percy William",male,17,0,0,S.O.C. 14879,73.5,,S
|
||||
1105,2,"Howard, Mrs. Benjamin (Ellen Truelove Arman)",female,60,1,0,24065,26,,S
|
||||
1106,3,"Andersson, Miss. Ida Augusta Margareta",female,38,4,2,347091,7.775,,S
|
||||
1107,1,"Head, Mr. Christopher",male,42,0,0,113038,42.5,B11,S
|
||||
1108,3,"Mahon, Miss. Bridget Delia",female,,0,0,330924,7.8792,,Q
|
||||
1109,1,"Wick, Mr. George Dennick",male,57,1,1,36928,164.8667,,S
|
||||
1110,1,"Widener, Mrs. George Dunton (Eleanor Elkins)",female,50,1,1,113503,211.5,C80,C
|
||||
1111,3,"Thomson, Mr. Alexander Morrison",male,,0,0,32302,8.05,,S
|
||||
1112,2,"Duran y More, Miss. Florentina",female,30,1,0,SC/PARIS 2148,13.8583,,C
|
||||
1113,3,"Reynolds, Mr. Harold J",male,21,0,0,342684,8.05,,S
|
||||
1114,2,"Cook, Mrs. (Selena Rogers)",female,22,0,0,W./C. 14266,10.5,F33,S
|
||||
1115,3,"Karlsson, Mr. Einar Gervasius",male,21,0,0,350053,7.7958,,S
|
||||
1116,1,"Candee, Mrs. Edward (Helen Churchill Hungerford)",female,53,0,0,PC 17606,27.4458,,C
|
||||
1117,3,"Moubarek, Mrs. George (Omine Amenia"" Alexander)""",female,,0,2,2661,15.2458,,C
|
||||
1118,3,"Asplund, Mr. Johan Charles",male,23,0,0,350054,7.7958,,S
|
||||
1119,3,"McNeill, Miss. Bridget",female,,0,0,370368,7.75,,Q
|
||||
1120,3,"Everett, Mr. Thomas James",male,40.5,0,0,C.A. 6212,15.1,,S
|
||||
1121,2,"Hocking, Mr. Samuel James Metcalfe",male,36,0,0,242963,13,,S
|
||||
1122,2,"Sweet, Mr. George Frederick",male,14,0,0,220845,65,,S
|
||||
1123,1,"Willard, Miss. Constance",female,21,0,0,113795,26.55,,S
|
||||
1124,3,"Wiklund, Mr. Karl Johan",male,21,1,0,3101266,6.4958,,S
|
||||
1125,3,"Linehan, Mr. Michael",male,,0,0,330971,7.8792,,Q
|
||||
1126,1,"Cumings, Mr. John Bradley",male,39,1,0,PC 17599,71.2833,C85,C
|
||||
1127,3,"Vendel, Mr. Olof Edvin",male,20,0,0,350416,7.8542,,S
|
||||
1128,1,"Warren, Mr. Frank Manley",male,64,1,0,110813,75.25,D37,C
|
||||
1129,3,"Baccos, Mr. Raffull",male,20,0,0,2679,7.225,,C
|
||||
1130,2,"Hiltunen, Miss. Marta",female,18,1,1,250650,13,,S
|
||||
1131,1,"Douglas, Mrs. Walter Donald (Mahala Dutton)",female,48,1,0,PC 17761,106.425,C86,C
|
||||
1132,1,"Lindstrom, Mrs. Carl Johan (Sigrid Posse)",female,55,0,0,112377,27.7208,,C
|
||||
1133,2,"Christy, Mrs. (Alice Frances)",female,45,0,2,237789,30,,S
|
||||
1134,1,"Spedden, Mr. Frederic Oakley",male,45,1,1,16966,134.5,E34,C
|
||||
1135,3,"Hyman, Mr. Abraham",male,,0,0,3470,7.8875,,S
|
||||
1136,3,"Johnston, Master. William Arthur Willie""""",male,,1,2,W./C. 6607,23.45,,S
|
||||
1137,1,"Kenyon, Mr. Frederick R",male,41,1,0,17464,51.8625,D21,S
|
||||
1138,2,"Karnes, Mrs. J Frank (Claire Bennett)",female,22,0,0,F.C.C. 13534,21,,S
|
||||
1139,2,"Drew, Mr. James Vivian",male,42,1,1,28220,32.5,,S
|
||||
1140,2,"Hold, Mrs. Stephen (Annie Margaret Hill)",female,29,1,0,26707,26,,S
|
||||
1141,3,"Khalil, Mrs. Betros (Zahie Maria"" Elias)""",female,,1,0,2660,14.4542,,C
|
||||
1142,2,"West, Miss. Barbara J",female,0.92,1,2,C.A. 34651,27.75,,S
|
||||
1143,3,"Abrahamsson, Mr. Abraham August Johannes",male,20,0,0,SOTON/O2 3101284,7.925,,S
|
||||
1144,1,"Clark, Mr. Walter Miller",male,27,1,0,13508,136.7792,C89,C
|
||||
1145,3,"Salander, Mr. Karl Johan",male,24,0,0,7266,9.325,,S
|
||||
1146,3,"Wenzel, Mr. Linhart",male,32.5,0,0,345775,9.5,,S
|
||||
1147,3,"MacKay, Mr. George William",male,,0,0,C.A. 42795,7.55,,S
|
||||
1148,3,"Mahon, Mr. John",male,,0,0,AQ/4 3130,7.75,,Q
|
||||
1149,3,"Niklasson, Mr. Samuel",male,28,0,0,363611,8.05,,S
|
||||
1150,2,"Bentham, Miss. Lilian W",female,19,0,0,28404,13,,S
|
||||
1151,3,"Midtsjo, Mr. Karl Albert",male,21,0,0,345501,7.775,,S
|
||||
1152,3,"de Messemaeker, Mr. Guillaume Joseph",male,36.5,1,0,345572,17.4,,S
|
||||
1153,3,"Nilsson, Mr. August Ferdinand",male,21,0,0,350410,7.8542,,S
|
||||
1154,2,"Wells, Mrs. Arthur Henry (Addie"" Dart Trevaskis)""",female,29,0,2,29103,23,,S
|
||||
1155,3,"Klasen, Miss. Gertrud Emilia",female,1,1,1,350405,12.1833,,S
|
||||
1156,2,"Portaluppi, Mr. Emilio Ilario Giuseppe",male,30,0,0,C.A. 34644,12.7375,,C
|
||||
1157,3,"Lyntakoff, Mr. Stanko",male,,0,0,349235,7.8958,,S
|
||||
1158,1,"Chisholm, Mr. Roderick Robert Crispin",male,,0,0,112051,0,,S
|
||||
1159,3,"Warren, Mr. Charles William",male,,0,0,C.A. 49867,7.55,,S
|
||||
1160,3,"Howard, Miss. May Elizabeth",female,,0,0,A. 2. 39186,8.05,,S
|
||||
1161,3,"Pokrnic, Mr. Mate",male,17,0,0,315095,8.6625,,S
|
||||
1162,1,"McCaffry, Mr. Thomas Francis",male,46,0,0,13050,75.2417,C6,C
|
||||
1163,3,"Fox, Mr. Patrick",male,,0,0,368573,7.75,,Q
|
||||
1164,1,"Clark, Mrs. Walter Miller (Virginia McDowell)",female,26,1,0,13508,136.7792,C89,C
|
||||
1165,3,"Lennon, Miss. Mary",female,,1,0,370371,15.5,,Q
|
||||
1166,3,"Saade, Mr. Jean Nassr",male,,0,0,2676,7.225,,C
|
||||
1167,2,"Bryhl, Miss. Dagmar Jenny Ingeborg ",female,20,1,0,236853,26,,S
|
||||
1168,2,"Parker, Mr. Clifford Richard",male,28,0,0,SC 14888,10.5,,S
|
||||
1169,2,"Faunthorpe, Mr. Harry",male,40,1,0,2926,26,,S
|
||||
1170,2,"Ware, Mr. John James",male,30,1,0,CA 31352,21,,S
|
||||
1171,2,"Oxenham, Mr. Percy Thomas",male,22,0,0,W./C. 14260,10.5,,S
|
||||
1172,3,"Oreskovic, Miss. Jelka",female,23,0,0,315085,8.6625,,S
|
||||
1173,3,"Peacock, Master. Alfred Edward",male,0.75,1,1,SOTON/O.Q. 3101315,13.775,,S
|
||||
1174,3,"Fleming, Miss. Honora",female,,0,0,364859,7.75,,Q
|
||||
1175,3,"Touma, Miss. Maria Youssef",female,9,1,1,2650,15.2458,,C
|
||||
1176,3,"Rosblom, Miss. Salli Helena",female,2,1,1,370129,20.2125,,S
|
||||
1177,3,"Dennis, Mr. William",male,36,0,0,A/5 21175,7.25,,S
|
||||
1178,3,"Franklin, Mr. Charles (Charles Fardon)",male,,0,0,SOTON/O.Q. 3101314,7.25,,S
|
||||
1179,1,"Snyder, Mr. John Pillsbury",male,24,1,0,21228,82.2667,B45,S
|
||||
1180,3,"Mardirosian, Mr. Sarkis",male,,0,0,2655,7.2292,F E46,C
|
||||
1181,3,"Ford, Mr. Arthur",male,,0,0,A/5 1478,8.05,,S
|
||||
1182,1,"Rheims, Mr. George Alexander Lucien",male,,0,0,PC 17607,39.6,,S
|
||||
1183,3,"Daly, Miss. Margaret Marcella Maggie""""",female,30,0,0,382650,6.95,,Q
|
||||
1184,3,"Nasr, Mr. Mustafa",male,,0,0,2652,7.2292,,C
|
||||
1185,1,"Dodge, Dr. Washington",male,53,1,1,33638,81.8583,A34,S
|
||||
1186,3,"Wittevrongel, Mr. Camille",male,36,0,0,345771,9.5,,S
|
||||
1187,3,"Angheloff, Mr. Minko",male,26,0,0,349202,7.8958,,S
|
||||
1188,2,"Laroche, Miss. Louise",female,1,1,2,SC/Paris 2123,41.5792,,C
|
||||
1189,3,"Samaan, Mr. Hanna",male,,2,0,2662,21.6792,,C
|
||||
1190,1,"Loring, Mr. Joseph Holland",male,30,0,0,113801,45.5,,S
|
||||
1191,3,"Johansson, Mr. Nils",male,29,0,0,347467,7.8542,,S
|
||||
1192,3,"Olsson, Mr. Oscar Wilhelm",male,32,0,0,347079,7.775,,S
|
||||
1193,2,"Malachard, Mr. Noel",male,,0,0,237735,15.0458,D,C
|
||||
1194,2,"Phillips, Mr. Escott Robert",male,43,0,1,S.O./P.P. 2,21,,S
|
||||
1195,3,"Pokrnic, Mr. Tome",male,24,0,0,315092,8.6625,,S
|
||||
1196,3,"McCarthy, Miss. Catherine Katie""""",female,,0,0,383123,7.75,,Q
|
||||
1197,1,"Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead)",female,64,1,1,112901,26.55,B26,S
|
||||
1198,1,"Allison, Mr. Hudson Joshua Creighton",male,30,1,2,113781,151.55,C22 C26,S
|
||||
1199,3,"Aks, Master. Philip Frank",male,0.83,0,1,392091,9.35,,S
|
||||
1200,1,"Hays, Mr. Charles Melville",male,55,1,1,12749,93.5,B69,S
|
||||
1201,3,"Hansen, Mrs. Claus Peter (Jennie L Howard)",female,45,1,0,350026,14.1083,,S
|
||||
1202,3,"Cacic, Mr. Jego Grga",male,18,0,0,315091,8.6625,,S
|
||||
1203,3,"Vartanian, Mr. David",male,22,0,0,2658,7.225,,C
|
||||
1204,3,"Sadowitz, Mr. Harry",male,,0,0,LP 1588,7.575,,S
|
||||
1205,3,"Carr, Miss. Jeannie",female,37,0,0,368364,7.75,,Q
|
||||
1206,1,"White, Mrs. John Stuart (Ella Holmes)",female,55,0,0,PC 17760,135.6333,C32,C
|
||||
1207,3,"Hagardon, Miss. Kate",female,17,0,0,AQ/3. 30631,7.7333,,Q
|
||||
1208,1,"Spencer, Mr. William Augustus",male,57,1,0,PC 17569,146.5208,B78,C
|
||||
1209,2,"Rogers, Mr. Reginald Harry",male,19,0,0,28004,10.5,,S
|
||||
1210,3,"Jonsson, Mr. Nils Hilding",male,27,0,0,350408,7.8542,,S
|
||||
1211,2,"Jefferys, Mr. Ernest Wilfred",male,22,2,0,C.A. 31029,31.5,,S
|
||||
1212,3,"Andersson, Mr. Johan Samuel",male,26,0,0,347075,7.775,,S
|
||||
1213,3,"Krekorian, Mr. Neshan",male,25,0,0,2654,7.2292,F E57,C
|
||||
1214,2,"Nesson, Mr. Israel",male,26,0,0,244368,13,F2,S
|
||||
1215,1,"Rowe, Mr. Alfred G",male,33,0,0,113790,26.55,,S
|
||||
1216,1,"Kreuchen, Miss. Emilie",female,39,0,0,24160,211.3375,,S
|
||||
1217,3,"Assam, Mr. Ali",male,23,0,0,SOTON/O.Q. 3101309,7.05,,S
|
||||
1218,2,"Becker, Miss. Ruth Elizabeth",female,12,2,1,230136,39,F4,S
|
||||
1219,1,"Rosenshine, Mr. George (Mr George Thorne"")""",male,46,0,0,PC 17585,79.2,,C
|
||||
1220,2,"Clarke, Mr. Charles Valentine",male,29,1,0,2003,26,,S
|
||||
1221,2,"Enander, Mr. Ingvar",male,21,0,0,236854,13,,S
|
||||
1222,2,"Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) ",female,48,0,2,C.A. 33112,36.75,,S
|
||||
1223,1,"Dulles, Mr. William Crothers",male,39,0,0,PC 17580,29.7,A18,C
|
||||
1224,3,"Thomas, Mr. Tannous",male,,0,0,2684,7.225,,C
|
||||
1225,3,"Nakid, Mrs. Said (Waika Mary"" Mowad)""",female,19,1,1,2653,15.7417,,C
|
||||
1226,3,"Cor, Mr. Ivan",male,27,0,0,349229,7.8958,,S
|
||||
1227,1,"Maguire, Mr. John Edward",male,30,0,0,110469,26,C106,S
|
||||
1228,2,"de Brito, Mr. Jose Joaquim",male,32,0,0,244360,13,,S
|
||||
1229,3,"Elias, Mr. Joseph",male,39,0,2,2675,7.2292,,C
|
||||
1230,2,"Denbury, Mr. Herbert",male,25,0,0,C.A. 31029,31.5,,S
|
||||
1231,3,"Betros, Master. Seman",male,,0,0,2622,7.2292,,C
|
||||
1232,2,"Fillbrook, Mr. Joseph Charles",male,18,0,0,C.A. 15185,10.5,,S
|
||||
1233,3,"Lundstrom, Mr. Thure Edvin",male,32,0,0,350403,7.5792,,S
|
||||
1234,3,"Sage, Mr. John George",male,,1,9,CA. 2343,69.55,,S
|
||||
1235,1,"Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake)",female,58,0,1,PC 17755,512.3292,B51 B53 B55,C
|
||||
1236,3,"van Billiard, Master. James William",male,,1,1,A/5. 851,14.5,,S
|
||||
1237,3,"Abelseth, Miss. Karen Marie",female,16,0,0,348125,7.65,,S
|
||||
1238,2,"Botsford, Mr. William Hull",male,26,0,0,237670,13,,S
|
||||
1239,3,"Whabee, Mrs. George Joseph (Shawneene Abi-Saab)",female,38,0,0,2688,7.2292,,C
|
||||
1240,2,"Giles, Mr. Ralph",male,24,0,0,248726,13.5,,S
|
||||
1241,2,"Walcroft, Miss. Nellie",female,31,0,0,F.C.C. 13528,21,,S
|
||||
1242,1,"Greenfield, Mrs. Leo David (Blanche Strouse)",female,45,0,1,PC 17759,63.3583,D10 D12,C
|
||||
1243,2,"Stokes, Mr. Philip Joseph",male,25,0,0,F.C.C. 13540,10.5,,S
|
||||
1244,2,"Dibden, Mr. William",male,18,0,0,S.O.C. 14879,73.5,,S
|
||||
1245,2,"Herman, Mr. Samuel",male,49,1,2,220845,65,,S
|
||||
1246,3,"Dean, Miss. Elizabeth Gladys Millvina""""",female,0.17,1,2,C.A. 2315,20.575,,S
|
||||
1247,1,"Julian, Mr. Henry Forbes",male,50,0,0,113044,26,E60,S
|
||||
1248,1,"Brown, Mrs. John Murray (Caroline Lane Lamson)",female,59,2,0,11769,51.4792,C101,S
|
||||
1249,3,"Lockyer, Mr. Edward",male,,0,0,1222,7.8792,,S
|
||||
1250,3,"O'Keefe, Mr. Patrick",male,,0,0,368402,7.75,,Q
|
||||
1251,3,"Lindell, Mrs. Edvard Bengtsson (Elin Gerda Persson)",female,30,1,0,349910,15.55,,S
|
||||
1252,3,"Sage, Master. William Henry",male,14.5,8,2,CA. 2343,69.55,,S
|
||||
1253,2,"Mallet, Mrs. Albert (Antoinette Magnin)",female,24,1,1,S.C./PARIS 2079,37.0042,,C
|
||||
1254,2,"Ware, Mrs. John James (Florence Louise Long)",female,31,0,0,CA 31352,21,,S
|
||||
1255,3,"Strilic, Mr. Ivan",male,27,0,0,315083,8.6625,,S
|
||||
1256,1,"Harder, Mrs. George Achilles (Dorothy Annan)",female,25,1,0,11765,55.4417,E50,C
|
||||
1257,3,"Sage, Mrs. John (Annie Bullen)",female,,1,9,CA. 2343,69.55,,S
|
||||
1258,3,"Caram, Mr. Joseph",male,,1,0,2689,14.4583,,C
|
||||
1259,3,"Riihivouri, Miss. Susanna Juhantytar Sanni""""",female,22,0,0,3101295,39.6875,,S
|
||||
1260,1,"Gibson, Mrs. Leonard (Pauline C Boeson)",female,45,0,1,112378,59.4,,C
|
||||
1261,2,"Pallas y Castello, Mr. Emilio",male,29,0,0,SC/PARIS 2147,13.8583,,C
|
||||
1262,2,"Giles, Mr. Edgar",male,21,1,0,28133,11.5,,S
|
||||
1263,1,"Wilson, Miss. Helen Alice",female,31,0,0,16966,134.5,E39 E41,C
|
||||
1264,1,"Ismay, Mr. Joseph Bruce",male,49,0,0,112058,0,B52 B54 B56,S
|
||||
1265,2,"Harbeck, Mr. William H",male,44,0,0,248746,13,,S
|
||||
1266,1,"Dodge, Mrs. Washington (Ruth Vidaver)",female,54,1,1,33638,81.8583,A34,S
|
||||
1267,1,"Bowen, Miss. Grace Scott",female,45,0,0,PC 17608,262.375,,C
|
||||
1268,3,"Kink, Miss. Maria",female,22,2,0,315152,8.6625,,S
|
||||
1269,2,"Cotterill, Mr. Henry Harry""""",male,21,0,0,29107,11.5,,S
|
||||
1270,1,"Hipkins, Mr. William Edward",male,55,0,0,680,50,C39,S
|
||||
1271,3,"Asplund, Master. Carl Edgar",male,5,4,2,347077,31.3875,,S
|
||||
1272,3,"O'Connor, Mr. Patrick",male,,0,0,366713,7.75,,Q
|
||||
1273,3,"Foley, Mr. Joseph",male,26,0,0,330910,7.8792,,Q
|
||||
1274,3,"Risien, Mrs. Samuel (Emma)",female,,0,0,364498,14.5,,S
|
||||
1275,3,"McNamee, Mrs. Neal (Eileen O'Leary)",female,19,1,0,376566,16.1,,S
|
||||
1276,2,"Wheeler, Mr. Edwin Frederick""""",male,,0,0,SC/PARIS 2159,12.875,,S
|
||||
1277,2,"Herman, Miss. Kate",female,24,1,2,220845,65,,S
|
||||
1278,3,"Aronsson, Mr. Ernst Axel Algot",male,24,0,0,349911,7.775,,S
|
||||
1279,2,"Ashby, Mr. John",male,57,0,0,244346,13,,S
|
||||
1280,3,"Canavan, Mr. Patrick",male,21,0,0,364858,7.75,,Q
|
||||
1281,3,"Palsson, Master. Paul Folke",male,6,3,1,349909,21.075,,S
|
||||
1282,1,"Payne, Mr. Vivian Ponsonby",male,23,0,0,12749,93.5,B24,S
|
||||
1283,1,"Lines, Mrs. Ernest H (Elizabeth Lindsey James)",female,51,0,1,PC 17592,39.4,D28,S
|
||||
1284,3,"Abbott, Master. Eugene Joseph",male,13,0,2,C.A. 2673,20.25,,S
|
||||
1285,2,"Gilbert, Mr. William",male,47,0,0,C.A. 30769,10.5,,S
|
||||
1286,3,"Kink-Heilmann, Mr. Anton",male,29,3,1,315153,22.025,,S
|
||||
1287,1,"Smith, Mrs. Lucien Philip (Mary Eloise Hughes)",female,18,1,0,13695,60,C31,S
|
||||
1288,3,"Colbert, Mr. Patrick",male,24,0,0,371109,7.25,,Q
|
||||
1289,1,"Frolicher-Stehli, Mrs. Maxmillian (Margaretha Emerentia Stehli)",female,48,1,1,13567,79.2,B41,C
|
||||
1290,3,"Larsson-Rondberg, Mr. Edvard A",male,22,0,0,347065,7.775,,S
|
||||
1291,3,"Conlon, Mr. Thomas Henry",male,31,0,0,21332,7.7333,,Q
|
||||
1292,1,"Bonnell, Miss. Caroline",female,30,0,0,36928,164.8667,C7,S
|
||||
1293,2,"Gale, Mr. Harry",male,38,1,0,28664,21,,S
|
||||
1294,1,"Gibson, Miss. Dorothy Winifred",female,22,0,1,112378,59.4,,C
|
||||
1295,1,"Carrau, Mr. Jose Pedro",male,17,0,0,113059,47.1,,S
|
||||
1296,1,"Frauenthal, Mr. Isaac Gerald",male,43,1,0,17765,27.7208,D40,C
|
||||
1297,2,"Nourney, Mr. Alfred (Baron von Drachstedt"")""",male,20,0,0,SC/PARIS 2166,13.8625,D38,C
|
||||
1298,2,"Ware, Mr. William Jeffery",male,23,1,0,28666,10.5,,S
|
||||
1299,1,"Widener, Mr. George Dunton",male,50,1,1,113503,211.5,C80,C
|
||||
1300,3,"Riordan, Miss. Johanna Hannah""""",female,,0,0,334915,7.7208,,Q
|
||||
1301,3,"Peacock, Miss. Treasteall",female,3,1,1,SOTON/O.Q. 3101315,13.775,,S
|
||||
1302,3,"Naughton, Miss. Hannah",female,,0,0,365237,7.75,,Q
|
||||
1303,1,"Minahan, Mrs. William Edward (Lillian E Thorpe)",female,37,1,0,19928,90,C78,Q
|
||||
1304,3,"Henriksson, Miss. Jenny Lovisa",female,28,0,0,347086,7.775,,S
|
||||
1305,3,"Spector, Mr. Woolf",male,,0,0,A.5. 3236,8.05,,S
|
||||
1306,1,"Oliva y Ocana, Dona. Fermina",female,39,0,0,PC 17758,108.9,C105,C
|
||||
1307,3,"Saether, Mr. Simon Sivertsen",male,38.5,0,0,SOTON/O.Q. 3101262,7.25,,S
|
||||
1308,3,"Ware, Mr. Frederick",male,,0,0,359309,8.05,,S
|
||||
1309,3,"Peter, Master. Michael J",male,,1,1,2668,22.3583,,C
|
||||
|
|
|
@ -0,0 +1,892 @@
|
|||
PassengerId,Survived,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked
|
||||
1,0,3,"Braund, Mr. Owen Harris",male,22,1,0,A/5 21171,7.25,,S
|
||||
2,1,1,"Cumings, Mrs. John Bradley (Florence Briggs Thayer)",female,38,1,0,PC 17599,71.2833,C85,C
|
||||
3,1,3,"Heikkinen, Miss. Laina",female,26,0,0,STON/O2. 3101282,7.925,,S
|
||||
4,1,1,"Futrelle, Mrs. Jacques Heath (Lily May Peel)",female,35,1,0,113803,53.1,C123,S
|
||||
5,0,3,"Allen, Mr. William Henry",male,35,0,0,373450,8.05,,S
|
||||
6,0,3,"Moran, Mr. James",male,,0,0,330877,8.4583,,Q
|
||||
7,0,1,"McCarthy, Mr. Timothy J",male,54,0,0,17463,51.8625,E46,S
|
||||
8,0,3,"Palsson, Master. Gosta Leonard",male,2,3,1,349909,21.075,,S
|
||||
9,1,3,"Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg)",female,27,0,2,347742,11.1333,,S
|
||||
10,1,2,"Nasser, Mrs. Nicholas (Adele Achem)",female,14,1,0,237736,30.0708,,C
|
||||
11,1,3,"Sandstrom, Miss. Marguerite Rut",female,4,1,1,PP 9549,16.7,G6,S
|
||||
12,1,1,"Bonnell, Miss. Elizabeth",female,58,0,0,113783,26.55,C103,S
|
||||
13,0,3,"Saundercock, Mr. William Henry",male,20,0,0,A/5. 2151,8.05,,S
|
||||
14,0,3,"Andersson, Mr. Anders Johan",male,39,1,5,347082,31.275,,S
|
||||
15,0,3,"Vestrom, Miss. Hulda Amanda Adolfina",female,14,0,0,350406,7.8542,,S
|
||||
16,1,2,"Hewlett, Mrs. (Mary D Kingcome) ",female,55,0,0,248706,16,,S
|
||||
17,0,3,"Rice, Master. Eugene",male,2,4,1,382652,29.125,,Q
|
||||
18,1,2,"Williams, Mr. Charles Eugene",male,,0,0,244373,13,,S
|
||||
19,0,3,"Vander Planke, Mrs. Julius (Emelia Maria Vandemoortele)",female,31,1,0,345763,18,,S
|
||||
20,1,3,"Masselmani, Mrs. Fatima",female,,0,0,2649,7.225,,C
|
||||
21,0,2,"Fynney, Mr. Joseph J",male,35,0,0,239865,26,,S
|
||||
22,1,2,"Beesley, Mr. Lawrence",male,34,0,0,248698,13,D56,S
|
||||
23,1,3,"McGowan, Miss. Anna ""Annie""",female,15,0,0,330923,8.0292,,Q
|
||||
24,1,1,"Sloper, Mr. William Thompson",male,28,0,0,113788,35.5,A6,S
|
||||
25,0,3,"Palsson, Miss. Torborg Danira",female,8,3,1,349909,21.075,,S
|
||||
26,1,3,"Asplund, Mrs. Carl Oscar (Selma Augusta Emilia Johansson)",female,38,1,5,347077,31.3875,,S
|
||||
27,0,3,"Emir, Mr. Farred Chehab",male,,0,0,2631,7.225,,C
|
||||
28,0,1,"Fortune, Mr. Charles Alexander",male,19,3,2,19950,263,C23 C25 C27,S
|
||||
29,1,3,"O'Dwyer, Miss. Ellen ""Nellie""",female,,0,0,330959,7.8792,,Q
|
||||
30,0,3,"Todoroff, Mr. Lalio",male,,0,0,349216,7.8958,,S
|
||||
31,0,1,"Uruchurtu, Don. Manuel E",male,40,0,0,PC 17601,27.7208,,C
|
||||
32,1,1,"Spencer, Mrs. William Augustus (Marie Eugenie)",female,,1,0,PC 17569,146.5208,B78,C
|
||||
33,1,3,"Glynn, Miss. Mary Agatha",female,,0,0,335677,7.75,,Q
|
||||
34,0,2,"Wheadon, Mr. Edward H",male,66,0,0,C.A. 24579,10.5,,S
|
||||
35,0,1,"Meyer, Mr. Edgar Joseph",male,28,1,0,PC 17604,82.1708,,C
|
||||
36,0,1,"Holverson, Mr. Alexander Oskar",male,42,1,0,113789,52,,S
|
||||
37,1,3,"Mamee, Mr. Hanna",male,,0,0,2677,7.2292,,C
|
||||
38,0,3,"Cann, Mr. Ernest Charles",male,21,0,0,A./5. 2152,8.05,,S
|
||||
39,0,3,"Vander Planke, Miss. Augusta Maria",female,18,2,0,345764,18,,S
|
||||
40,1,3,"Nicola-Yarred, Miss. Jamila",female,14,1,0,2651,11.2417,,C
|
||||
41,0,3,"Ahlin, Mrs. Johan (Johanna Persdotter Larsson)",female,40,1,0,7546,9.475,,S
|
||||
42,0,2,"Turpin, Mrs. William John Robert (Dorothy Ann Wonnacott)",female,27,1,0,11668,21,,S
|
||||
43,0,3,"Kraeff, Mr. Theodor",male,,0,0,349253,7.8958,,C
|
||||
44,1,2,"Laroche, Miss. Simonne Marie Anne Andree",female,3,1,2,SC/Paris 2123,41.5792,,C
|
||||
45,1,3,"Devaney, Miss. Margaret Delia",female,19,0,0,330958,7.8792,,Q
|
||||
46,0,3,"Rogers, Mr. William John",male,,0,0,S.C./A.4. 23567,8.05,,S
|
||||
47,0,3,"Lennon, Mr. Denis",male,,1,0,370371,15.5,,Q
|
||||
48,1,3,"O'Driscoll, Miss. Bridget",female,,0,0,14311,7.75,,Q
|
||||
49,0,3,"Samaan, Mr. Youssef",male,,2,0,2662,21.6792,,C
|
||||
50,0,3,"Arnold-Franchi, Mrs. Josef (Josefine Franchi)",female,18,1,0,349237,17.8,,S
|
||||
51,0,3,"Panula, Master. Juha Niilo",male,7,4,1,3101295,39.6875,,S
|
||||
52,0,3,"Nosworthy, Mr. Richard Cater",male,21,0,0,A/4. 39886,7.8,,S
|
||||
53,1,1,"Harper, Mrs. Henry Sleeper (Myna Haxtun)",female,49,1,0,PC 17572,76.7292,D33,C
|
||||
54,1,2,"Faunthorpe, Mrs. Lizzie (Elizabeth Anne Wilkinson)",female,29,1,0,2926,26,,S
|
||||
