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Pandas.DataFrame相关系数分析（以波士顿房价数据集为例）

时间:2019-08-19 03:40:00来源:IT技术作者:seo实验室小编阅读:73次「手机版」
　

600042

一、代码

"""
 CRIM     城镇人均犯罪率
 ZN       占地面积超过2.5万平方英尺的住宅用地比例
 INDUS    城镇非零售业务地区的比例
 CHAS     查尔斯河虚拟变量 (= 1 如果土地在河边；否则是0)
 NOX      一氧化氮浓度（每千万）
 RM       平均每居民房数
 AGE      在1940年之前建成的所有者占用单位的比例
 DIS      与五个波士顿就业中心的加权距离
 RAD      辐射状公路的可达性指数
 TAX      每10000美元的全额物业税率
 PTRATIO  城镇师生比例
 B        1000(Bk-0.63)²，其中 Bk 是城镇黑人的比例
 LSTAT    低地位人口的百分比
 MEDV     以1000美元计算的自有住房的中位数
"""

数据集在文末

# coding=utf-8
import pandas as pd
import matplotlib.pyplot as plt  # 可视化
import seaborn as sns  # 可视化

df = pd.read_csv('boston_housing.csv')  # 读取数据

# print('pearson\n', df.corr(method='pearson'))  # 皮尔逊相关系数
# print('kendall\n', df.corr(method='kendall'))  # 肯德尔秩相关系数
# print('spearman\n', df.corr(method='spearman'))  # 斯皮尔曼秩相关系数

_, ax = plt.subplots(figsize=(12, 10))  # 分辨率1200×1000
corr = df.corr(method='pearson')  # 使用皮尔逊系数计算列与列的相关性
# corr = df.corr(method='kendall')
# corr = df.corr(method='spearman')
cmap = sns.perging_palette(220, 10, as_cmap=True)  # 在两种HUSL颜色之间制作不同的调色板。图的正负色彩范围为220、10，结果为真则返回matplotlib的colormap对象
_ = sns.heatmap(
    corr,  # 使用Pandas DataFrame数据，索引/列信息用于标记列和行
    cmap=cmap,  # 数据值到颜色空间的映射
    square=True,  # 每个单元格都是正方形
    cbar_kws={'shrink': .9},  # `fig.colorbar`的关键字参数
    ax=ax,  # 绘制图的轴
    annot=True,  # 在单元格中标注数据值
    annot_kws={'fontsize': 12})  # 热图，将矩形数据绘制为颜色编码矩阵

plt.show()

二、结果

在这里插入图片描述

犯罪率与各个参数的猜想：

  1. 大住宅=0.2，没啥关系
  2. 非零售商业用地=0.41，和商业不发达有些关系
  3. 土地靠近水源地=-0.056，偷点东西犯不上急着喝水，没啥关系，看来水路逃走不大现实
  4. 一氧化氮浓度=0.42，一氧化氮主要来源汽车尾气，和汽车多有点关系
  5. 平均房间数量=-0.22，该抢你的还是抢你的，和你几个房间关系不大
  6. 旧房子比例=0.35，该抢你的还是抢你的，和你房子新旧安防体系新旧关系不大
  7. 到就业中心距离=-0.38，上班越方便自然就好好过日子了
  8. 到高速路方便程度=0.63，开车遛得越方便越容易犯罪
  9. 物业税=0.58，房子越大亏钱越多，最要命的是万一卖不出去，只好抢劫谋生了
  10. 师生比例=0.29，没啥关系
  11. 黑人比例=-0.39，犯罪和人种无关，放下歧视的眼光。就算有，也是黑人越少，犯罪率越低，所以音乐带来和平
  12. 底层人口比例=0.46，穷人越多有点容易犯罪，所谓穷山恶水出刁民，因此发展经济才是王道
  13. 房价中位值=-0.39，住得起房子才能不犯罪

到高速路的方便程度和物业税的皮尔逊相关系数=0.91，相关程度高。收税多了，用于基建的钱也多了。

三、统计学三大相关系数

  1. pearson
  2. kendall
  3. spearman

绝对值越大，相关性越强

相关系数 相关强度
0.8-1.0 极强
0.6-0.8 强
0.4-0.6 中等
0.2-0.4 弱
0.0-0.2 极弱
方法 含义 例子 类别
皮尔逊相关系数 衡量两个数据集合是否在一条线上（线性关系） 身高和体重、高中成绩和高考成绩 定距变量
肯德尔秩相关系数 有序变量相关性 评委对几位选手的评价标准是否一致 定类变量
斯皮尔曼秩相关系数 根据变量排列位置的等级相关性 多用于交叉数据 定序变量

