Fundamentals of Statistics contains material of various lectures and courses of H. Lohninger on statistics, data analysis and chemometrics......click here for more.


Data Set - Body Fat of 252 Men

Percentage of body fat, age, weight, height, and ten body circumference measurements for
252 men. Data supplied by

  Roger Johnson
  Math/CS Dept
  Carleton College
  Northfield, MN  55057
  rjohnson@carleton.edu

Density  %Fat  Age Weight Height Neck Chest Abdom   Hip Thigh Knee Ankle Biceps F-arm Wrist
-------------------------------------------------------------------------------------------
1.0708   12.3  23  154.25  67.75 36.2  93.1  85.2  94.5  59.0 37.3  21.9   32.0  27.4 17.1
1.0853    6.1  22  173.25  72.25 38.5  93.6  83.0  98.7  58.7 37.3  23.4   30.5  28.9 18.2
1.0414   25.3  22  154.00  66.25 34.0  95.8  87.9  99.2  59.6 38.9  24.0   28.8  25.2 16.6
1.0751   10.4  26  184.75  72.25 37.4 101.8  86.4 101.2  60.1 37.3  22.8   32.4  29.4 18.2
1.0340   28.7  24  184.25  71.25 34.4  97.3 100.0 101.9  63.2 42.2  24.0   32.2  27.7 17.7
1.0502   20.9  24  210.25  74.75 39.0 104.5  94.4 107.8  66.0 42.0  25.6   35.7  30.6 18.8
1.0549   19.2  26  181.00  69.75 36.4 105.1  90.7 100.3  58.4 38.3  22.9   31.9  27.8 17.7
1.0704   12.4  25  176.00  72.50 37.8  99.6  88.5  97.1  60.0 39.4  23.2   30.5  29.0 18.8
1.0900    4.1  25  191.00  74.00 38.1 100.9  82.5  99.9  62.9 38.3  23.8   35.9  31.1 18.2
1.0722   11.7  23  198.25  73.50 42.1  99.6  88.6 104.1  63.1 41.7  25.0   35.6  30.0 19.2
1.0830    7.1  26  186.25  74.50 38.5 101.5  83.6  98.2  59.7 39.7  25.2   32.8  29.4 18.5
1.0812    7.8  27  216.00  76.00 39.4 103.6  90.9 107.7  66.2 39.2  25.9   37.2  30.2 19.0
1.0513   20.8  32  180.50  69.50 38.4 102.0  91.6 103.9  63.4 38.3  21.5   32.5  28.6 17.7
1.0505   21.2  30  205.25  71.25 39.4 104.1 101.8 108.6  66.0 41.5  23.7   36.9  31.6 18.8
1.0484   22.1  35  187.75  69.50 40.5 101.3  96.4 100.1  69.0 39.0  23.1   36.1  30.5 18.2
1.0512   20.9  35  162.75  66.00 36.4  99.1  92.8  99.2  63.1 38.7  21.7   31.1  26.4 16.9
1.0333   29.0  34  195.75  71.00 38.9 101.9  96.4 105.2  64.8 40.8  23.1   36.2  30.8 17.3
1.0468   22.9  32  209.25  71.00 42.1 107.6  97.5 107.0  66.9 40.0  24.4   38.2  31.6 19.3
1.0622   16.0  28  183.75  67.75 38.0 106.8  89.6 102.4  64.2 38.7  22.9   37.2  30.5 18.5
1.0610   16.5  33  211.75  73.50 40.0 106.2 100.5 109.0  65.8 40.6  24.0   37.1  30.1 18.2
1.0551   19.1  28  179.00  68.00 39.1 103.3  95.9 104.9  63.5 38.0  22.1   32.5  30.3 18.4
1.0640   15.2  28  200.50  69.75 41.3 111.4  98.8 104.8  63.4 40.6  24.6   33.0  32.8 19.9
1.0631   15.6  31  140.25  68.25 33.9  86.0  76.4  94.6  57.4 35.3  22.2   27.9  25.9 16.7
1.0584   17.7  32  148.75  70.00 35.5  86.7  80.0  93.4  54.9 36.2  22.1   29.8  26.7 17.1
1.0668   14.0  28  151.25  67.75 34.5  90.2  76.3  95.8  58.4 35.5  22.9   31.1  28.0 17.6
1.0911    3.7  27  159.25  71.50 35.7  89.6  79.7  96.5  55.0 36.7  22.5   29.9  28.2 17.7