55,0,1,"Ostby, Mr. Engelhart Cornelius",male,65,0,1,113509,61.9792,B30,C
|
||||
56,1,1,"Woolner, Mr. Hugh",male,,0,0,19947,35.5,C52,S
|
||||
57,1,2,"Rugg, Miss. Emily",female,21,0,0,C.A. 31026,10.5,,S
|
||||
58,0,3,"Novel, Mr. Mansouer",male,28.5,0,0,2697,7.2292,,C
|
||||
59,1,2,"West, Miss. Constance Mirium",female,5,1,2,C.A. 34651,27.75,,S
|
||||
60,0,3,"Goodwin, Master. William Frederick",male,11,5,2,CA 2144,46.9,,S
|
||||
61,0,3,"Sirayanian, Mr. Orsen",male,22,0,0,2669,7.2292,,C
|
||||
62,1,1,"Icard, Miss. Amelie",female,38,0,0,113572,80,B28,
|
||||
63,0,1,"Harris, Mr. Henry Birkhardt",male,45,1,0,36973,83.475,C83,S
|
||||
64,0,3,"Skoog, Master. Harald",male,4,3,2,347088,27.9,,S
|
||||
65,0,1,"Stewart, Mr. Albert A",male,,0,0,PC 17605,27.7208,,C
|
||||
66,1,3,"Moubarek, Master. Gerios",male,,1,1,2661,15.2458,,C
|
||||
67,1,2,"Nye, Mrs. (Elizabeth Ramell)",female,29,0,0,C.A. 29395,10.5,F33,S
|
||||
68,0,3,"Crease, Mr. Ernest James",male,19,0,0,S.P. 3464,8.1583,,S
|
||||
69,1,3,"Andersson, Miss. Erna Alexandra",female,17,4,2,3101281,7.925,,S
|
||||
70,0,3,"Kink, Mr. Vincenz",male,26,2,0,315151,8.6625,,S
|
||||
71,0,2,"Jenkin, Mr. Stephen Curnow",male,32,0,0,C.A. 33111,10.5,,S
|
||||
72,0,3,"Goodwin, Miss. Lillian Amy",female,16,5,2,CA 2144,46.9,,S
|
||||
73,0,2,"Hood, Mr. Ambrose Jr",male,21,0,0,S.O.C. 14879,73.5,,S
|
||||
74,0,3,"Chronopoulos, Mr. Apostolos",male,26,1,0,2680,14.4542,,C
|
||||
75,1,3,"Bing, Mr. Lee",male,32,0,0,1601,56.4958,,S
|
||||
76,0,3,"Moen, Mr. Sigurd Hansen",male,25,0,0,348123,7.65,F G73,S
|
||||
77,0,3,"Staneff, Mr. Ivan",male,,0,0,349208,7.8958,,S
|
||||
78,0,3,"Moutal, Mr. Rahamin Haim",male,,0,0,374746,8.05,,S
|
||||
79,1,2,"Caldwell, Master. Alden Gates",male,0.83,0,2,248738,29,,S
|
||||
80,1,3,"Dowdell, Miss. Elizabeth",female,30,0,0,364516,12.475,,S
|
||||
81,0,3,"Waelens, Mr. Achille",male,22,0,0,345767,9,,S
|
||||
82,1,3,"Sheerlinck, Mr. Jan Baptist",male,29,0,0,345779,9.5,,S
|
||||
83,1,3,"McDermott, Miss. Brigdet Delia",female,,0,0,330932,7.7875,,Q
|
||||
84,0,1,"Carrau, Mr. Francisco M",male,28,0,0,113059,47.1,,S
|
||||
85,1,2,"Ilett, Miss. Bertha",female,17,0,0,SO/C 14885,10.5,,S
|
||||
86,1,3,"Backstrom, Mrs. Karl Alfred (Maria Mathilda Gustafsson)",female,33,3,0,3101278,15.85,,S
|
||||
87,0,3,"Ford, Mr. William Neal",male,16,1,3,W./C. 6608,34.375,,S
|
||||
88,0,3,"Slocovski, Mr. Selman Francis",male,,0,0,SOTON/OQ 392086,8.05,,S
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89,1,1,"Fortune, Miss. Mabel Helen",female,23,3,2,19950,263,C23 C25 C27,S
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90,0,3,"Celotti, Mr. Francesco",male,24,0,0,343275,8.05,,S
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91,0,3,"Christmann, Mr. Emil",male,29,0,0,343276,8.05,,S
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92,0,3,"Andreasson, Mr. Paul Edvin",male,20,0,0,347466,7.8542,,S
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93,0,1,"Chaffee, Mr. Herbert Fuller",male,46,1,0,W.E.P. 5734,61.175,E31,S
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94,0,3,"Dean, Mr. Bertram Frank",male,26,1,2,C.A. 2315,20.575,,S
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95,0,3,"Coxon, Mr. Daniel",male,59,0,0,364500,7.25,,S
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96,0,3,"Shorney, Mr. Charles Joseph",male,,0,0,374910,8.05,,S
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97,0,1,"Goldschmidt, Mr. George B",male,71,0,0,PC 17754,34.6542,A5,C
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98,1,1,"Greenfield, Mr. William Bertram",male,23,0,1,PC 17759,63.3583,D10 D12,C
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99,1,2,"Doling, Mrs. John T (Ada Julia Bone)",female,34,0,1,231919,23,,S
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100,0,2,"Kantor, Mr. Sinai",male,34,1,0,244367,26,,S
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101,0,3,"Petranec, Miss. Matilda",female,28,0,0,349245,7.8958,,S
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102,0,3,"Petroff, Mr. Pastcho (""Pentcho"")",male,,0,0,349215,7.8958,,S
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103,0,1,"White, Mr. Richard Frasar",male,21,0,1,35281,77.2875,D26,S
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104,0,3,"Johansson, Mr. Gustaf Joel",male,33,0,0,7540,8.6542,,S
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105,0,3,"Gustafsson, Mr. Anders Vilhelm",male,37,2,0,3101276,7.925,,S
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106,0,3,"Mionoff, Mr. Stoytcho",male,28,0,0,349207,7.8958,,S
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107,1,3,"Salkjelsvik, Miss. Anna Kristine",female,21,0,0,343120,7.65,,S
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108,1,3,"Moss, Mr. Albert Johan",male,,0,0,312991,7.775,,S
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109,0,3,"Rekic, Mr. Tido",male,38,0,0,349249,7.8958,,S
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110,1,3,"Moran, Miss. Bertha",female,,1,0,371110,24.15,,Q
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111,0,1,"Porter, Mr. Walter Chamberlain",male,47,0,0,110465,52,C110,S
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112,0,3,"Zabour, Miss. Hileni",female,14.5,1,0,2665,14.4542,,C
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113,0,3,"Barton, Mr. David John",male,22,0,0,324669,8.05,,S
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114,0,3,"Jussila, Miss. Katriina",female,20,1,0,4136,9.825,,S
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115,0,3,"Attalah, Miss. Malake",female,17,0,0,2627,14.4583,,C
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116,0,3,"Pekoniemi, Mr. Edvard",male,21,0,0,STON/O 2. 3101294,7.925,,S
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117,0,3,"Connors, Mr. Patrick",male,70.5,0,0,370369,7.75,,Q
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118,0,2,"Turpin, Mr. William John Robert",male,29,1,0,11668,21,,S
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119,0,1,"Baxter, Mr. Quigg Edmond",male,24,0,1,PC 17558,247.5208,B58 B60,C
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120,0,3,"Andersson, Miss. Ellis Anna Maria",female,2,4,2,347082,31.275,,S
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121,0,2,"Hickman, Mr. Stanley George",male,21,2,0,S.O.C. 14879,73.5,,S
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122,0,3,"Moore, Mr. Leonard Charles",male,,0,0,A4. 54510,8.05,,S
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123,0,2,"Nasser, Mr. Nicholas",male,32.5,1,0,237736,30.0708,,C
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124,1,2,"Webber, Miss. Susan",female,32.5,0,0,27267,13,E101,S
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125,0,1,"White, Mr. Percival Wayland",male,54,0,1,35281,77.2875,D26,S
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126,1,3,"Nicola-Yarred, Master. Elias",male,12,1,0,2651,11.2417,,C
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127,0,3,"McMahon, Mr. Martin",male,,0,0,370372,7.75,,Q
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128,1,3,"Madsen, Mr. Fridtjof Arne",male,24,0,0,C 17369,7.1417,,S
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129,1,3,"Peter, Miss. Anna",female,,1,1,2668,22.3583,F E69,C
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130,0,3,"Ekstrom, Mr. Johan",male,45,0,0,347061,6.975,,S
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131,0,3,"Drazenoic, Mr. Jozef",male,33,0,0,349241,7.8958,,C
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132,0,3,"Coelho, Mr. Domingos Fernandeo",male,20,0,0,SOTON/O.Q. 3101307,7.05,,S
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133,0,3,"Robins, Mrs. Alexander A (Grace Charity Laury)",female,47,1,0,A/5. 3337,14.5,,S
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134,1,2,"Weisz, Mrs. Leopold (Mathilde Francoise Pede)",female,29,1,0,228414,26,,S
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135,0,2,"Sobey, Mr. Samuel James Hayden",male,25,0,0,C.A. 29178,13,,S
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136,0,2,"Richard, Mr. Emile",male,23,0,0,SC/PARIS 2133,15.0458,,C
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137,1,1,"Newsom, Miss. Helen Monypeny",female,19,0,2,11752,26.2833,D47,S
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138,0,1,"Futrelle, Mr. Jacques Heath",male,37,1,0,113803,53.1,C123,S
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139,0,3,"Osen, Mr. Olaf Elon",male,16,0,0,7534,9.2167,,S
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140,0,1,"Giglio, Mr. Victor",male,24,0,0,PC 17593,79.2,B86,C
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141,0,3,"Boulos, Mrs. Joseph (Sultana)",female,,0,2,2678,15.2458,,C
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142,1,3,"Nysten, Miss. Anna Sofia",female,22,0,0,347081,7.75,,S
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143,1,3,"Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)",female,24,1,0,STON/O2. 3101279,15.85,,S
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144,0,3,"Burke, Mr. Jeremiah",male,19,0,0,365222,6.75,,Q
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145,0,2,"Andrew, Mr. Edgardo Samuel",male,18,0,0,231945,11.5,,S
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146,0,2,"Nicholls, Mr. Joseph Charles",male,19,1,1,C.A. 33112,36.75,,S
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147,1,3,"Andersson, Mr. August Edvard (""Wennerstrom"")",male,27,0,0,350043,7.7958,,S
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148,0,3,"Ford, Miss. Robina Maggie ""Ruby""",female,9,2,2,W./C. 6608,34.375,,S
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149,0,2,"Navratil, Mr. Michel (""Louis M Hoffman"")",male,36.5,0,2,230080,26,F2,S
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150,0,2,"Byles, Rev. Thomas Roussel Davids",male,42,0,0,244310,13,,S
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151,0,2,"Bateman, Rev. Robert James",male,51,0,0,S.O.P. 1166,12.525,,S
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152,1,1,"Pears, Mrs. Thomas (Edith Wearne)",female,22,1,0,113776,66.6,C2,S
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153,0,3,"Meo, Mr. Alfonzo",male,55.5,0,0,A.5. 11206,8.05,,S
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154,0,3,"van Billiard, Mr. Austin Blyler",male,40.5,0,2,A/5. 851,14.5,,S
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155,0,3,"Olsen, Mr. Ole Martin",male,,0,0,Fa 265302,7.3125,,S
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156,0,1,"Williams, Mr. Charles Duane",male,51,0,1,PC 17597,61.3792,,C
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157,1,3,"Gilnagh, Miss. Katherine ""Katie""",female,16,0,0,35851,7.7333,,Q
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158,0,3,"Corn, Mr. Harry",male,30,0,0,SOTON/OQ 392090,8.05,,S
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159,0,3,"Smiljanic, Mr. Mile",male,,0,0,315037,8.6625,,S
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160,0,3,"Sage, Master. Thomas Henry",male,,8,2,CA. 2343,69.55,,S
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161,0,3,"Cribb, Mr. John Hatfield",male,44,0,1,371362,16.1,,S
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162,1,2,"Watt, Mrs. James (Elizabeth ""Bessie"" Inglis Milne)",female,40,0,0,C.A. 33595,15.75,,S
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163,0,3,"Bengtsson, Mr. John Viktor",male,26,0,0,347068,7.775,,S
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164,0,3,"Calic, Mr. Jovo",male,17,0,0,315093,8.6625,,S
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165,0,3,"Panula, Master. Eino Viljami",male,1,4,1,3101295,39.6875,,S
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166,1,3,"Goldsmith, Master. Frank John William ""Frankie""",male,9,0,2,363291,20.525,,S
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167,1,1,"Chibnall, Mrs. (Edith Martha Bowerman)",female,,0,1,113505,55,E33,S
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168,0,3,"Skoog, Mrs. William (Anna Bernhardina Karlsson)",female,45,1,4,347088,27.9,,S
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169,0,1,"Baumann, Mr. John D",male,,0,0,PC 17318,25.925,,S
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170,0,3,"Ling, Mr. Lee",male,28,0,0,1601,56.4958,,S
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171,0,1,"Van der hoef, Mr. Wyckoff",male,61,0,0,111240,33.5,B19,S
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172,0,3,"Rice, Master. Arthur",male,4,4,1,382652,29.125,,Q
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173,1,3,"Johnson, Miss. Eleanor Ileen",female,1,1,1,347742,11.1333,,S
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174,0,3,"Sivola, Mr. Antti Wilhelm",male,21,0,0,STON/O 2. 3101280,7.925,,S
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175,0,1,"Smith, Mr. James Clinch",male,56,0,0,17764,30.6958,A7,C
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176,0,3,"Klasen, Mr. Klas Albin",male,18,1,1,350404,7.8542,,S
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177,0,3,"Lefebre, Master. Henry Forbes",male,,3,1,4133,25.4667,,S
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178,0,1,"Isham, Miss. Ann Elizabeth",female,50,0,0,PC 17595,28.7125,C49,C
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179,0,2,"Hale, Mr. Reginald",male,30,0,0,250653,13,,S
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180,0,3,"Leonard, Mr. Lionel",male,36,0,0,LINE,0,,S
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181,0,3,"Sage, Miss. Constance Gladys",female,,8,2,CA. 2343,69.55,,S
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182,0,2,"Pernot, Mr. Rene",male,,0,0,SC/PARIS 2131,15.05,,C
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183,0,3,"Asplund, Master. Clarence Gustaf Hugo",male,9,4,2,347077,31.3875,,S
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184,1,2,"Becker, Master. Richard F",male,1,2,1,230136,39,F4,S
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185,1,3,"Kink-Heilmann, Miss. Luise Gretchen",female,4,0,2,315153,22.025,,S
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186,0,1,"Rood, Mr. Hugh Roscoe",male,,0,0,113767,50,A32,S
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187,1,3,"O'Brien, Mrs. Thomas (Johanna ""Hannah"" Godfrey)",female,,1,0,370365,15.5,,Q
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188,1,1,"Romaine, Mr. Charles Hallace (""Mr C Rolmane"")",male,45,0,0,111428,26.55,,S
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189,0,3,"Bourke, Mr. John",male,40,1,1,364849,15.5,,Q
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190,0,3,"Turcin, Mr. Stjepan",male,36,0,0,349247,7.8958,,S
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191,1,2,"Pinsky, Mrs. (Rosa)",female,32,0,0,234604,13,,S
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192,0,2,"Carbines, Mr. William",male,19,0,0,28424,13,,S
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193,1,3,"Andersen-Jensen, Miss. Carla Christine Nielsine",female,19,1,0,350046,7.8542,,S
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194,1,2,"Navratil, Master. Michel M",male,3,1,1,230080,26,F2,S
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195,1,1,"Brown, Mrs. James Joseph (Margaret Tobin)",female,44,0,0,PC 17610,27.7208,B4,C
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196,1,1,"Lurette, Miss. Elise",female,58,0,0,PC 17569,146.5208,B80,C
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197,0,3,"Mernagh, Mr. Robert",male,,0,0,368703,7.75,,Q
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198,0,3,"Olsen, Mr. Karl Siegwart Andreas",male,42,0,1,4579,8.4042,,S
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199,1,3,"Madigan, Miss. Margaret ""Maggie""",female,,0,0,370370,7.75,,Q
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200,0,2,"Yrois, Miss. Henriette (""Mrs Harbeck"")",female,24,0,0,248747,13,,S
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201,0,3,"Vande Walle, Mr. Nestor Cyriel",male,28,0,0,345770,9.5,,S
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202,0,3,"Sage, Mr. Frederick",male,,8,2,CA. 2343,69.55,,S
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203,0,3,"Johanson, Mr. Jakob Alfred",male,34,0,0,3101264,6.4958,,S
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204,0,3,"Youseff, Mr. Gerious",male,45.5,0,0,2628,7.225,,C
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205,1,3,"Cohen, Mr. Gurshon ""Gus""",male,18,0,0,A/5 3540,8.05,,S
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206,0,3,"Strom, Miss. Telma Matilda",female,2,0,1,347054,10.4625,G6,S
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207,0,3,"Backstrom, Mr. Karl Alfred",male,32,1,0,3101278,15.85,,S
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208,1,3,"Albimona, Mr. Nassef Cassem",male,26,0,0,2699,18.7875,,C
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209,1,3,"Carr, Miss. Helen ""Ellen""",female,16,0,0,367231,7.75,,Q
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210,1,1,"Blank, Mr. Henry",male,40,0,0,112277,31,A31,C
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211,0,3,"Ali, Mr. Ahmed",male,24,0,0,SOTON/O.Q. 3101311,7.05,,S
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212,1,2,"Cameron, Miss. Clear Annie",female,35,0,0,F.C.C. 13528,21,,S
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213,0,3,"Perkin, Mr. John Henry",male,22,0,0,A/5 21174,7.25,,S
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214,0,2,"Givard, Mr. Hans Kristensen",male,30,0,0,250646,13,,S
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215,0,3,"Kiernan, Mr. Philip",male,,1,0,367229,7.75,,Q
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216,1,1,"Newell, Miss. Madeleine",female,31,1,0,35273,113.275,D36,C
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217,1,3,"Honkanen, Miss. Eliina",female,27,0,0,STON/O2. 3101283,7.925,,S
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218,0,2,"Jacobsohn, Mr. Sidney Samuel",male,42,1,0,243847,27,,S
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219,1,1,"Bazzani, Miss. Albina",female,32,0,0,11813,76.2917,D15,C
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220,0,2,"Harris, Mr. Walter",male,30,0,0,W/C 14208,10.5,,S
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221,1,3,"Sunderland, Mr. Victor Francis",male,16,0,0,SOTON/OQ 392089,8.05,,S
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222,0,2,"Bracken, Mr. James H",male,27,0,0,220367,13,,S
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223,0,3,"Green, Mr. George Henry",male,51,0,0,21440,8.05,,S
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224,0,3,"Nenkoff, Mr. Christo",male,,0,0,349234,7.8958,,S
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225,1,1,"Hoyt, Mr. Frederick Maxfield",male,38,1,0,19943,90,C93,S
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226,0,3,"Berglund, Mr. Karl Ivar Sven",male,22,0,0,PP 4348,9.35,,S
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227,1,2,"Mellors, Mr. William John",male,19,0,0,SW/PP 751,10.5,,S
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228,0,3,"Lovell, Mr. John Hall (""Henry"")",male,20.5,0,0,A/5 21173,7.25,,S
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229,0,2,"Fahlstrom, Mr. Arne Jonas",male,18,0,0,236171,13,,S
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230,0,3,"Lefebre, Miss. Mathilde",female,,3,1,4133,25.4667,,S
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231,1,1,"Harris, Mrs. Henry Birkhardt (Irene Wallach)",female,35,1,0,36973,83.475,C83,S
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232,0,3,"Larsson, Mr. Bengt Edvin",male,29,0,0,347067,7.775,,S
