如何利用MATLAB编程实现患者癌症发病概率预测？？

实现代：

清空环境变量

clc
clear

录入输入数据

载入数据并将数据分成训练和预测两类

load gene.mat;
data=gene;
P=data(1:40,:);
T=data(41:60,:);% 转置后符合神经网络的输入格式P=P';
T=T';% 取输入元素的最大值和最小值Q：Q=minmax(P);

网络建立和训练

利用newc( )命令建立竞争网络：2代表竞争层的神经元个数，也就是要分类的个数。0.1代表学习速率。

net=newc(Q,2,0.1)% 初始化网络及设定网络参数：net=init(net);
net.trainparam.epochs=20;% 训练网络：net=train(net,P);

net =
    Neural Network object:
    architecture:
         numInputs: 1
         numLayers: 1
       biasConnect: [1]
      inputConnect: [1]
      layerConnect: [0]
     outputConnect: [1]

        numOutputs: 1  (read-only)
    numInputDelays: 0  (read-only)
    numLayerDelays: 0  (read-only)
    subobject structures:
            inputs: {1x1 cell} of inputs
            layers: {1x1 cell} of layers
           outputs: {1x1 cell} containing 1 output
            biases: {1x1 cell} containing 1 bias
      inputWeights: {1x1 cell} containing 1 input weight
      layerWeights: {1x1 cell} containing no layer weights
    functions:
          adaptFcn: 'trains'
         divideFcn: (none)
       gradientFcn: 'calcgrad'
           initFcn: 'initlay'
        performFcn: (none)
          plotFcns: {}
          trainFcn: 'trainr'
    parameters:
        adaptParam: .passes
       divideParam: (none)
     gradientParam: (none)
         initParam: (none)
      performParam: (none)
        trainParam: .show, .showWindow, .showCommandLine, .epochs, 
                    .goal, .time
    weight and bias values:
                IW: {1x1 cell} containing 1 input weight matrix
                LW: {1x1 cell} containing no layer weight matrices
                 b: {1x1 cell} containing 1 bias vector
    other:
              name: ''
          userdata: (user information)

网络的效果验证

% 将原数据回带，测试网络效果：a=sim(net,P);
ac=vec2ind(a)% 这里使用了变换函数vec2ind()，用于将单值向量组变换成下标向量。其调用的格式为：%  ind=vec2ind(vec)% 其中，% vec：为m行n列的向量矩阵x，x中的每个列向量i，除包含一个1外，其余元素均为0。% ind：为n个元素值为1所在的行下标值构成的一个行向量。

ac =
  Columns 1 through 7
     1     1     1     1     1     1     1
  Columns 8 through 14
     1     1     1     1     1     2     1
  Columns 15 through 21
     1     1     2     1     1     2     2
  Columns 22 through 28
     2     2     2     2     2     2     1
  Columns 29 through 35
     1     2     2     1     1     2     2
  Columns 36 through 40
     2     2     1     2     1

网络作分类的预测

下面将后20个数据带入神经网络模型中，观察网络输出： sim( )来做网络仿真

Y=sim(net,T)
yc=vec2ind(Y)

web browser http://www.matlabsky.com/thread-11161-1-2.html

Y =
   (2,1)        1
   (2,2)        1
   (1,3)        1
   (1,4)        1
   (1,5)        1
   (1,6)        1
   (1,7)        1
   (1,8)        1
   (1,9)        1
   (1,10)       1
   (1,11)       1
   (1,12)       1
   (1,13)       1
   (1,14)       1
   (1,15)       1
   (1,16)       1
   (2,17)       1
   (1,18)       1
   (1,19)       1
   (1,20)       1
yc =
  Columns 1 through 7
     2     2     1     1     1     1     1
  Columns 8 through 14
     1     1     1     1     1     1     1
  Columns 15 through 20
     1     1     2     1     1     1

需要的数据为：

0   108.60 111.84 693.14 1119.66 533.38 80.01 184.58 160.32 253.28 89.18 158.68 213.48 28.59 441.63 590.93 680.20 145.23 231.85 162.30 53.95 319.84 264.57 132.84 444.28 272.17 217.27 349.27 222.99 47.79 678.00 596.09 68.52 88.47 146.93 212.96 77.41 2590.65 2590.65 2590.65 2590.65 68.54 193.55 284.65 91.14 70.46 703.73 388.17 667.11 48.96 716.31 931.85 93.48 91.40 689.89 25.73 937.52 2296.28 226.87 162.95 173.01 170.26 1233.46 186.76 1282.52 292.45 202.55 855.40 368.07 889.34 99.13 142.60 53.83 196.62 187.00 110.00 160.89 229.09 37.94 172.31 48.77 62.56 456.85 424.99 420.45 651.02 88.03 829.44 420.95 68.71 496.25 305.58 366.12 200.99 445.20 101.74 783.15 86.34 43.58 932.48 143.84 576.22 661.99 114.25 149.64 64.02 207.16 170.77 78.57 307.27 769.12 622.30 606.68 161.28 222.58 

