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Text File  |  1990-07-17  |  95KB  |  1,167 lines
  1.  
  2.  
  3.  
  4.                      INFLUENCE VALUES REPORT 
  5.  
  6.  
  7.             AutoClass classification for the 205 cases in: 
  8.               CHA:>p>autoclass>sample>imports-85.db2.1
  9.               CHA:>p>autoclass>sample>imports-85.hd2.1 
  10.             with log-A<X/H> (approximate marginal likelihood) = -16462.299  
  11.             from classification results file: 
  12.               CHA:>p>autoclass>sample>IMPORTS-85&IMPORTS-85&IMPORTS-85.DUMP.3 
  13.             and using models: 
  14.               CHA:>p>autoclass>sample>imports-85.model.1  -  index = 0 
  15.               
  16.  
  17.  
  18.  
  19. The influence value for each attribute is expressed as I-jkl, where j is the class index,
  20. k is the attribute index and l is the value index for discrete type attributes.  First is an
  21. ordered list of the attribute influence values summed over all classes, indicating the
  22. relative influence of each attribute to the overall classification. Following that is an
  23. ordered class list (by class weight) of ordered attribute influence values for each class,
  24. indicating the relative influence of each attribute to that class.
  25.  
  26. The type discrete (D) attribute influence values consist of the summation over all
  27. values (l) of a form involving the probability of the attribute for that class (P-jkl)
  28. and the global probability for all classes (P*-kl).
  29.  
  30. The type real (R) attribute influence values consist of a form involving the mean and
  31. standard deviation for that class (Mean-jk, Stdv-jk), and the global mean and global
  32. standard deviation (Mean*-k, Stdv*-k). 
  33.  
  34.  
  35.  
  36.  
  37. CLASSIFICATION HAS 11 POPULATED CLASSES:  (max global influence value = 6.920) 
  38.  
  39.  
  40.   Class num    Normalized class weight        Normalized class strength 
  41.  
  42.       0                 0.21                              1.01
  43.       1                 0.20                              1.18
  44.       2                 0.18                              1.10
  45.       3                 0.09                              1.23
  46.       4                 0.07                              1.19
  47.       5                 0.06                              1.10
  48.       6                 0.05                              1.09
  49.       7                 0.05                              1.11
  50.       8                 0.05                              1.14
  51.       9                 0.02                              1.00
  52.      10                 0.02                              1.30
  53.  
  54. Ordered list of normalized attribute influence values summed over all classes 
  55.  
  56.  
  57.  35:    Log compression-ratio                                     1.000
  58.  32:    Log engine-size                                           0.601
  59.   2:    make                                                      0.534
  60.  36:    Log horse-power                                           0.531
  61.  34:    Log stroke                                                0.497
  62.  40:    Log price                                                 0.491
  63.  27:    Log wheel-base                                            0.479
  64.  31:    Log curb-weight                                           0.467
  65.  29:    Log width                                                 0.435
  66.  30:    Log height                                                0.384
  67.  17:    fuel-system                                               0.383
  68.  28:    Log length                                                0.374
  69.  33:    Log bore                                                  0.361
  70.  26:    Log normalized-loses                                      0.280
  71.  14:    engine-type                                               0.263
  72.  38:    Log city-mpg                                              0.224
  73.  39:    Log highway-mpg                                           0.210
  74.   7:    drive-wheels                                              0.191
  75.   6:    body-style                                                0.183
  76.   3:    fuel-type                                                 0.181
  77.  15:    num-of-cylinders                                          0.178
  78.  37:    Log peak-rpm                                              0.130
  79.   4:    aspiration                                                0.101
  80.   5:    num-of-doors                                              0.091
  81.   8:    engine-location                                           0.026
  82.  25:    price                                                     0.000
  83.  24:    highway-mpg                                               0.000
  84.  23:    city-mpg                                                  0.000
  85.  22:    peak-rpm                                                  0.000
  86.  21:    horse-power                                               0.000
  87.  20:    compression-ratio                                         0.000
  88.  19:    stroke                                                    0.000
  89.  18:    bore                                                      0.000
  90.  16:    engine-size                                               0.000
  91.  13:    curb-weight                                               0.000
  92.  12:    height                                                    0.000
  93.  11:    width                                                     0.000
  94.  10:    length                                                    0.000
  95.   9:    wheel-base                                                0.000
  96.   1:    normalized-loses                                          0.000
  97.   0:    symboling                                                 0.000
  98.  
  99. CLASS 0 - weight 43   normalized weight 0.215   normalized strength 1.014 ***************
  100.  
  101.    Model file:   CHA:>p>autoclass>sample>imports-85.model.1  -  index = 0   
  102.  
  103.    Model term types (mtt): (single-multinomial SM)   (single-normal-cm SNcm) 
  104.                            
  105.  
  106.  
  107. DISCRETE ATTRIBUTE: (typ = D)
  108. num typ mtt   description                Ijk    Attribute-Name-or-Index         Class   Global
  109.                                                                                  Prob    Prob
  110.  
  111. REAL ATTRIBUTE: (typ = R)
  112. num typ mtt   description                Ijk    (     Class       )       (     Global      )
  113.                                                  Mean-jk  StDev-jk         Mean*-k  StDev*-k 
  114.  
  115.  36  R  SNcm  Log horse-power .........  1.990  (  4.23 +/-   0.05)       (  4.58 +/-   0.34)  
  116.  35  R  SNcm  Log compression-ratio ...  1.909  (  2.23 +/-   0.03)       (  2.27 +/-   0.28)  
  117.  29  R  SNcm  Log width ...............  1.809  (  4.16 +/-   0.00)       (  4.19 +/-   0.03)  
  118.  31  R  SNcm  Log curb-weight .........  1.734  (  7.59 +/-   0.04)       (  7.83 +/-   0.20)  
  119.  32  R  SNcm  Log engine-size .........  1.709  (  4.53 +/-   0.05)       (  4.80 +/-   0.28)  
  120.  27  R  SNcm  Log wheel-base ..........  1.646  (  4.55 +/-   0.01)       (  4.59 +/-   0.06)  
  121.  40  R  SNcm  Log price ...............  1.403  (  8.82 +/-   0.14)       (  9.35 +/-   0.50)  
  122.  33  R  SNcm  Log bore ................  1.079  (  1.12 +/-   0.03)       (  1.20 +/-   0.08)  
  123.  17  D  SM    fuel-system .............  0.919  mpfi .......................    0.003   0.457 
  124.                                                 2bbl .......................    0.892   0.321 
  125.                                                 mfi ........................    0.003   0.005 
  126.                                                 1bbl .......................    0.091   0.054 
  127.                                                 spfi .......................    0.003   0.005 
  128.                                                 4bbl .......................    0.003   0.015 
  129.                                                 idi ........................    0.003   0.098 
  130.                                                 spdi .......................    0.003   0.044  
  131.  28  R  SNcm  Log length ..............  0.907  (  5.08 +/-   0.03)       (  5.16 +/-   0.07)  
  132.  34  R  SNcm  Log stroke ..............  0.647  (  1.16 +/-   0.03)       (  1.18 +/-   0.10)  
  133.  38  R  SNcm  Log city-mpg ............  0.618  (  3.46 +/-   0.19)       (  3.19 +/-   0.26)  
  134.   2  D  SM    make ....................  0.556  alfa-romero ................    0.001   0.015 
  135.                                                 audi .......................    0.001   0.034 
  136.                                                 bmw ........................    0.001   0.039 
  137.                                                 chevrolet ..................    0.045   0.015 
  138.                                                 dodge ......................    0.112   0.044 
  139.                                                 honda ......................    0.090   0.063 
  140.                                                 isuzu ......................    0.045   0.020 
  141.                                                 jaguar .....................    0.001   0.015 
  142.                                                 mazda ......................    0.112   0.083 
  143.                                                 mercedes-benz ..............    0.001   0.039 
  144.                                                 mercury ....................    0.001   0.005 
  145.                                                 mitsubishi .................    0.068   0.063 
  146.                                                 nissan .....................    0.201   0.088 
  147.                                                 peugot .....................    0.001   0.054 
  148.                                                 plymouth ...................    0.090   0.034 
  149.                                                 porsche ....................    0.001   0.024 
  150.                                                 renault ....................    0.001   0.010 
  151.                                                 saab .......................    0.001   0.029 
  152.                                                 subaru .....................    0.001   0.058 
  153.                                                 toyota .....................    0.223   0.156 
  154.                                                 volkswagen .................    0.001   0.058 
  155.                                                 volvo ......................    0.001   0.054  
  156.  39  R  SNcm  Log highway-mpg .........  0.554  (  3.63 +/-   0.19)       (  3.40 +/-   0.22)  
  157.   7  D  SM    drive-wheels ............  0.333  rwd ........................    0.052   0.371 
  158.                                                 fwd ........................    0.941   0.584 
  159.                                                 4wd ........................    0.007   0.045  
  160.  30  R  SNcm  Log height ..............  0.282  (  3.96 +/-   0.03)       (  3.98 +/-   0.05)  
  161.  14  D  SM    engine-type .............  0.259  dohc .......................    0.003   0.059 
  162.                                                 ohcv .......................    0.003   0.064 
  163.                                                 ohc ........................    0.981   0.719 
  164.                                                 l ..........................    0.003   0.059 
  165.                                                 rotor ......................    0.003   0.020 
  166.                                                 ohcf .......................    0.003   0.074 
  167.                                                 dohcv ......................    0.003   0.006  
  168.  15  D  SM    num-of-cylinders ........  0.198  four .......................    0.981   0.773 
  169.                                                 six ........................    0.003   0.117 
  170.                                                 five .......................    0.003   0.054 
  171.                                                 three ......................    0.003   0.006 
  172.                                                 twelve .....................    0.003   0.006 
  173.                                                 two ........................    0.003   0.020 
  174.                                                 eight ......................    0.003   0.025  
  175.  
  176. DISCRETE ATTRIBUTE: (typ = D)
  177. num typ mtt   description                Ijk    Attribute-Name-or-Index         Class   Global
  178.                                                                                  Prob    Prob
  179.  