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233,0,2,"Sjostedt, Mr. Ernst Adolf",male,59,0,0,237442,13.5,,S
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234,1,3,"Asplund, Miss. Lillian Gertrud",female,5,4,2,347077,31.3875,,S
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235,0,2,"Leyson, Mr. Robert William Norman",male,24,0,0,C.A. 29566,10.5,,S
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236,0,3,"Harknett, Miss. Alice Phoebe",female,,0,0,W./C. 6609,7.55,,S
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237,0,2,"Hold, Mr. Stephen",male,44,1,0,26707,26,,S
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238,1,2,"Collyer, Miss. Marjorie ""Lottie""",female,8,0,2,C.A. 31921,26.25,,S
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239,0,2,"Pengelly, Mr. Frederick William",male,19,0,0,28665,10.5,,S
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240,0,2,"Hunt, Mr. George Henry",male,33,0,0,SCO/W 1585,12.275,,S
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241,0,3,"Zabour, Miss. Thamine",female,,1,0,2665,14.4542,,C
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242,1,3,"Murphy, Miss. Katherine ""Kate""",female,,1,0,367230,15.5,,Q
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243,0,2,"Coleridge, Mr. Reginald Charles",male,29,0,0,W./C. 14263,10.5,,S
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244,0,3,"Maenpaa, Mr. Matti Alexanteri",male,22,0,0,STON/O 2. 3101275,7.125,,S
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245,0,3,"Attalah, Mr. Sleiman",male,30,0,0,2694,7.225,,C
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246,0,1,"Minahan, Dr. William Edward",male,44,2,0,19928,90,C78,Q
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247,0,3,"Lindahl, Miss. Agda Thorilda Viktoria",female,25,0,0,347071,7.775,,S
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248,1,2,"Hamalainen, Mrs. William (Anna)",female,24,0,2,250649,14.5,,S
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249,1,1,"Beckwith, Mr. Richard Leonard",male,37,1,1,11751,52.5542,D35,S
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250,0,2,"Carter, Rev. Ernest Courtenay",male,54,1,0,244252,26,,S
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251,0,3,"Reed, Mr. James George",male,,0,0,362316,7.25,,S
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252,0,3,"Strom, Mrs. Wilhelm (Elna Matilda Persson)",female,29,1,1,347054,10.4625,G6,S
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253,0,1,"Stead, Mr. William Thomas",male,62,0,0,113514,26.55,C87,S
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254,0,3,"Lobb, Mr. William Arthur",male,30,1,0,A/5. 3336,16.1,,S
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255,0,3,"Rosblom, Mrs. Viktor (Helena Wilhelmina)",female,41,0,2,370129,20.2125,,S
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256,1,3,"Touma, Mrs. Darwis (Hanne Youssef Razi)",female,29,0,2,2650,15.2458,,C
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257,1,1,"Thorne, Mrs. Gertrude Maybelle",female,,0,0,PC 17585,79.2,,C
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258,1,1,"Cherry, Miss. Gladys",female,30,0,0,110152,86.5,B77,S
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259,1,1,"Ward, Miss. Anna",female,35,0,0,PC 17755,512.3292,,C
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260,1,2,"Parrish, Mrs. (Lutie Davis)",female,50,0,1,230433,26,,S
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261,0,3,"Smith, Mr. Thomas",male,,0,0,384461,7.75,,Q
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262,1,3,"Asplund, Master. Edvin Rojj Felix",male,3,4,2,347077,31.3875,,S
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263,0,1,"Taussig, Mr. Emil",male,52,1,1,110413,79.65,E67,S
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264,0,1,"Harrison, Mr. William",male,40,0,0,112059,0,B94,S
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265,0,3,"Henry, Miss. Delia",female,,0,0,382649,7.75,,Q
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266,0,2,"Reeves, Mr. David",male,36,0,0,C.A. 17248,10.5,,S
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267,0,3,"Panula, Mr. Ernesti Arvid",male,16,4,1,3101295,39.6875,,S
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268,1,3,"Persson, Mr. Ernst Ulrik",male,25,1,0,347083,7.775,,S
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269,1,1,"Graham, Mrs. William Thompson (Edith Junkins)",female,58,0,1,PC 17582,153.4625,C125,S
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270,1,1,"Bissette, Miss. Amelia",female,35,0,0,PC 17760,135.6333,C99,S
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271,0,1,"Cairns, Mr. Alexander",male,,0,0,113798,31,,S
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272,1,3,"Tornquist, Mr. William Henry",male,25,0,0,LINE,0,,S
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273,1,2,"Mellinger, Mrs. (Elizabeth Anne Maidment)",female,41,0,1,250644,19.5,,S
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274,0,1,"Natsch, Mr. Charles H",male,37,0,1,PC 17596,29.7,C118,C
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275,1,3,"Healy, Miss. Hanora ""Nora""",female,,0,0,370375,7.75,,Q
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276,1,1,"Andrews, Miss. Kornelia Theodosia",female,63,1,0,13502,77.9583,D7,S
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277,0,3,"Lindblom, Miss. Augusta Charlotta",female,45,0,0,347073,7.75,,S
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278,0,2,"Parkes, Mr. Francis ""Frank""",male,,0,0,239853,0,,S
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279,0,3,"Rice, Master. Eric",male,7,4,1,382652,29.125,,Q
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280,1,3,"Abbott, Mrs. Stanton (Rosa Hunt)",female,35,1,1,C.A. 2673,20.25,,S
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281,0,3,"Duane, Mr. Frank",male,65,0,0,336439,7.75,,Q
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282,0,3,"Olsson, Mr. Nils Johan Goransson",male,28,0,0,347464,7.8542,,S
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283,0,3,"de Pelsmaeker, Mr. Alfons",male,16,0,0,345778,9.5,,S
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284,1,3,"Dorking, Mr. Edward Arthur",male,19,0,0,A/5. 10482,8.05,,S
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285,0,1,"Smith, Mr. Richard William",male,,0,0,113056,26,A19,S
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286,0,3,"Stankovic, Mr. Ivan",male,33,0,0,349239,8.6625,,C
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287,1,3,"de Mulder, Mr. Theodore",male,30,0,0,345774,9.5,,S
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288,0,3,"Naidenoff, Mr. Penko",male,22,0,0,349206,7.8958,,S
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289,1,2,"Hosono, Mr. Masabumi",male,42,0,0,237798,13,,S
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290,1,3,"Connolly, Miss. Kate",female,22,0,0,370373,7.75,,Q
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291,1,1,"Barber, Miss. Ellen ""Nellie""",female,26,0,0,19877,78.85,,S
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292,1,1,"Bishop, Mrs. Dickinson H (Helen Walton)",female,19,1,0,11967,91.0792,B49,C
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293,0,2,"Levy, Mr. Rene Jacques",male,36,0,0,SC/Paris 2163,12.875,D,C
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294,0,3,"Haas, Miss. Aloisia",female,24,0,0,349236,8.85,,S
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295,0,3,"Mineff, Mr. Ivan",male,24,0,0,349233,7.8958,,S
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296,0,1,"Lewy, Mr. Ervin G",male,,0,0,PC 17612,27.7208,,C
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297,0,3,"Hanna, Mr. Mansour",male,23.5,0,0,2693,7.2292,,C
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298,0,1,"Allison, Miss. Helen Loraine",female,2,1,2,113781,151.55,C22 C26,S
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299,1,1,"Saalfeld, Mr. Adolphe",male,,0,0,19988,30.5,C106,S
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300,1,1,"Baxter, Mrs. James (Helene DeLaudeniere Chaput)",female,50,0,1,PC 17558,247.5208,B58 B60,C
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301,1,3,"Kelly, Miss. Anna Katherine ""Annie Kate""",female,,0,0,9234,7.75,,Q
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302,1,3,"McCoy, Mr. Bernard",male,,2,0,367226,23.25,,Q
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303,0,3,"Johnson, Mr. William Cahoone Jr",male,19,0,0,LINE,0,,S
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304,1,2,"Keane, Miss. Nora A",female,,0,0,226593,12.35,E101,Q
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305,0,3,"Williams, Mr. Howard Hugh ""Harry""",male,,0,0,A/5 2466,8.05,,S
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306,1,1,"Allison, Master. Hudson Trevor",male,0.92,1,2,113781,151.55,C22 C26,S
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307,1,1,"Fleming, Miss. Margaret",female,,0,0,17421,110.8833,,C
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308,1,1,"Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)",female,17,1,0,PC 17758,108.9,C65,C
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309,0,2,"Abelson, Mr. Samuel",male,30,1,0,P/PP 3381,24,,C
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310,1,1,"Francatelli, Miss. Laura Mabel",female,30,0,0,PC 17485,56.9292,E36,C
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311,1,1,"Hays, Miss. Margaret Bechstein",female,24,0,0,11767,83.1583,C54,C
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312,1,1,"Ryerson, Miss. Emily Borie",female,18,2,2,PC 17608,262.375,B57 B59 B63 B66,C
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313,0,2,"Lahtinen, Mrs. William (Anna Sylfven)",female,26,1,1,250651,26,,S
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314,0,3,"Hendekovic, Mr. Ignjac",male,28,0,0,349243,7.8958,,S
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315,0,2,"Hart, Mr. Benjamin",male,43,1,1,F.C.C. 13529,26.25,,S
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316,1,3,"Nilsson, Miss. Helmina Josefina",female,26,0,0,347470,7.8542,,S
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317,1,2,"Kantor, Mrs. Sinai (Miriam Sternin)",female,24,1,0,244367,26,,S
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318,0,2,"Moraweck, Dr. Ernest",male,54,0,0,29011,14,,S
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319,1,1,"Wick, Miss. Mary Natalie",female,31,0,2,36928,164.8667,C7,S
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320,1,1,"Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)",female,40,1,1,16966,134.5,E34,C
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321,0,3,"Dennis, Mr. Samuel",male,22,0,0,A/5 21172,7.25,,S
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322,0,3,"Danoff, Mr. Yoto",male,27,0,0,349219,7.8958,,S
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323,1,2,"Slayter, Miss. Hilda Mary",female,30,0,0,234818,12.35,,Q
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324,1,2,"Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)",female,22,1,1,248738,29,,S
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325,0,3,"Sage, Mr. George John Jr",male,,8,2,CA. 2343,69.55,,S
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326,1,1,"Young, Miss. Marie Grice",female,36,0,0,PC 17760,135.6333,C32,C
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327,0,3,"Nysveen, Mr. Johan Hansen",male,61,0,0,345364,6.2375,,S
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328,1,2,"Ball, Mrs. (Ada E Hall)",female,36,0,0,28551,13,D,S
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329,1,3,"Goldsmith, Mrs. Frank John (Emily Alice Brown)",female,31,1,1,363291,20.525,,S
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330,1,1,"Hippach, Miss. Jean Gertrude",female,16,0,1,111361,57.9792,B18,C
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331,1,3,"McCoy, Miss. Agnes",female,,2,0,367226,23.25,,Q
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332,0,1,"Partner, Mr. Austen",male,45.5,0,0,113043,28.5,C124,S
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333,0,1,"Graham, Mr. George Edward",male,38,0,1,PC 17582,153.4625,C91,S
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334,0,3,"Vander Planke, Mr. Leo Edmondus",male,16,2,0,345764,18,,S
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335,1,1,"Frauenthal, Mrs. Henry William (Clara Heinsheimer)",female,,1,0,PC 17611,133.65,,S
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336,0,3,"Denkoff, Mr. Mitto",male,,0,0,349225,7.8958,,S
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337,0,1,"Pears, Mr. Thomas Clinton",male,29,1,0,113776,66.6,C2,S
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338,1,1,"Burns, Miss. Elizabeth Margaret",female,41,0,0,16966,134.5,E40,C
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339,1,3,"Dahl, Mr. Karl Edwart",male,45,0,0,7598,8.05,,S
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340,0,1,"Blackwell, Mr. Stephen Weart",male,45,0,0,113784,35.5,T,S
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341,1,2,"Navratil, Master. Edmond Roger",male,2,1,1,230080,26,F2,S
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342,1,1,"Fortune, Miss. Alice Elizabeth",female,24,3,2,19950,263,C23 C25 C27,S
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343,0,2,"Collander, Mr. Erik Gustaf",male,28,0,0,248740,13,,S
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344,0,2,"Sedgwick, Mr. Charles Frederick Waddington",male,25,0,0,244361,13,,S
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345,0,2,"Fox, Mr. Stanley Hubert",male,36,0,0,229236,13,,S
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346,1,2,"Brown, Miss. Amelia ""Mildred""",female,24,0,0,248733,13,F33,S
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347,1,2,"Smith, Miss. Marion Elsie",female,40,0,0,31418,13,,S
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348,1,3,"Davison, Mrs. Thomas Henry (Mary E Finck)",female,,1,0,386525,16.1,,S
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349,1,3,"Coutts, Master. William Loch ""William""",male,3,1,1,C.A. 37671,15.9,,S
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350,0,3,"Dimic, Mr. Jovan",male,42,0,0,315088,8.6625,,S
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351,0,3,"Odahl, Mr. Nils Martin",male,23,0,0,7267,9.225,,S
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352,0,1,"Williams-Lambert, Mr. Fletcher Fellows",male,,0,0,113510,35,C128,S
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353,0,3,"Elias, Mr. Tannous",male,15,1,1,2695,7.2292,,C
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354,0,3,"Arnold-Franchi, Mr. Josef",male,25,1,0,349237,17.8,,S
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355,0,3,"Yousif, Mr. Wazli",male,,0,0,2647,7.225,,C
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356,0,3,"Vanden Steen, Mr. Leo Peter",male,28,0,0,345783,9.5,,S
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357,1,1,"Bowerman, Miss. Elsie Edith",female,22,0,1,113505,55,E33,S
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358,0,2,"Funk, Miss. Annie Clemmer",female,38,0,0,237671,13,,S
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359,1,3,"McGovern, Miss. Mary",female,,0,0,330931,7.8792,,Q
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360,1,3,"Mockler, Miss. Helen Mary ""Ellie""",female,,0,0,330980,7.8792,,Q
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361,0,3,"Skoog, Mr. Wilhelm",male,40,1,4,347088,27.9,,S
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362,0,2,"del Carlo, Mr. Sebastiano",male,29,1,0,SC/PARIS 2167,27.7208,,C
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363,0,3,"Barbara, Mrs. (Catherine David)",female,45,0,1,2691,14.4542,,C
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364,0,3,"Asim, Mr. Adola",male,35,0,0,SOTON/O.Q. 3101310,7.05,,S
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365,0,3,"O'Brien, Mr. Thomas",male,,1,0,370365,15.5,,Q
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366,0,3,"Adahl, Mr. Mauritz Nils Martin",male,30,0,0,C 7076,7.25,,S
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367,1,1,"Warren, Mrs. Frank Manley (Anna Sophia Atkinson)",female,60,1,0,110813,75.25,D37,C
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368,1,3,"Moussa, Mrs. (Mantoura Boulos)",female,,0,0,2626,7.2292,,C
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369,1,3,"Jermyn, Miss. Annie",female,,0,0,14313,7.75,,Q
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370,1,1,"Aubart, Mme. Leontine Pauline",female,24,0,0,PC 17477,69.3,B35,C
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371,1,1,"Harder, Mr. George Achilles",male,25,1,0,11765,55.4417,E50,C
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372,0,3,"Wiklund, Mr. Jakob Alfred",male,18,1,0,3101267,6.4958,,S
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373,0,3,"Beavan, Mr. William Thomas",male,19,0,0,323951,8.05,,S
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374,0,1,"Ringhini, Mr. Sante",male,22,0,0,PC 17760,135.6333,,C
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375,0,3,"Palsson, Miss. Stina Viola",female,3,3,1,349909,21.075,,S
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376,1,1,"Meyer, Mrs. Edgar Joseph (Leila Saks)",female,,1,0,PC 17604,82.1708,,C
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377,1,3,"Landergren, Miss. Aurora Adelia",female,22,0,0,C 7077,7.25,,S
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378,0,1,"Widener, Mr. Harry Elkins",male,27,0,2,113503,211.5,C82,C
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379,0,3,"Betros, Mr. Tannous",male,20,0,0,2648,4.0125,,C
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380,0,3,"Gustafsson, Mr. Karl Gideon",male,19,0,0,347069,7.775,,S
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381,1,1,"Bidois, Miss. Rosalie",female,42,0,0,PC 17757,227.525,,C
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382,1,3,"Nakid, Miss. Maria (""Mary"")",female,1,0,2,2653,15.7417,,C
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383,0,3,"Tikkanen, Mr. Juho",male,32,0,0,STON/O 2. 3101293,7.925,,S
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384,1,1,"Holverson, Mrs. Alexander Oskar (Mary Aline Towner)",female,35,1,0,113789,52,,S
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385,0,3,"Plotcharsky, Mr. Vasil",male,,0,0,349227,7.8958,,S
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386,0,2,"Davies, Mr. Charles Henry",male,18,0,0,S.O.C. 14879,73.5,,S
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387,0,3,"Goodwin, Master. Sidney Leonard",male,1,5,2,CA 2144,46.9,,S
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388,1,2,"Buss, Miss. Kate",female,36,0,0,27849,13,,S
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389,0,3,"Sadlier, Mr. Matthew",male,,0,0,367655,7.7292,,Q
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390,1,2,"Lehmann, Miss. Bertha",female,17,0,0,SC 1748,12,,C
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391,1,1,"Carter, Mr. William Ernest",male,36,1,2,113760,120,B96 B98,S
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392,1,3,"Jansson, Mr. Carl Olof",male,21,0,0,350034,7.7958,,S
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393,0,3,"Gustafsson, Mr. Johan Birger",male,28,2,0,3101277,7.925,,S
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394,1,1,"Newell, Miss. Marjorie",female,23,1,0,35273,113.275,D36,C
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395,1,3,"Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)",female,24,0,2,PP 9549,16.7,G6,S