1   109.08 244.52 228.23 468.63 205.93 64.13 188.15 31.89 173.88 72.25 61.49 89.81 160.11 77.81 324.94 246.30 177.65 440.83 134.55 102.81 100.52 43.56 92.38 419.84 147.18 167.91 295.63 218.12 58.68 204.52 346.08 101.70 78.32 133.26 265.85 130.19 2298.67 2298.67 2298.67 2298.67 278.29 119.91 68.89 25.29 65.66 886.99 551.87 616.15 66.73 507.30 769.62 56.17 86.71 504.30 15.11 540.34 497.12 165.31 92.32 164.46 76.18 608.18 139.24 150.64 87.57 562.06 370.56 133.14 301.27 157.98 166.75 51.75 278.52 283.02 34.30 256.86 148.26 89.69 157.40 42.67 51.14 444.42 125.32 421.54 676.72 102.84 97.94 293.47 39.83 55.26 185.88 163.88 191.04 78.69 49.26 559.87 69.34 215.74 665.98 58.82 293.40 377.21 151.91 39.17 32.08 223.56 100.81 87.94 249.79 752.06 770.50 860.60 63.17 144.21 

2   87.93 74.36 887.70 1223.09 659.55 96.11 518.84 586.09 453.52 41.67 249.57 370.82 101.79 28.81 659.17 1481.54 115.50 169.61 387.98 82.20 367.35 405.15 341.03 200.75 90.88 149.18 449.08 250.72 57.69 1650.38 704.89 82.92 111.52 215.52 266.80 68.97 1468.58 1468.58 1468.58 1468.58 510.41 416.58 251.51 138.26 40.79 621.34 188.28 481.56 43.56 334.10 1310.66 182.47 52.15 1157.62 59.13 4514.64 2913.44 350.92 300.18 227.99 134.97 4200.70 169.23 504.63 67.31 315.67 708.47 153.26 179.47 143.61 43.30 32.41 122.43 392.55 197.29 85.03 192.62 135.59 125.78 98.01 79.03 316.81 592.52 1045.40 1575.27 257.48 1740.96 893.61 139.68 463.29 146.51 212.71 160.11 787.40 79.78 224.54 251.17 181.93 528.87 74.15 799.58 1246.72 46.99 60.18 90.02 688.72 161.45 140.18 552.08 667.93 463.82 331.27 199.37 182.67 

3   149.16 72.79 312.48 647.41 572.96 95.37 433.43 131.83 511.11 111.45 158.41 281.73 94.87 302.71 272.46 587.81 94.22 393.12 259.96 34.62 349.36 245.68 78.85 432.10 207.35 165.60 416.97 257.35 35.17 753.59 293.72 74.58 87.95 152.46 262.91 83.95 1414.95 1414.95 1414.95 1414.95 276.76 303.48 170.44 45.90 35.53 474.30 173.06 896.74 65.36 816.63 730.32 121.72 91.06 1800.23 27.43 842.65 2635.96 258.58 190.59 201.56 250.10 2078.01 187.58 566.21 114.84 418.70 1280.13 260.30 518.77 114.00 136.07 72.77 206.73 234.62 108.67 195.44 233.54 48.19 135.93 95.71 54.28 349.74 352.93 727.52 1877.16 78.29 941.46 767.64 85.65 293.41 194.00 230.04 141.70 430.89 17.89 204.67 136.82 37.98 707.41 189.80 576.88 989.77 226.41 93.62 54.75 458.98 83.76 32.01 832.74 1167.00 450.57 685.27 129.88 90.65 

4   93.11 107.74 345.59 465.63 1445.77 35.48 323.94 324.16 716.74 106.60 163.86 225.48 14.39 131.38 443.83 757.76 84.46 179.74 89.34 17.92 365.98 558.32 94.40 282.83 112.27 97.39 78.92 832.42 22.03 661.12 430.49 31.70 93.98 271.30 145.89 99.64 1238.17 1238.17 1238.17 1238.17 232.77 750.12 102.24 114.01 33.11 1747.42 157.02 835.28 11.42 754.15 754.73 252.32 21.72 1493.66 24.39 1679.96 3541.17 324.02 816.71 58.63 199.24 2641.06 169.10 594.37 61.62 416.07 721.61 328.37 376.63 85.62 70.17 62.47 132.95 345.35 138.27 54.96 63.10 9.72 159.82 59.41 20.12 635.21 395.07 285.21 2983.54 25.05 1737.49 2289.91 164.08 318.23 214.74 105.02 94.80 1095.68 82.14 145.40 443.32 49.56 414.32 139.04 1340.15 1220.66 136.72 655.01 19.88 616.25 61.62 26.81 1128.82 1215.41 309.48 353.88 477.09 128.20 