  180. REAL ATTRIBUTE: (typ = R)
  181. num typ mtt   description                Ijk    (     Class       )       (     Global      )
  182.                                                  Mean-jk  StDev-jk         Mean*-k  StDev*-k 
  183.  
  184.   4  D  SM    aspiration ..............  0.157  std ........................    0.989   0.818 
  185.                                                 turbo ......................    0.011   0.182  
  186.   6  D  SM    body-style ..............  0.080  convertible ................    0.004   0.030 
  187.                                                 hatchback ..................    0.493   0.341 
  188.                                                 sedan ......................    0.427   0.467 
  189.                                                 wagon ......................    0.049   0.122 
  190.                                                 hardtop ....................    0.027   0.040  
  191.   3  D  SM    fuel-type ...............  0.068  gas ........................    0.989   0.900 
  192.                                                 diesel .....................    0.011   0.100  
  193.  26  R  SNcm  Log normalized-loses ....  0.048  (  4.76 +/-   0.22)       (  4.76 +/-   0.28)  
  194.  37  R  SNcm  Log peak-rpm ............  0.034  (  8.56 +/-   0.10)       (  8.54 +/-   0.10)  
  195.   5  D  SM    num-of-doors ............  0.015  two ........................    0.518   0.434 
  196.                                                 four .......................    0.474   0.555 
  197.                                                 missing ....................    0.007   0.011  
  198.   8  D  SM    engine-location .........  0.001  front ......................    0.989   0.983 
  199.                                                 rear .......................    0.011   0.017  
  200.  
  201.  
  202. CLASS 1 - weight 42   normalized weight 0.205   normalized strength 1.184 ***************
  203.  
  204.    Model file:   CHA:>p>autoclass>sample>imports-85.model.1  -  index = 0   
  205.  
  206.    Model term types (mtt): (single-multinomial SM)   (single-normal-cm SNcm) 
  207.                            
  208.  
  209.  
  210. DISCRETE ATTRIBUTE: (typ = D)
  211. num typ mtt   description                Ijk    Attribute-Name-or-Index         Class   Global
  212.                                                                                  Prob    Prob
  213.  
  214. REAL ATTRIBUTE: (typ = R)
  215. num typ mtt   description                Ijk    (     Class       )       (     Global      )
  216.                                                  Mean-jk  StDev-jk         Mean*-k  StDev*-k 
  217.  
  218.  35  R  SNcm  Log compression-ratio ...  0.891  (  2.17 +/-   0.08)       (  2.27 +/-   0.28)  
  219.  31  R  SNcm  Log curb-weight .........  0.864  (  7.98 +/-   0.07)       (  7.83 +/-   0.20)  
  220.  40  R  SNcm  Log price ...............  0.856  (  9.72 +/-   0.18)       (  9.35 +/-   0.50)  
  221.   2  D  SM    make ....................  0.799  alfa-romero ................    0.024   0.015 
  222.                                                 audi .......................    0.141   0.034 
  223.                                                 bmw ........................    0.117   0.039 
  224.                                                 chevrolet ..................    0.001   0.015 
  225.                                                 dodge ......................    0.001   0.044 
  226.                                                 honda ......................    0.001   0.063 
  227.                                                 isuzu ......................    0.001   0.020 
  228.                                                 jaguar .....................    0.001   0.015 
  229.                                                 mazda ......................    0.024   0.083 
  230.                                                 mercedes-benz ..............    0.001   0.039 
  231.                                                 mercury ....................    0.024   0.005 
  232.                                                 mitsubishi .................    0.001   0.063 
  233.                                                 nissan .....................    0.071   0.088 
  234.                                                 peugot .....................    0.094   0.054 
  235.                                                 plymouth ...................    0.001   0.034 
  236.                                                 porsche ....................    0.001   0.024 
  237.                                                 renault ....................    0.001   0.010 
  238.                                                 saab .......................    0.117   0.029 
  239.                                                 subaru .....................    0.001   0.058 
  240.                                                 toyota .....................    0.117   0.156 
  241.                                                 volkswagen .................    0.024   0.058 
  242.                                                 volvo ......................    0.234   0.054  
  243.  28  R  SNcm  Log length ..............  0.783  (  5.22 +/-   0.03)       (  5.16 +/-   0.07)  
  244.  17  D  SM    fuel-system .............  0.698  mpfi .......................    0.980   0.457 
  245.                                                 2bbl .......................    0.003   0.321 
  246.                                                 mfi ........................    0.003   0.005 
  247.                                                 1bbl .......................    0.003   0.054 
  248.                                                 spfi .......................    0.003   0.005 
  249.                                                 4bbl .......................    0.003   0.015 
  250.                                                 idi ........................    0.003   0.098 
  251.                                                 spdi .......................    0.003   0.044  
  252.  36  R  SNcm  Log horse-power .........  0.596  (  4.85 +/-   0.18)       (  4.58 +/-   0.34)  
  253.  32  R  SNcm  Log engine-size .........  0.475  (  4.95 +/-   0.14)       (  4.80 +/-   0.28)  
  254.  27  R  SNcm  Log wheel-base ..........  0.464  (  4.64 +/-   0.04)       (  4.59 +/-   0.06)  
  255.  38  R  SNcm  Log city-mpg ............  0.422  (  2.98 +/-   0.19)       (  3.19 +/-   0.26)  
  256.  30  R  SNcm  Log height ..............  0.377  (  4.01 +/-   0.03)       (  3.98 +/-   0.05)  
  257.  34  R  SNcm  Log stroke ..............  0.334  (  1.16 +/-   0.05)       (  1.18 +/-   0.10)  
  258.  39  R  SNcm  Log highway-mpg .........  0.323  (  3.23 +/-   0.19)       (  3.40 +/-   0.22)  
  259.  29  R  SNcm  Log width ...............  0.294  (  4.21 +/-   0.02)       (  4.19 +/-   0.03)  
  260.  15  D  SM    num-of-cylinders ........  0.224  four .......................    0.538   0.773 
  261.                                                 six ........................    0.282   0.117 
  262.                                                 five .......................    0.166   0.054 
  263.                                                 three ......................    0.003   0.006 
  264.                                                 twelve .....................    0.003   0.006 
  265.                                                 two ........................    0.003   0.020 
  266.                                                 eight ......................    0.003   0.025  
  267.   7  D  SM    drive-wheels ............  0.157  rwd ........................    0.636   0.371 
  268.                                                 fwd ........................    0.310   0.584 
  269.                                                 4wd ........................    0.054   0.045  
  270.  14  D  SM    engine-type .............  0.149  dohc .......................    0.143   0.059 
  271.                                                 ohcv .......................    0.120   0.064 
  272.                                                 ohc ........................    0.631   0.719 
  273.                                                 l ..........................    0.096   0.059 
  274.                                                 rotor ......................    0.003   0.020 
  275.                                                 ohcf .......................    0.003   0.074 
  276.                                                 dohcv ......................    0.003   0.006  
  277.  33  R  SNcm  Log bore ................  0.132  (  1.24 +/-   0.07)       (  1.20 +/-   0.08)  
  278.  
  279. DISCRETE ATTRIBUTE: (typ = D)
  280. num typ mtt   description                Ijk    Attribute-Name-or-Index         Class   Global
  281.                                                                                  Prob    Prob
  282.  
  283. REAL ATTRIBUTE: (typ = R)
  284. num typ mtt   description                Ijk    (     Class       )       (     Global      )
  285.                                                  Mean-jk  StDev-jk         Mean*-k  StDev*-k 
  286.  
  287.   6  D  SM    body-style ..............  0.113  convertible ................    0.028   0.030 
  288.                                                 hatchback ..................    0.167   0.341 
  289.                                                 sedan ......................    0.633   0.467 
  290.                                                 wagon ......................    0.167   0.122 
  291.                                                 hardtop ....................    0.005   0.040  
  292.   3  D  SM    fuel-type ...............  0.067  gas ........................    0.988   0.900 
  293.                                                 diesel .....................    0.012   0.100  
  294.   5  D  SM    num-of-doors ............  0.064  two ........................    0.264   0.434 
  295.                                                 four .......................    0.729   0.555 
  296.                                                 missing ....................    0.008   0.011  
  297.  26  R  SNcm  Log normalized-loses ....  0.032  (  4.83 +/-   0.30)       (  4.76 +/-   0.28)  
  298.  37  R  SNcm  Log peak-rpm ............  0.027  (  8.56 +/-   0.10)       (  8.54 +/-   0.10)  
  299.   4  D  SM    aspiration ..............  0.012  std ........................    0.756   0.818 
  300.                                                 turbo ......................    0.244   0.182  
  301.   8  D  SM    engine-location .........  0.001  front ......................    0.988   0.983 
  302.                                                 rear .......................    0.012   0.017  
  303.  
  304.  
  305. CLASS 2 - weight 36   normalized weight 0.176   normalized strength 1.102 ***************
  306.  
  307.    Model file:   CHA:>p>autoclass>sample>imports-85.model.1  -  index = 0   
  308.  
  309.    Model term types (mtt): (single-multinomial SM)   (single-normal-cm SNcm) 
  310.                            
  311.  
  312.  
  313. DISCRETE ATTRIBUTE: (typ = D)
  314. num typ mtt   description                Ijk    Attribute-Name-or-Index         Class   Global
  315.                                                                                  Prob    Prob
  316.  
  317. REAL ATTRIBUTE: (typ = R)
  318. num typ mtt   description                Ijk    (     Class       )       (     Global      )
  319.                                                  Mean-jk  StDev-jk         Mean*-k  StDev*-k 
  320.  
