File: imports-85c.influ-o-data-1

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autoclass 3.3.6.dfsg.1-2
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DATA_CLSF_HEADER
#      AutoClass CLASSIFICATION for the 205 cases in
#        /home/taylor/taylor.old/AC/autoclass-c/sample/imports-85c.db2
#        /home/taylor/taylor.old/AC/autoclass-c/sample/imports-85c.hd2
#      with log-A<X/H> (approximate marginal likelihood) = -16230.401
#      from classification results file
#        /home/taylor/taylor.old/AC/autoclass-c/sampleX/imports-85c.results-bin
#      and using models
#        /home/taylor/taylor.old/AC/autoclass-c/sample/imports-85c.model - index = 0
#
#
DATA_SEARCH_SUMMARY
#SEARCH SUMMARY 250 tries over  1 minute 22 seconds
#SUMMARY OF 10 BEST RESULTS
PROBABILITY  exp(-16230.401) N_CLASSES  15 FOUND ON TRY  213 *SAVED*  -1
PROBABILITY  exp(-16245.405) N_CLASSES  16 FOUND ON TRY  240 *SAVED*  -2
PROBABILITY  exp(-16258.217) N_CLASSES  14 FOUND ON TRY  248
PROBABILITY  exp(-16272.233) N_CLASSES   9 FOUND ON TRY  212
PROBABILITY  exp(-16282.909) N_CLASSES  16 FOUND ON TRY   42
PROBABILITY  exp(-16285.766) N_CLASSES  16 FOUND ON TRY   83 DUPS  3
PROBABILITY  exp(-16289.486) N_CLASSES  13 FOUND ON TRY   99
PROBABILITY  exp(-16292.727) N_CLASSES  19 FOUND ON TRY  113
PROBABILITY  exp(-16295.621) N_CLASSES  12 FOUND ON TRY   51
PROBABILITY  exp(-16297.324) N_CLASSES  15 FOUND ON TRY  184
#
#
#
DATA_POP_CLASSES
CLASSIFICATION HAS 15 POPULATED CLASSES   (max global influence value = 6.920) 
#
#   Class     Log of class       Relative         Class     Normalized
#    num        strength       class strength     weight    class weight
#
00        -7.01e+01          1.20e-04          31         0.151
01        -7.29e+01          7.55e-06          22         0.107
02        -6.32e+01          1.29e-01          18         0.088
03        -6.11e+01          1.00e+00          16         0.078
04        -7.31e+01          6.14e-06          15         0.073
05        -8.07e+01          3.00e-09          14         0.068
06        -7.51e+01          8.62e-07          14         0.068
07        -6.86e+01          5.30e-04          13         0.063
08        -7.61e+01          2.98e-07          11         0.054
09        -7.43e+01          1.86e-06          10         0.049
10        -7.10e+01          5.15e-05          10         0.049
11        -7.13e+01          3.58e-05           9         0.044
12        -7.04e+01          9.06e-05           9         0.044
13        -7.16e+01          2.67e-05           8         0.039
14        -6.21e+01          3.52e-01           5         0.024#
#
#
DATA_CLASS_DIVS
#CLASS DIVERGENCES
#
#   Class       class cross entropy       Class     Normalized
#    num        w.r.t. global class       weight    class weight
#
00               1.15e+01              31         0.151
01               1.44e+01              22         0.107
02               2.06e+01              18         0.088
03               2.67e+01              16         0.078
04               1.51e+01              15         0.073
05               2.54e+01              14         0.068
06               1.42e+01              14         0.068
07               1.66e+01              13         0.063
08               1.06e+01              11         0.054
09               1.76e+01              10         0.049
10               2.25e+01              10         0.049
11               2.22e+01               9         0.044
12               2.56e+01               9         0.044
13               1.72e+01               8         0.039
14               3.92e+01               5         0.024
#
#
DATA_NORM_INF_VALS
#ORDERED LIST OF NORMALIZED ATTRIBUTE INFLUENCE VALUES SUMMED OVER ALL CLASSES
#
#   num                        description                          I-*k 
#
038  Log compression-ratio                                      1.000
033  Log length                                                 0.661
036  Log curb-weight                                            0.649
002  make                                                       0.643
034  Log width                                                  0.569
029  Log horse-power                                            0.564
037  Log engine-size                                            0.555
031  Log price                                                  0.537
032  Log wheel-base                                             0.520
028  Log stroke                                                 0.493
027  Log bore                                                   0.482
017  fuel-system                                                0.440
035  Log height                                                 0.361
026  Log normalized-loses                                       0.325
014  engine-type                                                0.276
039  Log city-mpg                                               0.250
040  Log highway-mpg                                            0.212
015  num-of-cylinders                                           0.198
007  drive-wheels                                               0.197
006  body-style                                                 0.195
030  Log peak-rpm                                               0.181