1.0811    7.9  34  131.50  67.50 36.2  88.6  74.6  85.3  51.7 34.7  21.4   28.7  27.0 16.5
1.0468   22.9  31  148.00  67.50 38.8  97.4  88.7  94.7  57.5 36.0  21.0   29.2  26.6 17.0
1.0910    3.7  27  133.25  64.75 36.4  93.5  73.9  88.5  50.1 34.5  21.3   30.5  27.9 17.2
1.0790    8.8  29  160.75  69.00 36.7  97.4  83.5  98.7  58.9 35.3  22.6   30.1  26.7 17.6
1.0716   11.9  32  182.00  73.75 38.7 100.5  88.7  99.8  57.5 38.7  33.9   32.5  27.7 18.4
1.0862    5.7  29  160.25  71.25 37.3  93.5  84.5 100.6  58.5 38.8  21.5   30.1  26.4 17.9
1.0719   11.8  27  168.00  71.25 38.1  93.0  79.1  94.5  57.3 36.2  24.5   29.0  30.0 18.8
1.0502   21.3  41  218.50  71.00 39.8 111.7 100.5 108.3  67.1 44.2  25.2   37.5  31.5 18.7
1.0263   32.3  41  247.25  73.50 42.1 117.0 115.6 116.1  71.2 43.3  26.3   37.3  31.7 19.7
1.0101   40.1  49  191.75  65.00 38.4 118.5 113.1 113.8  61.9 38.3  21.9   32.0  29.8 17.0
1.0438   24.2  40  202.25  70.00 38.5 106.5 100.9 106.2  63.5 39.9  22.6   35.1  30.6 19.0
1.0346   28.4  50  196.75  68.25 42.1 105.6  98.8 104.8  66.0 41.5  24.7   33.2  30.5 19.4
1.0202   35.2  46  363.15  72.25 51.2 136.2 148.1 147.7  87.3 49.1  29.6   45.0  29.0 21.4
1.0258   32.6  50  203.00  67.00 40.2 114.8 108.1 102.5  61.3 41.1  24.7   34.1  31.0 18.3
1.0217   34.5  45  262.75  68.75 43.2 128.3 126.2 125.6  72.5 39.6  26.6   36.4  32.7 21.4
1.0250   32.9  44  205.00  29.50 36.6 106.0 104.3 115.5  70.6 42.5  23.7   33.6  28.7 17.4
1.0279   31.6  48  217.00  70.00 37.3 113.3 111.2 114.1  67.7 40.9  25.0   36.7  29.8 18.4
1.0269   32.0  41  212.00  71.50 41.5 106.6 104.3 106.0  65.0 40.2  23.0   35.8  31.5 18.8
1.0814    7.7  39  125.25  68.00 31.5  85.1  76.0  88.2  50.0 34.7  21.0   26.1  23.1 16.1
1.0670   13.9  43  164.25  73.25 35.7  96.6  81.5  97.2  58.4 38.2  23.4   29.7  27.4 18.3
1.0742   10.8  40  133.50  67.50 33.6  88.2  73.7  88.5  53.3 34.5  22.5   27.9  26.2 17.3
1.0665    5.6  39  148.50  71.25 34.6  89.8  79.5  92.7  52.7 37.5  21.9   28.8  26.8 17.9
1.0678   13.6  45  135.75  68.50 32.8  92.3  83.4  90.4  52.0 35.8  20.6   28.8  25.5 16.3
1.0903    4.0  47  127.50  66.75 34.0  83.4  70.4  87.2  50.6 34.4  21.9   26.8  25.8 16.8
1.0756   10.2  47  158.25  72.25 34.9  90.2  86.7  98.3  52.6 37.2  22.4   26.0  25.8 17.3
1.0840    6.6  40  139.25  69.00 34.3  89.2  77.9  91.0  51.4 34.9  21.0   26.7  26.1 17.2
1.0807    8.0  51  137.25  67.75 36.5  89.7  82.0  89.1  49.3 33.7  21.4   29.6  26.0 16.9
1.0848    6.3  49  152.75  73.50 35.1  93.3  79.6  91.6  52.6 37.6  22.6   38.5  27.4 18.5
1.0906    3.9  42  136.25  67.50 37.8  87.6  77.6  88.6  51.9 34.9  22.5   27.7  27.5 18.5
1.0473   22.6  54  198.00  72.00 39.9 107.6 100.0  99.6  57.2 38.0  22.0   35.9  30.2 18.9
1.0524   20.4  58  181.50  68.00 39.1 100.0  99.8 102.5  62.1 39.6  22.5   33.1  28.3 18.5
1.0356   28.0  62  201.25  69.50 40.5 111.5 104.2 105.8  61.8 39.8  22.7   37.7  30.9 19.2