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396,0,3,"Johansson, Mr. Erik",male,22,0,0,350052,7.7958,,S
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397,0,3,"Olsson, Miss. Elina",female,31,0,0,350407,7.8542,,S
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398,0,2,"McKane, Mr. Peter David",male,46,0,0,28403,26,,S
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399,0,2,"Pain, Dr. Alfred",male,23,0,0,244278,10.5,,S
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400,1,2,"Trout, Mrs. William H (Jessie L)",female,28,0,0,240929,12.65,,S
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401,1,3,"Niskanen, Mr. Juha",male,39,0,0,STON/O 2. 3101289,7.925,,S
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402,0,3,"Adams, Mr. John",male,26,0,0,341826,8.05,,S
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403,0,3,"Jussila, Miss. Mari Aina",female,21,1,0,4137,9.825,,S
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404,0,3,"Hakkarainen, Mr. Pekka Pietari",male,28,1,0,STON/O2. 3101279,15.85,,S
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405,0,3,"Oreskovic, Miss. Marija",female,20,0,0,315096,8.6625,,S
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406,0,2,"Gale, Mr. Shadrach",male,34,1,0,28664,21,,S
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407,0,3,"Widegren, Mr. Carl/Charles Peter",male,51,0,0,347064,7.75,,S
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408,1,2,"Richards, Master. William Rowe",male,3,1,1,29106,18.75,,S
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409,0,3,"Birkeland, Mr. Hans Martin Monsen",male,21,0,0,312992,7.775,,S
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410,0,3,"Lefebre, Miss. Ida",female,,3,1,4133,25.4667,,S
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411,0,3,"Sdycoff, Mr. Todor",male,,0,0,349222,7.8958,,S
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412,0,3,"Hart, Mr. Henry",male,,0,0,394140,6.8583,,Q
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413,1,1,"Minahan, Miss. Daisy E",female,33,1,0,19928,90,C78,Q
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414,0,2,"Cunningham, Mr. Alfred Fleming",male,,0,0,239853,0,,S
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415,1,3,"Sundman, Mr. Johan Julian",male,44,0,0,STON/O 2. 3101269,7.925,,S
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416,0,3,"Meek, Mrs. Thomas (Annie Louise Rowley)",female,,0,0,343095,8.05,,S
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417,1,2,"Drew, Mrs. James Vivian (Lulu Thorne Christian)",female,34,1,1,28220,32.5,,S
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418,1,2,"Silven, Miss. Lyyli Karoliina",female,18,0,2,250652,13,,S
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419,0,2,"Matthews, Mr. William John",male,30,0,0,28228,13,,S
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420,0,3,"Van Impe, Miss. Catharina",female,10,0,2,345773,24.15,,S
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421,0,3,"Gheorgheff, Mr. Stanio",male,,0,0,349254,7.8958,,C
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422,0,3,"Charters, Mr. David",male,21,0,0,A/5. 13032,7.7333,,Q
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423,0,3,"Zimmerman, Mr. Leo",male,29,0,0,315082,7.875,,S
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424,0,3,"Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)",female,28,1,1,347080,14.4,,S
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425,0,3,"Rosblom, Mr. Viktor Richard",male,18,1,1,370129,20.2125,,S
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426,0,3,"Wiseman, Mr. Phillippe",male,,0,0,A/4. 34244,7.25,,S
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427,1,2,"Clarke, Mrs. Charles V (Ada Maria Winfield)",female,28,1,0,2003,26,,S
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428,1,2,"Phillips, Miss. Kate Florence (""Mrs Kate Louise Phillips Marshall"")",female,19,0,0,250655,26,,S
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429,0,3,"Flynn, Mr. James",male,,0,0,364851,7.75,,Q
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430,1,3,"Pickard, Mr. Berk (Berk Trembisky)",male,32,0,0,SOTON/O.Q. 392078,8.05,E10,S
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431,1,1,"Bjornstrom-Steffansson, Mr. Mauritz Hakan",male,28,0,0,110564,26.55,C52,S
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432,1,3,"Thorneycroft, Mrs. Percival (Florence Kate White)",female,,1,0,376564,16.1,,S
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433,1,2,"Louch, Mrs. Charles Alexander (Alice Adelaide Slow)",female,42,1,0,SC/AH 3085,26,,S
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434,0,3,"Kallio, Mr. Nikolai Erland",male,17,0,0,STON/O 2. 3101274,7.125,,S
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435,0,1,"Silvey, Mr. William Baird",male,50,1,0,13507,55.9,E44,S
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436,1,1,"Carter, Miss. Lucile Polk",female,14,1,2,113760,120,B96 B98,S
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437,0,3,"Ford, Miss. Doolina Margaret ""Daisy""",female,21,2,2,W./C. 6608,34.375,,S
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438,1,2,"Richards, Mrs. Sidney (Emily Hocking)",female,24,2,3,29106,18.75,,S
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439,0,1,"Fortune, Mr. Mark",male,64,1,4,19950,263,C23 C25 C27,S
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440,0,2,"Kvillner, Mr. Johan Henrik Johannesson",male,31,0,0,C.A. 18723,10.5,,S
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441,1,2,"Hart, Mrs. Benjamin (Esther Ada Bloomfield)",female,45,1,1,F.C.C. 13529,26.25,,S
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442,0,3,"Hampe, Mr. Leon",male,20,0,0,345769,9.5,,S
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443,0,3,"Petterson, Mr. Johan Emil",male,25,1,0,347076,7.775,,S
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444,1,2,"Reynaldo, Ms. Encarnacion",female,28,0,0,230434,13,,S
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445,1,3,"Johannesen-Bratthammer, Mr. Bernt",male,,0,0,65306,8.1125,,S
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446,1,1,"Dodge, Master. Washington",male,4,0,2,33638,81.8583,A34,S
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447,1,2,"Mellinger, Miss. Madeleine Violet",female,13,0,1,250644,19.5,,S
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448,1,1,"Seward, Mr. Frederic Kimber",male,34,0,0,113794,26.55,,S
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449,1,3,"Baclini, Miss. Marie Catherine",female,5,2,1,2666,19.2583,,C
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450,1,1,"Peuchen, Major. Arthur Godfrey",male,52,0,0,113786,30.5,C104,S
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451,0,2,"West, Mr. Edwy Arthur",male,36,1,2,C.A. 34651,27.75,,S
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452,0,3,"Hagland, Mr. Ingvald Olai Olsen",male,,1,0,65303,19.9667,,S
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453,0,1,"Foreman, Mr. Benjamin Laventall",male,30,0,0,113051,27.75,C111,C
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454,1,1,"Goldenberg, Mr. Samuel L",male,49,1,0,17453,89.1042,C92,C
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455,0,3,"Peduzzi, Mr. Joseph",male,,0,0,A/5 2817,8.05,,S
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456,1,3,"Jalsevac, Mr. Ivan",male,29,0,0,349240,7.8958,,C
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457,0,1,"Millet, Mr. Francis Davis",male,65,0,0,13509,26.55,E38,S
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458,1,1,"Kenyon, Mrs. Frederick R (Marion)",female,,1,0,17464,51.8625,D21,S
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459,1,2,"Toomey, Miss. Ellen",female,50,0,0,F.C.C. 13531,10.5,,S
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460,0,3,"O'Connor, Mr. Maurice",male,,0,0,371060,7.75,,Q
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461,1,1,"Anderson, Mr. Harry",male,48,0,0,19952,26.55,E12,S
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462,0,3,"Morley, Mr. William",male,34,0,0,364506,8.05,,S
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463,0,1,"Gee, Mr. Arthur H",male,47,0,0,111320,38.5,E63,S
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464,0,2,"Milling, Mr. Jacob Christian",male,48,0,0,234360,13,,S
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465,0,3,"Maisner, Mr. Simon",male,,0,0,A/S 2816,8.05,,S
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466,0,3,"Goncalves, Mr. Manuel Estanslas",male,38,0,0,SOTON/O.Q. 3101306,7.05,,S
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467,0,2,"Campbell, Mr. William",male,,0,0,239853,0,,S
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468,0,1,"Smart, Mr. John Montgomery",male,56,0,0,113792,26.55,,S
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469,0,3,"Scanlan, Mr. James",male,,0,0,36209,7.725,,Q
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470,1,3,"Baclini, Miss. Helene Barbara",female,0.75,2,1,2666,19.2583,,C
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471,0,3,"Keefe, Mr. Arthur",male,,0,0,323592,7.25,,S
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472,0,3,"Cacic, Mr. Luka",male,38,0,0,315089,8.6625,,S
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473,1,2,"West, Mrs. Edwy Arthur (Ada Mary Worth)",female,33,1,2,C.A. 34651,27.75,,S
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474,1,2,"Jerwan, Mrs. Amin S (Marie Marthe Thuillard)",female,23,0,0,SC/AH Basle 541,13.7917,D,C
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475,0,3,"Strandberg, Miss. Ida Sofia",female,22,0,0,7553,9.8375,,S
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476,0,1,"Clifford, Mr. George Quincy",male,,0,0,110465,52,A14,S
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477,0,2,"Renouf, Mr. Peter Henry",male,34,1,0,31027,21,,S
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478,0,3,"Braund, Mr. Lewis Richard",male,29,1,0,3460,7.0458,,S
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479,0,3,"Karlsson, Mr. Nils August",male,22,0,0,350060,7.5208,,S
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480,1,3,"Hirvonen, Miss. Hildur E",female,2,0,1,3101298,12.2875,,S
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481,0,3,"Goodwin, Master. Harold Victor",male,9,5,2,CA 2144,46.9,,S
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482,0,2,"Frost, Mr. Anthony Wood ""Archie""",male,,0,0,239854,0,,S
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483,0,3,"Rouse, Mr. Richard Henry",male,50,0,0,A/5 3594,8.05,,S
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484,1,3,"Turkula, Mrs. (Hedwig)",female,63,0,0,4134,9.5875,,S
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485,1,1,"Bishop, Mr. Dickinson H",male,25,1,0,11967,91.0792,B49,C
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486,0,3,"Lefebre, Miss. Jeannie",female,,3,1,4133,25.4667,,S
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487,1,1,"Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)",female,35,1,0,19943,90,C93,S
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488,0,1,"Kent, Mr. Edward Austin",male,58,0,0,11771,29.7,B37,C
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489,0,3,"Somerton, Mr. Francis William",male,30,0,0,A.5. 18509,8.05,,S
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490,1,3,"Coutts, Master. Eden Leslie ""Neville""",male,9,1,1,C.A. 37671,15.9,,S
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491,0,3,"Hagland, Mr. Konrad Mathias Reiersen",male,,1,0,65304,19.9667,,S
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492,0,3,"Windelov, Mr. Einar",male,21,0,0,SOTON/OQ 3101317,7.25,,S
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493,0,1,"Molson, Mr. Harry Markland",male,55,0,0,113787,30.5,C30,S
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494,0,1,"Artagaveytia, Mr. Ramon",male,71,0,0,PC 17609,49.5042,,C
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495,0,3,"Stanley, Mr. Edward Roland",male,21,0,0,A/4 45380,8.05,,S
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496,0,3,"Yousseff, Mr. Gerious",male,,0,0,2627,14.4583,,C
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497,1,1,"Eustis, Miss. Elizabeth Mussey",female,54,1,0,36947,78.2667,D20,C
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498,0,3,"Shellard, Mr. Frederick William",male,,0,0,C.A. 6212,15.1,,S
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499,0,1,"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)",female,25,1,2,113781,151.55,C22 C26,S
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500,0,3,"Svensson, Mr. Olof",male,24,0,0,350035,7.7958,,S
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501,0,3,"Calic, Mr. Petar",male,17,0,0,315086,8.6625,,S
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502,0,3,"Canavan, Miss. Mary",female,21,0,0,364846,7.75,,Q
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503,0,3,"O'Sullivan, Miss. Bridget Mary",female,,0,0,330909,7.6292,,Q
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504,0,3,"Laitinen, Miss. Kristina Sofia",female,37,0,0,4135,9.5875,,S
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505,1,1,"Maioni, Miss. Roberta",female,16,0,0,110152,86.5,B79,S
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506,0,1,"Penasco y Castellana, Mr. Victor de Satode",male,18,1,0,PC 17758,108.9,C65,C
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507,1,2,"Quick, Mrs. Frederick Charles (Jane Richards)",female,33,0,2,26360,26,,S
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508,1,1,"Bradley, Mr. George (""George Arthur Brayton"")",male,,0,0,111427,26.55,,S
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509,0,3,"Olsen, Mr. Henry Margido",male,28,0,0,C 4001,22.525,,S
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510,1,3,"Lang, Mr. Fang",male,26,0,0,1601,56.4958,,S
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511,1,3,"Daly, Mr. Eugene Patrick",male,29,0,0,382651,7.75,,Q
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512,0,3,"Webber, Mr. James",male,,0,0,SOTON/OQ 3101316,8.05,,S
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513,1,1,"McGough, Mr. James Robert",male,36,0,0,PC 17473,26.2875,E25,S
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514,1,1,"Rothschild, Mrs. Martin (Elizabeth L. Barrett)",female,54,1,0,PC 17603,59.4,,C
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515,0,3,"Coleff, Mr. Satio",male,24,0,0,349209,7.4958,,S
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516,0,1,"Walker, Mr. William Anderson",male,47,0,0,36967,34.0208,D46,S
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517,1,2,"Lemore, Mrs. (Amelia Milley)",female,34,0,0,C.A. 34260,10.5,F33,S
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518,0,3,"Ryan, Mr. Patrick",male,,0,0,371110,24.15,,Q
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519,1,2,"Angle, Mrs. William A (Florence ""Mary"" Agnes Hughes)",female,36,1,0,226875,26,,S
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520,0,3,"Pavlovic, Mr. Stefo",male,32,0,0,349242,7.8958,,S
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521,1,1,"Perreault, Miss. Anne",female,30,0,0,12749,93.5,B73,S
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522,0,3,"Vovk, Mr. Janko",male,22,0,0,349252,7.8958,,S
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523,0,3,"Lahoud, Mr. Sarkis",male,,0,0,2624,7.225,,C
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524,1,1,"Hippach, Mrs. Louis Albert (Ida Sophia Fischer)",female,44,0,1,111361,57.9792,B18,C
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525,0,3,"Kassem, Mr. Fared",male,,0,0,2700,7.2292,,C
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526,0,3,"Farrell, Mr. James",male,40.5,0,0,367232,7.75,,Q
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527,1,2,"Ridsdale, Miss. Lucy",female,50,0,0,W./C. 14258,10.5,,S
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528,0,1,"Farthing, Mr. John",male,,0,0,PC 17483,221.7792,C95,S
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529,0,3,"Salonen, Mr. Johan Werner",male,39,0,0,3101296,7.925,,S
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530,0,2,"Hocking, Mr. Richard George",male,23,2,1,29104,11.5,,S
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531,1,2,"Quick, Miss. Phyllis May",female,2,1,1,26360,26,,S
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532,0,3,"Toufik, Mr. Nakli",male,,0,0,2641,7.2292,,C
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533,0,3,"Elias, Mr. Joseph Jr",male,17,1,1,2690,7.2292,,C
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534,1,3,"Peter, Mrs. Catherine (Catherine Rizk)",female,,0,2,2668,22.3583,,C
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535,0,3,"Cacic, Miss. Marija",female,30,0,0,315084,8.6625,,S
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536,1,2,"Hart, Miss. Eva Miriam",female,7,0,2,F.C.C. 13529,26.25,,S
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537,0,1,"Butt, Major. Archibald Willingham",male,45,0,0,113050,26.55,B38,S
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538,1,1,"LeRoy, Miss. Bertha",female,30,0,0,PC 17761,106.425,,C
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539,0,3,"Risien, Mr. Samuel Beard",male,,0,0,364498,14.5,,S
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540,1,1,"Frolicher, Miss. Hedwig Margaritha",female,22,0,2,13568,49.5,B39,C
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541,1,1,"Crosby, Miss. Harriet R",female,36,0,2,WE/P 5735,71,B22,S
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542,0,3,"Andersson, Miss. Ingeborg Constanzia",female,9,4,2,347082,31.275,,S
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543,0,3,"Andersson, Miss. Sigrid Elisabeth",female,11,4,2,347082,31.275,,S
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544,1,2,"Beane, Mr. Edward",male,32,1,0,2908,26,,S
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545,0,1,"Douglas, Mr. Walter Donald",male,50,1,0,PC 17761,106.425,C86,C
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546,0,1,"Nicholson, Mr. Arthur Ernest",male,64,0,0,693,26,,S
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547,1,2,"Beane, Mrs. Edward (Ethel Clarke)",female,19,1,0,2908,26,,S
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548,1,2,"Padro y Manent, Mr. Julian",male,,0,0,SC/PARIS 2146,13.8625,,C
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549,0,3,"Goldsmith, Mr. Frank John",male,33,1,1,363291,20.525,,S
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550,1,2,"Davies, Master. John Morgan Jr",male,8,1,1,C.A. 33112,36.75,,S
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551,1,1,"Thayer, Mr. John Borland Jr",male,17,0,2,17421,110.8833,C70,C
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552,0,2,"Sharp, Mr. Percival James R",male,27,0,0,244358,26,,S
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553,0,3,"O'Brien, Mr. Timothy",male,,0,0,330979,7.8292,,Q
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554,1,3,"Leeni, Mr. Fahim (""Philip Zenni"")",male,22,0,0,2620,7.225,,C
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555,1,3,"Ohman, Miss. Velin",female,22,0,0,347085,7.775,,S
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556,0,1,"Wright, Mr. George",male,62,0,0,113807,26.55,,S
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557,1,1,"Duff Gordon, Lady. (Lucille Christiana Sutherland) (""Mrs Morgan"")",female,48,1,0,11755,39.6,A16,C