5   246.71 42.76 227.41 332.06 883.87 68.11 546.11 167.04 579.29 87.99 345.37 398.75 111.65 109.51 193.04 686.92 41.93 362.99 402.06 92.54 338.84 487.30 81.32 363.51 197.54 21.96 540.43 540.38 86.37 1880.76 183.03 84.10 143.25 161.49 339.07 28.10 1220.43 1220.43 1220.43 1220.43 320.24 393.29 524.98 118.65 63.31 359.37 33.62 664.72 52.50 837.77 791.05 93.95 25.08 1721.74 28.64 1574.80 2291.94 250.99 471.75 189.93 268.81 1779.60 151.23 1443.19 114.78 557.74 275.43 478.86 601.46 167.59 101.26 73.34 212.98 379.42 178.50 155.18 100.54 69.32 295.08 156.53 98.51 168.08 795.01 1154.48 2202.03 123.80 1346.80 1003.44 148.01 567.22 448.01 166.61 49.17 822.16 72.40 199.66 185.41 85.74 615.84 142.38 1081.50 890.43 145.33 21.23 95.79 478.81 178.24 100.64 551.21 980.30 173.90 689.55 430.79 130.13 

6   152.71 84.68 827.26 1058.09 892.17 113.75 270.53 221.24 388.97 45.27 221.74 132.70 109.28 371.09 752.90 1260.27 178.42 343.71 316.57 63.53 563.22 454.25 128.50 328.88 155.02 245.78 393.16 287.37 71.53 1493.73 691.44 178.17 132.77 263.59 255.54 84.73 1901.10 1901.10 1901.10 1901.10 324.95 262.67 302.32 139.84 70.12 463.23 319.97 399.27 69.79 693.20 1320.50 94.34 75.50 402.03 55.51 1193.25 3648.27 331.63 493.78 221.24 123.32 3438.38 202.88 335.30 109.14 317.43 1061.85 180.35 378.07 65.17 312.21 83.48 55.58 336.51 199.88 224.41 340.99 138.45 105.79 112.93 141.14 344.52 1109.43 1217.78 1319.27 143.21 889.26 541.93 128.34 619.73 234.71 274.97 182.70 390.01 20.36 398.09 158.24 176.03 727.32 153.56 396.49 930.83 131.29 89.44 99.50 382.93 77.48 165.57 545.00 323.88 407.00 898.90 301.48 208.81 

7   98.58 113.92 656.71 937.78 699.86 79.17 451.86 318.24 377.39 48.05 295.29 319.73 70.43 172.03 681.62 1119.82 117.00 189.88 274.09 41.27 628.40 342.72 138.64 195.70 110.62 295.35 453.37 473.76 58.35 695.55 653.82 86.31 159.68 341.66 288.85 83.55 2655.14 2655.14 2655.14 2655.14 448.15 394.35 159.16 128.64 47.19 978.86 291.56 285.97 92.68 570.63 1038.82 196.69 69.72 1829.85 36.13 1460.41 2979.67 370.81 686.33 216.36 67.15 2151.42 150.85 182.99 86.88 155.54 1223.61 252.36 447.91 155.43 128.16 51.25 146.33 340.58 159.01 750.93 250.68 17.80 119.88 49.04 84.83 322.98 301.90 567.35 1474.76 89.60 808.34 1055.67 117.22 201.20 145.49 110.59 193.72 654.69 179.70 464.43 105.49 213.69 700.18 148.09 1205.23 993.11 101.39 36.87 71.54 665.09 102.80 53.81 582.97 359.72 484.58 507.01 219.79 203.31 

8   75.41 47.20 345.99 1264.30 614.57 33.38 133.80 120.46 376.01 42.80 104.73 174.05 39.72 421.70 372.21 707.86 91.75 396.66 119.97 48.63 322.66 349.53 86.69 355.25 116.61 84.70 224.42 393.50 40.66 689.90 362.47 242.80 41.03 169.26 100.42 74.02 1913.44 1913.44 1913.44 1913.44 393.70 398.96 92.41 181.50 57.72 577.46 91.52 346.58 36.18 895.33 1294.59 204.70 56.79 1144.74 40.98 1748.49 880.78 303.28 1022.61 94.90 243.71 2193.19 183.20 701.57 111.52 58.42 489.26 408.75 368.72 165.22 119.74 92.64 74.23 334.84 115.27 1133.40 174.39 68.18 96.74 33.13 38.76 192.96 554.90 518.72 2105.15 70.23 1001.61 979.22 95.22 257.43 424.23 290.17 118.19 737.20 29.51 361.91 232.24 154.99 718.52 222.20 1095.74 1623.68 129.71 31.47 54.53 570.32 94.38 65.72 403.99 233.47 448.54 519.01 170.10 181.29 