四、参考文献

  1. pearson相关系数

    https://baike.baidu.com/item/Pearson相关系数

  2. 统计学之三大相关性系数（pearson、spearman、kendall）

    https://blog.csdn.net/sinat_24143931/article/details/78798630

  3. Kendall相关系数详解-案例版

    https://www.jianshu.com/p/93fd5ab408ae

五、数据集

波士顿房价数据集

CRIM,ZN,INDUS,CHAS,NOX,RM,AGE,DIS,RAD,TAX,PT,B,LSTAT,MEDV
0.00632,18,2.309999943,0,0.537999988,6.574999809,65.19999695,4.090000153,1,296,15.30000019,396.8999939,4.980000019,24
0.027310001,0,7.070000172,0,0.469000012,6.421000004,78.90000153,4.967100143,2,242,17.79999924,396.8999939,9.140000343,21.60000038
0.02729,0,7.070000172,0,0.469000012,7.184999943,61.09999847,4.967100143,2,242,17.79999924,392.8299866,4.03000021,34.70000076
0.032370001,0,2.180000067,0,0.458000004,6.998000145,45.79999924,6.062200069,3,222,18.70000076,394.6300049,2.940000057,33.40000153
0.069049999,0,2.180000067,0,0.458000004,7.146999836,54.20000076,6.062200069,3,222,18.70000076,396.8999939,5.329999924,36.20000076
0.029850001,0,2.180000067,0,0.458000004,6.429999828,58.70000076,6.062200069,3,222,18.70000076,394.1199951,5.210000038,28.70000076
0.088289998,12.5,7.869999886,0,0.523999989,6.012000084,66.59999847,5.560500145,5,311,15.19999981,395.6000061,12.43000031,22.89999962
0.144549996,12.5,7.869999886,0,0.523999989,6.171999931,96.09999847,5.950500011,5,311,15.19999981,396.8999939,19.14999962,27.10000038
0.211239994,12.5,7.869999886,0,0.523999989,5.631000042,100,6.082099915,5,311,15.19999981,386.6300049,29.93000031,16.5
0.170039997,12.5,7.869999886,0,0.523999989,6.004000187,85.90000153,6.592100143,5,311,15.19999981,386.7099915,17.10000038,18.89999962
0.224889994,12.5,7.869999886,0,0.523999989,6.376999855,94.30000305,6.346700191,5,311,15.19999981,392.519989,20.45000076,15
0.117470004,12.5,7.869999886,0,0.523999989,6.008999825,82.90000153,6.226699829,5,311,15.19999981,396.8999939,13.27000046,18.89999962
0.093780003,12.5,7.869999886,0,0.523999989,5.888999939,39,5.450900078,5,311,15.19999981,390.5,15.71000004,21.70000076
0.629760027,0,8.140000343,0,0.537999988,5.948999882,61.79999924,4.707499981,4,307,21,396.8999939,8.260000229,20.39999962
0.637960017,0,8.140000343,0,0.537999988,6.096000195,84.5,4.461900234,4,307,21,380.019989,10.26000023,18.20000076
0.627390027,0,8.140000343,0,0.537999988,5.834000111,56.5,4.498600006,4,307,21,395.6199951,8.470000267,19.89999962
1.053930044,0,8.140000343,0,0.537999988,5.934999943,29.29999924,4.498600006,4,307,21,386.8500061,6.579999924,23.10000038
0.784200013,0,8.140000343,0,0.537999988,5.989999771,81.69999695,4.257900238,4,307,21,386.75,14.67000008,17.5
0.802709997,0,8.140000343,0,0.537999988,5.455999851,36.59999847,3.796499968,4,307,21,288.9899902,11.68999958,20.20000076
0.725799978,0,8.140000343,0,0.537999988,5.727000237,69.5,3.796499968,4,307,21,390.9500122,11.27999973,18.20000076
1.251790047,0,8.140000343,0,0.537999988,5.570000172,98.09999847,3.797899961,4,307,21,376.5700073,21.02000046,13.60000038
0.852039993,0,8.140000343,0,0.537999988,5.965000153,89.19999695,4.012300014,4,307,21,392.5299988,13.82999992,19.60000038
1.232470036,0,8.140000343,0,0.537999988,6.142000198,91.69999695,3.976900101,4,307,21,396.8999939,18.71999931,15.19999981
0.988430023,0,8.140000343,0,0.537999988,5.813000202,100,4.095200062,4,307,21,394.5400085,19.87999916,14.5
0.750259995,0,8.140000343,0,0.537999988,5.923999786,94.09999847,4.399600029,4,307,21,394.3299866,16.29999924,15.60000038
0.840539992,0,8.140000343,0,0.537999988,5.598999977,85.69999695,4.454599857,4,307,21,303.4200134,16.51000023,13.89999962
0.671909988,0,8.140000343,0,0.537999988,5.813000202,90.30000305,4.68200016,4,307,21,376.8800049,14.81000042,16.60000038
0.955770016,0,8.140000343,0,0.537999988,6.046999931,88.80000305,4.453400135,4,307,21,306.3800049,17.28000069,14.80000019
0.772989988,0,8.140000343,0,0.537999988,6.494999886,94.40000153,4.454699993,4,307,21,387.9400024,12.80000019,18.39999962
1.002449989,0,8.140000343,0,0.537999988,6.673999786,87.30000305,4.238999844,4,307,21,380.230011,11.97999954,21
1.130810022,0,8.140000343,0,0.537999988,5.712999821,94.09999847,4.232999802,4,307,21,360.1700134,22.60000038,12.69999981
1.354719996,0,8.140000343,0,0.537999988,6.072000027,100,4.175000191,4,307,21,376.730011,13.03999996,14.5
1.387989998,0,8.140000343,0,0.537999988,5.949999809,82,3.99000001,4,307,21,232.6000061,27.70999908,13.19999981
1.151720047,0,8.140000343,0,0.537999988,5.701000214,95,3.787199974,4,307,21,358.769989,18.35000038,13.10000038
1.612820029,0,8.140000343,0,0.537999988,6.096000195,96.90000153,3.759799957,4,307,21,248.3099976,20.34000015,13.5
0.064170003,0,5.960000038,0,0.499000013,5.933000088,68.19999695,3.360300064,5,279,19.20000076,396.8999939,9.680000305,18.89999962
0.097439997,0,5.960000038,0,0.499000013,5.84100008,61.40000153,3.377899885,5,279,19.20000076,377.5599976,11.40999985,20
0.080140002,0,5.960000038,0,0.499000013,5.849999905,41.5,3.934200048,5,279,19.20000076,396.8999939,8.770000458,21