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558,0,1,"Robbins, Mr. Victor",male,,0,0,PC 17757,227.525,,C
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559,1,1,"Taussig, Mrs. Emil (Tillie Mandelbaum)",female,39,1,1,110413,79.65,E67,S
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560,1,3,"de Messemaeker, Mrs. Guillaume Joseph (Emma)",female,36,1,0,345572,17.4,,S
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561,0,3,"Morrow, Mr. Thomas Rowan",male,,0,0,372622,7.75,,Q
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562,0,3,"Sivic, Mr. Husein",male,40,0,0,349251,7.8958,,S
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563,0,2,"Norman, Mr. Robert Douglas",male,28,0,0,218629,13.5,,S
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564,0,3,"Simmons, Mr. John",male,,0,0,SOTON/OQ 392082,8.05,,S
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565,0,3,"Meanwell, Miss. (Marion Ogden)",female,,0,0,SOTON/O.Q. 392087,8.05,,S
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566,0,3,"Davies, Mr. Alfred J",male,24,2,0,A/4 48871,24.15,,S
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567,0,3,"Stoytcheff, Mr. Ilia",male,19,0,0,349205,7.8958,,S
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568,0,3,"Palsson, Mrs. Nils (Alma Cornelia Berglund)",female,29,0,4,349909,21.075,,S
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569,0,3,"Doharr, Mr. Tannous",male,,0,0,2686,7.2292,,C
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570,1,3,"Jonsson, Mr. Carl",male,32,0,0,350417,7.8542,,S
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571,1,2,"Harris, Mr. George",male,62,0,0,S.W./PP 752,10.5,,S
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572,1,1,"Appleton, Mrs. Edward Dale (Charlotte Lamson)",female,53,2,0,11769,51.4792,C101,S
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573,1,1,"Flynn, Mr. John Irwin (""Irving"")",male,36,0,0,PC 17474,26.3875,E25,S
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574,1,3,"Kelly, Miss. Mary",female,,0,0,14312,7.75,,Q
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575,0,3,"Rush, Mr. Alfred George John",male,16,0,0,A/4. 20589,8.05,,S
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576,0,3,"Patchett, Mr. George",male,19,0,0,358585,14.5,,S
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577,1,2,"Garside, Miss. Ethel",female,34,0,0,243880,13,,S
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578,1,1,"Silvey, Mrs. William Baird (Alice Munger)",female,39,1,0,13507,55.9,E44,S
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579,0,3,"Caram, Mrs. Joseph (Maria Elias)",female,,1,0,2689,14.4583,,C
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580,1,3,"Jussila, Mr. Eiriik",male,32,0,0,STON/O 2. 3101286,7.925,,S
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581,1,2,"Christy, Miss. Julie Rachel",female,25,1,1,237789,30,,S
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582,1,1,"Thayer, Mrs. John Borland (Marian Longstreth Morris)",female,39,1,1,17421,110.8833,C68,C
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583,0,2,"Downton, Mr. William James",male,54,0,0,28403,26,,S
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584,0,1,"Ross, Mr. John Hugo",male,36,0,0,13049,40.125,A10,C
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585,0,3,"Paulner, Mr. Uscher",male,,0,0,3411,8.7125,,C
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586,1,1,"Taussig, Miss. Ruth",female,18,0,2,110413,79.65,E68,S
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587,0,2,"Jarvis, Mr. John Denzil",male,47,0,0,237565,15,,S
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588,1,1,"Frolicher-Stehli, Mr. Maxmillian",male,60,1,1,13567,79.2,B41,C
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589,0,3,"Gilinski, Mr. Eliezer",male,22,0,0,14973,8.05,,S
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590,0,3,"Murdlin, Mr. Joseph",male,,0,0,A./5. 3235,8.05,,S
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591,0,3,"Rintamaki, Mr. Matti",male,35,0,0,STON/O 2. 3101273,7.125,,S
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592,1,1,"Stephenson, Mrs. Walter Bertram (Martha Eustis)",female,52,1,0,36947,78.2667,D20,C
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593,0,3,"Elsbury, Mr. William James",male,47,0,0,A/5 3902,7.25,,S
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594,0,3,"Bourke, Miss. Mary",female,,0,2,364848,7.75,,Q
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595,0,2,"Chapman, Mr. John Henry",male,37,1,0,SC/AH 29037,26,,S
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596,0,3,"Van Impe, Mr. Jean Baptiste",male,36,1,1,345773,24.15,,S
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597,1,2,"Leitch, Miss. Jessie Wills",female,,0,0,248727,33,,S
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598,0,3,"Johnson, Mr. Alfred",male,49,0,0,LINE,0,,S
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599,0,3,"Boulos, Mr. Hanna",male,,0,0,2664,7.225,,C
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600,1,1,"Duff Gordon, Sir. Cosmo Edmund (""Mr Morgan"")",male,49,1,0,PC 17485,56.9292,A20,C
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601,1,2,"Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)",female,24,2,1,243847,27,,S
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602,0,3,"Slabenoff, Mr. Petco",male,,0,0,349214,7.8958,,S
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603,0,1,"Harrington, Mr. Charles H",male,,0,0,113796,42.4,,S
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604,0,3,"Torber, Mr. Ernst William",male,44,0,0,364511,8.05,,S
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605,1,1,"Homer, Mr. Harry (""Mr E Haven"")",male,35,0,0,111426,26.55,,C
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606,0,3,"Lindell, Mr. Edvard Bengtsson",male,36,1,0,349910,15.55,,S
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607,0,3,"Karaic, Mr. Milan",male,30,0,0,349246,7.8958,,S
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608,1,1,"Daniel, Mr. Robert Williams",male,27,0,0,113804,30.5,,S
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609,1,2,"Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)",female,22,1,2,SC/Paris 2123,41.5792,,C
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610,1,1,"Shutes, Miss. Elizabeth W",female,40,0,0,PC 17582,153.4625,C125,S
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611,0,3,"Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)",female,39,1,5,347082,31.275,,S
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612,0,3,"Jardin, Mr. Jose Neto",male,,0,0,SOTON/O.Q. 3101305,7.05,,S
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613,1,3,"Murphy, Miss. Margaret Jane",female,,1,0,367230,15.5,,Q
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614,0,3,"Horgan, Mr. John",male,,0,0,370377,7.75,,Q
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615,0,3,"Brocklebank, Mr. William Alfred",male,35,0,0,364512,8.05,,S
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616,1,2,"Herman, Miss. Alice",female,24,1,2,220845,65,,S
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617,0,3,"Danbom, Mr. Ernst Gilbert",male,34,1,1,347080,14.4,,S
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618,0,3,"Lobb, Mrs. William Arthur (Cordelia K Stanlick)",female,26,1,0,A/5. 3336,16.1,,S
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619,1,2,"Becker, Miss. Marion Louise",female,4,2,1,230136,39,F4,S
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620,0,2,"Gavey, Mr. Lawrence",male,26,0,0,31028,10.5,,S
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621,0,3,"Yasbeck, Mr. Antoni",male,27,1,0,2659,14.4542,,C
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622,1,1,"Kimball, Mr. Edwin Nelson Jr",male,42,1,0,11753,52.5542,D19,S
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623,1,3,"Nakid, Mr. Sahid",male,20,1,1,2653,15.7417,,C
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624,0,3,"Hansen, Mr. Henry Damsgaard",male,21,0,0,350029,7.8542,,S
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625,0,3,"Bowen, Mr. David John ""Dai""",male,21,0,0,54636,16.1,,S
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626,0,1,"Sutton, Mr. Frederick",male,61,0,0,36963,32.3208,D50,S
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627,0,2,"Kirkland, Rev. Charles Leonard",male,57,0,0,219533,12.35,,Q
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628,1,1,"Longley, Miss. Gretchen Fiske",female,21,0,0,13502,77.9583,D9,S
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629,0,3,"Bostandyeff, Mr. Guentcho",male,26,0,0,349224,7.8958,,S
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630,0,3,"O'Connell, Mr. Patrick D",male,,0,0,334912,7.7333,,Q
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631,1,1,"Barkworth, Mr. Algernon Henry Wilson",male,80,0,0,27042,30,A23,S
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632,0,3,"Lundahl, Mr. Johan Svensson",male,51,0,0,347743,7.0542,,S
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633,1,1,"Stahelin-Maeglin, Dr. Max",male,32,0,0,13214,30.5,B50,C
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634,0,1,"Parr, Mr. William Henry Marsh",male,,0,0,112052,0,,S
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635,0,3,"Skoog, Miss. Mabel",female,9,3,2,347088,27.9,,S
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636,1,2,"Davis, Miss. Mary",female,28,0,0,237668,13,,S
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637,0,3,"Leinonen, Mr. Antti Gustaf",male,32,0,0,STON/O 2. 3101292,7.925,,S
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638,0,2,"Collyer, Mr. Harvey",male,31,1,1,C.A. 31921,26.25,,S
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639,0,3,"Panula, Mrs. Juha (Maria Emilia Ojala)",female,41,0,5,3101295,39.6875,,S
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640,0,3,"Thorneycroft, Mr. Percival",male,,1,0,376564,16.1,,S
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641,0,3,"Jensen, Mr. Hans Peder",male,20,0,0,350050,7.8542,,S
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642,1,1,"Sagesser, Mlle. Emma",female,24,0,0,PC 17477,69.3,B35,C
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643,0,3,"Skoog, Miss. Margit Elizabeth",female,2,3,2,347088,27.9,,S
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644,1,3,"Foo, Mr. Choong",male,,0,0,1601,56.4958,,S
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645,1,3,"Baclini, Miss. Eugenie",female,0.75,2,1,2666,19.2583,,C
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646,1,1,"Harper, Mr. Henry Sleeper",male,48,1,0,PC 17572,76.7292,D33,C
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647,0,3,"Cor, Mr. Liudevit",male,19,0,0,349231,7.8958,,S
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648,1,1,"Simonius-Blumer, Col. Oberst Alfons",male,56,0,0,13213,35.5,A26,C
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649,0,3,"Willey, Mr. Edward",male,,0,0,S.O./P.P. 751,7.55,,S
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650,1,3,"Stanley, Miss. Amy Zillah Elsie",female,23,0,0,CA. 2314,7.55,,S
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651,0,3,"Mitkoff, Mr. Mito",male,,0,0,349221,7.8958,,S
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652,1,2,"Doling, Miss. Elsie",female,18,0,1,231919,23,,S
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653,0,3,"Kalvik, Mr. Johannes Halvorsen",male,21,0,0,8475,8.4333,,S
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654,1,3,"O'Leary, Miss. Hanora ""Norah""",female,,0,0,330919,7.8292,,Q
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655,0,3,"Hegarty, Miss. Hanora ""Nora""",female,18,0,0,365226,6.75,,Q
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656,0,2,"Hickman, Mr. Leonard Mark",male,24,2,0,S.O.C. 14879,73.5,,S
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657,0,3,"Radeff, Mr. Alexander",male,,0,0,349223,7.8958,,S
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658,0,3,"Bourke, Mrs. John (Catherine)",female,32,1,1,364849,15.5,,Q
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659,0,2,"Eitemiller, Mr. George Floyd",male,23,0,0,29751,13,,S
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660,0,1,"Newell, Mr. Arthur Webster",male,58,0,2,35273,113.275,D48,C
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661,1,1,"Frauenthal, Dr. Henry William",male,50,2,0,PC 17611,133.65,,S
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662,0,3,"Badt, Mr. Mohamed",male,40,0,0,2623,7.225,,C
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663,0,1,"Colley, Mr. Edward Pomeroy",male,47,0,0,5727,25.5875,E58,S
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664,0,3,"Coleff, Mr. Peju",male,36,0,0,349210,7.4958,,S
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665,1,3,"Lindqvist, Mr. Eino William",male,20,1,0,STON/O 2. 3101285,7.925,,S
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666,0,2,"Hickman, Mr. Lewis",male,32,2,0,S.O.C. 14879,73.5,,S
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667,0,2,"Butler, Mr. Reginald Fenton",male,25,0,0,234686,13,,S
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668,0,3,"Rommetvedt, Mr. Knud Paust",male,,0,0,312993,7.775,,S
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669,0,3,"Cook, Mr. Jacob",male,43,0,0,A/5 3536,8.05,,S
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670,1,1,"Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)",female,,1,0,19996,52,C126,S
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671,1,2,"Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)",female,40,1,1,29750,39,,S
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672,0,1,"Davidson, Mr. Thornton",male,31,1,0,F.C. 12750,52,B71,S
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673,0,2,"Mitchell, Mr. Henry Michael",male,70,0,0,C.A. 24580,10.5,,S
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674,1,2,"Wilhelms, Mr. Charles",male,31,0,0,244270,13,,S
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675,0,2,"Watson, Mr. Ennis Hastings",male,,0,0,239856,0,,S
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676,0,3,"Edvardsson, Mr. Gustaf Hjalmar",male,18,0,0,349912,7.775,,S
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677,0,3,"Sawyer, Mr. Frederick Charles",male,24.5,0,0,342826,8.05,,S
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678,1,3,"Turja, Miss. Anna Sofia",female,18,0,0,4138,9.8417,,S
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679,0,3,"Goodwin, Mrs. Frederick (Augusta Tyler)",female,43,1,6,CA 2144,46.9,,S
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680,1,1,"Cardeza, Mr. Thomas Drake Martinez",male,36,0,1,PC 17755,512.3292,B51 B53 B55,C
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681,0,3,"Peters, Miss. Katie",female,,0,0,330935,8.1375,,Q
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682,1,1,"Hassab, Mr. Hammad",male,27,0,0,PC 17572,76.7292,D49,C
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683,0,3,"Olsvigen, Mr. Thor Anderson",male,20,0,0,6563,9.225,,S
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684,0,3,"Goodwin, Mr. Charles Edward",male,14,5,2,CA 2144,46.9,,S
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685,0,2,"Brown, Mr. Thomas William Solomon",male,60,1,1,29750,39,,S
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686,0,2,"Laroche, Mr. Joseph Philippe Lemercier",male,25,1,2,SC/Paris 2123,41.5792,,C
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687,0,3,"Panula, Mr. Jaako Arnold",male,14,4,1,3101295,39.6875,,S
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688,0,3,"Dakic, Mr. Branko",male,19,0,0,349228,10.1708,,S
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689,0,3,"Fischer, Mr. Eberhard Thelander",male,18,0,0,350036,7.7958,,S
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690,1,1,"Madill, Miss. Georgette Alexandra",female,15,0,1,24160,211.3375,B5,S
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691,1,1,"Dick, Mr. Albert Adrian",male,31,1,0,17474,57,B20,S
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692,1,3,"Karun, Miss. Manca",female,4,0,1,349256,13.4167,,C
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693,1,3,"Lam, Mr. Ali",male,,0,0,1601,56.4958,,S
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694,0,3,"Saad, Mr. Khalil",male,25,0,0,2672,7.225,,C
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695,0,1,"Weir, Col. John",male,60,0,0,113800,26.55,,S
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696,0,2,"Chapman, Mr. Charles Henry",male,52,0,0,248731,13.5,,S
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697,0,3,"Kelly, Mr. James",male,44,0,0,363592,8.05,,S
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698,1,3,"Mullens, Miss. Katherine ""Katie""",female,,0,0,35852,7.7333,,Q
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699,0,1,"Thayer, Mr. John Borland",male,49,1,1,17421,110.8833,C68,C
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700,0,3,"Humblen, Mr. Adolf Mathias Nicolai Olsen",male,42,0,0,348121,7.65,F G63,S
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701,1,1,"Astor, Mrs. John Jacob (Madeleine Talmadge Force)",female,18,1,0,PC 17757,227.525,C62 C64,C
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702,1,1,"Silverthorne, Mr. Spencer Victor",male,35,0,0,PC 17475,26.2875,E24,S
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703,0,3,"Barbara, Miss. Saiide",female,18,0,1,2691,14.4542,,C
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704,0,3,"Gallagher, Mr. Martin",male,25,0,0,36864,7.7417,,Q
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705,0,3,"Hansen, Mr. Henrik Juul",male,26,1,0,350025,7.8542,,S
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706,0,2,"Morley, Mr. Henry Samuel (""Mr Henry Marshall"")",male,39,0,0,250655,26,,S
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707,1,2,"Kelly, Mrs. Florence ""Fannie""",female,45,0,0,223596,13.5,,S
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708,1,1,"Calderhead, Mr. Edward Pennington",male,42,0,0,PC 17476,26.2875,E24,S
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709,1,1,"Cleaver, Miss. Alice",female,22,0,0,113781,151.55,,S
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710,1,3,"Moubarek, Master. Halim Gonios (""William George"")",male,,1,1,2661,15.2458,,C
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711,1,1,"Mayne, Mlle. Berthe Antonine (""Mrs de Villiers"")",female,24,0,0,PC 17482,49.5042,C90,C
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712,0,1,"Klaber, Mr. Herman",male,,0,0,113028,26.55,C124,S
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713,1,1,"Taylor, Mr. Elmer Zebley",male,48,1,0,19996,52,C126,S
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714,0,3,"Larsson, Mr. August Viktor",male,29,0,0,7545,9.4833,,S
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715,0,2,"Greenberg, Mr. Samuel",male,52,0,0,250647,13,,S
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716,0,3,"Soholt, Mr. Peter Andreas Lauritz Andersen",male,19,0,0,348124,7.65,F G73,S
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717,1,1,"Endres, Miss. Caroline Louise",female,38,0,0,PC 17757,227.525,C45,C
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718,1,2,"Troutt, Miss. Edwina Celia ""Winnie""",female,27,0,0,34218,10.5,E101,S
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719,0,3,"McEvoy, Mr. Michael",male,,0,0,36568,15.5,,Q
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720,0,3,"Johnson, Mr. Malkolm Joackim",male,33,0,0,347062,7.775,,S