1.0280   31.5  54  202.50  70.75 40.5 115.4 105.3  97.0  59.1 38.0  22.5   31.6  28.8 18.2
1.0430   24.6  61  179.75  65.75 38.4 104.8  98.3  99.6  60.6 37.7  22.9   34.5  29.6 18.5
1.0396   26.1  62  216.00  73.25 41.4 112.3 104.8 103.1  61.6 40.9  23.1   36.2  31.8 20.2
1.0317   29.8  56  178.75  68.50 35.6 102.9  94.7 100.8  60.9 38.0  22.1   32.5  29.8 18.3
1.0298   30.7  54  193.25  70.25 38.0 107.6 102.4  99.4  61.0 39.4  23.6   32.7  29.9 19.1
1.0403   25.8  61  178.00  67.00 37.4 105.3  99.7  99.7  60.8 40.1  22.7   33.6  29.0 18.8
1.0264   32.3  57  205.50  70.00 40.1 105.3 105.5 108.3  65.0 41.2  24.7   35.3  31.1 18.4
1.0313   30.0  55  183.50  67.50 40.9 103.0 100.3 104.2  64.8 40.2  22.7   34.8  30.1 18.7
1.0499   21.5  54  151.50  70.75 35.6  90.0  83.9  93.9  55.0 36.1  21.7   29.6  27.4 17.4
1.0673   13.8  55  154.75  71.50 36.9  95.4  86.6  91.8  54.3 35.4  21.5   32.8  27.4 18.7
1.0847    6.3  54  155.25  69.25 37.5  89.3  78.4  96.1  56.0 37.4  22.4   32.6  28.1 18.1
1.0693   12.9  55  156.75  71.50 36.3  94.4  84.6  94.3  51.2 37.4  21.6   27.3  27.1 17.3
1.0439   24.3  62  167.50  71.50 35.5  97.6  91.5  98.5  56.6 38.6  22.4   31.5  27.3 18.6
1.0788    8.8  55  146.75  68.75 38.7  88.5  82.8  95.5  58.9 37.6  21.6   30.3  27.3 18.3
1.0796    8.5  56  160.75  73.75 36.4  93.6  82.9  96.3  52.9 37.5  23.1   29.7  27.3 18.2
1.0680   13.5  55  125.00  64.00 33.2  87.7  76.0  88.6  50.9 35.4  19.1   29.3  25.7 16.9
1.0720   11.8  61  143.00  65.75 36.5  93.4  83.3  93.0  55.5 35.2  20.9   29.4  27.0 16.8
1.0666   18.5  61  148.25  67.50 36.0  91.6  81.8  94.8  54.5 37.0  21.4   29.3  27.0 18.3
1.0790    8.8  57  162.50  69.50 38.7  91.6  78.8  94.3  56.7 39.7  24.2   30.2  29.2 18.1
1.0483   22.2  69  177.75  68.50 38.7 102.0  95.0  98.3  55.0 38.3  21.8   30.8  25.7 18.8
1.0498   21.5  81  161.25  70.25 37.8  96.4  95.4  99.3  53.5 37.5  21.5   31.4  26.8 18.3
1.0560   18.8  66  171.25  69.25 37.4 102.7  98.6 100.2  56.5 39.3  22.7   30.3  28.7 19.0
1.0283   31.4  67  163.75  67.75 38.4  97.7  95.8  97.1  54.8 38.2  23.7   29.4  27.2 19.0
1.0382   26.8  64  150.25  67.25 38.1  97.1  89.0  96.9  54.8 38.0  22.0   29.9  25.2 17.7
1.0568   18.4  64  190.25  72.75 39.3 103.1  97.8  99.6  58.9 39.0  23.0   34.3  29.6 19.0
1.0377   27.0  70  170.75  70.00 38.7 101.8  94.9  95.0  56.0 36.5  24.1   31.2  27.3 19.2
1.0378   27.0  72  168.00  69.25 38.5 101.4  99.8  96.2  56.3 36.6  22.0   29.7  26.3 18.0
1.0386   26.6  67  167.00  67.50 36.5  98.9  89.7  96.2  54.7 37.8  33.7   32.4  27.7 18.2
1.0648   14.9  72  157.75  67.25 37.7  97.5  88.1  96.9  57.2 37.7  21.8   32.6  28.0 18.8
1.0462   23.1  64  160.00  65.75 36.5 104.3  90.9  93.8  57.8 39.5  23.3   29.2  28.4 18.1
1.0800    8.3  46  176.75  72.50 38.0  97.3  86.0  99.3  61.0 38.4  23.8   30.2  29.3 18.8
1.0666   14.1  48  176.00  73.00 36.7  96.7  86.5  98.3  60.4 39.9  24.4   28.8  29.6 18.7