0.175050005,0,5.960000038,0,0.499000013,5.96600008,30.20000076,3.847300053,5,279,19.20000076,393.4299927,10.13000011,24.70000076
0.027629999,75,2.950000048,0,0.428000003,6.59499979,21.79999924,5.401100159,3,252,18.29999924,395.6300049,4.320000172,30.79999924
0.03359,75,2.950000048,0,0.428000003,7.024000168,15.80000019,5.401100159,3,252,18.29999924,395.6199951,1.980000019,34.90000153
0.127440006,0,6.909999847,0,0.448000014,6.769999981,2.900000095,5.720900059,3,233,17.89999962,385.4100037,4.840000153,26.60000038
0.141499996,0,6.909999847,0,0.448000014,6.169000149,6.599999905,5.720900059,3,233,17.89999962,383.3699951,5.809999943,25.29999924
0.159360006,0,6.909999847,0,0.448000014,6.210999966,6.5,5.720900059,3,233,17.89999962,394.4599915,7.440000057,24.70000076
0.12269,0,6.909999847,0,0.448000014,6.068999767,40,5.720900059,3,233,17.89999962,389.3900146,9.550000191,21.20000076
0.171419993,0,6.909999847,0,0.448000014,5.68200016,33.79999924,5.100399971,3,233,17.89999962,396.8999939,10.21000004,19.29999924
0.188360006,0,6.909999847,0,0.448000014,5.785999775,33.29999924,5.100399971,3,233,17.89999962,396.8999939,14.14999962,20
0.229269996,0,6.909999847,0,0.448000014,6.03000021,85.5,5.689400196,3,233,17.89999962,392.7399902,18.79999924,16.60000038
0.25387001,0,6.909999847,0,0.448000014,5.399000168,95.30000305,5.869999886,3,233,17.89999962,396.8999939,30.80999947,14.39999962
0.219769999,0,6.909999847,0,0.448000014,5.602000237,62,6.08769989,3,233,17.89999962,396.8999939,16.20000076,19.39999962
0.08873,21,5.639999866,0,0.43900001,5.962999821,45.70000076,6.814700127,4,243,16.79999924,395.5599976,13.44999981,19.70000076
0.043370001,21,5.639999866,0,0.43900001,6.114999771,63,6.814700127,4,243,16.79999924,393.9700012,9.430000305,20.5
0.053599998,21,5.639999866,0,0.43900001,6.511000156,21.10000038,6.814700127,4,243,16.79999924,396.8999939,5.28000021,25
0.04981,21,5.639999866,0,0.43900001,5.998000145,21.39999962,6.814700127,4,243,16.79999924,396.8999939,8.430000305,23.39999962
0.0136,75,4,0,0.409999996,5.888000011,47.59999847,7.319699764,3,469,21.10000038,396.8999939,14.80000019,18.89999962
0.01311,90,1.220000029,0,0.402999997,7.249000072,21.89999962,8.69659996,5,226,17.89999962,395.9299927,4.809999943,35.40000153
0.02055,85,0.74000001,0,0.409999996,6.382999897,35.70000076,9.187600136,2,313,17.29999924,396.8999939,5.769999981,24.70000076
0.01432,100,1.320000052,0,0.411000013,6.815999985,40.5,8.324799538,5,256,15.10000038,392.8999939,3.950000048,31.60000038
0.154449999,25,5.130000114,0,0.453000009,6.144999981,29.20000076,7.814799786,8,284,19.70000076,390.6799927,6.860000134,23.29999924
0.10328,25,5.130000114,0,0.453000009,5.927000046,47.20000076,6.93200016,8,284,19.70000076,396.8999939,9.220000267,19.60000038
0.149320006,25,5.130000114,0,0.453000009,5.741000175,66.19999695,7.225399971,8,284,19.70000076,395.1099854,13.14999962,18.70000076
0.171709999,25,5.130000114,0,0.453000009,5.96600008,93.40000153,6.818500042,8,284,19.70000076,378.0799866,14.43999958,16
0.110270001,25,5.130000114,0,0.453000009,6.455999851,67.80000305,7.225500107,8,284,19.70000076,396.8999939,6.730000019,22.20000076
0.126499996,25,5.130000114,0,0.453000009,6.762000084,43.40000153,7.980899811,8,284,19.70000076,395.5799866,9.5,25
0.019509999,17.5,1.379999995,0,0.416099995,7.104000092,59.5,9.222900391,3,216,18.60000038,393.2399902,8.050000191,33
0.035840001,80,3.369999886,0,0.398000002,6.289999962,17.79999924,6.611499786,4,337,16.10000038,396.8999939,4.670000076,23.5
0.043790001,80,3.369999886,0,0.398000002,5.787000179,31.10000038,6.611499786,4,337,16.10000038,396.8999939,10.23999977,19.39999962
0.057890002,12.5,6.070000172,0,0.409000009,5.877999783,21.39999962,6.498000145,4,345,18.89999962,396.2099915,8.100000381,22
0.135539994,12.5,6.070000172,0,0.409000009,5.593999863,36.79999924,6.498000145,4,345,18.89999962,396.8999939,13.09000015,17.39999962
0.12816,12.5,6.070000172,0,0.409000009,5.885000229,33,6.498000145,4,345,18.89999962,396.8999939,8.789999962,20.89999962
0.088260002,0,10.81000042,0,0.412999988,6.416999817,6.599999905,5.28730011,4,305,19.20000076,383.730011,6.71999979,24.20000076
0.158759996,0,10.81000042,0,0.412999988,5.960999966,17.5,5.28730011,4,305,19.20000076,376.9400024,9.880000114,21.70000076
0.091640003,0,10.81000042,0,0.412999988,6.065000057,7.800000191,5.28730011,4,305,19.20000076,390.9100037,5.519999981,22.79999924
0.195390001,0,10.81000042,0,0.412999988,6.244999886,6.199999809,5.28730011,4,305,19.20000076,377.1700134,7.539999962,23.39999962
0.078960001,0,12.82999992,0,0.437000006,6.272999763,6,4.25150013,5,398,18.70000076,394.9200134,6.78000021,24.10000038
0.095119998,0,12.82999992,0,0.437000006,6.285999775,45,4.502600193,5,398,18.70000076,383.230011,8.93999958,21.39999962
0.101530001,0,12.82999992,0,0.437000006,6.278999805,74.5,4.052199841,5,398,18.70000076,373.6600037,11.97000027,20