  321.  35  R  SNcm  Log compression-ratio ...  1.468  (  2.19 +/-   0.04)       (  2.27 +/-   0.28)  
  322.  34  R  SNcm  Log stroke ..............  0.910  (  1.25 +/-   0.03)       (  1.18 +/-   0.10)  
  323.  28  R  SNcm  Log length ..............  0.884  (  5.16 +/-   0.02)       (  5.16 +/-   0.07)  
  324.  31  R  SNcm  Log curb-weight .........  0.860  (  7.79 +/-   0.05)       (  7.83 +/-   0.20)  
  325.  40  R  SNcm  Log price ...............  0.836  (  9.18 +/-   0.15)       (  9.35 +/-   0.50)  
  326.  36  R  SNcm  Log horse-power .........  0.736  (  4.53 +/-   0.11)       (  4.58 +/-   0.34)  
  327.  32  R  SNcm  Log engine-size .........  0.673  (  4.80 +/-   0.09)       (  4.80 +/-   0.28)  
  328.  27  R  SNcm  Log wheel-base ..........  0.556  (  4.59 +/-   0.02)       (  4.59 +/-   0.06)  
  329.  29  R  SNcm  Log width ...............  0.528  (  4.18 +/-   0.01)       (  4.19 +/-   0.03)  
  330.   2  D  SM    make ....................  0.486  alfa-romero ................    0.001   0.015 
  331.                                                 audi .......................    0.028   0.034 
  332.                                                 bmw ........................    0.001   0.039 
  333.                                                 chevrolet ..................    0.001   0.015 
  334.                                                 dodge ......................    0.028   0.044 
  335.                                                 honda ......................    0.163   0.063 
  336.                                                 isuzu ......................    0.028   0.020 
  337.                                                 jaguar .....................    0.001   0.015 
  338.                                                 mazda ......................    0.136   0.083 
  339.                                                 mercedes-benz ..............    0.001   0.039 
  340.                                                 mercury ....................    0.001   0.005 
  341.                                                 mitsubishi .................    0.082   0.063 
  342.                                                 nissan .....................    0.055   0.088 
  343.                                                 peugot .....................    0.001   0.054 
  344.                                                 plymouth ...................    0.028   0.034 
  345.                                                 porsche ....................    0.001   0.024 
  346.                                                 renault ....................    0.055   0.010 
  347.                                                 saab .......................    0.001   0.029 
  348.                                                 subaru .....................    0.001   0.058 
  349.                                                 toyota .....................    0.244   0.156 
  350.                                                 volkswagen .................    0.137   0.058 
  351.                                                 volvo ......................    0.001   0.054  
  352.  33  R  SNcm  Log bore ................  0.277  (  1.20 +/-   0.04)       (  1.20 +/-   0.08)  
  353.  14  D  SM    engine-type .............  0.248  dohc .......................    0.004   0.059 
  354.                                                 ohcv .......................    0.004   0.064 
  355.                                                 ohc ........................    0.977   0.719 
  356.                                                 l ..........................    0.004   0.059 
  357.                                                 rotor ......................    0.004   0.020 
  358.                                                 ohcf .......................    0.004   0.074 
  359.                                                 dohcv ......................    0.004   0.006  
  360.  15  D  SM    num-of-cylinders ........  0.189  four .......................    0.977   0.773 
  361.                                                 six ........................    0.004   0.117 
  362.                                                 five .......................    0.004   0.054 
  363.                                                 three ......................    0.004   0.006 
  364.                                                 twelve .....................    0.004   0.006 
  365.                                                 two ........................    0.004   0.020 
  366.                                                 eight ......................    0.004   0.025  
  367.  17  D  SM    fuel-system .............  0.175  mpfi .......................    0.490   0.457 
  368.                                                 2bbl .......................    0.355   0.321 
  369.                                                 mfi ........................    0.003   0.005 
  370.                                                 1bbl .......................    0.111   0.054 
  371.                                                 spfi .......................    0.030   0.005 
  372.                                                 4bbl .......................    0.003   0.015 
  373.                                                 idi ........................    0.003   0.098 
  374.                                                 spdi .......................    0.003   0.044  
  375.   4  D  SM    aspiration ..............  0.150  std ........................    0.986   0.818 
  376.                                                 turbo ......................    0.014   0.182  
  377.   7  D  SM    drive-wheels ............  0.131  rwd ........................    0.171   0.371 
  378.                                                 fwd ........................    0.820   0.584 
  379.                                                 4wd ........................    0.009   0.045  
  380.  26  R  SNcm  Log normalized-loses ....  0.085  (  4.66 +/-   0.25)       (  4.76 +/-   0.28)  
  381.  
  382. DISCRETE ATTRIBUTE: (typ = D)
  383. num typ mtt   description                Ijk    Attribute-Name-or-Index         Class   Global
  384.                                                                                  Prob    Prob
  385.  
  386. REAL ATTRIBUTE: (typ = R)
  387. num typ mtt   description                Ijk    (     Class       )       (     Global      )
  388.                                                  Mean-jk  StDev-jk         Mean*-k  StDev*-k 
  389.  
  390.  38  R  SNcm  Log city-mpg ............  0.080  (  3.24 +/-   0.19)       (  3.19 +/-   0.26)  
  391.   3  D  SM    fuel-type ...............  0.063  gas ........................    0.986   0.900 
  392.                                                 diesel .....................    0.014   0.100  
  393.  39  R  SNcm  Log highway-mpg .........  0.048  (  3.45 +/-   0.19)       (  3.40 +/-   0.22)  
  394.   6  D  SM    body-style ..............  0.037  convertible ................    0.005   0.030 
  395.                                                 hatchback ..................    0.357   0.341 
  396.                                                 sedan ......................    0.438   0.467 
  397.                                                 wagon ......................    0.113   0.122 
  398.                                                 hardtop ....................    0.086   0.040  
  399.  30  R  SNcm  Log height ..............  0.021  (  3.99 +/-   0.04)       (  3.98 +/-   0.05)  
  400.  37  R  SNcm  Log peak-rpm ............  0.009  (  8.52 +/-   0.10)       (  8.54 +/-   0.10)  
  401.   5  D  SM    num-of-doors ............  0.005  two ........................    0.387   0.434 
  402.                                                 four .......................    0.604   0.555 
  403.                                                 missing ....................    0.009   0.011  
  404.   8  D  SM    engine-location .........  0.000  front ......................    0.986   0.983 
  405.                                                 rear .......................    0.014   0.017  
  406.  
  407.  
  408. CLASS 3 - weight 19   normalized weight 0.093   normalized strength 1.232 ***************
  409.  
  410.    Model file:   CHA:>p>autoclass>sample>imports-85.model.1  -  index = 0   
  411.  
  412.    Model term types (mtt): (single-multinomial SM)   (single-normal-cm SNcm) 
  413.                            
  414.  
  415.  
  416. DISCRETE ATTRIBUTE: (typ = D)
  417. num typ mtt   description                Ijk    Attribute-Name-or-Index         Class   Global
  418.                                                                                  Prob    Prob
  419.  
  420. REAL ATTRIBUTE: (typ = R)
  421. num typ mtt   description                Ijk    (     Class       )       (     Global      )
  422.                                                  Mean-jk  StDev-jk         Mean*-k  StDev*-k 
  423.  
  424.  35  R  SNcm  Log compression-ratio ...  0.711  (  2.15 +/-   0.10)       (  2.27 +/-   0.28)  
  425.  33  R  SNcm  Log bore ................  0.681  (  1.13 +/-   0.04)       (  1.20 +/-   0.08)  
  426.  27  R  SNcm  Log wheel-base ..........  0.670  (  4.54 +/-   0.03)       (  4.59 +/-   0.06)  
  427.  17  D  SM    fuel-system .............  0.665  mpfi .......................    0.356   0.457 
  428.                                                 2bbl .......................    0.106   0.321 
  429.                                                 mfi ........................    0.006   0.005 
  430.                                                 1bbl .......................    0.107   0.054 
  431.                                                 spfi .......................    0.006   0.005 
  432.                                                 4bbl .......................    0.156   0.015 
  433.                                                 idi ........................    0.006   0.098 
  434.                                                 spdi .......................    0.256   0.044  
  435.  30  R  SNcm  Log height ..............  0.647  (  3.94 +/-   0.03)       (  3.98 +/-   0.05)  
  436.  32  R  SNcm  Log engine-size .........  0.637  (  4.53 +/-   0.18)       (  4.80 +/-   0.28)  
  437.   2  D  SM    make ....................  0.631  alfa-romero ................    0.002   0.015 
  438.                                                 audi .......................    0.002   0.034 
  439.                                                 bmw ........................    0.002   0.039 
  440.                                                 chevrolet ..................    0.052   0.015 
  441.                                                 dodge ......................    0.102   0.044 
  442.                                                 honda ......................    0.103   0.063 
  443.                                                 isuzu ......................    0.052   0.020 
  444.                                                 jaguar .....................    0.002   0.015 
  445.                                                 mazda ......................    0.202   0.083 
  446.                                                 mercedes-benz ..............    0.002   0.039 
  447.                                                 mercury ....................    0.002   0.005 
  448.                                                 mitsubishi .................    0.202   0.063 
  449.                                                 nissan .....................    0.002   0.088 
  450.                                                 peugot .....................    0.002   0.054 
  451.                                                 plymouth ...................    0.052   0.034 
  452.                                                 porsche ....................    0.002   0.024 
  453.                                                 renault ....................    0.002   0.010 
  454.                                                 saab .......................    0.002   0.029 
  455.                                                 subaru .....................    0.002   0.058 
  456.                                                 toyota .....................    0.102   0.156 
  457.                                                 volkswagen .................    0.102   0.058 
  458.                                                 volvo ......................    0.002   0.054  
  459.  15  D  SM    num-of-cylinders ........  0.512  four .......................    0.707   0.773 
  460.                                                 six ........................    0.007   0.117 
  461.                                                 five .......................    0.007   0.054 
  462.                                                 three ......................    0.057   0.006 
  463.                                                 twelve .....................    0.007   0.006 
  464.                                                 two ........................    0.207   0.020 
  465.                                                 eight ......................    0.007   0.025  
  466.  26  R  SNcm  Log normalized-loses ....  0.508  (  4.99 +/-   0.17)       (  4.76 +/-   0.28)  
  467.  37  R  SNcm  Log peak-rpm ............  0.496  (  8.64 +/-   0.10)       (  8.54 +/-   0.10)  
  468.  28  R  SNcm  Log length ..............  0.485  (  5.09 +/-   0.06)       (  5.16 +/-   0.07)  
  469.  34  R  SNcm  Log stroke ..............  0.482  (  1.20 +/-   0.04)       (  1.18 +/-   0.10)  
  470.  29  R  SNcm  Log width ...............  0.455  (  4.16 +/-   0.02)       (  4.19 +/-   0.03)  
  471.  14  D  SM    engine-type .............  0.412  dohc .......................    0.107   0.059 
  472.                                                 ohcv .......................    0.007   0.064 
  473.                                                 ohc ........................    0.607   0.719 
  474.                                                 l ..........................    0.057   0.059 
  475.                                                 rotor ......................    0.207   0.020 
  476.                                                 ohcf .......................    0.007   0.074 
  477.                                                 dohcv ......................    0.007   0.006  
  478.  40  R  SNcm  Log price ...............  0.411  (  9.11 +/-   0.26)       (  9.35 +/-   0.50)  
  479.  31  R  SNcm  Log curb-weight .........  0.394  (  7.69 +/-   0.13)       (  7.83 +/-   0.20)  
  480.   5  D  SM    num-of-doors ............  0.355  two ........................    0.767   0.434 
  481.                                                 four .......................    0.166   0.555 
  482.                                                 missing ....................    0.067   0.011  
  483.   6  D  SM    body-style ..............  0.287  convertible ................    0.060   0.030 
  484.                                                 hatchback ..................    0.660   0.341 
  485.                                                 sedan ......................    0.260   0.467 
  486.                                                 wagon ......................    0.010   0.122 
  487.                                                 hardtop ....................    0.010   0.040  
  488.  36  R  SNcm  Log horse-power .........  0.112  (  4.56 +/-   0.24)       (  4.58 +/-   0.34)  
  489.   4  D  SM    aspiration ..............  0.059  std ........................    0.675   0.818 
  490.                                                 turbo ......................    0.325   0.182  
  491.   3  D  SM    fuel-type ...............  0.043  gas ........................    0.975   0.900 
  492.                                                 diesel .....................    0.025   0.100  
  493.   7  D  SM    drive-wheels ............  0.013  rwd ........................    0.366   0.371 
  494.                                                 fwd ........................    0.617   0.584 
  495.                                                 4wd ........................    0.017   0.045  
  496.  38  R  SNcm  Log city-mpg ............  0.009  (  3.19 +/-   0.28)       (  3.19 +/-   0.26)  
  497.   8  D  SM    engine-location .........  0.002  front ......................    0.975   0.983 
  498.                                                 rear .......................    0.025   0.017  
  499.  39  R  SNcm  Log highway-mpg .........  0.001  (  3.41 +/-   0.23)       (  3.40 +/-   0.22)  
  500.  