1.0520   20.5  46  177.00  70.00 37.2  99.7  95.6 102.2  58.3 38.2  22.5   29.1  27.7 17.7
1.0573   18.2  44  179.75  69.50 39.2 101.9  93.2 100.6  58.9 39.7  23.1   31.4  28.4 18.8
1.0795    8.5  47  165.25  70.50 37.5  97.2  83.1  95.4  56.9 38.3  22.1   30.1  28.2 18.4
1.0424   24.9  46  192.50  71.75 38.0 106.6  97.5 100.6  58.9 40.5  24.5   33.3  29.6 19.1
1.0785    9.0  47  184.25  74.50 37.3  99.6  88.8 101.4  57.4 39.6  24.6   30.3  27.9 17.8
1.0991   17.4  53  224.50  77.75 41.1 113.2  99.2 107.5  61.7 42.3  23.2   32.9  30.8 20.4
1.0770    9.6  38  188.75  73.25 37.5  99.1  91.6 102.4  60.6 39.4  22.9   31.6  30.1 18.5
1.0730   11.3  50  162.50  66.50 38.7  99.4  86.7  96.2  62.1 39.3  23.3   30.6  27.8 18.2
1.0582   17.8  46  156.50  68.25 35.9  95.1  88.2  92.8  54.7 37.3  21.9   31.6  27.5 18.2
1.0484   22.2  47  197.00  72.00 40.0 107.5  94.0 103.7  62.7 39.0  22.3   35.3  30.9 18.3
1.0506   21.2  49  198.50  73.50 40.1 106.5  95.0 101.7  59.0 39.4  22.3   32.2  31.0 18.6
1.0524   20.4  48  173.75  72.00 37.0  99.1  92.0  98.3  59.3 38.4  22.4   27.9  26.2 17.0
1.0530   20.1  41  172.75  71.25 36.3  96.7  89.2  98.3  60.0 38.4  23.2   31.0  29.2 18.4
1.0480   22.3  49  196.75  73.75 40.7 103.5  95.5 101.6  59.1 39.8  25.4   31.0  30.3 19.7
1.0412   25.4  43  177.00  69.25 39.6 104.0  98.6  99.5  59.5 36.1  22.0   30.1  27.2 17.7
1.0578   18.0  43  165.50  68.50 31.1  93.1  87.3  96.6  54.7 39.0  24.8   31.0  29.4 18.8
1.0547   19.3  43  200.25  73.50 38.6 105.2 102.8 103.6  61.2 39.3  23.5   30.5  28.5 18.1
1.0569   18.3  52  203.25  74.25 42.0 110.0 101.6 100.7  55.8 38.7  23.4   35.1  29.6 19.1
1.0593   17.3  43  194.00  75.50 38.5 110.1  88.7 102.1  57.5 40.0  24.8   35.1  30.7 19.2
1.0500   21.4  40  168.50  69.25 34.2  97.8  92.3 100.6  57.5 36.8  22.8   32.1  26.0 17.3
1.0538   19.7  43  170.75  68.50 37.2  96.3  90.6  99.3  61.9 38.0  22.3   33.3  28.2 18.1
1.0355   28.0  43  183.25  70.00 37.1 108.0 105.0 103.0  63.7 40.0  23.6   33.5  27.8 17.4
1.0486   22.1  47  178.25  70.00 40.2  99.7  95.0  98.6  62.3 38.1  23.9   35.3  31.1 19.8
1.0503   21.3  42  163.00  70.25 35.3  93.5  89.6  99.8  61.5 37.8  21.9   30.7  27.6 17.4
1.0384   26.7  48  175.25  71.75 38.0 100.7  92.4  97.5  59.3 38.1  21.8   31.8  27.3 17.5
1.0607   16.7  40  158.00  69.25 36.3  97.0  86.6  92.6  55.9 36.3  22.1   29.8  26.3 17.3
1.0529   20.1  48  177.25  72.75 36.8  96.0  90.0  99.7  58.8 38.4  22.8   29.9  28.0 18.1
1.0671   13.9  51  179.00  72.00 41.0  99.2  90.0  96.4  56.8 38.8  23.3   33.4  29.8 19.5
1.0404   25.8  40  191.00  74.00 38.3  95.4  92.4 104.3  64.6 41.1  24.8   33.6  29.5 18.5
1.0575   18.1  44  187.50  72.25 38.0 101.8  87.5 101.0  58.5 39.2  24.5   32.1  28.6 18.0
1.0358   27.9  52  206.50  74.50 40.8 104.3  99.2 104.1  58.5 39.3  24.6   33.9  31.2 19.5
1.0414   25.3  44  185.25  71.50 39.5  99.2  98.1 101.4  57.1 40.5  23.2   33.0  29.6 18.4
1.0652   14.7  40  160.25  68.75 36.9  99.3  83.3  97.5  60.5 38.7  22.6   34.4  28.0 17.6