0.087070003,0,12.82999992,0,0.437000006,6.139999866,45.79999924,4.090499878,5,398,18.70000076,386.9599915,10.27000046,20.79999924
0.056460001,0,12.82999992,0,0.437000006,6.231999874,53.70000076,5.014100075,5,398,18.70000076,386.3999939,12.34000015,21.20000076
0.083870001,0,12.82999992,0,0.437000006,5.874000072,36.59999847,4.502600193,5,398,18.70000076,396.0599976,9.100000381,20.29999924
0.041129999,25,4.860000134,0,0.425999999,6.727000237,33.5,5.400700092,4,281,19,396.8999939,5.289999962,28
0.04462,25,4.860000134,0,0.425999999,6.618999958,70.40000153,5.400700092,4,281,19,395.6300049,7.21999979,23.89999962
0.036589999,25,4.860000134,0,0.425999999,6.302000046,32.20000076,5.400700092,4,281,19,396.8999939,6.71999979,24.79999924
0.03551,25,4.860000134,0,0.425999999,6.166999817,46.70000076,5.400700092,4,281,19,390.6400146,7.510000229,22.89999962
0.050590001,0,4.489999771,0,0.449000001,6.388999939,48,4.779399872,3,247,18.5,396.8999939,9.619999886,23.89999962
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0.051879998,0,4.489999771,0,0.449000001,6.014999866,45.09999847,4.427199841,3,247,18.5,395.9899902,12.85999966,22.5
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15.17720032,0,18.10000038,0,0.74000001,6.15199995,100,1.914199948,24,666,20.20000076,9.319999695,26.45000076,8.699999809
13.67809963,0,18.10000038,0,0.74000001,5.934999943,87.90000153,1.820600033,24,666,20.20000076,68.94999695,34.02000046,8.399999619
9.390629768,0,18.10000038,0,0.74000001,5.626999855,93.90000153,1.817199945,24,666,20.20000076,396.8999939,22.87999916,12.80000019
22.05109978,0,18.10000038,0,0.74000001,5.81799984,92.40000153,1.86619997,24,666,20.20000076,391.4500122,22.11000061,10.5
9.724180222,0,18.10000038,0,0.74000001,6.406000137,97.19999695,2.065099955,24,666,20.20000076,385.9599915,19.52000046,17.10000038
5.666369915,0,18.10000038,0,0.74000001,6.218999863,100,2.004800081,24,666,20.20000076,395.6900024,16.59000015,18.39999962
9.966540337,0,18.10000038,0,0.74000001,6.485000134,100,1.978399992,24,666,20.20000076,386.730011,18.85000038,15.39999962
12.80230045,0,18.10000038,0,0.74000001,5.854000092,96.59999847,1.895599961,24,666,20.20000076,240.5200043,23.79000092,10.80000019
10.67179966,0,18.10000038,0,0.74000001,6.459000111,94.80000305,1.987900019,24,666,20.20000076,43.06000137,23.97999954,11.80000019
6.288070202,0,18.10000038,0,0.74000001,6.34100008,96.40000153,2.072000027,24,666,20.20000076,318.0100098,17.79000092,14.89999962
9.924850464,0,18.10000038,0,0.74000001,6.250999928,96.59999847,2.197999954,24,666,20.20000076,388.519989,16.44000053,12.60000038
9.329090118,0,18.10000038,0,0.713,6.184999943,98.69999695,2.261600018,24,666,20.20000076,396.8999939,18.12999916,14.10000038
7.526010036,0,18.10000038,0,0.713,6.416999817,98.30000305,2.184999943,24,666,20.20000076,304.2099915,19.30999947,13
6.717720032,0,18.10000038,0,0.713,6.749000072,92.59999847,2.323600054,24,666,20.20000076,0.319999993,17.44000053,13.39999962
5.441140175,0,18.10000038,0,0.713,6.65500021,98.19999695,2.355200052,24,666,20.20000076,355.2900085,17.72999954,15.19999981
5.090169907,0,18.10000038,0,0.713,6.296999931,91.80000305,2.368200064,24,666,20.20000076,385.0899963,17.27000046,16.10000038
8.24808979,0,18.10000038,0,0.713,7.393000126,99.30000305,2.4526999,24,666,20.20000076,375.8699951,16.73999977,17.79999924
9.513629913,0,18.10000038,0,0.713,6.728000164,94.09999847,2.496099949,24,666,20.20000076,6.679999828,18.70999908,14.89999962
4.752369881,0,18.10000038,0,0.713,6.525000095,86.5,2.435800076,24,666,20.20000076,50.91999817,18.12999916,14.10000038
4.668829918,0,18.10000038,0,0.713,5.975999832,87.90000153,2.580600023,24,666,20.20000076,10.47999954,19.01000023,12.69999981
8.200579643,0,18.10000038,0,0.713,5.93599987,80.30000305,2.779200077,24,666,20.20000076,3.5,16.94000053,13.5
7.752230167,0,18.10000038,0,0.713,6.301000118,83.69999695,2.78309989,24,666,20.20000076,272.2099915,16.22999954,14.89999962
6.801169872,0,18.10000038,0,0.713,6.080999851,84.40000153,2.717499971,24,666,20.20000076,396.8999939,14.69999981,20
4.812129974,0,18.10000038,0,0.713,6.701000214,90,2.597500086,24,666,20.20000076,255.2299957,16.42000008,16.39999962
3.693109989,0,18.10000038,0,0.713,6.375999928,88.40000153,2.567100048,24,666,20.20000076,391.4299927,14.64999962,17.70000076
6.654920101,0,18.10000038,0,0.713,6.316999912,83,2.734400034,24,666,20.20000076,396.8999939,13.98999977,19.5
5.821149826,0,18.10000038,0,0.713,6.513000011,89.90000153,2.801599979,24,666,20.20000076,393.8200073,10.28999996,20.20000076
7.839320183,0,18.10000038,0,0.654999971,6.209000111,65.40000153,2.963399887,24,666,20.20000076,396.8999939,13.22000027,21.39999962
3.163599968,0,18.10000038,0,0.654999971,5.758999825,48.20000076,3.066499949,24,666,20.20000076,334.3999939,14.13000011,19.89999962
3.774980068,0,18.10000038,0,0.654999971,5.952000141,84.69999695,2.871500015,24,666,20.20000076,22.01000023,17.14999962,19