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721,1,2,"Harper, Miss. Annie Jessie ""Nina""",female,6,0,1,248727,33,,S
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722,0,3,"Jensen, Mr. Svend Lauritz",male,17,1,0,350048,7.0542,,S
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723,0,2,"Gillespie, Mr. William Henry",male,34,0,0,12233,13,,S
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724,0,2,"Hodges, Mr. Henry Price",male,50,0,0,250643,13,,S
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725,1,1,"Chambers, Mr. Norman Campbell",male,27,1,0,113806,53.1,E8,S
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726,0,3,"Oreskovic, Mr. Luka",male,20,0,0,315094,8.6625,,S
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727,1,2,"Renouf, Mrs. Peter Henry (Lillian Jefferys)",female,30,3,0,31027,21,,S
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728,1,3,"Mannion, Miss. Margareth",female,,0,0,36866,7.7375,,Q
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729,0,2,"Bryhl, Mr. Kurt Arnold Gottfrid",male,25,1,0,236853,26,,S
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730,0,3,"Ilmakangas, Miss. Pieta Sofia",female,25,1,0,STON/O2. 3101271,7.925,,S
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731,1,1,"Allen, Miss. Elisabeth Walton",female,29,0,0,24160,211.3375,B5,S
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732,0,3,"Hassan, Mr. Houssein G N",male,11,0,0,2699,18.7875,,C
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733,0,2,"Knight, Mr. Robert J",male,,0,0,239855,0,,S
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734,0,2,"Berriman, Mr. William John",male,23,0,0,28425,13,,S
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735,0,2,"Troupiansky, Mr. Moses Aaron",male,23,0,0,233639,13,,S
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736,0,3,"Williams, Mr. Leslie",male,28.5,0,0,54636,16.1,,S
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737,0,3,"Ford, Mrs. Edward (Margaret Ann Watson)",female,48,1,3,W./C. 6608,34.375,,S
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738,1,1,"Lesurer, Mr. Gustave J",male,35,0,0,PC 17755,512.3292,B101,C
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739,0,3,"Ivanoff, Mr. Kanio",male,,0,0,349201,7.8958,,S
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740,0,3,"Nankoff, Mr. Minko",male,,0,0,349218,7.8958,,S
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741,1,1,"Hawksford, Mr. Walter James",male,,0,0,16988,30,D45,S
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742,0,1,"Cavendish, Mr. Tyrell William",male,36,1,0,19877,78.85,C46,S
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743,1,1,"Ryerson, Miss. Susan Parker ""Suzette""",female,21,2,2,PC 17608,262.375,B57 B59 B63 B66,C
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744,0,3,"McNamee, Mr. Neal",male,24,1,0,376566,16.1,,S
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745,1,3,"Stranden, Mr. Juho",male,31,0,0,STON/O 2. 3101288,7.925,,S
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746,0,1,"Crosby, Capt. Edward Gifford",male,70,1,1,WE/P 5735,71,B22,S
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747,0,3,"Abbott, Mr. Rossmore Edward",male,16,1,1,C.A. 2673,20.25,,S
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748,1,2,"Sinkkonen, Miss. Anna",female,30,0,0,250648,13,,S
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749,0,1,"Marvin, Mr. Daniel Warner",male,19,1,0,113773,53.1,D30,S
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750,0,3,"Connaghton, Mr. Michael",male,31,0,0,335097,7.75,,Q
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751,1,2,"Wells, Miss. Joan",female,4,1,1,29103,23,,S
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752,1,3,"Moor, Master. Meier",male,6,0,1,392096,12.475,E121,S
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753,0,3,"Vande Velde, Mr. Johannes Joseph",male,33,0,0,345780,9.5,,S
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754,0,3,"Jonkoff, Mr. Lalio",male,23,0,0,349204,7.8958,,S
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755,1,2,"Herman, Mrs. Samuel (Jane Laver)",female,48,1,2,220845,65,,S
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756,1,2,"Hamalainen, Master. Viljo",male,0.67,1,1,250649,14.5,,S
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757,0,3,"Carlsson, Mr. August Sigfrid",male,28,0,0,350042,7.7958,,S
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758,0,2,"Bailey, Mr. Percy Andrew",male,18,0,0,29108,11.5,,S
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759,0,3,"Theobald, Mr. Thomas Leonard",male,34,0,0,363294,8.05,,S
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760,1,1,"Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)",female,33,0,0,110152,86.5,B77,S
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761,0,3,"Garfirth, Mr. John",male,,0,0,358585,14.5,,S
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762,0,3,"Nirva, Mr. Iisakki Antino Aijo",male,41,0,0,SOTON/O2 3101272,7.125,,S
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763,1,3,"Barah, Mr. Hanna Assi",male,20,0,0,2663,7.2292,,C
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764,1,1,"Carter, Mrs. William Ernest (Lucile Polk)",female,36,1,2,113760,120,B96 B98,S
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765,0,3,"Eklund, Mr. Hans Linus",male,16,0,0,347074,7.775,,S
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766,1,1,"Hogeboom, Mrs. John C (Anna Andrews)",female,51,1,0,13502,77.9583,D11,S
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767,0,1,"Brewe, Dr. Arthur Jackson",male,,0,0,112379,39.6,,C
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768,0,3,"Mangan, Miss. Mary",female,30.5,0,0,364850,7.75,,Q
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769,0,3,"Moran, Mr. Daniel J",male,,1,0,371110,24.15,,Q
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770,0,3,"Gronnestad, Mr. Daniel Danielsen",male,32,0,0,8471,8.3625,,S
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771,0,3,"Lievens, Mr. Rene Aime",male,24,0,0,345781,9.5,,S
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772,0,3,"Jensen, Mr. Niels Peder",male,48,0,0,350047,7.8542,,S
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773,0,2,"Mack, Mrs. (Mary)",female,57,0,0,S.O./P.P. 3,10.5,E77,S
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774,0,3,"Elias, Mr. Dibo",male,,0,0,2674,7.225,,C
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775,1,2,"Hocking, Mrs. Elizabeth (Eliza Needs)",female,54,1,3,29105,23,,S
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776,0,3,"Myhrman, Mr. Pehr Fabian Oliver Malkolm",male,18,0,0,347078,7.75,,S
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777,0,3,"Tobin, Mr. Roger",male,,0,0,383121,7.75,F38,Q
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778,1,3,"Emanuel, Miss. Virginia Ethel",female,5,0,0,364516,12.475,,S
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779,0,3,"Kilgannon, Mr. Thomas J",male,,0,0,36865,7.7375,,Q
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780,1,1,"Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)",female,43,0,1,24160,211.3375,B3,S
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781,1,3,"Ayoub, Miss. Banoura",female,13,0,0,2687,7.2292,,C
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782,1,1,"Dick, Mrs. Albert Adrian (Vera Gillespie)",female,17,1,0,17474,57,B20,S
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783,0,1,"Long, Mr. Milton Clyde",male,29,0,0,113501,30,D6,S
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784,0,3,"Johnston, Mr. Andrew G",male,,1,2,W./C. 6607,23.45,,S
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785,0,3,"Ali, Mr. William",male,25,0,0,SOTON/O.Q. 3101312,7.05,,S
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786,0,3,"Harmer, Mr. Abraham (David Lishin)",male,25,0,0,374887,7.25,,S
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787,1,3,"Sjoblom, Miss. Anna Sofia",female,18,0,0,3101265,7.4958,,S
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788,0,3,"Rice, Master. George Hugh",male,8,4,1,382652,29.125,,Q
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789,1,3,"Dean, Master. Bertram Vere",male,1,1,2,C.A. 2315,20.575,,S
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790,0,1,"Guggenheim, Mr. Benjamin",male,46,0,0,PC 17593,79.2,B82 B84,C
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791,0,3,"Keane, Mr. Andrew ""Andy""",male,,0,0,12460,7.75,,Q
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792,0,2,"Gaskell, Mr. Alfred",male,16,0,0,239865,26,,S
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793,0,3,"Sage, Miss. Stella Anna",female,,8,2,CA. 2343,69.55,,S
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794,0,1,"Hoyt, Mr. William Fisher",male,,0,0,PC 17600,30.6958,,C
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795,0,3,"Dantcheff, Mr. Ristiu",male,25,0,0,349203,7.8958,,S
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796,0,2,"Otter, Mr. Richard",male,39,0,0,28213,13,,S
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797,1,1,"Leader, Dr. Alice (Farnham)",female,49,0,0,17465,25.9292,D17,S
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798,1,3,"Osman, Mrs. Mara",female,31,0,0,349244,8.6833,,S
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799,0,3,"Ibrahim Shawah, Mr. Yousseff",male,30,0,0,2685,7.2292,,C
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800,0,3,"Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)",female,30,1,1,345773,24.15,,S
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801,0,2,"Ponesell, Mr. Martin",male,34,0,0,250647,13,,S
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802,1,2,"Collyer, Mrs. Harvey (Charlotte Annie Tate)",female,31,1,1,C.A. 31921,26.25,,S
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803,1,1,"Carter, Master. William Thornton II",male,11,1,2,113760,120,B96 B98,S
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804,1,3,"Thomas, Master. Assad Alexander",male,0.42,0,1,2625,8.5167,,C
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805,1,3,"Hedman, Mr. Oskar Arvid",male,27,0,0,347089,6.975,,S
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806,0,3,"Johansson, Mr. Karl Johan",male,31,0,0,347063,7.775,,S
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807,0,1,"Andrews, Mr. Thomas Jr",male,39,0,0,112050,0,A36,S
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808,0,3,"Pettersson, Miss. Ellen Natalia",female,18,0,0,347087,7.775,,S
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809,0,2,"Meyer, Mr. August",male,39,0,0,248723,13,,S
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810,1,1,"Chambers, Mrs. Norman Campbell (Bertha Griggs)",female,33,1,0,113806,53.1,E8,S
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811,0,3,"Alexander, Mr. William",male,26,0,0,3474,7.8875,,S
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812,0,3,"Lester, Mr. James",male,39,0,0,A/4 48871,24.15,,S
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813,0,2,"Slemen, Mr. Richard James",male,35,0,0,28206,10.5,,S
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814,0,3,"Andersson, Miss. Ebba Iris Alfrida",female,6,4,2,347082,31.275,,S
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815,0,3,"Tomlin, Mr. Ernest Portage",male,30.5,0,0,364499,8.05,,S
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816,0,1,"Fry, Mr. Richard",male,,0,0,112058,0,B102,S
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817,0,3,"Heininen, Miss. Wendla Maria",female,23,0,0,STON/O2. 3101290,7.925,,S
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818,0,2,"Mallet, Mr. Albert",male,31,1,1,S.C./PARIS 2079,37.0042,,C
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819,0,3,"Holm, Mr. John Fredrik Alexander",male,43,0,0,C 7075,6.45,,S
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820,0,3,"Skoog, Master. Karl Thorsten",male,10,3,2,347088,27.9,,S
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821,1,1,"Hays, Mrs. Charles Melville (Clara Jennings Gregg)",female,52,1,1,12749,93.5,B69,S
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822,1,3,"Lulic, Mr. Nikola",male,27,0,0,315098,8.6625,,S
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823,0,1,"Reuchlin, Jonkheer. John George",male,38,0,0,19972,0,,S
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824,1,3,"Moor, Mrs. (Beila)",female,27,0,1,392096,12.475,E121,S
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825,0,3,"Panula, Master. Urho Abraham",male,2,4,1,3101295,39.6875,,S
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826,0,3,"Flynn, Mr. John",male,,0,0,368323,6.95,,Q
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827,0,3,"Lam, Mr. Len",male,,0,0,1601,56.4958,,S
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828,1,2,"Mallet, Master. Andre",male,1,0,2,S.C./PARIS 2079,37.0042,,C
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829,1,3,"McCormack, Mr. Thomas Joseph",male,,0,0,367228,7.75,,Q
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830,1,1,"Stone, Mrs. George Nelson (Martha Evelyn)",female,62,0,0,113572,80,B28,
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831,1,3,"Yasbeck, Mrs. Antoni (Selini Alexander)",female,15,1,0,2659,14.4542,,C
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832,1,2,"Richards, Master. George Sibley",male,0.83,1,1,29106,18.75,,S
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833,0,3,"Saad, Mr. Amin",male,,0,0,2671,7.2292,,C
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834,0,3,"Augustsson, Mr. Albert",male,23,0,0,347468,7.8542,,S
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835,0,3,"Allum, Mr. Owen George",male,18,0,0,2223,8.3,,S
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836,1,1,"Compton, Miss. Sara Rebecca",female,39,1,1,PC 17756,83.1583,E49,C
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837,0,3,"Pasic, Mr. Jakob",male,21,0,0,315097,8.6625,,S
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838,0,3,"Sirota, Mr. Maurice",male,,0,0,392092,8.05,,S
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839,1,3,"Chip, Mr. Chang",male,32,0,0,1601,56.4958,,S
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840,1,1,"Marechal, Mr. Pierre",male,,0,0,11774,29.7,C47,C
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841,0,3,"Alhomaki, Mr. Ilmari Rudolf",male,20,0,0,SOTON/O2 3101287,7.925,,S
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842,0,2,"Mudd, Mr. Thomas Charles",male,16,0,0,S.O./P.P. 3,10.5,,S
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843,1,1,"Serepeca, Miss. Augusta",female,30,0,0,113798,31,,C
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844,0,3,"Lemberopolous, Mr. Peter L",male,34.5,0,0,2683,6.4375,,C
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845,0,3,"Culumovic, Mr. Jeso",male,17,0,0,315090,8.6625,,S
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846,0,3,"Abbing, Mr. Anthony",male,42,0,0,C.A. 5547,7.55,,S
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847,0,3,"Sage, Mr. Douglas Bullen",male,,8,2,CA. 2343,69.55,,S
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848,0,3,"Markoff, Mr. Marin",male,35,0,0,349213,7.8958,,C
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849,0,2,"Harper, Rev. John",male,28,0,1,248727,33,,S
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850,1,1,"Goldenberg, Mrs. Samuel L (Edwiga Grabowska)",female,,1,0,17453,89.1042,C92,C
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851,0,3,"Andersson, Master. Sigvard Harald Elias",male,4,4,2,347082,31.275,,S
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852,0,3,"Svensson, Mr. Johan",male,74,0,0,347060,7.775,,S
|
||||
853,0,3,"Boulos, Miss. Nourelain",female,9,1,1,2678,15.2458,,C
|
||||
854,1,1,"Lines, Miss. Mary Conover",female,16,0,1,PC 17592,39.4,D28,S
|
||||
855,0,2,"Carter, Mrs. Ernest Courtenay (Lilian Hughes)",female,44,1,0,244252,26,,S
|
||||
856,1,3,"Aks, Mrs. Sam (Leah Rosen)",female,18,0,1,392091,9.35,,S
|
||||
857,1,1,"Wick, Mrs. George Dennick (Mary Hitchcock)",female,45,1,1,36928,164.8667,,S
|
||||
858,1,1,"Daly, Mr. Peter Denis ",male,51,0,0,113055,26.55,E17,S
|
||||
859,1,3,"Baclini, Mrs. Solomon (Latifa Qurban)",female,24,0,3,2666,19.2583,,C
|
||||
860,0,3,"Razi, Mr. Raihed",male,,0,0,2629,7.2292,,C
|
||||
861,0,3,"Hansen, Mr. Claus Peter",male,41,2,0,350026,14.1083,,S
|
||||
862,0,2,"Giles, Mr. Frederick Edward",male,21,1,0,28134,11.5,,S
|
||||
863,1,1,"Swift, Mrs. Frederick Joel (Margaret Welles Barron)",female,48,0,0,17466,25.9292,D17,S
|
||||
864,0,3,"Sage, Miss. Dorothy Edith ""Dolly""",female,,8,2,CA. 2343,69.55,,S
|
||||
865,0,2,"Gill, Mr. John William",male,24,0,0,233866,13,,S
|
||||
866,1,2,"Bystrom, Mrs. (Karolina)",female,42,0,0,236852,13,,S
|
||||
867,1,2,"Duran y More, Miss. Asuncion",female,27,1,0,SC/PARIS 2149,13.8583,,C
|
||||
868,0,1,"Roebling, Mr. Washington Augustus II",male,31,0,0,PC 17590,50.4958,A24,S
|
||||
869,0,3,"van Melkebeke, Mr. Philemon",male,,0,0,345777,9.5,,S
|
||||
870,1,3,"Johnson, Master. Harold Theodor",male,4,1,1,347742,11.1333,,S
|
||||
871,0,3,"Balkic, Mr. Cerin",male,26,0,0,349248,7.8958,,S
|
||||
872,1,1,"Beckwith, Mrs. Richard Leonard (Sallie Monypeny)",female,47,1,1,11751,52.5542,D35,S
|
||||
873,0,1,"Carlsson, Mr. Frans Olof",male,33,0,0,695,5,B51 B53 B55,S
|
||||
874,0,3,"Vander Cruyssen, Mr. Victor",male,47,0,0,345765,9,,S
|
||||
875,1,2,"Abelson, Mrs. Samuel (Hannah Wizosky)",female,28,1,0,P/PP 3381,24,,C
|
||||
876,1,3,"Najib, Miss. Adele Kiamie ""Jane""",female,15,0,0,2667,7.225,,C
|
||||
877,0,3,"Gustafsson, Mr. Alfred Ossian",male,20,0,0,7534,9.8458,,S
|
||||
878,0,3,"Petroff, Mr. Nedelio",male,19,0,0,349212,7.8958,,S
|
||||
879,0,3,"Laleff, Mr. Kristo",male,,0,0,349217,7.8958,,S
|
||||
880,1,1,"Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)",female,56,0,1,11767,83.1583,C50,C
|
||||
881,1,2,"Shelley, Mrs. William (Imanita Parrish Hall)",female,25,0,1,230433,26,,S
|
||||
882,0,3,"Markun, Mr. Johann",male,33,0,0,349257,7.8958,,S
|
||||
883,0,3,"Dahlberg, Miss. Gerda Ulrika",female,22,0,0,7552,10.5167,,S
|
||||
884,0,2,"Banfield, Mr. Frederick James",male,28,0,0,C.A./SOTON 34068,10.5,,S
|
||||
885,0,3,"Sutehall, Mr. Henry Jr",male,25,0,0,SOTON/OQ 392076,7.05,,S
|
||||
886,0,3,"Rice, Mrs. William (Margaret Norton)",female,39,0,5,382652,29.125,,Q
|
||||
887,0,2,"Montvila, Rev. Juozas",male,27,0,0,211536,13,,S
|
||||
888,1,1,"Graham, Miss. Margaret Edith",female,19,0,0,112053,30,B42,S
|
||||
889,0,3,"Johnston, Miss. Catherine Helen ""Carrie""",female,,1,2,W./C. 6607,23.45,,S
|
||||
890,1,1,"Behr, Mr. Karl Howell",male,26,0,0,111369,30,C148,C
|
||||
891,0,3,"Dooley, Mr. Patrick",male,32,0,0,370376,7.75,,Q
|
||||
|
|
|
@ -0,0 +1,770 @@
|
|||
preg,plas,pres,skin,insu,mass,pedi,age,class
|
||||
6,148,72,35,0,33.6,0.627,50,阳性
|
||||
1,85,66,29,0,26.6,0.351,31,阴性
|
||||
8,183,64,0,0,23.3,0.672,32,阳性
|
||||
1,89,66,23,94,28.1,0.167,21,阴性
|
||||
0,137,40,35,168,43.1,2.288,33,阳性
|
||||
5,116,74,0,0,25.6,0.201,30,阴性
|
||||
3,78,50,32,88,31,0.248,26,阳性
|
||||
10,115,0,0,0,35.3,0.134,29,阴性
|
||||
2,197,70,45,543,30.5,0.158,53,阳性
|
||||
8,125,96,0,0,0,0.232,54,阳性
|
||||
4,110,92,0,0,37.6,0.191,30,阴性
|
||||
10,168,74,0,0,38,0.537,34,阳性
|
||||
10,139,80,0,0,27.1,1.441,57,阴性
|
||||
1,189,60,23,846,30.1,0.398,59,阳性
|
||||
5,166,72,19,175,25.8,0.587,51,阳性
|
||||
7,100,0,0,0,30,0.484,32,阳性
|
||||
0,118,84,47,230,45.8,0.551,31,阳性
|
||||
7,107,74,0,0,29.6,0.254,31,阳性
|
||||
1,103,30,38,83,43.3,0.183,33,阴性
|
||||
1,115,70,30,96,34.6,0.529,32,阳性
|
||||
3,126,88,41,235,39.3,0.704,27,阴性
|
||||
8,99,84,0,0,35.4,0.388,50,阴性
|
||||
7,196,90,0,0,39.8,0.451,41,阳性
|
||||