1.0623   16.0  47  151.50  66.75 36.9  94.0  86.1  95.2  58.1 36.5  22.1   30.6  27.5 17.6
1.0674   13.8  50  161.00  66.50 37.7  98.9  84.1  94.0  58.5 36.6  23.5   34.4  29.2 18.0
1.0587   17.5  46  167.00  67.00 36.6 101.0  89.9 100.0  60.7 36.0  21.9   35.6  30.2 17.6
1.0373   27.2  42  177.50  68.75 38.9  98.7  92.1  98.5  60.7 36.8  22.2   33.8  30.3 17.2
1.0590   17.4  43  152.25  67.75 37.5  95.9  78.0  93.2  53.5 35.8  20.8   33.9  28.2 17.4
1.0515   20.8  40  192.25  73.25 39.8 103.9  93.5  99.5  61.7 39.0  21.8   33.3  29.6 18.1
1.0648   14.9  42  165.25  69.75 38.3  96.2  87.0  97.8  57.4 36.9  22.2   31.6  27.8 17.7
1.0575   18.1  49  171.75  71.50 35.5  97.8  90.1  95.8  57.0 38.7  23.2   27.5  26.5 17.6
1.0472   22.7  40  171.25  70.50 36.3  94.6  90.3  99.1  60.3 38.5  23.0   31.2  28.4 17.1
1.0452   23.6  47  197.00  73.25 37.8 103.6  99.8 103.2  61.2 38.1  22.6   33.5  28.6 17.9
1.0398   26.1  50  157.00  66.75 37.8 100.4  89.4  92.3  56.1 35.6  20.5   33.6  29.3 17.3
1.0435   24.4  41  168.25  69.50 36.5  98.4  87.2  98.4  56.0 36.9  23.0   34.0  29.8 18.1
1.0374   27.1  44  186.00  69.75 37.8 104.6 101.1 102.1  58.9 37.9  22.7   30.9  28.8 17.6
1.0491   21.8  39  166.75  70.75 37.0  92.9  86.1  95.6  58.8 36.1  22.4   32.7  28.3 17.1
1.0325   29.4  43  187.75  74.00 37.7  97.8  98.6 100.6  63.6 39.2  23.8   34.3  28.4 17.7
1.0481   22.4  40  168.25  71.25 34.3  98.3  88.5  98.3  58.1 38.4  22.5   31.7  27.4 17.6
1.0522   20.4  49  212.75  75.00 40.8 104.7 106.6 107.7  66.5 42.5  24.5   35.5  29.8 18.7
1.0422   24.9  40  176.75  71.00 37.4  98.6  93.1 101.6  59.1 39.6  21.6   30.8  27.9 16.6
1.0571   18.3  40  173.25  69.50 36.5  99.5  93.0  99.3  60.4 38.2  22.0   32.0  28.5 17.8
1.0459   23.3  52  167.00  67.75 37.5 102.7  91.0  98.9  57.1 36.7  22.3   31.6  27.5 17.9
1.0775    9.4  23  159.75  72.25 35.5  92.1  77.1  93.9  56.1 36.1  22.7   30.5  27.2 18.2
1.0754   10.3  23  188.15  77.50 38.0  96.6  85.3 102.5  59.1 37.6  23.2   31.8  29.7 18.3
1.0664   14.2  24  156.00  70.75 35.7  92.7  81.9  95.3  56.4 36.5  22.0   33.5  28.3 17.3
1.0550   19.2  24  208.50  72.75 39.2 102.0  99.1 110.1  71.2 43.5  25.2   36.1  30.3 18.7
1.0322   29.6  25  206.50  69.75 40.9 110.9 100.5 106.2  68.4 40.8  24.6   33.3  29.7 18.4
1.0873    5.3  25  143.75  72.50 35.2  92.3  76.5  92.1  51.9 35.7  22.0   25.8  25.2 16.9
1.0416   25.2  26  223.00  70.25 40.6 114.1 106.8 113.9  67.6 42.7  24.7   36.0  30.4 18.4
1.0776    9.4  26  152.25  69.00 35.4  92.9  77.6  93.5  56.9 35.9  20.4   31.6  29.0 17.8
1.0542   19.6  26  241.75  74.50 41.8 108.3 102.9 114.4  72.9 43.5  25.1   38.5  33.8 19.6
1.0758   10.1  27  146.00  72.25 34.1  88.5  72.8  91.1  53.6 36.8  23.8   27.8  26.3 17.4
1.0610   16.5  27  156.75  67.25 37.9  94.0  88.2  95.2  56.8 37.4  22.8   30.6  28.3 17.9
1.0510   21.0  27  200.25  73.50 38.2 101.1 100.1 105.0  62.1 40.0  24.9   33.7  29.2 19.4