4.422279835,0,18.10000038,0,0.583999991,6.002999783,94.5,2.540299892,24,666,20.20000076,331.2900085,21.31999969,19.10000038
15.57569981,0,18.10000038,0,0.579999983,5.926000118,71,2.908400059,24,666,20.20000076,368.7399902,18.12999916,19.10000038
13.07509995,0,18.10000038,0,0.579999983,5.712999821,56.70000076,2.823699951,24,666,20.20000076,396.8999939,14.76000023,20.10000038
4.348790169,0,18.10000038,0,0.579999983,6.166999817,84,3.033400059,24,666,20.20000076,396.8999939,16.29000092,19.89999962
4.038410187,0,18.10000038,0,0.532000005,6.229000092,90.69999695,3.099299908,24,666,20.20000076,395.3299866,12.86999989,19.60000038
3.568680048,0,18.10000038,0,0.579999983,6.436999798,75,2.896500111,24,666,20.20000076,393.3699951,14.35999966,23.20000076
4.646890163,0,18.10000038,0,0.614000022,6.980000019,67.59999847,2.532900095,24,666,20.20000076,374.6799927,11.65999985,29.79999924
8.055789948,0,18.10000038,0,0.583999991,5.427000046,95.40000153,2.429800034,24,666,20.20000076,352.5799866,18.13999939,13.80000019
6.393119812,0,18.10000038,0,0.583999991,6.162000179,97.40000153,2.20600009,24,666,20.20000076,302.7600098,24.10000038,13.30000019
4.871409893,0,18.10000038,0,0.614000022,6.484000206,93.59999847,2.305299997,24,666,20.20000076,396.2099915,18.68000031,16.70000076
15.02340031,0,18.10000038,0,0.614000022,5.303999901,97.30000305,2.100699902,24,666,20.20000076,349.480011,24.90999985,12
10.2329998,0,18.10000038,0,0.614000022,6.184999943,96.69999695,2.17050004,24,666,20.20000076,379.7000122,18.03000069,14.60000038
14.33370018,0,18.10000038,0,0.614000022,6.229000092,88,1.951200008,24,666,20.20000076,383.3200073,13.10999966,21.39999962
5.824009895,0,18.10000038,0,0.532000005,6.242000103,64.69999695,3.424200058,24,666,20.20000076,396.8999939,10.73999977,23
5.708179951,0,18.10000038,0,0.532000005,6.75,74.90000153,3.331700087,24,666,20.20000076,393.0700073,7.739999771,23.70000076
5.731160164,0,18.10000038,0,0.532000005,7.06099987,77,3.410599947,24,666,20.20000076,395.2799988,7.010000229,25
2.818380117,0,18.10000038,0,0.532000005,5.762000084,40.29999924,4.09829998,24,666,20.20000076,392.9200134,10.42000008,21.79999924
2.37857008,0,18.10000038,0,0.583000004,5.870999813,41.90000153,3.723999977,24,666,20.20000076,370.730011,13.34000015,20.60000038
3.673670053,0,18.10000038,0,0.583000004,6.311999798,51.90000153,3.991699934,24,666,20.20000076,388.6199951,10.57999992,21.20000076
5.69175005,0,18.10000038,0,0.583000004,6.113999844,79.80000305,3.545900106,24,666,20.20000076,392.6799927,14.97999954,19.10000038
4.835669994,0,18.10000038,0,0.583000004,5.90500021,53.20000076,3.152299881,24,666,20.20000076,388.2200012,11.44999981,20.60000038
0.150859997,0,27.73999977,0,0.609000027,5.453999996,92.69999695,1.820899963,4,711,20.10000038,395.0899963,18.05999947,15.19999981
0.183369994,0,27.73999977,0,0.609000027,5.414000034,98.30000305,1.755399942,4,711,20.10000038,344.0499878,23.96999931,7
0.207460001,0,27.73999977,0,0.609000027,5.092999935,98,1.822600007,4,711,20.10000038,318.4299927,29.68000031,8.100000381
0.105740003,0,27.73999977,0,0.609000027,5.982999802,98.80000305,1.868100047,4,711,20.10000038,390.1099854,18.06999969,13.60000038
0.111319996,0,27.73999977,0,0.609000027,5.982999802,83.5,2.109899998,4,711,20.10000038,396.8999939,13.35000038,20.10000038
0.173309997,0,9.68999958,0,0.584999979,5.706999779,54,2.381700039,6,391,19.20000076,396.8999939,12.01000023,21.79999924
0.279570013,0,9.68999958,0,0.584999979,5.926000118,42.59999847,2.381700039,6,391,19.20000076,396.8999939,13.59000015,24.5
0.178990006,0,9.68999958,0,0.584999979,5.670000076,28.79999924,2.798599958,6,391,19.20000076,393.2900085,17.60000038,23.10000038
0.289600015,0,9.68999958,0,0.584999979,5.389999866,72.90000153,2.798599958,6,391,19.20000076,396.8999939,21.13999939,19.70000076
0.268379986,0,9.68999958,0,0.584999979,5.794000149,70.59999847,2.892699957,6,391,19.20000076,396.8999939,14.10000038,18.29999924
0.239120007,0,9.68999958,0,0.584999979,6.019000053,65.30000305,2.409100056,6,391,19.20000076,396.8999939,12.92000008,21.20000076
0.177829996,0,9.68999958,0,0.584999979,5.568999767,73.5,2.39989996,6,391,19.20000076,395.769989,15.10000038,17.5
0.224380001,0,9.68999958,0,0.584999979,6.02699995,79.69999695,2.49819994,6,391,19.20000076,396.8999939,14.32999992,16.79999924
0.062629998,0,11.93000031,0,0.573000014,6.592999935,69.09999847,2.478600025,1,273,21,391.9899902,9.670000076,22.39999962
0.04527,0,11.93000031,0,0.573000014,6.119999886,76.69999695,2.287499905,1,273,21,396.8999939,9.079999924,20.60000038
0.060759999,0,11.93000031,0,0.573000014,6.975999832,91,2.167500019,1,273,21,396.8999939,5.639999866,23.89999962
0.109590001,0,11.93000031,0,0.573000014,6.794000149,89.30000305,2.388900042,1,273,21,393.4500122,6.480000019,22
0.04741,0,11.93000031,0,0.573000014,6.03000021,80.80000305,2.505000114,1,273,21,396.8999939,7.880000114,11.89999962