9   83.79 83.81 366.57 1030.62 1464.03 27.90 338.71 213.58 588.43 63.77 217.82 479.36 26.73 159.76 247.58 1466.97 130.15 224.23 175.87 17.04 643.75 568.84 160.73 282.27 106.03 131.11 151.19 413.98 25.54 660.69 284.62 43.62 120.90 209.09 168.77 108.53 1633.38 1633.38 1633.38 1633.38 566.67 555.81 128.98 128.37 18.23 680.72 82.35 554.06 54.01 870.02 1405.41 210.64 37.80 1924.16 29.31 1589.02 3104.48 326.66 705.19 94.31 148.52 3243.29 220.14 714.70 107.88 227.76 1474.58 464.34 437.23 175.25 73.47 47.70 90.56 375.75 216.69 72.22 25.97 13.59 183.34 29.18 20.39 374.96 372.58 503.93 2525.71 47.83 1516.55 1416.97 170.52 330.87 354.00 135.95 125.63 1211.80 81.00 363.29 287.46 76.38 759.91 117.49 605.87 1317.47 108.26 44.50 13.78 617.11 84.04 23.12 744.34 753.76 578.84 566.44 387.75 137.43 

10   154.08 75.82 187.59 687.56 736.33 104.31 102.59 47.86 236.00 51.32 107.20 161.61 39.62 430.74 245.43 625.91 177.41 184.33 158.21 65.00 231.74 285.72 137.22 316.61 125.24 114.72 574.95 577.43 39.06 797.27 270.59 312.85 65.04 287.47 248.07 77.77 2027.28 2027.28 2027.28 2027.28 138.77 237.00 143.76 55.93 70.92 1431.41 80.94 661.39 70.19 544.01 765.67 98.29 55.77 1458.06 21.08 915.15 1885.04 225.87 95.26 204.20 129.63 1170.76 288.73 608.49 242.94 108.53 1357.62 481.47 666.62 106.81 124.14 58.20 173.51 201.71 89.39 157.67 160.88 25.85 245.72 104.14 70.51 302.82 685.10 573.06 1770.12 96.74 1010.88 810.72 101.25 570.97 227.66 248.66 175.74 547.76 87.33 487.82 91.96 25.91 664.79 169.20 527.71 551.98 121.68 11.60 34.73 284.68 177.63 20.66 714.94 873.44 480.29 404.25 215.39 85.56 

11   47.57 63.21 284.86 1524.89 1051.28 29.22 379.72 123.79 621.12 26.34 185.87 390.59 46.26 90.10 207.88 1458.81 37.87 111.29 344.06 47.24 800.03 484.27 73.57 193.29 82.51 60.91 549.54 644.20 49.78 1374.70 184.82 66.39 132.07 415.90 194.47 45.11 664.50 664.50 664.50 664.50 251.71 621.30 137.30 147.98 42.85 1477.01 25.11 110.50 26.14 220.18 1604.41 276.09 30.01 2785.95 28.00 2229.27 326.87 318.15 452.25 141.67 69.96 3902.05 144.38 504.97 45.62 96.01 608.70 227.96 213.92 45.06 55.67 31.56 73.07 492.24 125.40 52.21 220.99 41.62 25.32 95.03 51.39 127.75 665.91 679.95 3049.69 93.70 1391.95 1380.10 136.79 513.05 191.07 116.37 64.32 459.75 29.37 124.12 145.15 44.68 367.85 56.53 100.20 2099.24 24.73 48.35 71.12 736.58 159.86 36.05 750.92 157.01 327.66 302.53 204.41 135.08 

12   30.09 237.90 3411.16 2670.09 563.02 145.22 323.21 360.94 278.92 13.97 157.16 27.43 90.68 89.75 2386.39 984.46 122.43 140.16 367.19 47.87 427.61 242.74 116.94 146.90 89.04 182.71 903.51 242.50 373.90 714.75 2186.13 188.19 72.79 278.92 283.89 94.78 3209.30 3209.30 3209.30 3209.30 756.77 173.85 207.96 151.67 40.83 329.67 1540.50 105.21 91.20 210.54 737.71 110.52 93.60 671.31 132.65 868.89 2133.61 314.35 234.88 229.85 106.33 1217.17 226.75 189.39 36.83 419.29 762.13 199.78 161.72 139.12 130.51 15.48 88.67 311.89 99.06 839.29 1425.99 683.46 31.07 212.23 342.47 331.36 585.29 1161.44 551.59 504.50 321.46 427.28 107.53 622.05 128.65 567.96 72.19 387.85 119.46 554.33 106.73 116.17 421.34 74.59 318.94 564.41 10.80 596.75 527.69 372.81 122.46 607.29 320.17 119.46 1083.08 392.07 155.40 279.60 