1.0594   17.3  28  171.50  75.25 35.6  92.1  83.5  98.3  57.3 37.8  21.7   32.2  27.7 17.7
1.0287   31.2  28  205.75  69.00 38.5 105.6 105.0 106.4  68.6 40.0  25.2   35.2  30.7 19.1
1.0761   10.0  28  182.50  72.25 37.0  98.5  90.8 102.5  60.8 38.5  25.0   31.6  28.0 18.6
1.0704   12.5  30  136.50  68.75 35.9  88.7  76.6  89.8  50.1 34.8  21.8   27.0  34.9 16.9
1.0477   22.5  31  177.25  71.50 36.2 101.1  92.4  99.3  59.4 39.0  24.6   30.1  28.2 18.2
1.0775    9.4  31  151.25  72.25 35.0  94.0  81.2  91.5  52.5 36.6  21.0   27.0  26.3 16.5
1.0653   14.6  33  196.00  73.00 38.5 103.8  95.6 105.1  61.4 40.6  25.0   31.3  29.2 19.1
1.0690   13.0  33  184.25  68.75 40.7  98.9  92.1 103.5  64.0 37.3  23.5   33.5  30.6 19.7
1.0644   15.1  34  140.00  70.50 36.0  89.2  83.4  89.6  52.4 35.6  20.4   28.3  26.2 16.5
1.0370   27.3  34  218.75  72.00 39.5 111.4 106.0 108.8  63.8 42.0  23.4   34.0  31.2 18.5
1.0549   19.2  35  217.00  73.75 40.5 107.5  95.1 104.5  64.8 41.3  25.6   36.4  33.7 19.4
1.0492   21.8  35  166.25  68.00 38.5  99.1  90.4  95.6  55.5 34.2  21.9   30.2  28.7 17.7
1.0525   20.3  35  224.75  72.25 43.9 108.2 100.4 106.8  63.3 41.7  24.6   37.2  33.1 19.8
1.0180   34.3  35  228.25  69.50 40.4 114.9 115.9 111.9  74.4 40.6  24.0   36.1  31.8 18.8
1.0610   16.5  35  172.75  69.50 37.6  99.1  90.8  98.1  60.1 39.1  23.4   32.5  29.8 17.4
1.0926    3.0  35  152.25  67.75 37.0  92.2  81.9  92.8  54.7 36.2  22.1   30.4  27.4 17.7
1.0983     .7  35  125.75  65.50 34.0  90.8  75.0  89.2  50.0 34.8  22.0   24.8  25.9 16.9
1.0521   20.5  35  177.25  71.00 38.4 100.5  90.3  98.7  57.8 37.3  22.4   31.0  28.7 17.7
1.0603   16.9  36  176.25  71.50 38.7  98.2  90.3  99.9  59.2 37.7  21.5   32.4  28.4 17.8
1.0414   25.3  36  226.75  71.75 41.5 115.3 108.8 114.4  69.2 42.4  24.0   35.4  21.0 20.1
1.0763    9.9  37  145.25  69.25 36.0  96.8  79.4  89.2  50.3 34.8  22.2   31.0  26.9 16.9
1.0689   13.1  37  151.00  67.00 35.3  92.6  83.2  96.4  60.0 38.1  22.0   31.5  26.6 16.7
1.0316   29.9  37  241.25  71.50 42.1 119.2 110.3 113.9  69.8 42.6  24.8   34.4  29.5 18.4
1.0477   22.5  38  187.25  69.25 38.0 102.7  92.7 101.9  64.7 39.5  24.7   34.8  30.3 18.1
1.0603   16.9  39  234.75  74.50 42.8 109.5 104.5 109.9  69.5 43.1  25.8   39.1  32.5 19.9
1.0387   26.6  39  219.25  74.25 40.0 108.5 104.6 109.8  68.1 42.8  24.1   35.6  29.0 19.0
1.1089     .0  40  118.50  68.00 33.8  79.3  69.4  85.0  47.2 33.5  20.2   27.7  24.6 16.5
1.0725   11.5  40  145.75  67.25 35.5  95.5  83.6  91.6  54.1 36.2  21.8   31.4  28.3 17.2
1.0713   12.1  40  159.25  69.75 35.3  92.3  86.8  96.1  58.0 39.4  22.7   30.0  26.4 17.4
1.0587   17.5  40  170.50  74.25 37.7  98.9  90.4  95.5  55.4 38.9  22.4   30.5  28.9 17.7
1.0794    8.6  40  167.50  71.50 39.4  89.5  83.7  98.1  57.3 39.7  22.6   32.9  29.3 18.2
1.0453   23.6  41  232.75  74.25 41.9 117.5 109.3 108.8  67.7 41.3  24.7   37.2  31.8 20.0