  501.  
  502. CLASS 4 - weight 15   normalized weight 0.073   normalized strength 1.187 ***************
  503.  
  504.    Model file:   CHA:>p>autoclass>sample>imports-85.model.1  -  index = 0   
  505.  
  506.    Model term types (mtt): (single-multinomial SM)   (single-normal-cm SNcm) 
  507.                            
  508.  
  509.  
  510. DISCRETE ATTRIBUTE: (typ = D)
  511. num typ mtt   description                Ijk    Attribute-Name-or-Index         Class   Global
  512.                                                                                  Prob    Prob
  513.  
  514. REAL ATTRIBUTE: (typ = R)
  515. num typ mtt   description                Ijk    (     Class       )       (     Global      )
  516.                                                  Mean-jk  StDev-jk         Mean*-k  StDev*-k 
  517.  
  518.  26  R  SNcm  Log normalized-loses ....  1.690  (  5.23 +/-   0.14)       (  4.76 +/-   0.28)  
  519.  30  R  SNcm  Log height ..............  1.673  (  3.92 +/-   0.02)       (  3.98 +/-   0.05)  
  520.   2  D  SM    make ....................  1.395  alfa-romero ................    0.128   0.015 
  521.                                                 audi .......................    0.003   0.034 
  522.                                                 bmw ........................    0.003   0.039 
  523.                                                 chevrolet ..................    0.003   0.015 
  524.                                                 dodge ......................    0.065   0.044 
  525.                                                 honda ......................    0.003   0.063 
  526.                                                 isuzu ......................    0.003   0.020 
  527.                                                 jaguar .....................    0.003   0.015 
  528.                                                 mazda ......................    0.003   0.083 
  529.                                                 mercedes-benz ..............    0.003   0.039 
  530.                                                 mercury ....................    0.003   0.005 
  531.                                                 mitsubishi .................    0.190   0.063 
  532.                                                 nissan .....................    0.190   0.088 
  533.                                                 peugot .....................    0.003   0.054 
  534.                                                 plymouth ...................    0.065   0.034 
  535.                                                 porsche ....................    0.315   0.024 
  536.                                                 renault ....................    0.003   0.010 
  537.                                                 saab .......................    0.003   0.029 
  538.                                                 subaru .....................    0.003   0.058 
  539.                                                 toyota .....................    0.003   0.156 
  540.                                                 volkswagen .................    0.003   0.058 
  541.                                                 volvo ......................    0.003   0.054  
  542.  36  R  SNcm  Log horse-power .........  1.179  (  5.09 +/-   0.24)       (  4.58 +/-   0.34)  
  543.  28  R  SNcm  Log length ..............  1.018  (  5.15 +/-   0.02)       (  5.16 +/-   0.07)  
  544.  32  R  SNcm  Log engine-size .........  0.981  (  5.11 +/-   0.13)       (  4.80 +/-   0.28)  
  545.   6  D  SM    body-style ..............  0.875  convertible ................    0.200   0.030 
  546.                                                 hatchback ..................    0.638   0.341 
  547.                                                 sedan ......................    0.012   0.467 
  548.                                                 wagon ......................    0.012   0.122 
  549.                                                 hardtop ....................    0.137   0.040  
  550.  31  R  SNcm  Log curb-weight .........  0.825  (  7.96 +/-   0.07)       (  7.83 +/-   0.20)  
  551.  33  R  SNcm  Log bore ................  0.816  (  1.28 +/-   0.04)       (  1.20 +/-   0.08)  
  552.  17  D  SM    fuel-system .............  0.774  mpfi .......................    0.633   0.457 
  553.                                                 2bbl .......................    0.008   0.321 
  554.                                                 mfi ........................    0.070   0.005 
  555.                                                 1bbl .......................    0.008   0.054 
  556.                                                 spfi .......................    0.008   0.005 
  557.                                                 4bbl .......................    0.008   0.015 
  558.                                                 idi ........................    0.008   0.098 
  559.                                                 spdi .......................    0.258   0.044  
  560.   5  D  SM    num-of-doors ............  0.704  two ........................    0.958   0.434 
  561.                                                 four .......................    0.021   0.555 
  562.                                                 missing ....................    0.021   0.011  
  563.  38  R  SNcm  Log city-mpg ............  0.642  (  2.92 +/-   0.19)       (  3.19 +/-   0.26)  
  564.  27  R  SNcm  Log wheel-base ..........  0.601  (  4.54 +/-   0.04)       (  4.59 +/-   0.06)  
  565.  40  R  SNcm  Log price ...............  0.549  (  9.82 +/-   0.35)       (  9.35 +/-   0.50)  
  566.  35  R  SNcm  Log compression-ratio ...  0.489  (  2.13 +/-   0.13)       (  2.27 +/-   0.28)  
  567.  14  D  SM    engine-type .............  0.441  dohc .......................    0.134   0.059 
  568.                                                 ohcv .......................    0.196   0.064 
  569.                                                 ohc ........................    0.384   0.719 
  570.                                                 l ..........................    0.009   0.059 
  571.                                                 rotor ......................    0.009   0.020 
  572.                                                 ohcf .......................    0.196   0.074 
  573.                                                 dohcv ......................    0.071   0.006  
  574.   8  D  SM    engine-location .........  0.379  front ......................    0.781   0.983 
  575.                                                 rear .......................    0.219   0.017  
  576.  39  R  SNcm  Log highway-mpg .........  0.340  (  3.22 +/-   0.19)       (  3.40 +/-   0.22)  
  577.  15  D  SM    num-of-cylinders ........  0.303  four .......................    0.509   0.773 
  578.                                                 six ........................    0.384   0.117 
  579.                                                 five .......................    0.009   0.054 
  580.                                                 three ......................    0.009   0.006 
  581.                                                 twelve .....................    0.009   0.006 
  582.                                                 two ........................    0.009   0.020 
  583.                                                 eight ......................    0.071   0.025  
  584.   7  D  SM    drive-wheels ............  0.235  rwd ........................    0.708   0.371 
  585.                                                 fwd ........................    0.271   0.584 
  586.                                                 4wd ........................    0.021   0.045  
  587.   4  D  SM    aspiration ..............  0.136  std ........................    0.594   0.818 
  588.                                                 turbo ......................    0.406   0.182  
  589.  34  R  SNcm  Log stroke ..............  0.069  (  1.18 +/-   0.13)       (  1.18 +/-   0.10)  
  590.  37  R  SNcm  Log peak-rpm ............  0.068  (  8.57 +/-   0.10)       (  8.54 +/-   0.10)  
  591.  29  R  SNcm  Log width ...............  0.063  (  4.20 +/-   0.03)       (  4.19 +/-   0.03)  
  592.   3  D  SM    fuel-type ...............  0.035  gas ........................    0.969   0.900 
  593.                                                 diesel .....................    0.031   0.100  
  594.  
  595.  
  596. CLASS 5 - weight 11   normalized weight 0.055   normalized strength 1.102 ***************
  597.  
  598.    Model file:   CHA:>p>autoclass>sample>imports-85.model.1  -  index = 0   
  599.  
  600.    Model term types (mtt): (single-multinomial SM)   (single-normal-cm SNcm) 
  601.                            
  602.  
  603.  
  604. DISCRETE ATTRIBUTE: (typ = D)
  605. num typ mtt   description                Ijk    Attribute-Name-or-Index         Class   Global
  606.                                                                                  Prob    Prob
  607.  
  608. REAL ATTRIBUTE: (typ = R)
  609. num typ mtt   description                Ijk    (     Class       )       (     Global      )
  610.                                                  Mean-jk  StDev-jk         Mean*-k  StDev*-k 
  611.  