13   68.73 173.61 552.27 689.98 774.31 48.35 358.28 177.76 435.81 19.21 333.61 142.95 52.17 231.68 298.34 683.68 203.12 244.24 117.95 14.70 410.79 233.21 285.22 125.54 116.92 251.70 413.30 474.40 49.06 611.90 323.30 72.18 95.57 178.96 142.53 88.54 2052.77 2052.77 2052.77 2052.77 386.47 253.96 125.23 87.49 39.88 1711.69 300.27 150.21 31.73 456.49 865.00 81.16 92.26 1018.70 34.70 1406.67 2192.61 208.13 627.25 138.00 128.22 1668.51 665.51 536.18 131.01 136.57 1454.55 361.76 336.75 57.21 114.78 33.52 101.56 264.98 83.37 180.51 218.89 38.53 92.71 65.21 48.76 315.05 335.59 373.52 961.67 102.11 743.06 783.57 93.02 217.17 202.77 345.48 180.01 547.17 29.03 153.13 153.14 92.80 431.96 121.34 602.80 651.38 37.79 256.71 44.65 337.32 51.08 107.13 532.51 229.71 1070.34 399.76 269.77 139.24 

14   139.66 58.55 479.18 834.46 1269.81 75.69 783.29 300.23 505.14 68.27 316.69 295.20 104.18 416.93 416.35 1027.02 56.07 158.78 361.44 50.09 670.64 514.64 47.50 284.20 115.10 37.53 513.07 415.17 62.98 892.55 306.27 459.64 160.59 639.73 146.19 45.06 2082.35 2082.35 2082.35 2082.35 650.70 517.50 474.17 136.40 73.77 616.26 129.06 376.07 44.05 663.69 687.72 155.79 24.19 1335.06 51.14 2376.78 2732.33 206.01 568.02 186.37 158.21 2815.04 99.88 973.73 298.03 117.39 663.70 495.26 578.19 197.68 264.58 77.49 378.79 575.72 91.01 239.75 147.05 196.75 154.87 153.84 71.90 124.77 915.92 1277.58 2376.08 178.96 1880.33 1361.07 264.18 597.97 475.76 338.90 50.50 652.10 96.71 171.37 124.38 96.48 585.94 290.25 1152.13 1044.25 108.20 237.92 63.01 557.13 102.38 142.18 884.29 444.85 202.89 559.51 353.86 115.07 

15   87.78 50.14 362.55 900.08 1050.20 142.21 542.23 225.99 783.82 35.30 259.24 667.16 116.69 141.30 309.55 978.86 52.83 128.14 206.41 62.69 1012.62 625.31 70.13 161.83 100.96 44.19 486.63 392.28 64.46 866.65 346.89 636.66 124.27 676.88 222.13 82.76 1671.46 1671.46 1671.46 1671.46 590.58 520.79 460.30 133.70 39.99 1193.08 52.59 256.92 61.74 394.71 802.63 252.57 36.30 2021.73 36.65 1825.34 2643.11 302.96 944.35 221.60 91.30 2508.21 175.76 557.49 227.84 160.45 639.71 217.93 392.80 105.84 131.87 45.05 143.23 585.30 144.45 78.69 87.14 33.90 101.95 189.92 76.63 125.12 996.45 1183.17 2130.10 219.36 1988.46 1253.84 329.43 855.87 205.64 258.10 103.45 1219.32 116.88 89.82 175.38 67.00 388.65 121.32 973.51 1303.05 64.38 22.66 25.15 696.95 172.02 44.44 932.49 326.88 252.86 356.67 287.98 185.40 

16   157.08 167.45 2104.43 2342.27 481.58 170.78 314.53 114.92 274.79 92.36 94.71 11.76 197.40 428.28 1445.69 708.53 107.61 401.14 250.71 119.30 315.78 120.77 155.40 338.36 255.37 77.23 955.66 128.65 256.45 890.21 1295.92 288.59 59.08 171.57 422.36 89.61 3262.36 3262.36 3262.36 3262.36 583.45 130.53 257.48 114.72 99.88 593.55 763.54 357.90 90.86 432.59 337.39 36.04 110.82 432.93 104.93 632.43 1628.83 169.94 101.78 390.96 252.13 874.05 286.23 439.03 103.63 552.97 562.88 320.85 394.56 157.77 154.19 29.53 386.24 327.53 74.75 1736.96 1204.59 498.54 41.80 200.53 416.30 172.78 653.21 1392.06 474.36 1029.40 389.56 370.83 39.70 753.56 304.02 1455.55 77.61 396.60 23.84 809.43 68.21 96.44 985.08 154.09 225.54 264.89 57.61 388.97 128.92 320.11 132.95 661.86 233.94 349.93 993.57 876.10 134.90 237.76 