1.0524   20.4  41  210.50  72.00 38.5 107.4  98.9 104.1  63.5 39.8  23.5   36.4  30.4 19.1
1.0520   20.5  41  202.25  72.50 40.8 109.2  98.0 101.8  62.8 41.3  24.8   36.6  32.4 18.8
1.0434   24.4  41  185.00  68.25 38.0 103.4 101.2 103.1  61.5 40.4  22.9   33.4  29.2 18.5
1.0728   11.4  41  153.00  69.25 36.4  91.4  80.6  92.3  54.3 36.3  21.8   29.6  27.3 17.9
1.0140   38.1  42  244.25  76.00 41.8 115.2 113.7 112.4  68.5 45.0  25.5   37.1  31.2 19.9
1.0624   15.9  42  193.50  70.50 40.7 104.9  94.1 102.7  60.6 38.6  24.7   34.0  30.1 18.7
1.0429   24.7  42  224.75  74.75 38.5 106.7 105.7 111.8  65.3 43.3  26.0   33.7  29.9 18.5
1.0470   22.8  42  162.75  72.75 35.4  92.2  85.6  96.5  60.2 38.9  22.4   31.7  27.1 17.1
1.0411   25.5  42  180.00  68.25 38.5 101.6  96.6 100.6  61.1 38.4  24.1   32.9  29.8 18.8
1.0488   22.0  42  156.25  69.00 35.5  97.8  86.0  96.2  57.7 38.6  24.0   31.2  27.3 17.4
1.0583   17.7  42  168.00  71.50 36.5  92.0  89.7 101.0  62.3 38.0  22.3   30.8  27.8 16.9
1.0841    6.6  42  167.25  72.75 37.6  94.0  78.0  99.0  57.5 40.0  22.5   30.6  30.0 18.5
1.0462   23.6  43  170.75  67.50 37.4 103.7  89.7  94.2  58.5 39.0  24.1   33.8  28.8 18.8
1.0709   12.2  43  178.25  70.25 37.8 102.7  89.2  99.2  60.2 39.2  23.8   31.7  28.4 18.6
1.0484   22.1  43  150.00  69.25 35.2  91.1  85.7  96.9  55.5 35.7  22.0   29.4  26.6 17.4
1.0340   28.7  43  200.50  71.50 37.9 107.2 103.1 105.5  68.8 38.3  23.7   32.1  28.9 18.7
1.0854    6.0  44  184.00  74.00 37.9 100.8  89.1 102.6  60.6 39.0  24.0   32.9  29.2 18.4
1.0209   34.8  44  223.00  69.75 40.9 121.6 113.9 107.1  63.5 40.3  21.8   34.8  30.7 17.4
1.0610   16.6  44  208.75  73.00 41.9 105.6  96.3 102.0  63.3 39.8  24.1   37.3  23.1 19.4
1.0250   32.9  44  166.00  65.50 39.1 100.6  93.9 100.1  58.9 37.6  21.4   33.1  29.5 17.3
1.0254   32.8  47  195.00  72.50 40.2 102.7 101.3 101.7  60.7 39.4  23.3   36.7  31.6 18.4
1.0771    9.6  47  160.50  70.25 36.0  99.8  83.9  91.8  53.0 36.2  22.5   31.4  27.5 17.7
1.0742   10.8  47  159.75  70.75 34.5  92.9  84.4  94.0  56.0 38.2  22.6   29.0  26.2 17.6
1.0829    7.1  49  140.50  68.00 35.8  91.2  79.4  89.0  51.1 35.0  21.7   30.9  28.8 17.4
1.0373   27.2  49  216.25  74.50 40.2 115.6 104.0 109.0  63.7 40.3  23.2   36.8  31.0 18.9
1.0543   19.5  49  168.25  71.75 38.3  98.3  89.7  99.1  56.3 38.8  23.0   29.5  27.9 18.6
1.0561   18.7  50  194.75  70.75 39.0 103.7  97.6 104.2  60.0 40.9  25.5   32.7  30.0 19.0
1.0543   19.5  50  172.75  73.00 37.4  98.7  87.6  96.1  57.1 38.1  21.8   28.6  26.7 18.0
 .9950   47.5  51  219.00  64.00 41.2 119.8 122.1 112.8  62.5 36.9  23.6   34.7  29.1 18.4
1.0678   13.6  51  149.25  69.75 34.8  92.8  81.1  96.3  53.8 36.5  21.5   31.3  26.3 17.8
1.0819    7.5  51  154.50  70.00 36.9  93.3  81.5  94.4  54.7 39.0  22.6   27.5  25.9 18.6
1.0433   24.5  52  199.25  71.75 39.4 106.8 100.0 105.0  63.9 39.2  22.9   35.7  30.4 19.2
1.0646   15.0  53  154.50  69.25 37.6  93.9  88.7  94.5  53.7 36.2  22.0   28.5  25.7 17.1