葡萄酒数据集

Class,Alcohol,Malic acid,Ash,Alcalinity of ash,Magnesium,Total phenols,Flavanoids,Nonflavanoid phenols,Proanthocyanins,Color intensity,Hue,OD280/OD315 of diluted wines,Proline
1,14.23,1.71,2.43,15.6,127,2.8,3.06,0.28,2.29,5.64,1.04,3.92,1065
1,13.2,1.78,2.14,11.2,100,2.65,2.76,0.26,1.28,4.38,1.05,3.4,1050
1,13.16,2.36,2.67,18.6,101,2.8,3.24,0.3,2.81,5.68,1.03,3.17,1185
1,14.37,1.95,2.5,16.8,113,3.85,3.49,0.24,2.18,7.8,0.86,3.45,1480
1,13.24,2.59,2.87,21,118,2.8,2.69,0.39,1.82,4.32,1.04,2.93,735
1,14.2,1.76,2.45,15.2,112,3.27,3.39,0.34,1.97,6.75,1.05,2.85,1450
1,14.39,1.87,2.45,14.6,96,2.5,2.52,0.3,1.98,5.25,1.02,3.58,1290
1,14.06,2.15,2.61,17.6,121,2.6,2.51,0.31,1.25,5.05,1.06,3.58,1295
1,14.83,1.64,2.17,14,97,2.8,2.98,0.29,1.98,5.2,1.08,2.85,1045
1,13.86,1.35,2.27,16,98,2.98,3.15,0.22,1.85,7.22,1.01,3.55,1045
1,14.1,2.16,2.3,18,105,2.95,3.32,0.22,2.38,5.75,1.25,3.17,1510
1,14.12,1.48,2.32,16.8,95,2.2,2.43,0.26,1.57,5,1.17,2.82,1280
1,13.75,1.73,2.41,16,89,2.6,2.76,0.29,1.81,5.6,1.15,2.9,1320
1,14.75,1.73,2.39,11.4,91,3.1,3.69,0.43,2.81,5.4,1.25,2.73,1150
1,14.38,1.87,2.38,12,102,3.3,3.64,0.29,2.96,7.5,1.2,3,1547
1,13.63,1.81,2.7,17.2,112,2.85,2.91,0.3,1.46,7.3,1.28,2.88,1310
1,14.3,1.92,2.72,20,120,2.8,3.14,0.33,1.97,6.2,1.07,2.65,1280
1,13.83,1.57,2.62,20,115,2.95,3.4,0.4,1.72,6.6,1.13,2.57,1130
1,14.19,1.59,2.48,16.5,108,3.3,3.93,0.32,1.86,8.7,1.23,2.82,1680
1,13.64,3.1,2.56,15.2,116,2.7,3.03,0.17,1.66,5.1,0.96,3.36,845
1,14.06,1.63,2.28,16,126,3,3.17,0.24,2.1,5.65,1.09,3.71,780
1,12.93,3.8,2.65,18.6,102,2.41,2.41,0.25,1.98,4.5,1.03,3.52,770
1,13.71,1.86,2.36,16.6,101,2.61,2.88,0.27,1.69,3.8,1.11,4,1035
1,12.85,1.6,2.52,17.8,95,2.48,2.37,0.26,1.46,3.93,1.09,3.63,1015
1,13.5,1.81,2.61,20,96,2.53,2.61,0.28,1.66,3.52,1.12,3.82,845
1,13.05,2.05,3.22,25,124,2.63,2.68,0.47,1.92,3.58,1.13,3.2,830
1,13.39,1.77,2.62,16.1,93,2.85,2.94,0.34,1.45,4.8,0.92,3.22,1195
1,13.3,1.72,2.14,17,94,2.4,2.19,0.27,1.35,3.95,1.02,2.77,1285
1,13.87,1.9,2.8,19.4,107,2.95,2.97,0.37,1.76,4.5,1.25,3.4,915
1,14.02,1.68,2.21,16,96,2.65,2.33,0.26,1.98,4.7,1.04,3.59,1035
1,13.73,1.5,2.7,22.5,101,3,3.25,0.29,2.38,5.7,1.19,2.71,1285
1,13.58,1.66,2.36,19.1,106,2.86,3.19,0.22,1.95,6.9,1.09,2.88,1515
1,13.68,1.83,2.36,17.2,104,2.42,2.69,0.42,1.97,3.84,1.23,2.87,990
1,13.76,1.53,2.7,19.5,132,2.95,2.74,0.5,1.35,5.4,1.25,3,1235
1,13.51,1.8,2.65,19,110,2.35,2.53,0.29,1.54,4.2,1.1,2.87,1095
1,13.48,1.81,2.41,20.5,100,2.7,2.98,0.26,1.86,5.1,1.04,3.47,920
1,13.28,1.64,2.84,15.5,110,2.6,2.68,0.34,1.36,4.6,1.09,2.78,880
1,13.05,1.65,2.55,18,98,2.45,2.43,0.29,1.44,4.25,1.12,2.51,1105
1,13.07,1.5,2.1,15.5,98,2.4,2.64,0.28,1.37,3.7,1.18,2.69,1020
1,14.22,3.99,2.51,13.2,128,3,3.04,0.2,2.08,5.1,0.89,3.53,760
1,13.56,1.71,2.31,16.2,117,3.15,3.29,0.34,2.34,6.13,0.95,3.38,795
1,13.41,3.84,2.12,18.8,90,2.45,2.68,0.27,1.48,4.28,0.91,3,1035
1,13.88,1.89,2.59,15,101,3.25,3.56,0.17,1.7,5.43,0.88,3.56,1095
1,13.24,3.98,2.29,17.5,103,2.64,2.63,0.32,1.66,4.36,0.82,3,680
1,13.05,1.77,2.1,17,107,3,3,0.28,2.03,5.04,0.88,3.35,885
1,14.21,4.04,2.44,18.9,111,2.85,2.65,0.3,1.25,5.24,0.87,3.33,1080
1,14.38,3.59,2.28,16,102,3.25,3.17,0.27,2.19,4.9,1.04,3.44,1065
1,13.9,1.68,2.12,16,101,3.1,3.39,0.21,2.14,6.1,0.91,3.33,985
1,14.1,2.02,2.4,18.8,103,2.75,2.92,0.32,2.38,6.2,1.07,2.75,1060
1,13.94,1.73,2.27,17.4,108,2.88,3.54,0.32,2.08,8.9,1.12,3.1,1260
1,13.05,1.73,2.04,12.4,92,2.72,3.27,0.17,2.91,7.2,1.12,2.91,1150
1,13.83,1.65,2.6,17.2,94,2.45,2.99,0.22,2.29,5.6,1.24,3.37,1265
1,13.82,1.75,2.42,14,111,3.88,3.74,0.32,1.87,7.05,1.01,3.26,1190
1,13.77,1.9,2.68,17.1,115,3,2.79,0.39,1.68,6.3,1.13,2.93,1375
1,13.74,1.67,2.25,16.4,118,2.6,2.9,0.21,1.62,5.85,0.92,3.2,1060
1,13.56,1.73,2.46,20.5,116,2.96,2.78,0.2,2.45,6.25,0.98,3.03,1120
1,14.22,1.7,2.3,16.3,118,3.2,3,0.26,2.03,6.38,0.94,3.31,970