  612.  34  R  SNcm  Log stroke ..............  3.059  (  0.93 +/-   0.07)       (  1.18 +/-   0.10)  
  613.   2  D  SM    make ....................  1.947  alfa-romero ................    0.004   0.015 
  614.                                                 audi .......................    0.004   0.034 
  615.                                                 bmw ........................    0.004   0.039 
  616.                                                 chevrolet ..................    0.004   0.015 
  617.                                                 dodge ......................    0.004   0.044 
  618.                                                 honda ......................    0.004   0.063 
  619.                                                 isuzu ......................    0.004   0.020 
  620.                                                 jaguar .....................    0.004   0.015 
  621.                                                 mazda ......................    0.004   0.083 
  622.                                                 mercedes-benz ..............    0.004   0.039 
  623.                                                 mercury ....................    0.004   0.005 
  624.                                                 mitsubishi .................    0.004   0.063 
  625.                                                 nissan .....................    0.004   0.088 
  626.                                                 peugot .....................    0.174   0.054 
  627.                                                 plymouth ...................    0.004   0.034 
  628.                                                 porsche ....................    0.004   0.024 
  629.                                                 renault ....................    0.004   0.010 
  630.                                                 saab .......................    0.004   0.029 
  631.                                                 subaru .....................    0.748   0.058 
  632.                                                 toyota .....................    0.004   0.156 
  633.                                                 volkswagen .................    0.004   0.058 
  634.                                                 volvo ......................    0.004   0.054  
  635.  14  D  SM    engine-type .............  1.885  dohc .......................    0.012   0.059 
  636.                                                 ohcv .......................    0.012   0.064 
  637.                                                 ohc ........................    0.012   0.719 
  638.                                                 l ..........................    0.182   0.059 
  639.                                                 rotor ......................    0.012   0.020 
  640.                                                 ohcf .......................    0.757   0.074 
  641.                                                 dohcv ......................    0.012   0.006  
  642.  33  R  SNcm  Log bore ................  1.563  (  1.28 +/-   0.02)       (  1.20 +/-   0.08)  
  643.  35  R  SNcm  Log compression-ratio ...  1.555  (  2.19 +/-   0.04)       (  2.27 +/-   0.28)  
  644.  32  R  SNcm  Log engine-size .........  1.266  (  4.69 +/-   0.05)       (  4.80 +/-   0.28)  
  645.  36  R  SNcm  Log horse-power .........  0.927  (  4.41 +/-   0.10)       (  4.58 +/-   0.34)  
  646.  26  R  SNcm  Log normalized-loses ....  0.360  (  4.58 +/-   0.18)       (  4.76 +/-   0.28)  
  647.   7  D  SM    drive-wheels ............  0.334  rwd ........................    0.199   0.371 
  648.                                                 fwd ........................    0.518   0.584 
  649.                                                 4wd ........................    0.284   0.045  
  650.  17  D  SM    fuel-system .............  0.332  mpfi .......................    0.244   0.457 
  651.                                                 2bbl .......................    0.692   0.321 
  652.                                                 mfi ........................    0.011   0.005 
  653.                                                 1bbl .......................    0.011   0.054 
  654.                                                 spfi .......................    0.011   0.005 
  655.                                                 4bbl .......................    0.011   0.015 
  656.                                                 idi ........................    0.011   0.098 
  657.                                                 spdi .......................    0.011   0.044  
  658.  40  R  SNcm  Log price ...............  0.305  (  9.07 +/-   0.32)       (  9.35 +/-   0.50)  
  659.  37  R  SNcm  Log peak-rpm ............  0.252  (  8.47 +/-   0.09)       (  8.54 +/-   0.10)  
  660.  30  R  SNcm  Log height ..............  0.228  (  3.99 +/-   0.03)       (  3.98 +/-   0.05)  
  661.  15  D  SM    num-of-cylinders ........  0.128  four .......................    0.927   0.773 
  662.                                                 six ........................    0.012   0.117 
  663.                                                 five .......................    0.012   0.054 
  664.                                                 three ......................    0.012   0.006 
  665.                                                 twelve .....................    0.012   0.006 
  666.                                                 two ........................    0.012   0.020 
  667.                                                 eight ......................    0.012   0.025  
  668.  31  R  SNcm  Log curb-weight .........  0.125  (  7.78 +/-   0.14)       (  7.83 +/-   0.20)  
  669.  29  R  SNcm  Log width ...............  0.103  (  4.18 +/-   0.02)       (  4.19 +/-   0.03)  
  670.   6  D  SM    body-style ..............  0.099  convertible ................    0.017   0.030 
  671.                                                 hatchback ..................    0.272   0.341 
  672.                                                 sedan ......................    0.411   0.467 
  673.                                                 wagon ......................    0.283   0.122 
  674.                                                 hardtop ....................    0.017   0.040  
  675.   4  D  SM    aspiration ..............  0.089  std ........................    0.957   0.818 
  676.                                                 turbo ......................    0.043   0.182  
  677.  38  R  SNcm  Log city-mpg ............  0.088  (  3.23 +/-   0.19)       (  3.19 +/-   0.26)  
  678.   5  D  SM    num-of-doors ............  0.053  two ........................    0.284   0.434 
  679.                                                 four .......................    0.688   0.555 
  680.                                                 missing ....................    0.028   0.011  
  681.  39  R  SNcm  Log highway-mpg .........  0.027  (  3.40 +/-   0.19)       (  3.40 +/-   0.22)  
  682.   3  D  SM    fuel-type ...............  0.023  gas ........................    0.957   0.900 
  683.                                                 diesel .....................    0.043   0.100  
  684.  28  R  SNcm  Log length ..............  0.016  (  5.15 +/-   0.07)       (  5.16 +/-   0.07)  
  685.   8  D  SM    engine-location .........  0.014  front ......................    0.957   0.983 
  686.                                                 rear .......................    0.043   0.017  
  687.  27  R  SNcm  Log wheel-base ..........  0.000  (  4.59 +/-   0.06)       (  4.59 +/-   0.06)  
  688.  
  689.  
  690. CLASS 6 - weight 10   normalized weight 0.049   normalized strength 1.088 ***************
  691.  
  692.    Model file:   CHA:>p>autoclass>sample>imports-85.model.1  -  index = 0   
  693.  
  694.    Model term types (mtt): (single-multinomial SM)   (single-normal-cm SNcm) 
  695.                            
  696.  
  697.  
  698. DISCRETE ATTRIBUTE: (typ = D)
  699. num typ mtt   description                Ijk    Attribute-Name-or-Index         Class   Global
  700.                                                                                  Prob    Prob
  701.  
  702. REAL ATTRIBUTE: (typ = R)
  703. num typ mtt   description                Ijk    (     Class       )       (     Global      )
  704.                                                  Mean-jk  StDev-jk         Mean*-k  StDev*-k 
  705.  
  706.  35  R  SNcm  Log compression-ratio ...  6.920  (  3.12 +/-   0.02)       (  2.27 +/-   0.28)  
  707.   3  D  SM    fuel-type ...............  2.022  gas ........................    0.045   0.900 
  708.                                                 diesel .....................    0.955   0.100  
  709.  17  D  SM    fuel-system .............  1.965  mpfi .......................    0.011   0.457 
  710.                                                 2bbl .......................    0.011   0.321 
  711.                                                 mfi ........................    0.011   0.005 
  712.                                                 1bbl .......................    0.011   0.054 
  713.                                                 spfi .......................    0.011   0.005 
  714.                                                 4bbl .......................    0.011   0.015 
  715.                                                 idi ........................    0.920   0.098 
  716.                                                 spdi .......................    0.011   0.044  
  717.  36  R  SNcm  Log horse-power .........  1.538  (  4.11 +/-   0.12)       (  4.58 +/-   0.34)  
  718.  34  R  SNcm  Log stroke ..............  1.171  (  1.23 +/-   0.02)       (  1.18 +/-   0.10)  
  719.  38  R  SNcm  Log city-mpg ............  1.151  (  3.57 +/-   0.19)       (  3.19 +/-   0.26)  
  720.  39  R  SNcm  Log highway-mpg .........  1.082  (  3.73 +/-   0.19)       (  3.40 +/-   0.22)  
  721.   2  D  SM    make ....................  0.852  alfa-romero ................    0.004   0.015 
  722.                                                 audi .......................    0.004   0.034 
  723.                                                 bmw ........................    0.004   0.039 
  724.                                                 chevrolet ..................    0.004   0.015 
  725.                                                 dodge ......................    0.004   0.044 
  726.                                                 honda ......................    0.004   0.063 
  727.                                                 isuzu ......................    0.004   0.020 
  728.                                                 jaguar .....................    0.004   0.015 
  729.                                                 mazda ......................    0.186   0.083 
  730.                                                 mercedes-benz ..............    0.004   0.039 
  731.                                                 mercury ....................    0.004   0.005 
  732.                                                 mitsubishi .................    0.004   0.063 
  733.                                                 nissan .....................    0.095   0.088 
  734.                                                 peugot .....................    0.004   0.054 
  735.                                                 plymouth ...................    0.004   0.034 
  736.                                                 porsche ....................    0.004   0.024 
  737.                                                 renault ....................    0.004   0.010 
  738.                                                 saab .......................    0.004   0.029 
  739.                                                 subaru .....................    0.004   0.058 
  740.                                                 toyota .....................    0.277   0.156 
  741.                                                 volkswagen .................    0.368   0.058 
  742.                                                 volvo ......................    0.004   0.054  
  743.  32  R  SNcm  Log engine-size .........  0.699  (  4.67 +/-   0.10)       (  4.80 +/-   0.28)  
  744.  37  R  SNcm  Log peak-rpm ............  0.613  (  8.43 +/-   0.09)       (  8.54 +/-   0.10)  
  745.  31  R  SNcm  Log curb-weight .........  0.595  (  7.76 +/-   0.07)       (  7.83 +/-   0.20)  
  746.  30  R  SNcm  Log height ..............  0.594  (  4.00 +/-   0.02)       (  3.98 +/-   0.05)  
  747.  28  R  SNcm  Log length ..............  0.551  (  5.15 +/-   0.03)       (  5.16 +/-   0.07)  
  748.  29  R  SNcm  Log width ...............  0.419  (  4.18 +/-   0.01)       (  4.19 +/-   0.03)  
  749.  26  R  SNcm  Log normalized-loses ....  0.353  (  4.56 +/-   0.20)       (  4.76 +/-   0.28)  
  750.  33  R  SNcm  Log bore ................  0.352  (  1.15 +/-   0.05)       (  1.20 +/-   0.08)  
  751.  27  R  SNcm  Log wheel-base ..........  0.316  (  4.59 +/-   0.03)       (  4.59 +/-   0.06)  
  752.  40  R  SNcm  Log price ...............  0.306  (  9.18 +/-   0.27)       (  9.35 +/-   0.50)  
  753.   6  D  SM    body-style ..............  0.305  convertible ................    0.018   0.030 
  754.                                                 hatchback ..................    0.109   0.341 
  755.                                                 sedan ......................    0.836   0.467 
  756.                                                 wagon ......................    0.018   0.122 
  757.                                                 hardtop ....................    0.018   0.040  
  758.   5  D  SM    num-of-doors ............  0.258  two ........................    0.212   0.434 
  759.                                                 four .......................    0.667   0.555 
  760.                                                 missing ....................    0.121   0.011  
  761.   7  D  SM    drive-wheels ............  0.169  rwd ........................    0.121   0.371 
  762.                                                 fwd ........................    0.848   0.584 
  763.                                                 4wd ........................    0.030   0.045  
  764.  14  D  SM    engine-type .............  0.152  dohc .......................    0.013   0.059 
  765.                                                 ohcv .......................    0.013   0.064 
  766.                                                 ohc ........................    0.922   0.719 
  767.                                                 l ..........................    0.013   0.059 
  768.                                                 rotor ......................    0.013   0.020 
  769.                                                 ohcf .......................    0.013   0.074 
  770.                                                 dohcv ......................    0.013   0.006  
  771.  15  D  SM    num-of-cylinders ........  0.124  four .......................    0.922   0.773 
  772.                                                 six ........................    0.013   0.117 
  773.                                                 five .......................    0.013   0.054 
  774.                                                 three ......................    0.013   0.006 
  775.                                                 twelve .....................    0.013   0.006 
  776.                                                 two ........................    0.013   0.020 
  777.                                                 eight ......................    0.013   0.025  
  778.   4  D  SM    aspiration ..............  0.054  std ........................    0.682   0.818 
  779.                                                 turbo ......................    0.318   0.182  
  780.   8  D  SM    engine-location .........  0.017  front ......................    0.955   0.983 
  781.                                                 rear .......................    0.045   0.017  
  782.  