1.0706   12.4  54  153.25  70.50 38.5  99.0  91.8  96.2  57.7 38.1  23.9   31.4  29.9 18.9
1.0399   26.0  54  230.00  72.25 42.5 119.9 110.4 105.5  64.2 42.7  27.0   38.4  32.0 19.6
1.0726   11.5  54  161.75  67.50 37.4  94.2  87.6  95.6  59.7 40.2  23.4   27.9  27.0 17.8
1.0874    5.2  55  142.25  67.25 35.2  92.7  82.8  91.9  54.4 35.2  22.5   29.4  26.8 17.0
1.0740   10.9  55  179.75  68.75 41.1 106.9  95.3  98.2  57.4 37.1  21.8   34.1  31.1 19.2
1.0703   12.5  55  126.50  66.75 33.4  88.8  78.2  87.5  50.8 33.0  19.7   25.3  22.0 15.8
1.0650   14.8  55  169.50  68.25 37.2 101.7  91.1  97.1  56.6 38.5  22.6   33.4  29.3 18.8
1.0418   25.2  55  198.50  74.25 38.3 105.3  96.7 106.6  64.0 42.6  23.4   33.2  30.0 18.4
1.0647   14.9  56  174.50  69.50 38.1 104.0  89.4  98.4  58.4 37.4  22.5   34.6  30.1 18.8
1.0601   17.0  56  167.75  68.50 37.4  98.6  93.0  97.0  55.4 38.8  23.2   32.4  29.7 19.0
1.0745   10.6  57  147.75  65.75 35.2  99.6  86.4  90.1  53.0 35.0  21.3   31.7  27.3 16.9
1.0620   16.1  57  182.25  71.75 39.4 103.4  96.7 100.7  59.3 38.6  22.8   31.8  29.1 19.0
1.0636   15.4  58  175.50  71.50 38.0 100.2  88.1  97.8  57.1 38.9  23.6   30.9  29.6 18.0
1.0384   26.7  58  161.75  67.25 35.1  94.9  94.9 100.2  56.8 35.9  21.0   27.8  26.1 17.6
1.0403   25.8  60  157.75  67.50 40.4  97.2  93.3  94.0  54.3 35.7  21.0   31.3  28.7 18.3
1.0563   18.6  62  168.75  67.50 38.3 104.7  95.6  93.7  54.4 37.1  22.7   30.3  26.3 18.3
1.0424   24.8  62  191.50  72.25 40.6 104.0  98.2 101.1  59.3 40.3  23.0   32.6  28.5 19.0
1.0372   27.3  63  219.15  69.50 40.2 117.6 113.8 111.8  63.4 41.1  22.3   35.1  29.6 18.5
1.0705   12.4  64  155.25  69.50 37.9  95.8  82.8  94.5  61.2 39.1  22.3   29.8  28.9 18.3
1.0316   29.9  65  189.75  65.75 40.8 106.4 100.5 100.5  59.2 38.1  24.0   35.9  30.5 19.1
1.0599   17.0  65  127.50  65.75 34.7  93.0  79.7  87.6  50.7 33.4  20.1   28.5  24.8 16.5
1.0207   35.0  65  224.50  68.25 38.8 119.6 118.0 114.3  61.3 42.1  23.4   34.9  30.1 19.4
1.0304   30.4  66  234.25  72.00 41.4 119.7 109.0 109.1  63.7 42.4  24.6   35.6  30.7 19.5
1.0256   32.6  67  227.75  72.75 41.3 115.8 113.4 109.8  65.6 46.0  25.4   35.3  29.8 19.5
1.0334   29.0  67  199.50  68.50 40.7 118.3 106.1 101.6  58.2 38.8  24.1   32.1  29.3 18.5
1.0641   15.2  68  155.50  69.25 36.3  97.4  84.3  94.4  54.3 37.5  22.6   29.2  27.3 18.5
1.0308   30.2  69  215.50  70.50 40.8 113.7 107.6 110.0  63.3 44.0  22.6   37.5  32.6 18.8
1.0736   11.0  70  134.25  67.00 34.9  89.2  83.6  88.8  49.6 34.8  21.5   25.6  25.7 18.5
1.0236   33.6  72  201.00  69.75 40.9 108.5 105.0 104.5  59.6 40.8  23.2   35.2  28.6 20.1
1.0328   29.3  72  186.75  66.00 38.9 111.1 111.5 101.7  60.3 37.3  21.5   31.3  27.2 18.0
1.0399   26.0  72  190.75  70.50 38.9 108.3 101.3  97.8  56.0 41.6  22.7   30.5  29.4 19.8
1.0271   31.9  74  207.50  70.00 40.8 112.4 108.5 107.1  59.3 42.2  24.6   33.7  30.0 20.9