003  fuel-type                                                  0.145
005  num-of-doors                                               0.139
004  aspiration                                                 0.081
008  engine-location                                            0.032
000  symboling                                                  -----
001  normalized-loses                                           -----
009  wheel-base                                                 -----
010  length                                                     -----
011  width                                                      -----
012  height                                                     -----
013  curb-weight                                                -----
016  engine-size                                                -----
018  bore                                                       -----
019  stroke                                                     -----
020  compression-ratio                                          -----
021  horse-power                                                -----
022  peak-rpm                                                   -----
023  city-mpg                                                   -----
024  highway-mpg                                                -----
025  price                                                      -----
#
#
DATA_CLASS 0
#CLASS  0 - weight  31   normalized weight 0.151   relative strength  1.20e-04 *******
#                            class cross entropy w.r.t. global class  1.15e+01 *******
#
#
#DISCRETE ATTRIBUTE  (t = D)                                     log(
# numb  t mtt  description           I-jk   Value name/Index     Prob-jkl/     Prob      Prob
# t   a                                                          Prob-*kl)     -jkl      -*kl
#
#REAL ATTRIBUTE  (t = R)                                        |Mean-jk -
# numb  t mtt  description           I-jk      Mean     StDev    Mean-*k|/     Mean      StDev
# t   a                                        -jk      -jk       StDev-jk     -*k       -*k
#
002 028 R SNcm Log stroke
                                     1.398 ( 1.24e+00  1.99e-02)  3.46e+00 ( 1.18e+00  1.02e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
010 036 R SNcn Log curb-weight
                                     1.260 ( 7.77e+00  3.59e-02)  1.57e+00 ( 7.83e+00  1.97e-01)
011 037 R SNcn Log engine-size
                                     1.223 ( 4.75e+00  5.19e-02)  9.45e-01 ( 4.80e+00  2.82e-01)
012 038 R SNcn Log compression-ratio
                                     1.110 ( 2.16e+00  6.17e-02)  1.71e+00 ( 2.27e+00  2.81e-01)
007 033 R SNcn Log length
                                     0.894 ( 5.16e+00  1.81e-02)  1.71e-01 ( 5.16e+00  7.06e-02)
005 031 R SNcm Log price
                                     0.853 ( 9.16e+00  1.47e-01)  1.27e+00 ( 9.35e+00  5.00e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
003 029 R SNcm Log horse-power
                                     0.850 ( 4.52e+00  9.52e-02)  6.76e-01 ( 4.58e+00  3.45e-01)
                                     Prob-jk is known  1.00e+00   Prob-*k   is  known  9.90e-01
001 027 R SNcm Log bore
                                     0.670 ( 1.18e+00  2.81e-02)  6.19e-01 ( 1.20e+00  8.22e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
024 002 D SM   make
                                     0.560  
                                            subaru               -3.72e+00   1.42e-03  5.85e-02
                                            peugot               -3.63e+00   1.42e-03  5.36e-02
                                            volvo                -3.63e+00   1.42e-03  5.36e-02
                                            bmw                  -3.31e+00   1.42e-03  3.91e-02
                                            mercedes-benz        -3.31e+00   1.42e-03  3.91e-02
                                            saab                 -3.03e+00   1.42e-03  2.93e-02
                                            porsche              -2.85e+00   1.42e-03  2.45e-02
                                            isuzu                -2.63e+00   1.42e-03  1.96e-02
                                            alfa-romero          -2.34e+00   1.42e-03  1.48e-02
                                            chevrolet            -2.34e+00   1.42e-03  1.48e-02
                                            jaguar               -2.34e+00   1.42e-03  1.48e-02
                                            renault              -1.94e+00   1.42e-03  9.93e-03
                                            mercury              -1.27e+00   1.42e-03  5.08e-03
                                            mitsubishi            1.09e+00   1.89e-01  6.33e-02
                                            honda                 1.09e+00   1.89e-01  6.33e-02
                                            volkswagen            9.89e-01   1.57e-01  5.85e-02
                                            mazda                 6.45e-01   1.58e-01  8.27e-02
                                            nissan               -3.15e-01   6.40e-02  8.76e-02
                                            dodge                -2.95e-01   3.27e-02  4.39e-02