  783.  
  784. CLASS 7 - weight 10   normalized weight 0.049   normalized strength 1.108 ***************
  785.  
  786.    Model file:   CHA:>p>autoclass>sample>imports-85.model.1  -  index = 0   
  787.  
  788.    Model term types (mtt): (single-multinomial SM)   (single-normal-cm SNcm) 
  789.                            
  790.  
  791.  
  792. DISCRETE ATTRIBUTE: (typ = D)
  793. num typ mtt   description                Ijk    Attribute-Name-or-Index         Class   Global
  794.                                                                                  Prob    Prob
  795.  
  796. REAL ATTRIBUTE: (typ = R)
  797. num typ mtt   description                Ijk    (     Class       )       (     Global      )
  798.                                                  Mean-jk  StDev-jk         Mean*-k  StDev*-k 
  799.  
  800.  35  R  SNcm  Log compression-ratio ...  5.921  (  3.06 +/-   0.03)       (  2.27 +/-   0.28)  
  801.  27  R  SNcm  Log wheel-base ..........  2.227  (  4.70 +/-   0.03)       (  4.59 +/-   0.06)  
  802.  31  R  SNcm  Log curb-weight .........  2.091  (  8.14 +/-   0.05)       (  7.83 +/-   0.20)  
  803.   3  D  SM    fuel-type ...............  2.022  gas ........................    0.045   0.900 
  804.                                                 diesel .....................    0.955   0.100  
  805.  17  D  SM    fuel-system .............  1.965  mpfi .......................    0.011   0.457 
  806.                                                 2bbl .......................    0.011   0.321 
  807.                                                 mfi ........................    0.011   0.005 
  808.                                                 1bbl .......................    0.011   0.054 
  809.                                                 spfi .......................    0.011   0.005 
  810.                                                 4bbl .......................    0.011   0.015 
  811.                                                 idi ........................    0.920   0.098 
  812.                                                 spdi .......................    0.011   0.044  
  813.   2  D  SM    make ....................  1.701  alfa-romero ................    0.004   0.015 
  814.                                                 audi .......................    0.004   0.034 
  815.                                                 bmw ........................    0.004   0.039 
  816.                                                 chevrolet ..................    0.004   0.015 
  817.                                                 dodge ......................    0.004   0.044 
  818.                                                 honda ......................    0.004   0.063 
  819.                                                 isuzu ......................    0.004   0.020 
  820.                                                 jaguar .....................    0.004   0.015 
  821.                                                 mazda ......................    0.004   0.083 
  822.                                                 mercedes-benz ..............    0.368   0.039 
  823.                                                 mercury ....................    0.004   0.005 
  824.                                                 mitsubishi .................    0.004   0.063 
  825.                                                 nissan .....................    0.004   0.088 
  826.                                                 peugot .....................    0.459   0.054 
  827.                                                 plymouth ...................    0.004   0.034 
  828.                                                 porsche ....................    0.004   0.024 
  829.                                                 renault ....................    0.004   0.010 
  830.                                                 saab .......................    0.004   0.029 
  831.                                                 subaru .....................    0.004   0.058 
  832.                                                 toyota .....................    0.004   0.156 
  833.                                                 volkswagen .................    0.004   0.058 
  834.                                                 volvo ......................    0.095   0.054  
  835.  29  R  SNcm  Log width ...............  1.619  (  4.24 +/-   0.02)       (  4.19 +/-   0.03)  
  836.  34  R  SNcm  Log stroke ..............  1.533  (  1.27 +/-   0.02)       (  1.18 +/-   0.10)  
  837.  37  R  SNcm  Log peak-rpm ............  1.519  (  8.37 +/-   0.09)       (  8.54 +/-   0.10)  
  838.  28  R  SNcm  Log length ..............  1.492  (  5.26 +/-   0.03)       (  5.16 +/-   0.07)  
  839.   4  D  SM    aspiration ..............  1.450  std ........................    0.045   0.818 
  840.                                                 turbo ......................    0.955   0.182  
  841.  32  R  SNcm  Log engine-size .........  1.220  (  5.09 +/-   0.09)       (  4.80 +/-   0.28)  
  842.  30  R  SNcm  Log height ..............  1.203  (  4.04 +/-   0.02)       (  3.98 +/-   0.05)  
  843.  40  R  SNcm  Log price ...............  0.898  (  9.93 +/-   0.28)       (  9.35 +/-   0.50)  
  844.   7  D  SM    drive-wheels ............  0.772  rwd ........................    0.939   0.371 
  845.                                                 fwd ........................    0.030   0.584 
  846.                                                 4wd ........................    0.030   0.045  
  847.  14  D  SM    engine-type .............  0.709  dohc .......................    0.013   0.059 
  848.                                                 ohcv .......................    0.013   0.064 
  849.                                                 ohc ........................    0.468   0.719 
  850.                                                 l ..........................    0.468   0.059 
  851.                                                 rotor ......................    0.013   0.020 
  852.                                                 ohcf .......................    0.013   0.074 
  853.                                                 dohcv ......................    0.013   0.006  
  854.  36  R  SNcm  Log horse-power .........  0.675  (  4.67 +/-   0.12)       (  4.58 +/-   0.34)  
  855.  33  R  SNcm  Log bore ................  0.519  (  1.27 +/-   0.06)       (  1.20 +/-   0.08)  
  856.  15  D  SM    num-of-cylinders ........  0.491  four .......................    0.468   0.773 
  857.                                                 six ........................    0.104   0.117 
  858.                                                 five .......................    0.377   0.054 
  859.                                                 three ......................    0.013   0.006 
  860.                                                 twelve .....................    0.013   0.006 
  861.                                                 two ........................    0.013   0.020 
  862.                                                 eight ......................    0.013   0.025  
  863.   6  D  SM    body-style ..............  0.406  convertible ................    0.018   0.030 
  864.                                                 hatchback ..................    0.018   0.341 
  865.                                                 sedan ......................    0.564   0.467 
  866.                                                 wagon ......................    0.291   0.122 
  867.                                                 hardtop ....................    0.109   0.040  
  868.   5  D  SM    num-of-doors ............  0.235  two ........................    0.121   0.434 
  869.                                                 four .......................    0.848   0.555 
  870.                                                 missing ....................    0.030   0.011  
  871.  39  R  SNcm  Log highway-mpg .........  0.110  (  3.31 +/-   0.19)       (  3.40 +/-   0.22)  
  872.  38  R  SNcm  Log city-mpg ............  0.081  (  3.21 +/-   0.19)       (  3.19 +/-   0.26)  
  873.   8  D  SM    engine-location .........  0.017  front ......................    0.955   0.983 
  874.                                                 rear .......................    0.045   0.017  
  875.  26  R  SNcm  Log normalized-loses ....  0.016  (  4.74 +/-   0.25)       (  4.76 +/-   0.28)  
  876.  
  877.  
  878. CLASS 8 - weight 9   normalized weight 0.049   normalized strength 1.140 ***************
  879.  
  880.    Model file:   CHA:>p>autoclass>sample>imports-85.model.1  -  index = 0   
  881.  
  882.    Model term types (mtt): (single-multinomial SM)   (single-normal-cm SNcm) 
  883.                            
  884.  
  885.  
  886. DISCRETE ATTRIBUTE: (typ = D)
  887. num typ mtt   description                Ijk    Attribute-Name-or-Index         Class   Global
  888.                                                                                  Prob    Prob
  889.  
  890. REAL ATTRIBUTE: (typ = R)
  891. num typ mtt   description                Ijk    (     Class       )       (     Global      )
  892.                                                  Mean-jk  StDev-jk         Mean*-k  StDev*-k 
  893.  