1,13.29,1.97,2.68,16.8,102,3,3.23,0.31,1.66,6,1.07,2.84,1270
1,13.72,1.43,2.5,16.7,108,3.4,3.67,0.19,2.04,6.8,0.89,2.87,1285
2,12.37,0.94,1.36,10.6,88,1.98,0.57,0.28,0.42,1.95,1.05,1.82,520
2,12.33,1.1,2.28,16,101,2.05,1.09,0.63,0.41,3.27,1.25,1.67,680
2,12.64,1.36,2.02,16.8,100,2.02,1.41,0.53,0.62,5.75,0.98,1.59,450
2,13.67,1.25,1.92,18,94,2.1,1.79,0.32,0.73,3.8,1.23,2.46,630
2,12.37,1.13,2.16,19,87,3.5,3.1,0.19,1.87,4.45,1.22,2.87,420
2,12.17,1.45,2.53,19,104,1.89,1.75,0.45,1.03,2.95,1.45,2.23,355
2,12.37,1.21,2.56,18.1,98,2.42,2.65,0.37,2.08,4.6,1.19,2.3,678
2,13.11,1.01,1.7,15,78,2.98,3.18,0.26,2.28,5.3,1.12,3.18,502
2,12.37,1.17,1.92,19.6,78,2.11,2,0.27,1.04,4.68,1.12,3.48,510
2,13.34,0.94,2.36,17,110,2.53,1.3,0.55,0.42,3.17,1.02,1.93,750
2,12.21,1.19,1.75,16.8,151,1.85,1.28,0.14,2.5,2.85,1.28,3.07,718
2,12.29,1.61,2.21,20.4,103,1.1,1.02,0.37,1.46,3.05,0.906,1.82,870
2,13.86,1.51,2.67,25,86,2.95,2.86,0.21,1.87,3.38,1.36,3.16,410
2,13.49,1.66,2.24,24,87,1.88,1.84,0.27,1.03,3.74,0.98,2.78,472
2,12.99,1.67,2.6,30,139,3.3,2.89,0.21,1.96,3.35,1.31,3.5,985
2,11.96,1.09,2.3,21,101,3.38,2.14,0.13,1.65,3.21,0.99,3.13,886
2,11.66,1.88,1.92,16,97,1.61,1.57,0.34,1.15,3.8,1.23,2.14,428
2,13.03,0.9,1.71,16,86,1.95,2.03,0.24,1.46,4.6,1.19,2.48,392
2,11.84,2.89,2.23,18,112,1.72,1.32,0.43,0.95,2.65,0.96,2.52,500
2,12.33,0.99,1.95,14.8,136,1.9,1.85,0.35,2.76,3.4,1.06,2.31,750
2,12.7,3.87,2.4,23,101,2.83,2.55,0.43,1.95,2.57,1.19,3.13,463
2,12,0.92,2,19,86,2.42,2.26,0.3,1.43,2.5,1.38,3.12,278
2,12.72,1.81,2.2,18.8,86,2.2,2.53,0.26,1.77,3.9,1.16,3.14,714
2,12.08,1.13,2.51,24,78,2,1.58,0.4,1.4,2.2,1.31,2.72,630
2,13.05,3.86,2.32,22.5,85,1.65,1.59,0.61,1.62,4.8,0.84,2.01,515
2,11.84,0.89,2.58,18,94,2.2,2.21,0.22,2.35,3.05,0.79,3.08,520
2,12.67,0.98,2.24,18,99,2.2,1.94,0.3,1.46,2.62,1.23,3.16,450
2,12.16,1.61,2.31,22.8,90,1.78,1.69,0.43,1.56,2.45,1.33,2.26,495
2,11.65,1.67,2.62,26,88,1.92,1.61,0.4,1.34,2.6,1.36,3.21,562
2,11.64,2.06,2.46,21.6,84,1.95,1.69,0.48,1.35,2.8,1,2.75,680
2,12.08,1.33,2.3,23.6,70,2.2,1.59,0.42,1.38,1.74,1.07,3.21,625
2,12.08,1.83,2.32,18.5,81,1.6,1.5,0.52,1.64,2.4,1.08,2.27,480
2,12,1.51,2.42,22,86,1.45,1.25,0.5,1.63,3.6,1.05,2.65,450
2,12.69,1.53,2.26,20.7,80,1.38,1.46,0.58,1.62,3.05,0.96,2.06,495
2,12.29,2.83,2.22,18,88,2.45,2.25,0.25,1.99,2.15,1.15,3.3,290
2,11.62,1.99,2.28,18,98,3.02,2.26,0.17,1.35,3.25,1.16,2.96,345
2,12.47,1.52,2.2,19,162,2.5,2.27,0.32,3.28,2.6,1.16,2.63,937
2,11.81,2.12,2.74,21.5,134,1.6,0.99,0.14,1.56,2.5,0.95,2.26,625
2,12.29,1.41,1.98,16,85,2.55,2.5,0.29,1.77,2.9,1.23,2.74,428
2,12.37,1.07,2.1,18.5,88,3.52,3.75,0.24,1.95,4.5,1.04,2.77,660
2,12.29,3.17,2.21,18,88,2.85,2.99,0.45,2.81,2.3,1.42,2.83,406
2,12.08,2.08,1.7,17.5,97,2.23,2.17,0.26,1.4,3.3,1.27,2.96,710
2,12.6,1.34,1.9,18.5,88,1.45,1.36,0.29,1.35,2.45,1.04,2.77,562
2,12.34,2.45,2.46,21,98,2.56,2.11,0.34,1.31,2.8,0.8,3.38,438
2,11.82,1.72,1.88,19.5,86,2.5,1.64,0.37,1.42,2.06,0.94,2.44,415
2,12.51,1.73,1.98,20.5,85,2.2,1.92,0.32,1.48,2.94,1.04,3.57,672
2,12.42,2.55,2.27,22,90,1.68,1.84,0.66,1.42,2.7,0.86,3.3,315
2,12.25,1.73,2.12,19,80,1.65,2.03,0.37,1.63,3.4,1,3.17,510
2,12.72,1.75,2.28,22.5,84,1.38,1.76,0.48,1.63,3.3,0.88,2.42,488
2,12.22,1.29,1.94,19,92,2.36,2.04,0.39,2.08,2.7,0.86,3.02,312
2,11.61,1.35,2.7,20,94,2.74,2.92,0.29,2.49,2.65,0.96,3.26,680
2,11.46,3.74,1.82,19.5,107,3.18,2.58,0.24,3.58,2.9,0.75,2.81,562
2,12.52,2.43,2.17,21,88,2.55,2.27,0.26,1.22,2,0.9,2.78,325
2,11.76,2.68,2.92,20,103,1.75,2.03,0.6,1.05,3.8,1.23,2.5,607
2,11.41,0.74,2.5,21,88,2.48,2.01,0.42,1.44,3.08,1.1,2.31,434
2,12.08,1.39,2.5,22.5,84,2.56,2.29,0.43,1.04,2.9,0.93,3.19,385
2,11.03,1.51,2.2,21.5,85,2.46,2.17,0.52,2.01,1.9,1.71,2.87,407
2,11.82,1.47,1.99,20.8,86,1.98,1.6,0.3,1.53,1.95,0.95,3.33,495
2,12.42,1.61,2.19,22.5,108,2,2.09,0.34,1.61,2.06,1.06,2.96,345