9,119,80,35,0,29,0.263,29,阳性
|
||||
11,143,94,33,146,36.6,0.254,51,阳性
|
||||
10,125,70,26,115,31.1,0.205,41,阳性
|
||||
7,147,76,0,0,39.4,0.257,43,阳性
|
||||
1,97,66,15,140,23.2,0.487,22,阴性
|
||||
13,145,82,19,110,22.2,0.245,57,阴性
|
||||
5,117,92,0,0,34.1,0.337,38,阴性
|
||||
5,109,75,26,0,36,0.546,60,阴性
|
||||
3,158,76,36,245,31.6,0.851,28,阳性
|
||||
3,88,58,11,54,24.8,0.267,22,阴性
|
||||
6,92,92,0,0,19.9,0.188,28,阴性
|
||||
10,122,78,31,0,27.6,0.512,45,阴性
|
||||
4,103,60,33,192,24,0.966,33,阴性
|
||||
11,138,76,0,0,33.2,0.42,35,阴性
|
||||
9,102,76,37,0,32.9,0.665,46,阳性
|
||||
2,90,68,42,0,38.2,0.503,27,阳性
|
||||
4,111,72,47,207,37.1,1.39,56,阳性
|
||||
3,180,64,25,70,34,0.271,26,阴性
|
||||
7,133,84,0,0,40.2,0.696,37,阴性
|
||||
7,106,92,18,0,22.7,0.235,48,阴性
|
||||
9,171,110,24,240,45.4,0.721,54,阳性
|
||||
7,159,64,0,0,27.4,0.294,40,阴性
|
||||
0,180,66,39,0,42,1.893,25,阳性
|
||||
1,146,56,0,0,29.7,0.564,29,阴性
|
||||
2,71,70,27,0,28,0.586,22,阴性
|
||||
7,103,66,32,0,39.1,0.344,31,阳性
|
||||
7,105,0,0,0,0,0.305,24,阴性
|
||||
1,103,80,11,82,19.4,0.491,22,阴性
|
||||
1,101,50,15,36,24.2,0.526,26,阴性
|
||||
5,88,66,21,23,24.4,0.342,30,阴性
|
||||
8,176,90,34,300,33.7,0.467,58,阳性
|
||||
7,150,66,42,342,34.7,0.718,42,阴性
|
||||
1,73,50,10,0,23,0.248,21,阴性
|
||||
7,187,68,39,304,37.7,0.254,41,阳性
|
||||
0,100,88,60,110,46.8,0.962,31,阴性
|
||||
0,146,82,0,0,40.5,1.781,44,阴性
|
||||
0,105,64,41,142,41.5,0.173,22,阴性
|
||||
2,84,0,0,0,0,0.304,21,阴性
|
||||
8,133,72,0,0,32.9,0.27,39,阳性
|
||||
5,44,62,0,0,25,0.587,36,阴性
|
||||
2,141,58,34,128,25.4,0.699,24,阴性
|
||||
7,114,66,0,0,32.8,0.258,42,阳性
|
||||
5,99,74,27,0,29,0.203,32,阴性
|
||||
0,109,88,30,0,32.5,0.855,38,阳性
|
||||
2,109,92,0,0,42.7,0.845,54,阴性
|
||||
1,95,66,13,38,19.6,0.334,25,阴性
|
||||
4,146,85,27,100,28.9,0.189,27,阴性
|
||||
2,100,66,20,90,32.9,0.867,28,阳性
|
||||
5,139,64,35,140,28.6,0.411,26,阴性
|
||||
13,126,90,0,0,43.4,0.583,42,阳性
|
||||
4,129,86,20,270,35.1,0.231,23,阴性
|
||||
1,79,75,30,0,32,0.396,22,阴性
|
||||
1,0,48,20,0,24.7,0.14,22,阴性
|
||||
7,62,78,0,0,32.6,0.391,41,阴性
|
||||
5,95,72,33,0,37.7,0.37,27,阴性
|
||||
0,131,0,0,0,43.2,0.27,26,阳性
|
||||
2,112,66,22,0,25,0.307,24,阴性
|
||||
3,113,44,13,0,22.4,0.14,22,阴性
|
||||
2,74,0,0,0,0,0.102,22,阴性
|
||||
7,83,78,26,71,29.3,0.767,36,阴性
|
||||
0,101,65,28,0,24.6,0.237,22,阴性
|
||||
5,137,108,0,0,48.8,0.227,37,阳性
|
||||
2,110,74,29,125,32.4,0.698,27,阴性
|
||||
13,106,72,54,0,36.6,0.178,45,阴性
|
||||
2,100,68,25,71,38.5,0.324,26,阴性
|
||||
15,136,70,32,110,37.1,0.153,43,阳性
|
||||
1,107,68,19,0,26.5,0.165,24,阴性
|
||||
1,80,55,0,0,19.1,0.258,21,阴性
|
||||
4,123,80,15,176,32,0.443,34,阴性
|
||||
7,81,78,40,48,46.7,0.261,42,阴性
|
||||
4,134,72,0,0,23.8,0.277,60,阳性
|
||||
2,142,82,18,64,24.7,0.761,21,阴性
|
||||
6,144,72,27,228,33.9,0.255,40,阴性
|
||||
2,92,62,28,0,31.6,0.13,24,阴性
|
||||
1,71,48,18,76,20.4,0.323,22,阴性
|
||||
6,93,50,30,64,28.7,0.356,23,阴性
|
||||
1,122,90,51,220,49.7,0.325,31,阳性
|
||||
1,163,72,0,0,39,1.222,33,阳性
|
||||
1,151,60,0,0,26.1,0.179,22,阴性
|
||||
0,125,96,0,0,22.5,0.262,21,阴性
|
||||
1,81,72,18,40,26.6,0.283,24,阴性
|
||||
2,85,65,0,0,39.6,0.93,27,阴性
|
||||
1,126,56,29,152,28.7,0.801,21,阴性
|
||||
1,96,122,0,0,22.4,0.207,27,阴性
|
||||
4,144,58,28,140,29.5,0.287,37,阴性
|
||||
3,83,58,31,18,34.3,0.336,25,阴性
|
||||
0,95,85,25,36,37.4,0.247,24,阳性
|
||||
3,171,72,33,135,33.3,0.199,24,阳性
|
||||
8,155,62,26,495,34,0.543,46,阳性
|
||||
1,89,76,34,37,31.2,0.192,23,阴性
|
||||
4,76,62,0,0,34,0.391,25,阴性
|
||||
7,160,54,32,175,30.5,0.588,39,阳性
|
||||
4,146,92,0,0,31.2,0.539,61,阳性
|
||||
5,124,74,0,0,34,0.22,38,阳性
|
||||
5,78,48,0,0,33.7,0.654,25,阴性
|
||||
4,97,60,23,0,28.2,0.443,22,阴性
|
||||
4,99,76,15,51,23.2,0.223,21,阴性
|
||||
0,162,76,56,100,53.2,0.759,25,阳性
|
||||
6,111,64,39,0,34.2,0.26,24,阴性
|
||||
2,107,74,30,100,33.6,0.404,23,阴性
|
||||
5,132,80,0,0,26.8,0.186,69,阴性
|
||||
0,113,76,0,0,33.3,0.278,23,阳性
|
||||
1,88,30,42,99,55,0.496,26,阳性
|
||||
3,120,70,30,135,42.9,0.452,30,阴性
|
||||
1,118,58,36,94,33.3,0.261,23,阴性
|
||||
1,117,88,24,145,34.5,0.403,40,阳性
|
||||
0,105,84,0,0,27.9,0.741,62,阳性
|
||||
4,173,70,14,168,29.7,0.361,33,阳性
|
||||
9,122,56,0,0,33.3,1.114,33,阳性
|
||||
3,170,64,37,225,34.5,0.356,30,阳性
|
||||
8,84,74,31,0,38.3,0.457,39,阴性
|
||||
2,96,68,13,49,21.1,0.647,26,阴性
|
||||
2,125,60,20,140,33.8,0.088,31,阴性
|
||||
0,100,70,26,50,30.8,0.597,21,阴性
|
||||
0,93,60,25,92,28.7,0.532,22,阴性
|
||||
0,129,80,0,0,31.2,0.703,29,阴性
|
||||
5,105,72,29,325,36.9,0.159,28,阴性
|
||||
3,128,78,0,0,21.1,0.268,55,阴性
|
||||
5,106,82,30,0,39.5,0.286,38,阴性
|
||||
2,108,52,26,63,32.5,0.318,22,阴性
|
||||
10,108,66,0,0,32.4,0.272,42,阳性
|
||||
4,154,62,31,284,32.8,0.237,23,阴性
|
||||
0,102,75,23,0,0,0.572,21,阴性
|
||||
9,57,80,37,0,32.8,0.096,41,阴性
|
||||
2,106,64,35,119,30.5,1.4,34,阴性
|
||||
5,147,78,0,0,33.7,0.218,65,阴性
|
||||
2,90,70,17,0,27.3,0.085,22,阴性
|
||||
1,136,74,50,204,37.4,0.399,24,阴性
|
||||
4,114,65,0,0,21.9,0.432,37,阴性
|
||||
9,156,86,28,155,34.3,1.189,42,阳性
|
||||
1,153,82,42,485,40.6,0.687,23,阴性
|
||||
8,188,78,0,0,47.9,0.137,43,阳性
|
||||
7,152,88,44,0,50,0.337,36,阳性
|
||||
2,99,52,15,94,24.6,0.637,21,阴性
|
||||
1,109,56,21,135,25.2,0.833,23,阴性
|
||||
2,88,74,19,53,29,0.229,22,阴性
|
||||
17,163,72,41,114,40.9,0.817,47,阳性
|
||||
4,151,90,38,0,29.7,0.294,36,阴性
|
||||
7,102,74,40,105,37.2,0.204,45,阴性
|
||||
0,114,80,34,285,44.2,0.167,27,阴性
|
||||
2,100,64,23,0,29.7,0.368,21,阴性
|
||||
0,131,88,0,0,31.6,0.743,32,阳性
|
||||
6,104,74,18,156,29.9,0.722,41,阳性
|
||||
3,148,66,25,0,32.5,0.256,22,阴性
|
||||
4,120,68,0,0,29.6,0.709,34,阴性
|
||||
4,110,66,0,0,31.9,0.471,29,阴性
|
||||
3,111,90,12,78,28.4,0.495,29,阴性
|
||||
6,102,82,0,0,30.8,0.18,36,阳性
|
||||
6,134,70,23,130,35.4,0.542,29,阳性
|
||||
2,87,0,23,0,28.9,0.773,25,阴性
|
||||
1,79,60,42,48,43.5,0.678,23,阴性
|
||||
2,75,64,24,55,29.7,0.37,33,阴性
|
||||
8,179,72,42,130,32.7,0.719,36,阳性
|
||||
6,85,78,0,0,31.2,0.382,42,阴性
|
||||
0,129,110,46,130,67.1,0.319,26,阳性
|
||||
5,143,78,0,0,45,0.19,47,阴性
|
||||
5,130,82,0,0,39.1,0.956,37,阳性
|
||||
6,87,80,0,0,23.2,0.084,32,阴性
|
||||
0,119,64,18,92,34.9,0.725,23,阴性
|
||||
1,0,74,20,23,27.7,0.299,21,阴性
|
||||
5,73,60,0,0,26.8,0.268,27,阴性
|
||||
4,141,74,0,0,27.6,0.244,40,阴性
|
||||
7,194,68,28,0,35.9,0.745,41,阳性
|
||||
8,181,68,36,495,30.1,0.615,60,阳性
|
||||
1,128,98,41,58,32,1.321,33,阳性
|
||||
8,109,76,39,114,27.9,0.64,31,阳性
|
||||
5,139,80,35,160,31.6,0.361,25,阳性
|
||||
3,111,62,0,0,22.6,0.142,21,阴性
|
||||
9,123,70,44,94,33.1,0.374,40,阴性
|
||||
7,159,66,0,0,30.4,0.383,36,阳性
|
||||
11,135,0,0,0,52.3,0.578,40,阳性
|
||||
8,85,55,20,0,24.4,0.136,42,阴性
|
||||
5,158,84,41,210,39.4,0.395,29,阳性
|
||||
1,105,58,0,0,24.3,0.187,21,阴性
|
||||
3,107,62,13,48,22.9,0.678,23,阳性
|
||||
4,109,64,44,99,34.8,0.905,26,阳性
|
||||
4,148,60,27,318,30.9,0.15,29,阳性
|
||||
0,113,80,16,0,31,0.874,21,阴性
|
||||
1,138,82,0,0,40.1,0.236,28,阴性
|
||||
0,108,68,20,0,27.3,0.787,32,阴性
|
||||
2,99,70,16,44,20.4,0.235,27,阴性
|
||||
6,103,72,32,190,37.7,0.324,55,阴性
|
||||
5,111,72,28,0,23.9,0.407,27,阴性
|
||||
8,196,76,29,280,37.5,0.605,57,阳性
|
||||
5,162,104,0,0,37.7,0.151,52,阳性
|
||||
1,96,64,27,87,33.2,0.289,21,阴性
|
||||
7,184,84,33,0,35.5,0.355,41,阳性
|
||||
2,81,60,22,0,27.7,0.29,25,阴性
|
||||
0,147,85,54,0,42.8,0.375,24,阴性
|
||||
7,179,95,31,0,34.2,0.164,60,阴性
|
||||
0,140,65,26,130,42.6,0.431,24,阳性
|
||||
9,112,82,32,175,34.2,0.26,36,阳性
|
||||
12,151,70,40,271,41.8,0.742,38,阳性
|
||||
5,109,62,41,129,35.8,0.514,25,阳性
|
||||
6,125,68,30,120,30,0.464,32,阴性
|
||||
5,85,74,22,0,29,1.224,32,阳性
|
||||
5,112,66,0,0,37.8,0.261,41,阳性
|
||||
0,177,60,29,478,34.6,1.072,21,阳性
|
||||
2,158,90,0,0,31.6,0.805,66,阳性
|
||||
7,119,0,0,0,25.2,0.209,37,阴性
|
||||
7,142,60,33,190,28.8,0.687,61,阴性
|
||||
1,100,66,15,56,23.6,0.666,26,阴性
|
||||
1,87,78,27,32,34.6,0.101,22,阴性
|
||||
0,101,76,0,0,35.7,0.198,26,阴性
|
||||
3,162,52,38,0,37.2,0.652,24,阳性
|
||||
4,197,70,39,744,36.7,2.329,31,阴性
|
||||
0,117,80,31,53,45.2,0.089,24,阴性
|
||||
4,142,86,0,0,44,0.645,22,阳性
|
||||
6,134,80,37,370,46.2,0.238,46,阳性
|
||||
1,79,80,25,37,25.4,0.583,22,阴性
|
||||
4,122,68,0,0,35,0.394,29,阴性
|
||||
3,74,68,28,45,29.7,0.293,23,阴性
|
||||
4,171,72,0,0,43.6,0.479,26,阳性
|
||||
7,181,84,21,192,35.9,0.586,51,阳性
|
||||
0,179,90,27,0,44.1,0.686,23,阳性
|
||||
9,164,84,21,0,30.8,0.831,32,阳性
|
||||
0,104,76,0,0,18.4,0.582,27,阴性
|
||||
1,91,64,24,0,29.2,0.192,21,阴性
|
||||
4,91,70,32,88,33.1,0.446,22,阴性
|
||||
3,139,54,0,0,25.6,0.402,22,阳性
|
||||
6,119,50,22,176,27.1,1.318,33,阳性
|
||||
2,146,76,35,194,38.2,0.329,29,阴性
|
||||
9,184,85,15,0,30,1.213,49,阳性
|
||||
10,122,68,0,0,31.2,0.258,41,阴性
|
||||
0,165,90,33,680,52.3,0.427,23,阴性
|
||||
9,124,70,33,402,35.4,0.282,34,阴性
|
||||
1,111,86,19,0,30.1,0.143,23,阴性
|
||||
9,106,52,0,0,31.2,0.38,42,阴性
|
||||
2,129,84,0,0,28,0.284,27,阴性
|
||||
2,90,80,14,55,24.4,0.249,24,阴性
|
||||
0,86,68,32,0,35.8,0.238,25,阴性
|
||||
12,92,62,7,258,27.6,0.926,44,阳性
|
||||
1,113,64,35,0,33.6,0.543,21,阳性
|
||||
3,111,56,39,0,30.1,0.557,30,阴性
|
||||
2,114,68,22,0,28.7,0.092,25,阴性
|
||||
1,193,50,16,375,25.9,0.655,24,阴性
|
||||
11,155,76,28,150,33.3,1.353,51,阳性
|
||||
3,191,68,15,130,30.9,0.299,34,阴性
|
||||
3,141,0,0,0,30,0.761,27,阳性
|
||||
4,95,70,32,0,32.1,0.612,24,阴性
|
||||
3,142,80,15,0,32.4,0.2,63,阴性
|
||||
4,123,62,0,0,32,0.226,35,阳性
|
||||
5,96,74,18,67,33.6,0.997,43,阴性
|
||||
0,138,0,0,0,36.3,0.933,25,阳性
|
||||
2,128,64,42,0,40,1.101,24,阴性
|
||||
0,102,52,0,0,25.1,0.078,21,阴性
|
||||
2,146,0,0,0,27.5,0.24,28,阳性
|
||||
10,101,86,37,0,45.6,1.136,38,阳性
|
||||
2,108,62,32,56,25.2,0.128,21,阴性
|
||||
3,122,78,0,0,23,0.254,40,阴性
|
||||
1,71,78,50,45,33.2,0.422,21,阴性
|
||||
13,106,70,0,0,34.2,0.251,52,阴性
|
||||
2,100,70,52,57,40.5,0.677,25,阴性
|
||||
7,106,60,24,0,26.5,0.296,29,阳性
|
||||
0,104,64,23,116,27.8,0.454,23,阴性
|
||||
5,114,74,0,0,24.9,0.744,57,阴性
|
||||
2,108,62,10,278,25.3,0.881,22,阴性
|
||||
0,146,70,0,0,37.9,0.334,28,阳性
|
||||
10,129,76,28,122,35.9,0.28,39,阴性
|
||||
7,133,88,15,155,32.4,0.262,37,阴性
|
||||
7,161,86,0,0,30.4,0.165,47,阳性
|
||||
2,108,80,0,0,27,0.259,52,阳性
|
||||
7,136,74,26,135,26,0.647,51,阴性
|
||||
5,155,84,44,545,38.7,0.619,34,阴性
|
||||
1,119,86,39,220,45.6,0.808,29,阳性
|
||||
4,96,56,17,49,20.8,0.34,26,阴性
|
||||
5,108,72,43,75,36.1,0.263,33,阴性
|
||||
0,78,88,29,40,36.9,0.434,21,阴性
|
||||
0,107,62,30,74,36.6,0.757,25,阳性
|
||||
2,128,78,37,182,43.3,1.224,31,阳性
|
||||
1,128,48,45,194,40.5,0.613,24,阳性
|
||||
0,161,50,0,0,21.9,0.254,65,阴性
|
||||
6,151,62,31,120,35.5,0.692,28,阴性
|
||||
2,146,70,38,360,28,0.337,29,阳性
|
||||
0,126,84,29,215,30.7,0.52,24,阴性
|
||||
14,100,78,25,184,36.6,0.412,46,阳性
|
||||
8,112,72,0,0,23.6,0.84,58,阴性
|
||||
0,167,0,0,0,32.3,0.839,30,阳性
|
||||
2,144,58,33,135,31.6,0.422,25,阳性
|
||||
5,77,82,41,42,35.8,0.156,35,阴性
|
||||
5,115,98,0,0,52.9,0.209,28,阳性
|
||||
3,150,76,0,0,21,0.207,37,阴性
|
||||
2,120,76,37,105,39.7,0.215,29,阴性
|
||||
10,161,68,23,132,25.5,0.326,47,阳性
|
||||
0,137,68,14,148,24.8,0.143,21,阴性
|
||||
0,128,68,19,180,30.5,1.391,25,阳性
|
||||
2,124,68,28,205,32.9,0.875,30,阳性
|
||||
6,80,66,30,0,26.2,0.313,41,阴性
|
||||
0,106,70,37,148,39.4,0.605,22,阴性
|
||||
2,155,74,17,96,26.6,0.433,27,阳性
|
||||
3,113,50,10,85,29.5,0.626,25,阴性
|
||||
7,109,80,31,0,35.9,1.127,43,阳性
|
||||
2,112,68,22,94,34.1,0.315,26,阴性
|
||||
3,99,80,11,64,19.3,0.284,30,阴性
|
||||
3,182,74,0,0,30.5,0.345,29,阳性
|
||||
3,115,66,39,140,38.1,0.15,28,阴性
|
||||
6,194,78,0,0,23.5,0.129,59,阳性
|
||||
4,129,60,12,231,27.5,0.527,31,阴性
|
||||
3,112,74,30,0,31.6,0.197,25,阳性
|
||||
0,124,70,20,0,27.4,0.254,36,阳性
|
||||
13,152,90,33,29,26.8,0.731,43,阳性
|
||||
2,112,75,32,0,35.7,0.148,21,阴性
|
||||
1,157,72,21,168,25.6,0.123,24,阴性
|
||||
1,122,64,32,156,35.1,0.692,30,阳性
|
||||
10,179,70,0,0,35.1,0.2,37,阴性
|
||||
2,102,86,36,120,45.5,0.127,23,阳性
|
||||
6,105,70,32,68,30.8,0.122,37,阴性
|
||||
8,118,72,19,0,23.1,1.476,46,阴性
|
||||
2,87,58,16,52,32.7,0.166,25,阴性
|
||||
1,180,0,0,0,43.3,0.282,41,阳性
|
||||
12,106,80,0,0,23.6,0.137,44,阴性
|
||||
1,95,60,18,58,23.9,0.26,22,阴性
|
||||
0,165,76,43,255,47.9,0.259,26,阴性
|
||||
0,117,0,0,0,33.8,0.932,44,阴性
|
||||
5,115,76,0,0,31.2,0.343,44,阳性
|
||||
9,152,78,34,171,34.2,0.893,33,阳性
|
||||
7,178,84,0,0,39.9,0.331,41,阳性
|
||||
1,130,70,13,105,25.9,0.472,22,阴性
|
||||
1,95,74,21,73,25.9,0.673,36,阴性
|
||||
1,0,68,35,0,32,0.389,22,阴性
|
||||
5,122,86,0,0,34.7,0.29,33,阴性
|
||||
8,95,72,0,0,36.8,0.485,57,阴性
|
||||
8,126,88,36,108,38.5,0.349,49,阴性
|
||||
1,139,46,19,83,28.7,0.654,22,阴性
|
||||
3,116,0,0,0,23.5,0.187,23,阴性
|
||||
3,99,62,19,74,21.8,0.279,26,阴性
|
||||
5,0,80,32,0,41,0.346,37,阳性
|
||||
4,92,80,0,0,42.2,0.237,29,阴性
|
||||
4,137,84,0,0,31.2,0.252,30,阴性
|
||||
3,61,82,28,0,34.4,0.243,46,阴性
|
||||
1,90,62,12,43,27.2,0.58,24,阴性
|
||||
3,90,78,0,0,42.7,0.559,21,阴性
|
||||
9,165,88,0,0,30.4,0.302,49,阳性
|
||||
1,125,50,40,167,33.3,0.962,28,阳性
|
||||
13,129,0,30,0,39.9,0.569,44,阳性
|
||||
12,88,74,40,54,35.3,0.378,48,阴性
|
||||
1,196,76,36,249,36.5,0.875,29,阳性
|
||||
5,189,64,33,325,31.2,0.583,29,阳性
|
||||
5,158,70,0,0,29.8,0.207,63,阴性
|
||||
5,103,108,37,0,39.2,0.305,65,阴性
|
||||
4,146,78,0,0,38.5,0.52,67,阳性
|
||||
4,147,74,25,293,34.9,0.385,30,阴性
|
||||
5,99,54,28,83,34,0.499,30,阴性
|
||||
6,124,72,0,0,27.6,0.368,29,阳性
|
||||
0,101,64,17,0,21,0.252,21,阴性
|
||||
3,81,86,16,66,27.5,0.306,22,阴性
|
||||
1,133,102,28,140,32.8,0.234,45,阳性
|
||||
3,173,82,48,465,38.4,2.137,25,阳性
|
||||
0,118,64,23,89,0,1.731,21,阴性
|
||||
0,84,64,22,66,35.8,0.545,21,阴性
|
||||
2,105,58,40,94,34.9,0.225,25,阴性
|
||||
2,122,52,43,158,36.2,0.816,28,阴性
|
||||
12,140,82,43,325,39.2,0.528,58,阳性
|
||||
0,98,82,15,84,25.2,0.299,22,阴性
|
||||
1,87,60,37,75,37.2,0.509,22,阴性
|
||||
4,156,75,0,0,48.3,0.238,32,阳性
|
||||
0,93,100,39,72,43.4,1.021,35,阴性
|
||||
1,107,72,30,82,30.8,0.821,24,阴性
|
||||
0,105,68,22,0,20,0.236,22,阴性
|
||||
1,109,60,8,182,25.4,0.947,21,阴性
|
||||
1,90,62,18,59,25.1,1.268,25,阴性
|
||||
1,125,70,24,110,24.3,0.221,25,阴性
|
||||
1,119,54,13,50,22.3,0.205,24,阴性
|
||||
5,116,74,29,0,32.3,0.66,35,阳性
|
||||
8,105,100,36,0,43.3,0.239,45,阳性
|
||||
5,144,82,26,285,32,0.452,58,阳性
|
||||
3,100,68,23,81,31.6,0.949,28,阴性
|
||||
1,100,66,29,196,32,0.444,42,阴性
|
||||
5,166,76,0,0,45.7,0.34,27,阳性
|
||||
1,131,64,14,415,23.7,0.389,21,阴性
|
||||
4,116,72,12,87,22.1,0.463,37,阴性
|
||||
4,158,78,0,0,32.9,0.803,31,阳性
|
||||
2,127,58,24,275,27.7,1.6,25,阴性
|
||||
3,96,56,34,115,24.7,0.944,39,阴性
|
||||
0,131,66,40,0,34.3,0.196,22,阳性
|
||||
3,82,70,0,0,21.1,0.389,25,阴性
|
||||
3,193,70,31,0,34.9,0.241,25,阳性
|
||||
4,95,64,0,0,32,0.161,31,阳性
|
||||
6,137,61,0,0,24.2,0.151,55,阴性
|
||||
5,136,84,41,88,35,0.286,35,阳性
|
||||
9,72,78,25,0,31.6,0.28,38,阴性
|
||||
5,168,64,0,0,32.9,0.135,41,阳性
|
||||
2,123,48,32,165,42.1,0.52,26,阴性
|
||||
4,115,72,0,0,28.9,0.376,46,阳性
|
||||
0,101,62,0,0,21.9,0.336,25,阴性
|
||||
8,197,74,0,0,25.9,1.191,39,阳性
|
||||
1,172,68,49,579,42.4,0.702,28,阳性
|
||||
6,102,90,39,0,35.7,0.674,28,阴性
|
||||
1,112,72,30,176,34.4,0.528,25,阴性
|
||||
1,143,84,23,310,42.4,1.076,22,阴性
|
||||
1,143,74,22,61,26.2,0.256,21,阴性
|
||||
0,138,60,35,167,34.6,0.534,21,阳性
|
||||
3,173,84,33,474,35.7,0.258,22,阳性
|
||||
1,97,68,21,0,27.2,1.095,22,阴性
|
||||
4,144,82,32,0,38.5,0.554,37,阳性
|
||||
1,83,68,0,0,18.2,0.624,27,阴性
|
||||
3,129,64,29,115,26.4,0.219,28,阳性
|
||||
1,119,88,41,170,45.3,0.507,26,阴性
|
||||
2,94,68,18,76,26,0.561,21,阴性
|
||||
0,102,64,46,78,40.6,0.496,21,阴性
|
||||
2,115,64,22,0,30.8,0.421,21,阴性
|
||||
8,151,78,32,210,42.9,0.516,36,阳性
|
||||
4,184,78,39,277,37,0.264,31,阳性
|
||||
0,94,0,0,0,0,0.256,25,阴性
|
||||
1,181,64,30,180,34.1,0.328,38,阳性
|
||||
0,135,94,46,145,40.6,0.284,26,阴性
|
||||
1,95,82,25,180,35,0.233,43,阳性
|
||||
2,99,0,0,0,22.2,0.108,23,阴性
|
||||
3,89,74,16,85,30.4,0.551,38,阴性
|
||||
1,80,74,11,60,30,0.527,22,阴性
|
||||
2,139,75,0,0,25.6,0.167,29,阴性
|
||||
1,90,68,8,0,24.5,1.138,36,阴性
|
||||
0,141,0,0,0,42.4,0.205,29,阳性
|
||||
12,140,85,33,0,37.4,0.244,41,阴性
|
||||
5,147,75,0,0,29.9,0.434,28,阴性
|
||||
1,97,70,15,0,18.2,0.147,21,阴性
|
||||
6,107,88,0,0,36.8,0.727,31,阴性
|
||||
0,189,104,25,0,34.3,0.435,41,阳性
|
||||
2,83,66,23,50,32.2,0.497,22,阴性
|
||||
4,117,64,27,120,33.2,0.23,24,阴性
|
||||
8,108,70,0,0,30.5,0.955,33,阳性
|
||||
4,117,62,12,0,29.7,0.38,30,阳性
|
||||
0,180,78,63,14,59.4,2.42,25,阳性
|
||||
1,100,72,12,70,25.3,0.658,28,阴性
|
||||
0,95,80,45,92,36.5,0.33,26,阴性
|
||||
0,104,64,37,64,33.6,0.51,22,阳性
|
||||
0,120,74,18,63,30.5,0.285,26,阴性
|
||||
1,82,64,13,95,21.2,0.415,23,阴性
|
||||
2,134,70,0,0,28.9,0.542,23,阳性
|
||||
0,91,68,32,210,39.9,0.381,25,阴性
|
||||
2,119,0,0,0,19.6,0.832,72,阴性
|
||||
2,100,54,28,105,37.8,0.498,24,阴性
|
||||
14,175,62,30,0,33.6,0.212,38,阳性
|
||||
1,135,54,0,0,26.7,0.687,62,阴性
|
||||
5,86,68,28,71,30.2,0.364,24,阴性
|
||||
10,148,84,48,237,37.6,1.001,51,阳性
|
||||
9,134,74,33,60,25.9,0.46,81,阴性
|
||||
9,120,72,22,56,20.8,0.733,48,阴性
|
||||
1,71,62,0,0,21.8,0.416,26,阴性
|
||||
8,74,70,40,49,35.3,0.705,39,阴性
|
||||
5,88,78,30,0,27.6,0.258,37,阴性
|
||||
10,115,98,0,0,24,1.022,34,阴性
|
||||
0,124,56,13,105,21.8,0.452,21,阴性
|
||||
0,74,52,10,36,27.8,0.269,22,阴性
|
||||
0,97,64,36,100,36.8,0.6,25,阴性
|
||||
8,120,0,0,0,30,0.183,38,阳性
|
||||
6,154,78,41,140,46.1,0.571,27,阴性
|
||||
1,144,82,40,0,41.3,0.607,28,阴性
|
||||
0,137,70,38,0,33.2,0.17,22,阴性
|
||||
0,119,66,27,0,38.8,0.259,22,阴性
|
||||
7,136,90,0,0,29.9,0.21,50,阴性
|
||||
4,114,64,0,0,28.9,0.126,24,阴性
|
||||
0,137,84,27,0,27.3,0.231,59,阴性
|
||||
2,105,80,45,191,33.7,0.711,29,阳性
|
||||
7,114,76,17,110,23.8,0.466,31,阴性
|
||||
8,126,74,38,75,25.9,0.162,39,阴性
|
||||
4,132,86,31,0,28,0.419,63,阴性
|
||||
3,158,70,30,328,35.5,0.344,35,阳性
|
||||
0,123,88,37,0,35.2,0.197,29,阴性
|
||||
4,85,58,22,49,27.8,0.306,28,阴性
|
||||
0,84,82,31,125,38.2,0.233,23,阴性
|
||||
0,145,0,0,0,44.2,0.63,31,阳性
|
||||
0,135,68,42,250,42.3,0.365,24,阳性
|
||||
1,139,62,41,480,40.7,0.536,21,阴性
|
||||
0,173,78,32,265,46.5,1.159,58,阴性
|
||||
4,99,72,17,0,25.6,0.294,28,阴性
|
||||
8,194,80,0,0,26.1,0.551,67,阴性
|
||||
2,83,65,28,66,36.8,0.629,24,阴性
|
||||
2,89,90,30,0,33.5,0.292,42,阴性
|
||||
4,99,68,38,0,32.8,0.145,33,阴性
|
||||
4,125,70,18,122,28.9,1.144,45,阳性
|
||||
3,80,0,0,0,0,0.174,22,阴性
|
||||
6,166,74,0,0,26.6,0.304,66,阴性
|
||||
5,110,68,0,0,26,0.292,30,阴性
|
||||
2,81,72,15,76,30.1,0.547,25,阴性
|
||||
7,195,70,33,145,25.1,0.163,55,阳性
|
||||
6,154,74,32,193,29.3,0.839,39,阴性
|
||||
2,117,90,19,71,25.2,0.313,21,阴性
|
||||
3,84,72,32,0,37.2,0.267,28,阴性
|
||||
6,0,68,41,0,39,0.727,41,阳性
|
||||
7,94,64,25,79,33.3,0.738,41,阴性
|
||||
3,96,78,39,0,37.3,0.238,40,阴性
|
||||
10,75,82,0,0,33.3,0.263,38,阴性
|
||||
0,180,90,26,90,36.5,0.314,35,阳性
|
||||
1,130,60,23,170,28.6,0.692,21,阴性
|
||||
2,84,50,23,76,30.4,0.968,21,阴性
|
||||
8,120,78,0,0,25,0.409,64,阴性
|
||||
12,84,72,31,0,29.7,0.297,46,阳性
|
||||
0,139,62,17,210,22.1,0.207,21,阴性
|
||||
9,91,68,0,0,24.2,0.2,58,阴性
|
||||
2,91,62,0,0,27.3,0.525,22,阴性
|
||||
3,99,54,19,86,25.6,0.154,24,阴性
|
||||
3,163,70,18,105,31.6,0.268,28,阳性
|
||||
9,145,88,34,165,30.3,0.771,53,阳性
|
||||
7,125,86,0,0,37.6,0.304,51,阴性
|
||||
13,76,60,0,0,32.8,0.18,41,阴性
|
||||
6,129,90,7,326,19.6,0.582,60,阴性
|
||||
2,68,70,32,66,25,0.187,25,阴性
|
||||
3,124,80,33,130,33.2,0.305,26,阴性
|
||||
6,114,0,0,0,0,0.189,26,阴性
|
||||
9,130,70,0,0,34.2,0.652,45,阳性
|
||||
3,125,58,0,0,31.6,0.151,24,阴性
|
||||
3,87,60,18,0,21.8,0.444,21,阴性
|
||||
1,97,64,19,82,18.2,0.299,21,阴性
|
||||
3,116,74,15,105,26.3,0.107,24,阴性
|
||||
0,117,66,31,188,30.8,0.493,22,阴性
|
||||
0,111,65,0,0,24.6,0.66,31,阴性
|
||||
2,122,60,18,106,29.8,0.717,22,阴性
|
||||
0,107,76,0,0,45.3,0.686,24,阴性
|
||||
1,86,66,52,65,41.3,0.917,29,阴性
|
||||
6,91,0,0,0,29.8,0.501,31,阴性
|
||||
1,77,56,30,56,33.3,1.251,24,阴性
|
||||
4,132,0,0,0,32.9,0.302,23,阳性
|
||||
0,105,90,0,0,29.6,0.197,46,阴性
|
||||
0,57,60,0,0,21.7,0.735,67,阴性
|
||||
0,127,80,37,210,36.3,0.804,23,阴性
|
||||
3,129,92,49,155,36.4,0.968,32,阳性
|
||||
8,100,74,40,215,39.4,0.661,43,阳性
|
||||
3,128,72,25,190,32.4,0.549,27,阳性
|
||||