  894.  40  R  SNcm  Log price ...............  3.735  ( 10.51 +/-   0.11)       (  9.35 +/-   0.50)  
  895.  32  R  SNcm  Log engine-size .........  3.572  (  5.53 +/-   0.15)       (  4.80 +/-   0.28)  
  896.  31  R  SNcm  Log curb-weight .........  2.582  (  8.22 +/-   0.07)       (  7.83 +/-   0.20)  
  897.  39  R  SNcm  Log highway-mpg .........  2.293  (  2.93 +/-   0.19)       (  3.40 +/-   0.22)  
  898.  36  R  SNcm  Log horse-power .........  2.153  (  5.20 +/-   0.13)       (  4.58 +/-   0.34)  
  899.   2  D  SM    make ....................  2.008  alfa-romero ................    0.004   0.015 
  900.                                                 audi .......................    0.004   0.034 
  901.                                                 bmw ........................    0.277   0.039 
  902.                                                 chevrolet ..................    0.004   0.015 
  903.                                                 dodge ......................    0.004   0.044 
  904.                                                 honda ......................    0.004   0.063 
  905.                                                 isuzu ......................    0.004   0.020 
  906.                                                 jaguar .....................    0.277   0.015 
  907.                                                 mazda ......................    0.004   0.083 
  908.                                                 mercedes-benz ..............    0.368   0.039 
  909.                                                 mercury ....................    0.004   0.005 
  910.                                                 mitsubishi .................    0.004   0.063 
  911.                                                 nissan .....................    0.004   0.088 
  912.                                                 peugot .....................    0.004   0.054 
  913.                                                 plymouth ...................    0.004   0.034 
  914.                                                 porsche ....................    0.004   0.024 
  915.                                                 renault ....................    0.004   0.010 
  916.                                                 saab .......................    0.004   0.029 
  917.                                                 subaru .....................    0.004   0.058 
  918.                                                 toyota .....................    0.004   0.156 
  919.                                                 volkswagen .................    0.004   0.058 
  920.                                                 volvo ......................    0.004   0.054  
  921.  29  R  SNcm  Log width ...............  2.003  (  4.25 +/-   0.02)       (  4.19 +/-   0.03)  
  922.  15  D  SM    num-of-cylinders ........  1.907  four .......................    0.013   0.773 
  923.                                                 six ........................    0.468   0.117 
  924.                                                 five .......................    0.013   0.054 
  925.                                                 three ......................    0.013   0.006 
  926.                                                 twelve .....................    0.104   0.006 
  927.                                                 two ........................    0.013   0.020 
  928.                                                 eight ......................    0.377   0.025  
  929.  38  R  SNcm  Log city-mpg ............  1.883  (  2.71 +/-   0.19)       (  3.19 +/-   0.26)  
  930.  28  R  SNcm  Log length ..............  1.756  (  5.28 +/-   0.04)       (  5.16 +/-   0.07)  
  931.  26  R  SNcm  Log normalized-loses ....  1.555  (  4.97 +/-   0.05)       (  4.76 +/-   0.28)  
  932.  27  R  SNcm  Log wheel-base ..........  1.354  (  4.69 +/-   0.06)       (  4.59 +/-   0.06)  
  933.  33  R  SNcm  Log bore ................  1.146  (  1.29 +/-   0.03)       (  1.20 +/-   0.08)  
  934.  14  D  SM    engine-type .............  0.864  dohc .......................    0.195   0.059 
  935.                                                 ohcv .......................    0.468   0.064 
  936.                                                 ohc ........................    0.286   0.719 
  937.                                                 l ..........................    0.013   0.059 
  938.                                                 rotor ......................    0.013   0.020 
  939.                                                 ohcf .......................    0.013   0.074 
  940.                                                 dohcv ......................    0.013   0.006  
  941.   7  D  SM    drive-wheels ............  0.772  rwd ........................    0.939   0.371 
  942.                                                 fwd ........................    0.030   0.584 
  943.                                                 4wd ........................    0.030   0.045  
  944.  35  R  SNcm  Log compression-ratio ...  0.709  (  2.13 +/-   0.10)       (  2.27 +/-   0.28)  
  945.  17  D  SM    fuel-system .............  0.562  mpfi .......................    0.920   0.457 
  946.                                                 2bbl .......................    0.011   0.321 
  947.                                                 mfi ........................    0.011   0.005 
  948.                                                 1bbl .......................    0.011   0.054 
  949.                                                 spfi .......................    0.011   0.005 
  950.                                                 4bbl .......................    0.011   0.015 
  951.                                                 idi ........................    0.011   0.098 
  952.                                                 spdi .......................    0.011   0.044  
  953.   6  D  SM    body-style ..............  0.511  convertible ................    0.109   0.030 
  954.                                                 hatchback ..................    0.018   0.341 
  955.                                                 sedan ......................    0.745   0.467 
  956.                                                 wagon ......................    0.018   0.122 
  957.                                                 hardtop ....................    0.109   0.040  
  958.  34  R  SNcm  Log stroke ..............  0.114  (  1.22 +/-   0.11)       (  1.18 +/-   0.10)  
  959.   4  D  SM    aspiration ..............  0.084  std ........................    0.955   0.818 
  960.                                                 turbo ......................    0.045   0.182  
  961.  37  R  SNcm  Log peak-rpm ............  0.078  (  8.50 +/-   0.09)       (  8.54 +/-   0.10)  
  962.   3  D  SM    fuel-type ...............  0.020  gas ........................    0.955   0.900 
  963.                                                 diesel .....................    0.045   0.100  
  964.   8  D  SM    engine-location .........  0.017  front ......................    0.955   0.983 
  965.                                                 rear .......................    0.045   0.017  
  966.   5  D  SM    num-of-doors ............  0.013  two ........................    0.394   0.434 
  967.                                                 four .......................    0.576   0.555 
  968.                                                 missing ....................    0.030   0.011  
  969.  30  R  SNcm  Log height ..............  0.010  (  3.98 +/-   0.05)       (  3.98 +/-   0.05)  
  970.  
  971.  
  972. CLASS 9 - weight 3   normalized weight 0.020   normalized strength 1.000 ***************
  973.  
  974.    Model file:   CHA:>p>autoclass>sample>imports-85.model.1  -  index = 0   
  975.  
  976.    Model term types (mtt): (single-multinomial SM)   (single-normal-cm SNcm) 
  977.                            
  978.  
  979.  
  980. DISCRETE ATTRIBUTE: (typ = D)
  981. num typ mtt   description                Ijk    Attribute-Name-or-Index         Class   Global
  982.                                                                                  Prob    Prob
  983.  
  984. REAL ATTRIBUTE: (typ = R)
  985. num typ mtt   description                Ijk    (     Class       )       (     Global      )
  986.                                                  Mean-jk  StDev-jk         Mean*-k  StDev*-k 
  987.  
  988.  30  R  SNcm  Log height ..............  3.761  (  4.08 +/-   0.01)       (  3.98 +/-   0.05)  
  989.  35  R  SNcm  Log compression-ratio ...  2.571  (  2.20 +/-   0.01)       (  2.27 +/-   0.28)  
  990.  27  R  SNcm  Log wheel-base ..........  2.193  (  4.56 +/-   0.00)       (  4.59 +/-   0.06)  
  991.  29  R  SNcm  Log width ...............  2.040  (  4.15 +/-   0.00)       (  4.19 +/-   0.03)  
  992.  26  R  SNcm  Log normalized-loses ....  1.909  (  4.40 +/-   0.06)       (  4.76 +/-   0.28)  
  993.  32  R  SNcm  Log engine-size .........  1.846  (  4.52 +/-   0.04)       (  4.80 +/-   0.28)  
  994.  33  R  SNcm  Log bore ................  1.774  (  1.10 +/-   0.02)       (  1.20 +/-   0.08)  
  995.  36  R  SNcm  Log horse-power .........  1.692  (  4.18 +/-   0.08)       (  4.58 +/-   0.34)  
  996.  40  R  SNcm  Log price ...............  1.665  (  8.95 +/-   0.08)       (  9.35 +/-   0.50)  
  997.   6  D  SM    body-style ..............  1.446  convertible ................    0.040   0.030 
  998.                                                 hatchback ..................    0.040   0.341 
  999.                                                 sedan ......................    0.040   0.467 
  1000.                                                 wagon ......................    0.840   0.122 
  1001.                                                 hardtop ....................    0.040   0.040  
  1002.   7  D  SM    drive-wheels ............  0.869  rwd ........................    0.067   0.371 
  1003.                                                 fwd ........................    0.467   0.584 
  1004.                                                 4wd ........................    0.467   0.045  
  1005.   2  D  SM    make ....................  0.856  alfa-romero ................    0.009   0.015 
  1006.                                                 audi .......................    0.009   0.034 
  1007.                                                 bmw ........................    0.009   0.039 
  1008.                                                 chevrolet ..................    0.009   0.015 
  1009.                                                 dodge ......................    0.009   0.044 
  1010.                                                 honda ......................    0.209   0.063 
  1011.                                                 isuzu ......................    0.009   0.020 
  1012.                                                 jaguar .....................    0.009   0.015 
  1013.                                                 mazda ......................    0.009   0.083 
  1014.                                                 mercedes-benz ..............    0.009   0.039 
  1015.                                                 mercury ....................    0.009   0.005 
  1016.                                                 mitsubishi .................    0.009   0.063 
  1017.                                                 nissan .....................    0.009   0.088 
  1018.                                                 peugot .....................    0.009   0.054 
  1019.                                                 plymouth ...................    0.009   0.034 
  1020.                                                 porsche ....................    0.009   0.024 
  1021.                                                 renault ....................    0.009   0.010 
  1022.                                                 saab .......................    0.009   0.029 
  1023.                                                 subaru .....................    0.009   0.058 
  1024.                                                 toyota .....................    0.609   0.156 
  1025.                                                 volkswagen .................    0.009   0.058 
  1026.                                                 volvo ......................    0.009   0.054  
  1027.  17  D  SM    fuel-system .............  0.705  mpfi .......................    0.025   0.457 
  1028.                                                 2bbl .......................    0.625   0.321 
  1029.                                                 mfi ........................    0.025   0.005 
  1030.                                                 1bbl .......................    0.225   0.054 
  1031.                                                 spfi .......................    0.025   0.005 
  1032.                                                 4bbl .......................    0.025   0.015 
  1033.                                                 idi ........................    0.025   0.098 
  1034.                                                 spdi .......................    0.025   0.044  
  1035.  28  R  SNcm  Log length ..............  0.625  (  5.11 +/-   0.03)       (  5.16 +/-   0.07)  
  1036.  34  R  SNcm  Log stroke ..............  0.470  (  1.14 +/-   0.05)       (  1.18 +/-   0.10)  
  1037.   5  D  SM    num-of-doors ............  0.380  two ........................    0.067   0.434 
  1038.                                                 four .......................    0.867   0.555 
  1039.                                                 missing ....................    0.067   0.011  
  1040.  38  R  SNcm  Log city-mpg ............  0.306  (  3.35 +/-   0.18)       (  3.19 +/-   0.26)  
  1041.  39  R  SNcm  Log highway-mpg .........  0.181  (  3.52 +/-   0.18)       (  3.40 +/-   0.22)  
  1042.  31  R  SNcm  Log curb-weight .........  0.112  (  7.78 +/-   0.14)       (  7.83 +/-   0.20)  
  1043.  15  D  SM    num-of-cylinders ........  0.107  four .......................    0.829   0.773 
  1044.                                                 six ........................    0.029   0.117 
  1045.                                                 five .......................    0.029   0.054 
  1046.                                                 three ......................    0.029   0.006 
  1047.                                                 twelve .....................    0.029   0.006 
  1048.                                                 two ........................    0.029   0.020 
  1049.                                                 eight ......................    0.029   0.025  
  1050.   8  D  SM    engine-location .........  0.098  front ......................    0.900   0.983 
  1051.                                                 rear .......................    0.100   0.017  
  1052.  14  D  SM    engine-type .............  0.083  dohc .......................    0.029   0.059 
  1053.                                                 ohcv .......................    0.029   0.064 
  1054.                                                 ohc ........................    0.829   0.719 
  1055.                                                 l ..........................    0.029   0.059 
  1056.                                                 rotor ......................    0.029   0.020 
  1057.                                                 ohcf .......................    0.029   0.074 
  1058.                                                 dohcv ......................    0.029   0.006  
  1059.   4  D  SM    aspiration ..............  0.026  std ........................    0.900   0.818 
  1060.                                                 turbo ......................    0.100   0.182  
  1061.  37  R  SNcm  Log peak-rpm ............  0.013  (  8.53 +/-   0.09)       (  8.54 +/-   0.10)  
  1062.   3  D  SM    fuel-type ...............  0.000  gas ........................    0.900   0.900 
  1063.                                                 diesel .....................    0.100   0.100  
  1064.  