2,12.77,3.43,1.98,16,80,1.63,1.25,0.43,0.83,3.4,0.7,2.12,372
2,12,3.43,2,19,87,2,1.64,0.37,1.87,1.28,0.93,3.05,564
2,11.45,2.4,2.42,20,96,2.9,2.79,0.32,1.83,3.25,0.8,3.39,625
2,11.56,2.05,3.23,28.5,119,3.18,5.08,0.47,1.87,6,0.93,3.69,465
2,12.42,4.43,2.73,26.5,102,2.2,2.13,0.43,1.71,2.08,0.92,3.12,365
2,13.05,5.8,2.13,21.5,86,2.62,2.65,0.3,2.01,2.6,0.73,3.1,380
2,11.87,4.31,2.39,21,82,2.86,3.03,0.21,2.91,2.8,0.75,3.64,380
2,12.07,2.16,2.17,21,85,2.6,2.65,0.37,1.35,2.76,0.86,3.28,378
2,12.43,1.53,2.29,21.5,86,2.74,3.15,0.39,1.77,3.94,0.69,2.84,352
2,11.79,2.13,2.78,28.5,92,2.13,2.24,0.58,1.76,3,0.97,2.44,466
2,12.37,1.63,2.3,24.5,88,2.22,2.45,0.4,1.9,2.12,0.89,2.78,342
2,12.04,4.3,2.38,22,80,2.1,1.75,0.42,1.35,2.6,0.79,2.57,580
3,12.86,1.35,2.32,18,122,1.51,1.25,0.21,0.94,4.1,0.76,1.29,630
3,12.88,2.99,2.4,20,104,1.3,1.22,0.24,0.83,5.4,0.74,1.42,530
3,12.81,2.31,2.4,24,98,1.15,1.09,0.27,0.83,5.7,0.66,1.36,560
3,12.7,3.55,2.36,21.5,106,1.7,1.2,0.17,0.84,5,0.78,1.29,600
3,12.51,1.24,2.25,17.5,85,2,0.58,0.6,1.25,5.45,0.75,1.51,650
3,12.6,2.46,2.2,18.5,94,1.62,0.66,0.63,0.94,7.1,0.73,1.58,695
3,12.25,4.72,2.54,21,89,1.38,0.47,0.53,0.8,3.85,0.75,1.27,720
3,12.53,5.51,2.64,25,96,1.79,0.6,0.63,1.1,5,0.82,1.69,515
3,13.49,3.59,2.19,19.5,88,1.62,0.48,0.58,0.88,5.7,0.81,1.82,580
3,12.84,2.96,2.61,24,101,2.32,0.6,0.53,0.81,4.92,0.89,2.15,590
3,12.93,2.81,2.7,21,96,1.54,0.5,0.53,0.75,4.6,0.77,2.31,600
3,13.36,2.56,2.35,20,89,1.4,0.5,0.37,0.64,5.6,0.7,2.47,780
3,13.52,3.17,2.72,23.5,97,1.55,0.52,0.5,0.55,4.35,0.89,2.06,520
3,13.62,4.95,2.35,20,92,2,0.8,0.47,1.02,4.4,0.91,2.05,550
3,12.25,3.88,2.2,18.5,112,1.38,0.78,0.29,1.14,8.21,0.65,2,855
3,13.16,3.57,2.15,21,102,1.5,0.55,0.43,1.3,4,0.6,1.68,830
3,13.88,5.04,2.23,20,80,0.98,0.34,0.4,0.68,4.9,0.58,1.33,415
3,12.87,4.61,2.48,21.5,86,1.7,0.65,0.47,0.86,7.65,0.54,1.86,625
3,13.32,3.24,2.38,21.5,92,1.93,0.76,0.45,1.25,8.42,0.55,1.62,650
3,13.08,3.9,2.36,21.5,113,1.41,1.39,0.34,1.14,9.4,0.57,1.33,550
3,13.5,3.12,2.62,24,123,1.4,1.57,0.22,1.25,8.6,0.59,1.3,500
3,12.79,2.67,2.48,22,112,1.48,1.36,0.24,1.26,10.8,0.48,1.47,480
3,13.11,1.9,2.75,25.5,116,2.2,1.28,0.26,1.56,7.1,0.61,1.33,425
3,13.23,3.3,2.28,18.5,98,1.8,0.83,0.61,1.87,10.52,0.56,1.51,675
3,12.58,1.29,2.1,20,103,1.48,0.58,0.53,1.4,7.6,0.58,1.55,640
3,13.17,5.19,2.32,22,93,1.74,0.63,0.61,1.55,7.9,0.6,1.48,725
3,13.84,4.12,2.38,19.5,89,1.8,0.83,0.48,1.56,9.01,0.57,1.64,480
3,12.45,3.03,2.64,27,97,1.9,0.58,0.63,1.14,7.5,0.67,1.73,880
3,14.34,1.68,2.7,25,98,2.8,1.31,0.53,2.7,13,0.57,1.96,660
3,13.48,1.67,2.64,22.5,89,2.6,1.1,0.52,2.29,11.75,0.57,1.78,620
3,12.36,3.83,2.38,21,88,2.3,0.92,0.5,1.04,7.65,0.56,1.58,520
3,13.69,3.26,2.54,20,107,1.83,0.56,0.5,0.8,5.88,0.96,1.82,680
3,12.85,3.27,2.58,22,106,1.65,0.6,0.6,0.96,5.58,0.87,2.11,570
3,12.96,3.45,2.35,18.5,106,1.39,0.7,0.4,0.94,5.28,0.68,1.75,675
3,13.78,2.76,2.3,22,90,1.35,0.68,0.41,1.03,9.58,0.7,1.68,615
3,13.73,4.36,2.26,22.5,88,1.28,0.47,0.52,1.15,6.62,0.78,1.75,520
3,13.45,3.7,2.6,23,111,1.7,0.92,0.43,1.46,10.68,0.85,1.56,695
3,12.82,3.37,2.3,19.5,88,1.48,0.66,0.4,0.97,10.26,0.72,1.75,685
3,13.58,2.58,2.69,24.5,105,1.55,0.84,0.39,1.54,8.66,0.74,1.8,750
3,13.4,4.6,2.86,25,112,1.98,0.96,0.27,1.11,8.5,0.67,1.92,630
3,12.2,3.03,2.32,19,96,1.25,0.49,0.4,0.73,5.5,0.66,1.83,510
3,12.77,2.39,2.28,19.5,86,1.39,0.51,0.48,0.64,9.899999,0.57,1.63,470
3,14.16,2.51,2.48,20,91,1.68,0.7,0.44,1.24,9.7,0.62,1.71,660
3,13.71,5.65,2.45,20.5,95,1.68,0.61,0.52,1.06,7.7,0.64,1.74,740
3,13.4,3.91,2.48,23,102,1.8,0.75,0.43,1.41,7.3,0.7,1.56,750
3,13.27,4.28,2.26,20,120,1.59,0.69,0.43,1.35,10.2,0.59,1.56,835
3,13.17,2.59,2.37,20,120,1.65,0.68,0.53,1.46,9.3,0.6,1.62,840
3,14.13,4.1,2.74,24.5,96,2.05,0.76,0.56,1.35,9.2,0.61,1.6,560

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