17   83.92 56.76 658.98 738.61 1358.37 65.59 381.77 340.69 904.38 30.70 309.28 266.88 56.45 452.59 387.05 1454.58 72.77 188.85 132.85 41.55 615.05 591.54 104.53 250.94 103.67 108.91 617.62 506.67 61.43 841.74 320.89 86.31 202.57 406.05 175.65 64.58 2095.64 2095.64 2095.64 2095.64 394.05 475.80 186.31 159.83 44.56 913.81 12.83 237.06 30.49 919.46 1203.52 158.15 31.63 1297.32 47.60 2150.40 3263.39 356.46 402.75 143.31 183.78 3003.66 189.59 531.56 107.56 93.58 1111.77 399.84 617.80 161.97 99.83 46.94 91.22 332.84 228.80 116.73 905.72 48.11 88.92 85.98 55.81 134.86 641.07 530.33 2190.33 125.43 840.59 1389.35 344.42 237.68 382.90 458.40 106.16 1071.65 61.52 217.25 281.21 136.43 432.55 124.15 774.19 1266.52 37.69 339.18 49.29 552.97 68.62 21.74 774.69 271.77 259.07 537.93 283.68 200.11 

18   98.21 113.22 700.45 429.72 869.32 87.67 338.24 180.16 440.02 11.50 188.31 79.89 49.46 217.08 417.30 1352.05 54.67 184.40 151.94 40.61 575.81 260.50 136.21 200.76 49.24 264.34 544.75 307.34 104.59 698.98 416.50 96.61 171.47 207.12 178.64 113.76 2290.40 2290.40 2290.40 2290.40 405.61 302.96 121.18 74.31 46.39 1723.57 81.34 203.54 60.86 469.57 1294.97 103.43 66.10 908.06 38.96 936.30 2836.98 264.50 775.29 128.71 184.20 2050.06 343.70 410.55 112.10 95.11 1102.92 322.62 462.42 116.59 147.38 59.95 147.87 260.35 148.10 195.08 743.82 51.17 121.98 53.32 67.04 339.43 601.74 306.06 1642.59 136.27 556.22 808.83 156.21 195.77 207.34 529.82 215.12 1028.52 43.53 230.09 139.57 120.00 402.50 123.23 1101.44 1215.03 18.84 108.15 104.93 408.64 54.68 36.02 514.51 196.48 866.54 582.10 284.37 131.92 

19   53.33 220.55 3572.73 1892.50 829.79 131.11 932.34 655.49 326.30 65.93 231.06 187.46 111.99 154.31 2420.96 1096.46 85.02 220.91 211.36 11.73 520.84 361.73 108.75 312.08 68.61 169.67 846.70 282.16 374.56 800.17 2238.70 239.17 111.68 314.24 319.47 81.52 3145.34 3145.34 3145.34 3145.34 1305.35 239.36 277.05 162.12 13.96 444.04 893.91 362.56 30.61 307.70 654.52 158.48 98.29 1093.05 225.34 1212.75 2916.54 544.17 345.06 210.76 298.77 1141.99 437.11 134.42 58.44 498.97 469.33 135.84 121.43 130.65 297.60 30.22 244.56 624.08 97.00 986.09 1197.41 564.93 42.10 228.58 307.74 207.35 672.15 1004.73 1200.72 801.50 654.72 557.73 126.63 627.55 253.37 865.76 171.11 639.95 69.59 476.27 145.71 196.02 682.24 128.27 530.88 592.66 22.72 350.06 333.83 580.72 106.40 688.64 504.57 175.86 850.04 970.27 198.52 562.34 

20   99.66 230.54 2111.49 1524.67 474.66 116.04 290.36 235.78 303.76 68.56 132.41 113.25 81.94 136.71 1561.72 478.07 149.91 244.46 185.08 50.36 316.63 161.20 238.28 245.83 224.60 307.44 489.55 201.48 183.03 690.74 1503.58 243.03 77.51 121.82 195.94 113.97 2566.93 2566.93 2566.93 2566.93 248.76 161.57 212.10 73.12 88.45 565.09 1499.90 469.45 54.99 547.38 618.46 60.26 132.13 531.71 96.54 572.49 2237.74 119.38 125.57 167.38 138.28 1103.81 327.00 405.00 176.72 243.13 934.10 347.61 434.11 87.89 73.87 60.06 300.10 200.70 48.48 925.79 998.88 430.16 71.33 145.39 242.10 374.66 423.71 1250.53 460.68 439.35 403.54 386.32 55.85 759.07 164.78 1351.10 282.62 297.46 54.35 1224.93 72.76 112.30 845.40 90.56 274.43 445.68 138.21 781.15 216.35 244.94 132.13 798.12 392.43 615.10 737.94 496.70 91.32 246.21 