  1065.  
  1066. CLASS 10 - weight 3   normalized weight 0.018   normalized strength 1.305 ***************
  1067.  
  1068.    Model file:   CHA:>p>autoclass>sample>imports-85.model.1  -  index = 0   
  1069.  
  1070.    Model term types (mtt): (single-multinomial SM)   (single-normal-cm SNcm) 
  1071.                            
  1072.  
  1073.  
  1074. DISCRETE ATTRIBUTE: (typ = D)
  1075. num typ mtt   description                Ijk    Attribute-Name-or-Index         Class   Global
  1076.                                                                                  Prob    Prob
  1077.  
  1078. REAL ATTRIBUTE: (typ = R)
  1079. num typ mtt   description                Ijk    (     Class       )       (     Global      )
  1080.                                                  Mean-jk  StDev-jk         Mean*-k  StDev*-k 
  1081.  
  1082.  34  R  SNcm  Log stroke ..............  3.172  (  0.92 +/-   0.09)       (  1.18 +/-   0.10)  
  1083.   2  D  SM    make ....................  1.634  alfa-romero ................    0.009   0.015 
  1084.                                                 audi .......................    0.009   0.034 
  1085.                                                 bmw ........................    0.009   0.039 
  1086.                                                 chevrolet ..................    0.009   0.015 
  1087.                                                 dodge ......................    0.009   0.044 
  1088.                                                 honda ......................    0.009   0.063 
  1089.                                                 isuzu ......................    0.009   0.020 
  1090.                                                 jaguar .....................    0.009   0.015 
  1091.                                                 mazda ......................    0.009   0.083 
  1092.                                                 mercedes-benz ..............    0.009   0.039 
  1093.                                                 mercury ....................    0.009   0.005 
  1094.                                                 mitsubishi .................    0.009   0.063 
  1095.                                                 nissan .....................    0.009   0.088 
  1096.                                                 peugot .....................    0.009   0.054 
  1097.                                                 plymouth ...................    0.009   0.034 
  1098.                                                 porsche ....................    0.009   0.024 
  1099.                                                 renault ....................    0.009   0.010 
  1100.                                                 saab .......................    0.199   0.029 
  1101.                                                 subaru .....................    0.628   0.058 
  1102.                                                 toyota .....................    0.009   0.156 
  1103.                                                 volkswagen .................    0.009   0.058 
  1104.                                                 volvo ......................    0.009   0.054  
  1105.  27  R  SNcm  Log wheel-base ..........  1.497  (  4.58 +/-   0.01)       (  4.59 +/-   0.06)  
  1106.  32  R  SNcm  Log engine-size .........  1.404  (  4.71 +/-   0.04)       (  4.80 +/-   0.28)  
  1107.  36  R  SNcm  Log horse-power .........  1.180  (  4.66 +/-   0.07)       (  4.58 +/-   0.34)  
  1108.  29  R  SNcm  Log width ...............  1.138  (  4.18 +/-   0.01)       (  4.19 +/-   0.03)  
  1109.  14  D  SM    engine-type .............  1.130  dohc .......................    0.027   0.059 
  1110.                                                 ohcv .......................    0.027   0.064 
  1111.                                                 ohc ........................    0.218   0.719 
  1112.                                                 l ..........................    0.027   0.059 
  1113.                                                 rotor ......................    0.027   0.020 
  1114.                                                 ohcf .......................    0.646   0.074 
  1115.                                                 dohcv ......................    0.027   0.006  
  1116.  31  R  SNcm  Log curb-weight .........  1.073  (  7.85 +/-   0.04)       (  7.83 +/-   0.20)  
  1117.  35  R  SNcm  Log compression-ratio ...  0.943  (  2.13 +/-   0.08)       (  2.27 +/-   0.28)  
  1118.  40  R  SNcm  Log price ...............  0.872  (  9.37 +/-   0.13)       (  9.35 +/-   0.50)  
  1119.   7  D  SM    drive-wheels ............  0.817  rwd ........................    0.063   0.371 
  1120.                                                 fwd ........................    0.493   0.584 
  1121.                                                 4wd ........................    0.444   0.045  
  1122.  28  R  SNcm  Log length ..............  0.483  (  5.17 +/-   0.03)       (  5.16 +/-   0.07)  
  1123.  30  R  SNcm  Log height ..............  0.461  (  4.00 +/-   0.02)       (  3.98 +/-   0.05)  
  1124.  17  D  SM    fuel-system .............  0.452  mpfi .......................    0.834   0.457 
  1125.                                                 2bbl .......................    0.024   0.321 
  1126.                                                 mfi ........................    0.024   0.005 
  1127.                                                 1bbl .......................    0.024   0.054 
  1128.                                                 spfi .......................    0.024   0.005 
  1129.                                                 4bbl .......................    0.024   0.015 
  1130.                                                 idi ........................    0.024   0.098 
  1131.                                                 spdi .......................    0.024   0.044  
  1132.  33  R  SNcm  Log bore ................  0.356  (  1.20 +/-   0.14)       (  1.20 +/-   0.08)  
  1133.   6  D  SM    body-style ..............  0.246  convertible ................    0.038   0.030 
  1134.                                                 hatchback ..................    0.229   0.341 
  1135.                                                 sedan ......................    0.300   0.467 
  1136.                                                 wagon ......................    0.395   0.122 
  1137.                                                 hardtop ....................    0.038   0.040  
  1138.   4  D  SM    aspiration ..............  0.224  std ........................    0.524   0.818 
  1139.                                                 turbo ......................    0.476   0.182  
  1140.  26  R  SNcm  Log normalized-loses ....  0.198  (  4.65 +/-   0.19)       (  4.76 +/-   0.28)  
  1141.  38  R  SNcm  Log city-mpg ............  0.123  (  3.15 +/-   0.18)       (  3.19 +/-   0.26)  
  1142.  
  1143. DISCRETE ATTRIBUTE: (typ = D)
  1144. num typ mtt   description                Ijk    Attribute-Name-or-Index         Class   Global
  1145.                                                                                  Prob    Prob
  1146.  
  1147. REAL ATTRIBUTE: (typ = R)
  1148. num typ mtt   description                Ijk    (     Class       )       (     Global      )
  1149.                                                  Mean-jk  StDev-jk         Mean*-k  StDev*-k 
  1150.  
  1151.   5  D  SM    num-of-doors ............  0.115  two ........................    0.254   0.434 
  1152.                                                 four .......................    0.683   0.555 
  1153.                                                 missing ....................    0.063   0.011  
  1154.  15  D  SM    num-of-cylinders ........  0.105  four .......................    0.837   0.773 
  1155.                                                 six ........................    0.027   0.117 
  1156.                                                 five .......................    0.027   0.054 
  1157.                                                 three ......................    0.027   0.006 
  1158.                                                 twelve .....................    0.027   0.006 
  1159.                                                 two ........................    0.027   0.020 
  1160.                                                 eight ......................    0.027   0.025  
  1161.  39  R  SNcm  Log highway-mpg .........  0.101  (  3.33 +/-   0.18)       (  3.40 +/-   0.22)  
  1162.   8  D  SM    engine-location .........  0.089  front ......................    0.905   0.983 
  1163.                                                 rear .......................    0.095   0.017  
  1164.  37  R  SNcm  Log peak-rpm ............  0.023  (  8.52 +/-   0.09)       (  8.54 +/-   0.10)  
  1165.   3  D  SM    fuel-type ...............  0.000  gas ........................    0.905   0.900 
  1166.                                                 diesel .....................    0.095   0.100  
  1167.