                                            toyota               -2.07e-01   1.26e-01  1.56e-01
                                            audi                 -4.56e-02   3.27e-02  3.42e-02
                                            plymouth             -4.53e-02   3.27e-02  3.42e-02
006 032 R SNcn Log wheel-base
                                     0.500 ( 4.59e+00  2.35e-02)  8.52e-02 ( 4.59e+00  5.89e-02)
008 034 R SNcn Log width
                                     0.488 ( 4.18e+00  1.28e-02)  2.82e-01 ( 4.19e+00  3.15e-02)
019 007 D SM   drive-wheels
                                     0.453  
                                            rwd                  -3.57e+00   1.04e-02  3.71e-01
                                            4wd                  -1.47e+00   1.04e-02  4.53e-02
                                            fwd                   5.17e-01   9.79e-01  5.84e-01
017 014 D SM   engine-type
                                     0.239  
                                            ohcf                 -2.80e+00   4.47e-03  7.35e-02
                                            ohcv                 -2.66e+00   4.47e-03  6.38e-02
                                            dohc                 -2.58e+00   4.47e-03  5.89e-02
                                            l                    -2.58e+00   4.47e-03  5.89e-02
                                            rotor                -1.50e+00   4.47e-03  2.01e-02
                                            ohc                   3.03e-01   9.73e-01  7.19e-01
                                            dohcv                -2.17e-01   4.47e-03  5.55e-03
000 026 R SNcm Log normalized-loses
                                     0.213 ( 4.64e+00  2.53e-01)  4.71e-01 ( 4.76e+00  2.82e-01)
                                     Prob-jk is known  9.63e-01   Prob-*k   is  known  8.00e-01
016 015 D SM   num-of-cylinders
                                     0.183  
                                            six                  -3.27e+00   4.47e-03  1.17e-01
                                            five                 -2.49e+00   4.47e-03  5.41e-02
                                            eight                -1.72e+00   4.47e-03  2.50e-02
                                            two                  -1.50e+00   4.47e-03  2.01e-02
                                            four                  2.31e-01   9.73e-01  7.73e-01
                                            three                -2.17e-01   4.47e-03  5.55e-03
                                            twelve               -2.17e-01   4.47e-03  5.55e-03
015 017 D SM   fuel-system
                                     0.175  
                                            idi                  -3.22e+00   3.91e-03  9.77e-02
                                            4bbl                 -1.36e+00   3.91e-03  1.52e-02
                                            1bbl                  8.70e-01   1.29e-01  5.40e-02
                                            spdi                  7.91e-01   9.77e-02  4.43e-02
                                            mfi                  -3.35e-01   3.91e-03  5.46e-03
                                            spfi                 -3.35e-01   3.91e-03  5.46e-03
                                            mpfi                 -2.74e-01   3.47e-01  4.57e-01
                                            2bbl                  2.46e-01   4.10e-01  3.21e-01
013 039 R SNcn Log city-mpg
                                     0.087 ( 3.25e+00  1.93e-01)  2.73e-01 ( 3.19e+00  2.56e-01)
021 005 D SM   num-of-doors
                                     0.065  
                                            two                  -5.09e-01   2.61e-01  4.34e-01
                                            four                  2.73e-01   7.29e-01  5.55e-01
                                            ?                    -8.33e-02   1.04e-02  1.13e-02
023 003 D SM   fuel-type
                                     0.059  
                                            diesel               -1.85e+00   1.56e-02  9.95e-02
                                            gas                   8.91e-02   9.84e-01  9.00e-01
014 040 R SNcn Log highway-mpg
                                     0.057 ( 3.46e+00  1.93e-01)  3.18e-01 ( 3.40e+00  2.23e-01)
020 006 D SM   body-style
                                     0.049  
                                            hardtop              -1.85e+00   6.25e-03  3.98e-02
                                            convertible          -1.57e+00   6.25e-03  3.01e-02
                                            wagon                -2.06e-01   9.96e-02  1.22e-01
                                            sedan                 1.98e-01   5.69e-01  4.67e-01
                                            hatchback            -6.63e-02   3.19e-01  3.41e-01
022 004 D SM   aspiration
                                     0.044  
                                            turbo                -8.45e-01   7.82e-02  1.82e-01
                                            std                   1.20e-01   9.22e-01  8.18e-01
009 035 R SNcn Log height
                                     0.020 ( 3.99e+00  4.18e-02)  1.78e-01 ( 3.98e+00  4.54e-02)