21   127.73 255.43 1335.01 697.39 307.53 55.02 237.43 308.65 275.48 57.82 69.96 77.78 65.46 103.18 807.84 333.74 293.11 231.07 114.93 66.07 185.49 130.27 297.19 282.91 143.16 349.83 208.55 232.94 64.37 276.77 779.33 117.89 53.03 118.53 252.89 161.78 3319.41 3319.41 3319.41 3319.41 432.37 157.89 51.01 79.51 37.95 783.60 1315.24 512.25 42.23 579.79 537.43 62.75 149.44 836.03 35.29 525.15 1855.74 159.49 117.64 172.40 83.09 1032.64 256.02 169.27 93.18 259.76 1616.90 363.07 278.56 130.78 165.48 75.60 204.88 199.35 37.27 1139.72 28.25 122.52 49.03 82.31 80.30 538.12 127.80 587.51 754.62 103.23 276.99 330.21 52.59 186.03 162.71 530.86 272.18 254.84 86.49 892.81 36.16 66.93 850.75 147.92 310.85 606.69 159.01 163.98 52.94 245.69 74.52 113.04 354.88 573.24 597.62 528.48 80.58 101.43 

22   63.17 123.75 4153.48 1396.90 607.86 84.29 594.14 508.06 370.98 81.22 124.94 156.94 42.72 72.03 3010.99 799.92 118.07 234.05 214.52 43.84 454.72 261.23 72.32 223.68 191.30 114.48 353.83 372.10 160.78 430.48 2972.33 126.70 56.29 210.87 396.40 81.14 2810.38 2810.38 2810.38 2810.38 1116.05 189.19 103.14 126.83 71.83 281.01 664.77 562.73 80.01 182.98 1590.80 145.06 49.02 962.07 157.75 1006.03 4109.46 555.25 196.32 197.04 149.27 1637.74 168.74 305.09 63.37 761.69 325.58 113.92 83.53 182.84 48.55 50.33 177.23 451.51 114.59 805.10 751.79 294.23 157.98 102.33 210.33 347.48 314.29 842.52 888.78 348.28 415.42 586.02 54.28 384.61 128.81 737.42 125.27 639.73 184.64 791.97 79.25 253.10 840.16 59.49 291.16 743.36 75.80 217.70 238.07 642.07 188.60 386.98 558.30 818.01 356.08 465.67 107.78 435.00 

23   135.77 144.89 5241.31 1745.15 410.35 75.17 420.88 399.22 386.96 56.56 95.59 190.47 44.35 95.96 2334.61 660.14 156.14 314.14 209.61 28.87 549.61 175.48 61.74 314.07 181.60 135.11 1001.31 298.98 76.02 393.49 2494.07 241.11 83.64 218.41 415.35 60.91 3070.14 3070.14 3070.14 3070.14 960.25 199.69 77.16 117.31 67.91 234.77 730.21 495.21 40.74 241.52 1080.65 58.73 138.90 1663.95 25.75 749.05 3309.70 207.96 244.45 250.81 158.34 1347.38 94.25 291.10 79.74 231.33 358.70 31.93 152.88 77.59 78.06 49.69 250.30 393.52 61.69 561.24 335.69 143.25 73.13 64.94 117.21 207.09 261.33 957.00 939.30 285.31 375.80 357.75 58.54 343.57 73.00 664.36 127.89 259.79 178.97 807.03 28.38 158.62 868.42 69.46 267.06 676.40 178.79 318.27 26.41 410.61 107.47 138.51 940.28 633.86 264.84 997.47 86.85 333.71 

24   111.91 133.11 4043.32 2786.72 551.45 108.33 460.18 402.49 363.82 61.53 137.26 108.83 169.40 95.71 2386.80 589.95 119.98 219.26 413.99 66.89 343.40 226.86 142.10 219.60 142.79 88.33 867.79 247.12 78.93 775.27 2348.60 414.31 75.53 138.73 367.48 36.18 2286.26 2286.26 2286.26 2286.26 756.16 158.87 176.53 119.74 44.20 384.72 724.21 469.49 82.02 206.43 1010.28 101.61 62.83 914.55 104.71 711.46 3302.06 460.68 247.75 291.14 158.53 1112.17 156.82 173.44 43.32 505.38 564.39 154.63 199.93 92.38 80.63 46.94 187.30 414.90 59.72 323.19 1034.98 646.64 47.88 146.31 199.68 273.91 469.15 1903.21 863.80 601.59 280.13 574.97 37.81 731.66 69.49 574.05 120.34 401.66 142.25 847.81 58.52 99.21 734.45 81.85 289.92 431.00 128.58 63.98 260.32 464.62 223.76 581.63 489.93 543.29 425.74 514.24 91.42 340.10 