10,90,85,32,0,34.9,0.825,56,阳性
|
||||
4,84,90,23,56,39.5,0.159,25,阴性
|
||||
1,88,78,29,76,32,0.365,29,阴性
|
||||
8,186,90,35,225,34.5,0.423,37,阳性
|
||||
5,187,76,27,207,43.6,1.034,53,阳性
|
||||
4,131,68,21,166,33.1,0.16,28,阴性
|
||||
1,164,82,43,67,32.8,0.341,50,阴性
|
||||
4,189,110,31,0,28.5,0.68,37,阴性
|
||||
1,116,70,28,0,27.4,0.204,21,阴性
|
||||
3,84,68,30,106,31.9,0.591,25,阴性
|
||||
6,114,88,0,0,27.8,0.247,66,阴性
|
||||
1,88,62,24,44,29.9,0.422,23,阴性
|
||||
1,84,64,23,115,36.9,0.471,28,阴性
|
||||
7,124,70,33,215,25.5,0.161,37,阴性
|
||||
1,97,70,40,0,38.1,0.218,30,阴性
|
||||
8,110,76,0,0,27.8,0.237,58,阴性
|
||||
11,103,68,40,0,46.2,0.126,42,阴性
|
||||
11,85,74,0,0,30.1,0.3,35,阴性
|
||||
6,125,76,0,0,33.8,0.121,54,阳性
|
||||
0,198,66,32,274,41.3,0.502,28,阳性
|
||||
1,87,68,34,77,37.6,0.401,24,阴性
|
||||
6,99,60,19,54,26.9,0.497,32,阴性
|
||||
0,91,80,0,0,32.4,0.601,27,阴性
|
||||
2,95,54,14,88,26.1,0.748,22,阴性
|
||||
1,99,72,30,18,38.6,0.412,21,阴性
|
||||
6,92,62,32,126,32,0.085,46,阴性
|
||||
4,154,72,29,126,31.3,0.338,37,阴性
|
||||
0,121,66,30,165,34.3,0.203,33,阳性
|
||||
3,78,70,0,0,32.5,0.27,39,阴性
|
||||
2,130,96,0,0,22.6,0.268,21,阴性
|
||||
3,111,58,31,44,29.5,0.43,22,阴性
|
||||
2,98,60,17,120,34.7,0.198,22,阴性
|
||||
1,143,86,30,330,30.1,0.892,23,阴性
|
||||
1,119,44,47,63,35.5,0.28,25,阴性
|
||||
6,108,44,20,130,24,0.813,35,阴性
|
||||
2,118,80,0,0,42.9,0.693,21,阳性
|
||||
10,133,68,0,0,27,0.245,36,阴性
|
||||
2,197,70,99,0,34.7,0.575,62,阳性
|
||||
0,151,90,46,0,42.1,0.371,21,阳性
|
||||
6,109,60,27,0,25,0.206,27,阴性
|
||||
12,121,78,17,0,26.5,0.259,62,阴性
|
||||
8,100,76,0,0,38.7,0.19,42,阴性
|
||||
8,124,76,24,600,28.7,0.687,52,阳性
|
||||
1,93,56,11,0,22.5,0.417,22,阴性
|
||||
8,143,66,0,0,34.9,0.129,41,阳性
|
||||
6,103,66,0,0,24.3,0.249,29,阴性
|
||||
3,176,86,27,156,33.3,1.154,52,阳性
|
||||
0,73,0,0,0,21.1,0.342,25,阴性
|
||||
11,111,84,40,0,46.8,0.925,45,阳性
|
||||
2,112,78,50,140,39.4,0.175,24,阴性
|
||||
3,132,80,0,0,34.4,0.402,44,阳性
|
||||
2,82,52,22,115,28.5,1.699,25,阴性
|
||||
6,123,72,45,230,33.6,0.733,34,阴性
|
||||
0,188,82,14,185,32,0.682,22,阳性
|
||||
0,67,76,0,0,45.3,0.194,46,阴性
|
||||
1,89,24,19,25,27.8,0.559,21,阴性
|
||||
1,173,74,0,0,36.8,0.088,38,阳性
|
||||
1,109,38,18,120,23.1,0.407,26,阴性
|
||||
1,108,88,19,0,27.1,0.4,24,阴性
|
||||
6,96,0,0,0,23.7,0.19,28,阴性
|
||||
1,124,74,36,0,27.8,0.1,30,阴性
|
||||
7,150,78,29,126,35.2,0.692,54,阳性
|
||||
4,183,0,0,0,28.4,0.212,36,阳性
|
||||
1,124,60,32,0,35.8,0.514,21,阴性
|
||||
1,181,78,42,293,40,1.258,22,阳性
|
||||
1,92,62,25,41,19.5,0.482,25,阴性
|
||||
0,152,82,39,272,41.5,0.27,27,阴性
|
||||
1,111,62,13,182,24,0.138,23,阴性
|
||||
3,106,54,21,158,30.9,0.292,24,阴性
|
||||
3,174,58,22,194,32.9,0.593,36,阳性
|
||||
7,168,88,42,321,38.2,0.787,40,阳性
|
||||
6,105,80,28,0,32.5,0.878,26,阴性
|
||||
11,138,74,26,144,36.1,0.557,50,阳性
|
||||
3,106,72,0,0,25.8,0.207,27,阴性
|
||||
6,117,96,0,0,28.7,0.157,30,阴性
|
||||
2,68,62,13,15,20.1,0.257,23,阴性
|
||||
9,112,82,24,0,28.2,1.282,50,阳性
|
||||
0,119,0,0,0,32.4,0.141,24,阳性
|
||||
2,112,86,42,160,38.4,0.246,28,阴性
|
||||
2,92,76,20,0,24.2,1.698,28,阴性
|
||||
6,183,94,0,0,40.8,1.461,45,阴性
|
||||
0,94,70,27,115,43.5,0.347,21,阴性
|
||||
2,108,64,0,0,30.8,0.158,21,阴性
|
||||
4,90,88,47,54,37.7,0.362,29,阴性
|
||||
0,125,68,0,0,24.7,0.206,21,阴性
|
||||
0,132,78,0,0,32.4,0.393,21,阴性
|
||||
5,128,80,0,0,34.6,0.144,45,阴性
|
||||
4,94,65,22,0,24.7,0.148,21,阴性
|
||||
7,114,64,0,0,27.4,0.732,34,阳性
|
||||
0,102,78,40,90,34.5,0.238,24,阴性
|
||||
2,111,60,0,0,26.2,0.343,23,阴性
|
||||
1,128,82,17,183,27.5,0.115,22,阴性
|
||||
10,92,62,0,0,25.9,0.167,31,阴性
|
||||
13,104,72,0,0,31.2,0.465,38,阳性
|
||||
5,104,74,0,0,28.8,0.153,48,阴性
|
||||
2,94,76,18,66,31.6,0.649,23,阴性
|
||||
7,97,76,32,91,40.9,0.871,32,阳性
|
||||
1,100,74,12,46,19.5,0.149,28,阴性
|
||||
0,102,86,17,105,29.3,0.695,27,阴性
|
||||
4,128,70,0,0,34.3,0.303,24,阴性
|
||||
6,147,80,0,0,29.5,0.178,50,阳性
|
||||
4,90,0,0,0,28,0.61,31,阴性
|
||||
3,103,72,30,152,27.6,0.73,27,阴性
|
||||
2,157,74,35,440,39.4,0.134,30,阴性
|
||||
1,167,74,17,144,23.4,0.447,33,阳性
|
||||
0,179,50,36,159,37.8,0.455,22,阳性
|
||||
11,136,84,35,130,28.3,0.26,42,阳性
|
||||
0,107,60,25,0,26.4,0.133,23,阴性
|
||||
1,91,54,25,100,25.2,0.234,23,阴性
|
||||
1,117,60,23,106,33.8,0.466,27,阴性
|
||||
5,123,74,40,77,34.1,0.269,28,阴性
|
||||
2,120,54,0,0,26.8,0.455,27,阴性
|
||||
1,106,70,28,135,34.2,0.142,22,阴性
|
||||
2,155,52,27,540,38.7,0.24,25,阳性
|
||||
2,101,58,35,90,21.8,0.155,22,阴性
|
||||
1,120,80,48,200,38.9,1.162,41,阴性
|
||||
11,127,106,0,0,39,0.19,51,阴性
|
||||
3,80,82,31,70,34.2,1.292,27,阳性
|
||||
10,162,84,0,0,27.7,0.182,54,阴性
|
||||
1,199,76,43,0,42.9,1.394,22,阳性
|
||||
8,167,106,46,231,37.6,0.165,43,阳性
|
||||
9,145,80,46,130,37.9,0.637,40,阳性
|
||||
6,115,60,39,0,33.7,0.245,40,阳性
|
||||
1,112,80,45,132,34.8,0.217,24,阴性
|
||||
4,145,82,18,0,32.5,0.235,70,阳性
|
||||
10,111,70,27,0,27.5,0.141,40,阳性
|
||||
6,98,58,33,190,34,0.43,43,阴性
|
||||
9,154,78,30,100,30.9,0.164,45,阴性
|
||||
6,165,68,26,168,33.6,0.631,49,阴性
|
||||
1,99,58,10,0,25.4,0.551,21,阴性
|
||||
10,68,106,23,49,35.5,0.285,47,阴性
|
||||
3,123,100,35,240,57.3,0.88,22,阴性
|
||||
8,91,82,0,0,35.6,0.587,68,阴性
|
||||
6,195,70,0,0,30.9,0.328,31,阳性
|
||||
9,156,86,0,0,24.8,0.23,53,阳性
|
||||
0,93,60,0,0,35.3,0.263,25,阴性
|
||||
3,121,52,0,0,36,0.127,25,阳性
|
||||
2,101,58,17,265,24.2,0.614,23,阴性
|
||||
2,56,56,28,45,24.2,0.332,22,阴性
|
||||
0,162,76,36,0,49.6,0.364,26,阳性
|
||||
0,95,64,39,105,44.6,0.366,22,阴性
|
||||
4,125,80,0,0,32.3,0.536,27,阳性
|
||||
5,136,82,0,0,0,0.64,69,阴性
|
||||
2,129,74,26,205,33.2,0.591,25,阴性
|
||||
3,130,64,0,0,23.1,0.314,22,阴性
|
||||
1,107,50,19,0,28.3,0.181,29,阴性
|
||||
1,140,74,26,180,24.1,0.828,23,阴性
|
||||
1,144,82,46,180,46.1,0.335,46,阳性
|
||||
8,107,80,0,0,24.6,0.856,34,阴性
|
||||
13,158,114,0,0,42.3,0.257,44,阳性
|
||||
2,121,70,32,95,39.1,0.886,23,阴性
|
||||
7,129,68,49,125,38.5,0.439,43,阳性
|
||||
2,90,60,0,0,23.5,0.191,25,阴性
|
||||
7,142,90,24,480,30.4,0.128,43,阳性
|
||||
3,169,74,19,125,29.9,0.268,31,阳性
|
||||
0,99,0,0,0,25,0.253,22,阴性
|
||||
4,127,88,11,155,34.5,0.598,28,阴性
|
||||
4,118,70,0,0,44.5,0.904,26,阴性
|
||||
2,122,76,27,200,35.9,0.483,26,阴性
|
||||
6,125,78,31,0,27.6,0.565,49,阳性
|
||||
1,168,88,29,0,35,0.905,52,阳性
|
||||
2,129,0,0,0,38.5,0.304,41,阴性
|
||||
4,110,76,20,100,28.4,0.118,27,阴性
|
||||
6,80,80,36,0,39.8,0.177,28,阴性
|
||||
10,115,0,0,0,0,0.261,30,阳性
|
||||
2,127,46,21,335,34.4,0.176,22,阴性
|
||||
9,164,78,0,0,32.8,0.148,45,阳性
|
||||
2,93,64,32,160,38,0.674,23,阳性
|
||||
3,158,64,13,387,31.2,0.295,24,阴性
|
||||
5,126,78,27,22,29.6,0.439,40,阴性
|
||||
10,129,62,36,0,41.2,0.441,38,阳性
|
||||
0,134,58,20,291,26.4,0.352,21,阴性
|
||||
3,102,74,0,0,29.5,0.121,32,阴性
|
||||
7,187,50,33,392,33.9,0.826,34,阳性
|
||||
3,173,78,39,185,33.8,0.97,31,阳性
|
||||
10,94,72,18,0,23.1,0.595,56,阴性
|
||||
1,108,60,46,178,35.5,0.415,24,阴性
|
||||
5,97,76,27,0,35.6,0.378,52,阳性
|
||||
4,83,86,19,0,29.3,0.317,34,阴性
|
||||
1,114,66,36,200,38.1,0.289,21,阴性
|
||||
1,149,68,29,127,29.3,0.349,42,阳性
|
||||
5,117,86,30,105,39.1,0.251,42,阴性
|
||||
1,111,94,0,0,32.8,0.265,45,阴性
|
||||
4,112,78,40,0,39.4,0.236,38,阴性
|
||||
1,116,78,29,180,36.1,0.496,25,阴性
|
||||
0,141,84,26,0,32.4,0.433,22,阴性
|
||||
2,175,88,0,0,22.9,0.326,22,阴性
|
||||
2,92,52,0,0,30.1,0.141,22,阴性
|
||||
3,130,78,23,79,28.4,0.323,34,阳性
|
||||
8,120,86,0,0,28.4,0.259,22,阳性
|
||||
2,174,88,37,120,44.5,0.646,24,阳性
|
||||
2,106,56,27,165,29,0.426,22,阴性
|
||||
2,105,75,0,0,23.3,0.56,53,阴性
|
||||
4,95,60,32,0,35.4,0.284,28,阴性
|
||||
0,126,86,27,120,27.4,0.515,21,阴性
|
||||
8,65,72,23,0,32,0.6,42,阴性
|
||||
2,99,60,17,160,36.6,0.453,21,阴性
|
||||
1,102,74,0,0,39.5,0.293,42,阳性
|
||||
11,120,80,37,150,42.3,0.785,48,阳性
|
||||
3,102,44,20,94,30.8,0.4,26,阴性
|
||||
1,109,58,18,116,28.5,0.219,22,阴性
|
||||
9,140,94,0,0,32.7,0.734,45,阳性
|
||||
13,153,88,37,140,40.6,1.174,39,阴性
|
||||
12,100,84,33,105,30,0.488,46,阴性
|
||||
1,147,94,41,0,49.3,0.358,27,阳性
|
||||
1,81,74,41,57,46.3,1.096,32,阴性
|
||||
3,187,70,22,200,36.4,0.408,36,阳性
|
||||
6,162,62,0,0,24.3,0.178,50,阳性
|
||||
4,136,70,0,0,31.2,1.182,22,阳性
|
||||
1,121,78,39,74,39,0.261,28,阴性
|
||||
3,108,62,24,0,26,0.223,25,阴性
|
||||
0,181,88,44,510,43.3,0.222,26,阳性
|
||||
8,154,78,32,0,32.4,0.443,45,阳性
|
||||
1,128,88,39,110,36.5,1.057,37,阳性
|
||||
7,137,90,41,0,32,0.391,39,阴性
|
||||
0,123,72,0,0,36.3,0.258,52,阳性
|
||||
1,106,76,0,0,37.5,0.197,26,阴性
|
||||
6,190,92,0,0,35.5,0.278,66,阳性
|
||||
2,88,58,26,16,28.4,0.766,22,阴性
|
||||
9,170,74,31,0,44,0.403,43,阳性
|
||||
9,89,62,0,0,22.5,0.142,33,阴性
|
||||
10,101,76,48,180,32.9,0.171,63,阴性
|
||||
2,122,70,27,0,36.8,0.34,27,阴性
|
||||
5,121,72,23,112,26.2,0.245,30,阴性
|
||||
1,126,60,0,0,30.1,0.349,47,阳性
|
||||
1,93,70,31,0,30.4,0.315,23,阴性
|
||||
|
||||
|
Can't render this file because it has a wrong number of fields in line 770.
|
|
|
@ -0,0 +1,151 @@
|
|||
"","Sepal.Length","Sepal.Width","Petal.Length","Petal.Width","Species"
|
||||
"1",5.1,3.5,1.4,0.2,"setosa"
|
||||
"2",4.9,3,1.4,0.2,"setosa"
|
||||
"3",4.7,3.2,1.3,0.2,"setosa"
|
||||
"4",4.6,3.1,1.5,0.2,"setosa"
|
||||
"5",5,3.6,1.4,0.2,"setosa"
|
||||
"6",5.4,3.9,1.7,0.4,"setosa"
|
||||
"7",4.6,3.4,1.4,0.3,"setosa"
|
||||
"8",5,3.4,1.5,0.2,"setosa"
|
||||
"9",4.4,2.9,1.4,0.2,"setosa"
|
||||
"10",4.9,3.1,1.5,0.1,"setosa"
|
||||
"11",5.4,3.7,1.5,0.2,"setosa"
|
||||
"12",4.8,3.4,1.6,0.2,"setosa"
|
||||
"13",4.8,3,1.4,0.1,"setosa"
|
||||
"14",4.3,3,1.1,0.1,"setosa"
|
||||
"15",5.8,4,1.2,0.2,"setosa"
|
||||
"16",5.7,4.4,1.5,0.4,"setosa"
|
||||
"17",5.4,3.9,1.3,0.4,"setosa"
|
||||
"18",5.1,3.5,1.4,0.3,"setosa"
|
||||
"19",5.7,3.8,1.7,0.3,"setosa"
|
||||
"20",5.1,3.8,1.5,0.3,"setosa"
|
||||
"21",5.4,3.4,1.7,0.2,"setosa"
|
||||
"22",5.1,3.7,1.5,0.4,"setosa"
|
||||
"23",4.6,3.6,1,0.2,"setosa"
|
||||
"24",5.1,3.3,1.7,0.5,"setosa"
|
||||
"25",4.8,3.4,1.9,0.2,"setosa"
|
||||
"26",5,3,1.6,0.2,"setosa"
|
||||
"27",5,3.4,1.6,0.4,"setosa"
|
||||
"28",5.2,3.5,1.5,0.2,"setosa"
|
||||
"29",5.2,3.4,1.4,0.2,"setosa"
|
||||
"30",4.7,3.2,1.6,0.2,"setosa"
|
||||
"31",4.8,3.1,1.6,0.2,"setosa"
|
||||
"32",5.4,3.4,1.5,0.4,"setosa"
|
||||
"33",5.2,4.1,1.5,0.1,"setosa"
|
||||
"34",5.5,4.2,1.4,0.2,"setosa"
|
||||
"35",4.9,3.1,1.5,0.2,"setosa"
|
||||
"36",5,3.2,1.2,0.2,"setosa"
|
||||
"37",5.5,3.5,1.3,0.2,"setosa"
|
||||
"38",4.9,3.6,1.4,0.1,"setosa"
|
||||
"39",4.4,3,1.3,0.2,"setosa"
|
||||
"40",5.1,3.4,1.5,0.2,"setosa"
|
||||
"41",5,3.5,1.3,0.3,"setosa"
|
||||
"42",4.5,2.3,1.3,0.3,"setosa"
|
||||
"43",4.4,3.2,1.3,0.2,"setosa"
|
||||
"44",5,3.5,1.6,0.6,"setosa"
|
||||
"45",5.1,3.8,1.9,0.4,"setosa"
|
||||
"46",4.8,3,1.4,0.3,"setosa"
|
||||
"47",5.1,3.8,1.6,0.2,"setosa"
|
||||
"48",4.6,3.2,1.4,0.2,"setosa"
|
||||
"49",5.3,3.7,1.5,0.2,"setosa"
|
||||
"50",5,3.3,1.4,0.2,"setosa"
|
||||
"51",7,3.2,4.7,1.4,"versicolor"
|
||||
"52",6.4,3.2,4.5,1.5,"versicolor"
|
||||
"53",6.9,3.1,4.9,1.5,"versicolor"
|
||||
"54",5.5,2.3,4,1.3,"versicolor"
|
||||
"55",6.5,2.8,4.6,1.5,"versicolor"
|
||||
"56",5.7,2.8,4.5,1.3,"versicolor"
|
||||
"57",6.3,3.3,4.7,1.6,"versicolor"
|
||||
"58",4.9,2.4,3.3,1,"versicolor"
|
||||
"59",6.6,2.9,4.6,1.3,"versicolor"
|
||||
"60",5.2,2.7,3.9,1.4,"versicolor"
|
||||
"61",5,2,3.5,1,"versicolor"
|
||||
"62",5.9,3,4.2,1.5,"versicolor"
|
||||
"63",6,2.2,4,1,"versicolor"
|
||||
"64",6.1,2.9,4.7,1.4,"versicolor"
|
||||
"65",5.6,2.9,3.6,1.3,"versicolor"
|
||||
"66",6.7,3.1,4.4,1.4,"versicolor"
|
||||
"67",5.6,3,4.5,1.5,"versicolor"
|
||||
"68",5.8,2.7,4.1,1,"versicolor"
|
||||
"69",6.2,2.2,4.5,1.5,"versicolor"
|
||||
"70",5.6,2.5,3.9,1.1,"versicolor"
|
||||
"71",5.9,3.2,4.8,1.8,"versicolor"
|
||||
"72",6.1,2.8,4,1.3,"versicolor"
|
||||
"73",6.3,2.5,4.9,1.5,"versicolor"
|
||||
"74",6.1,2.8,4.7,1.2,"versicolor"
|
||||
"75",6.4,2.9,4.3,1.3,"versicolor"
|
||||
"76",6.6,3,4.4,1.4,"versicolor"
|
||||
"77",6.8,2.8,4.8,1.4,"versicolor"
|
||||
"78",6.7,3,5,1.7,"versicolor"
|
||||
"79",6,2.9,4.5,1.5,"versicolor"
|
||||
"80",5.7,2.6,3.5,1,"versicolor"
|
||||
"81",5.5,2.4,3.8,1.1,"versicolor"
|
||||
"82",5.5,2.4,3.7,1,"versicolor"
|
||||
"83",5.8,2.7,3.9,1.2,"versicolor"
|
||||
"84",6,2.7,5.1,1.6,"versicolor"
|
||||
"85",5.4,3,4.5,1.5,"versicolor"
|
||||
"86",6,3.4,4.5,1.6,"versicolor"
|
||||
"87",6.7,3.1,4.7,1.5,"versicolor"
|
||||
"88",6.3,2.3,4.4,1.3,"versicolor"
|
||||
"89",5.6,3,4.1,1.3,"versicolor"
|
||||
"90",5.5,2.5,4,1.3,"versicolor"
|
||||
"91",5.5,2.6,4.4,1.2,"versicolor"
|
||||
"92",6.1,3,4.6,1.4,"versicolor"
|
||||
"93",5.8,2.6,4,1.2,"versicolor"
|
||||
"94",5,2.3,3.3,1,"versicolor"
|
||||
"95",5.6,2.7,4.2,1.3,"versicolor"
|
||||
"96",5.7,3,4.2,1.2,"versicolor"
|
||||
"97",5.7,2.9,4.2,1.3,"versicolor"
|
||||
"98",6.2,2.9,4.3,1.3,"versicolor"
|
||||
"99",5.1,2.5,3,1.1,"versicolor"
|
||||
"100",5.7,2.8,4.1,1.3,"versicolor"
|
||||
"101",6.3,3.3,6,2.5,"virginica"
|
||||
"102",5.8,2.7,5.1,1.9,"virginica"
|
||||
"103",7.1,3,5.9,2.1,"virginica"
|
||||
"104",6.3,2.9,5.6,1.8,"virginica"
|
||||
"105",6.5,3,5.8,2.2,"virginica"
|
||||
"106",7.6,3,6.6,2.1,"virginica"
|
||||
"107",4.9,2.5,4.5,1.7,"virginica"
|
||||
"108",7.3,2.9,6.3,1.8,"virginica"
|
||||
"109",6.7,2.5,5.8,1.8,"virginica"
|
||||
"110",7.2,3.6,6.1,2.5,"virginica"
|
||||
"111",6.5,3.2,5.1,2,"virginica"
|
||||
"112",6.4,2.7,5.3,1.9,"virginica"
|
||||
"113",6.8,3,5.5,2.1,"virginica"
|
||||
"114",5.7,2.5,5,2,"virginica"
|
||||
"115",5.8,2.8,5.1,2.4,"virginica"
|
||||
"116",6.4,3.2,5.3,2.3,"virginica"
|
||||
"117",6.5,3,5.5,1.8,"virginica"
|
||||
"118",7.7,3.8,6.7,2.2,"virginica"
|
||||
"119",7.7,2.6,6.9,2.3,"virginica"
|
||||
"120",6,2.2,5,1.5,"virginica"
|
||||
"121",6.9,3.2,5.7,2.3,"virginica"
|
||||
"122",5.6,2.8,4.9,2,"virginica"
|
||||
"123",7.7,2.8,6.7,2,"virginica"
|
||||
"124",6.3,2.7,4.9,1.8,"virginica"
|
||||
"125",6.7,3.3,5.7,2.1,"virginica"
|
||||
"126",7.2,3.2,6,1.8,"virginica"
|
||||
"127",6.2,2.8,4.8,1.8,"virginica"
|
||||
"128",6.1,3,4.9,1.8,"virginica"
|
||||
"129",6.4,2.8,5.6,2.1,"virginica"
|
||||
"130",7.2,3,5.8,1.6,"virginica"
|
||||
"131",7.4,2.8,6.1,1.9,"virginica"
|
||||
"132",7.9,3.8,6.4,2,"virginica"
|
||||
"133",6.4,2.8,5.6,2.2,"virginica"
|
||||
"134",6.3,2.8,5.1,1.5,"virginica"
|
||||
"135",6.1,2.6,5.6,1.4,"virginica"
|
||||
"136",7.7,3,6.1,2.3,"virginica"
|
||||
"137",6.3,3.4,5.6,2.4,"virginica"
|
||||
"138",6.4,3.1,5.5,1.8,"virginica"
|
||||
"139",6,3,4.8,1.8,"virginica"
|
||||
"140",6.9,3.1,5.4,2.1,"virginica"
|
||||
"141",6.7,3.1,5.6,2.4,"virginica"
|
||||
"142",6.9,3.1,5.1,2.3,"virginica"
|
||||
"143",5.8,2.7,5.1,1.9,"virginica"
|
||||
"144",6.8,3.2,5.9,2.3,"virginica"
|
||||
"145",6.7,3.3,5.7,2.5,"virginica"
|
||||
"146",6.7,3,5.2,2.3,"virginica"
|
||||
"147",6.3,2.5,5,1.9,"virginica"
|
||||
"148",6.5,3,5.2,2,"virginica"
|
||||
"149",6.2,3.4,5.4,2.3,"virginica"
|
||||
"150",5.9,3,5.1,1.8,"virginica"
|
||||
|
|
|
@ -0,0 +1,80 @@
|
|||
Abra,Apayao,Benguet,Ifugao,Kalinga
|
||||
1243,2934,148,3300,10553
|
||||
4158,9235,4287,8063,35257
|
||||
1787,1922,1955,1074,4544
|
||||
17152,14501,3536,19607,31687
|
||||
1266,2385,2530,3315,8520
|
||||
5576,7452,771,13134,28252
|
||||
927,1099,2796,5134,3106
|
||||
21540,17038,2463,14226,36238
|
||||
1039,1382,2592,6842,4973
|
||||
5424,10588,1064,13828,40140
|
||||
981,1311,2560,5078,3466
|
||||
27366,15093,3039,14206,32395
|
||||
1100,1701,2382,6750,6233
|
||||
7212,11001,1088,14774,41634
|
||||
1048,1427,2847,5526,4402
|
||||
25679,15661,2942,14452,33717
|
||||
1055,2191,2119,5882,7352
|
||||
5437,6461,734,10477,24494
|
||||
1029,1183,2302,6438,3316
|
||||
23710,12222,2598,8446,26659
|
||||
1091,2343,2654,9284,8067
|
||||
7684,10038,974,12666,37094
|
||||
1192,2668,2899,8347,8233
|
||||
34200,11792,2964,14918,26014
|
||||
1484,5521,3218,13284,19446
|
||||
8584,8345,872,10287,30530
|
||||
1173,3714,3202,8973,5553
|
||||
32640,31357,3747,16595,29662
|
||||
1484,5024,3247,12726,17581
|
||||
8197,20326,938,5462,56701
|
||||
1227,2421,3460,12211,3789
|
||||
33739,32202,4287,15926,55126
|
||||
1519,1254,3549,13973,10774
|
||||
8680,23061,1320,5437,52584
|
||||
1529,401,4088,8854,2346
|
||||
31753,35127,4903,16022,58237
|
||||
1455,960,2753,13044,7555
|
||||
9193,28084,1212,6508,51146
|
||||
1458,1461,3715,8692,3204
|
||||
34650,30239,4389,17040,55367
|
||||
1504,5320,3300,11886,6877
|
||||
9777,40886,1478,6530,64080
|
||||
1509,2804,3960,10867,7643
|
||||
35549,37017,5121,18957,60124
|
||||
2170,5098,3660,12950,15558
|
||||
10125,42711,1673,6306,49920
|
||||
1748,3372,4107,10867,8683
|
||||
36562,34938,5224,19798,58142
|
||||
2220,3421,3822,14629,20984
|
||||
10758,45927,1767,6440,63029
|
||||
1845,3560,4878,13388,7014
|
||||
38166,42109,5300,20196,65920
|
||||
2268,5450,4028,19630,22275
|
||||
11239,41176,1768,6732,64958
|
||||
2006,3450,4961,13654,7760
|
||||
57488,54625,6045,21031,64122
|
||||
2376,5336,3709,16177,27212
|
||||
11606,38355,2412,11893,67285
|
||||
2030,18416,2208,14880,9586
|
||||
59516,39525,8813,20596,64034
|
||||
5790,3606,3736,18750,21711
|
||||
12202,41065,2697,10146,67631
|
||||
2189,17808,2208,14570,12250
|
||||
56121,37900,7580,20570,54595
|
||||
5805,6265,3471,16537,17608
|
||||
12206,34376,2289,7394,51168
|
||||
2318,17356,3877,17785,18505
|
||||
57282,38692,6143,18634,46985
|
||||
6101,6206,3404,16000,22397
|
||||
12763,37625,2354,9838,65782
|
||||
2470,19532,4045,17125,15279
|
||||
59094,35126,5987,18940,52437
|
||||
6209,6335,3530,15560,24385
|
||||
13316,38613,2585,7746,66148
|
||||
2505,20878,3519,19737,16513
|
||||
60303,40065,7062,19422,61808
|
||||
6311,6756,3561,15910,23349
|
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13345,38902,2583,11096,68663
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2623,18264,3745,16787,16900
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# 有一分数序列：2/1，3/2，5/3，8/5，13/8，21/13...求出这个数列的前n项之和(其中n由用户通过输入方式指定)。
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num = input('Please enter the number of the items in the sequence : ')
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sum = 0.0
|
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bottom = 1.0
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top = 2.0
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for i in range(1, int(num) + 1):
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a = top / bottom
|
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# print('%d / %d' % (top, bottom))
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sum += a
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top, bottom = top + bottom, top
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print(sum)
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# 孪生素数（素数也叫质数）是一对相差2的素数，例如3和5，5和7，11和13都是孪生素数。请写一段代码找到所有1000以内的孪生素数，结果显示如下：
|
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#（3，5）
|
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#（5，7）
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# ……
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# 要求：定义一个函数isPrime(num)，该函数判断给定数num是否是素数（或质数）
|
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|
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|
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def isPrime(number):
|
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'Identifies whether number is a prime.'
|
||||
result = True
|
||||
for i in range(2, number // 2 + 1):
|
||||
if number % i == 0: # 当number能够被从2到number//2的任意一个数整除时，则说明该数不是质数
|
||||
result = False
|
||||
break # 当发现当前的number已经能够被某个i整除，则无需再次进入for循环
|
||||
return result
|
||||
|
||||
|
||||
def twinPrime(n):
|
||||
'Finds all the pairs of twin primes with each prime less than n.'
|
||||
result = []
|
||||
i = 3
|
||||
pair = 1
|
||||
while True:
|
||||
if isPrime(i):
|
||||
if isPrime(i+2):
|
||||
t = (i, i + 2)
|
||||
result.append(t)
|
||||
i += 1
|
||||
if i + 2>=n:
|
||||
break;
|
||||
|
||||
print(result)
|
||||
return
|
||||
|
||||
|
||||
Loading…
Reference in New Issue