25   112.22 287.47 2622.54 873.10 438.88 57.80 435.34 313.69 283.76 56.75 103.21 135.41 69.99 133.65 1914.17 514.24 154.16 357.18 176.16 47.02 253.76 192.97 210.47 305.23 198.71 194.41 474.47 335.04 65.21 475.60 1978.09 105.78 64.86 114.41 224.78 140.28 3047.83 3047.83 3047.83 3047.83 409.66 175.92 84.47 67.40 85.38 426.14 1639.93 450.80 22.47 634.65 598.71 112.76 124.35 889.52 92.16 757.75 1607.75 235.97 94.56 109.82 210.06 1134.21 245.42 374.26 101.06 283.46 574.77 289.49 216.24 126.15 122.16 61.62 306.43 260.80 50.33 824.10 380.14 244.27 61.14 75.29 139.26 403.01 218.35 847.92 978.70 317.84 321.81 392.32 50.09 337.83 320.33 1593.81 155.28 290.59 70.72 1290.13 64.92 105.58 718.11 127.32 283.48 546.67 117.63 315.66 256.13 328.42 87.00 428.51 365.99 639.67 575.12 573.33 80.18 288.61 

26   112.05 133.85 2650.41 1842.90 507.81 105.25 166.33 405.93 242.92 59.47 115.89 161.38 58.62 99.72 2100.50 586.66 148.45 174.99 192.98 39.44 478.27 289.83 136.10 264.88 193.75 188.27 295.49 261.45 85.54 408.54 2013.45 109.93 46.94 136.82 277.20 112.56 3141.26 3141.26 3141.26 3141.26 383.10 253.82 107.46 81.08 62.97 306.37 1749.91 339.57 73.03 555.60 1037.67 112.44 55.47 561.05 83.48 608.62 3867.58 212.05 106.38 285.34 100.69 1322.00 144.60 195.91 77.04 376.18 935.06 148.73 310.99 83.48 164.93 34.98 150.47 243.97 45.45 782.36 513.03 235.74 33.16 76.96 183.73 317.98 270.75 981.15 784.83 127.84 374.76 648.81 50.32 619.88 153.08 595.18 177.77 604.56 152.17 1742.56 53.28 108.13 708.36 95.89 465.01 721.17 78.33 230.85 134.17 299.52 57.31 286.02 339.08 301.47 378.79 707.60 158.15 307.30 

27   31.53 157.72 254.87 773.04 303.60 48.95 158.83 739.73 335.92 30.69 112.37 238.39 43.28 86.70 761.52 403.43 58.84 116.13 273.83 16.82 648.74 298.99 225.28 124.78 63.03 325.42 224.56 416.53 51.05 310.83 844.80 114.15 42.24 62.31 125.13 104.06 567.28 567.28 567.28 567.28 318.97 337.56 99.04 35.34 28.37 404.23 385.24 286.96 97.39 1219.88 483.82 115.91 33.60 1214.57 10.66 345.61 3962.43 97.60 60.77 127.48 35.01 3223.61 158.80 167.24 42.67 645.86 1754.88 187.14 178.32 108.51 152.80 55.37 163.26 204.41 85.50 681.18 656.01 98.75 49.96 87.43 84.04 305.03 46.72 917.19 941.72 65.01 601.17 1968.35 47.20 1204.48 115.71 59.88 134.88 425.01 53.12 580.75 13.58 73.52 800.53 179.55 464.94 1706.39 71.89 436.64 16.48 470.48 94.83 67.43 576.20 393.28 290.05 234.11 133.94 176.81 

28   132.79 40.92 874.34 2227.37 601.53 88.90 168.44 550.37 334.01 80.85 89.02 98.94 72.07 280.02 802.60 1064.59 78.72 287.32 171.68 45.52 522.65 259.74 139.11 298.06 141.23 53.88 284.16 125.33 36.06 315.43 791.64 146.71 50.18 173.90 122.87 61.16 2063.25 2063.25 2063.25 2063.25 1155.17 350.00 50.19 217.39 49.52 250.66 190.62 487.20 64.02 284.18 1953.37 99.58 45.33 969.45 61.48 576.21 2383.75 466.74 196.40 88.17 221.43 1360.33 152.24 482.03 121.08 369.74 513.62 271.72 265.76 119.56 157.55 91.17 136.77 435.76 25.16 1064.73 680.79 169.01 96.47 41.56 264.96 209.37 217.89 1111.66 786.59 43.18 383.91 532.68 24.72 715.28 109.43 400.22 169.06 353.29 94.99 1316.52 67.11 64.75 1341.34 122.88 374.93 547.76 154.50 149.38 37.91 384.13 118.65 157.22 401.05 395.44 338.53 806.95 124.40 216.86 

29   110.85 90.35 4696.45 2319.20 532.08 103.89 441.86 491.45 378.37 99.60 131.15 229.10 93.96 104.90 2334.04 721.16 45.30 247.20 323.11 94