004 030 R SNcm Log peak-rpm
                                     0.009 ( 8.54e+00  9.75e-02)  3.30e-02 ( 8.54e+00  9.88e-02)
                                     Prob-jk is known  1.00e+00   Prob-*k   is  known  9.90e-01
018 008 D SM   engine-location
                                     0.000  
                                            rear                 -8.33e-02   1.56e-02  1.70e-02
                                            front                 1.38e-03   9.84e-01  9.83e-01
#
#
DATA_CLASS 1
#CLASS  1 - weight  22   normalized weight 0.107   relative strength  7.55e-06 *******
#                            class cross entropy w.r.t. global class  1.44e+01 *******
#
#
#DISCRETE ATTRIBUTE  (t = D)                                     log(
# numb  t mtt  description           I-jk   Value name/Index     Prob-jkl/     Prob      Prob
# t   a                                                          Prob-*kl)     -jkl      -*kl
#
#REAL ATTRIBUTE  (t = R)                                        |Mean-jk -
# numb  t mtt  description           I-jk      Mean     StDev    Mean-*k|/     Mean      StDev
# t   a                                        -jk      -jk       StDev-jk     -*k       -*k
#
007 033 R SNcn Log length
                                     2.083 ( 5.23e+00  9.76e-03)  7.89e+00 ( 5.16e+00  7.06e-02)
010 036 R SNcn Log curb-weight
                                     1.390 ( 8.01e+00  4.78e-02)  3.88e+00 ( 7.83e+00  1.97e-01)
024 002 D SM   make
                                     1.218  
                                            mazda                -3.73e+00   1.98e-03  8.27e-02
                                            honda                -3.47e+00   1.98e-03  6.33e-02
                                            mitsubishi           -3.47e+00   1.98e-03  6.33e-02
                                            subaru               -3.39e+00   1.98e-03  5.85e-02
                                            volkswagen           -3.39e+00   1.98e-03  5.85e-02
                                            dodge                -3.10e+00   1.98e-03  4.39e-02
                                            mercedes-benz        -2.98e+00   1.98e-03  3.91e-02
                                            audi                 -2.85e+00   1.98e-03  3.42e-02
                                            plymouth             -2.85e+00   1.98e-03  3.42e-02
                                            porsche              -2.52e+00   1.98e-03  2.45e-02
                                            isuzu                -2.30e+00   1.98e-03  1.96e-02
                                            volvo                 2.10e+00   4.37e-01  5.36e-02
                                            alfa-romero          -2.01e+00   1.98e-03  1.48e-02
                                            chevrolet            -2.01e+00   1.98e-03  1.48e-02
                                            jaguar               -2.01e+00   1.98e-03  1.48e-02
                                            saab                  1.79e+00   1.76e-01  2.93e-02
                                            renault              -1.61e+00   1.98e-03  9.93e-03
                                            mercury              -9.43e-01   1.98e-03  5.08e-03
                                            bmw                   8.18e-01   8.85e-02  3.91e-02
                                            toyota               -5.59e-01   8.89e-02  1.56e-01
                                            nissan                4.13e-01   1.32e-01  8.76e-02
                                            peugot               -1.64e-01   4.55e-02  5.36e-02
009 035 R SNcn Log height
                                     1.042 ( 4.02e+00  1.52e-02)  2.64e+00 ( 3.98e+00  4.54e-02)
003 029 R SNcm Log horse-power
                                     0.854 ( 4.92e+00  1.60e-01)  2.09e+00 ( 4.58e+00  3.45e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
012 038 R SNcn Log compression-ratio
                                     0.805 ( 2.18e+00  8.34e-02)  1.03e+00 ( 2.27e+00  2.81e-01)
005 031 R SNcm Log price
                                     0.766 ( 9.75e+00  2.16e-01)  1.85e+00 ( 9.35e+00  5.00e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
008 034 R SNcn Log width
                                     0.700 ( 4.21e+00  1.27e-02)  1.61e+00 ( 4.19e+00  3.15e-02)
002 028 R SNcm Log stroke
                                     0.670 ( 1.15e+00  3.49e-02)  6.12e-01 ( 1.18e+00  1.02e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
001 027 R SNcm Log bore
                                     0.664 ( 1.27e+00  4.65e-02)  1.62e+00 ( 1.20e+00  8.22e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
015 017 D SM   fuel-system
                                     0.649  
                                            2bbl                 -4.08e+00   5.43e-03  3.21e-01
                                            idi                  -2.89e+00   5.43e-03  9.77e-02
                                            1bbl                 -2.30e+00   5.43e-03  5.40e-02
                                            spdi                 -2.10e+00   5.43e-03  4.43e-02
                                            4bbl                 -1.03e+00   5.43e-03  1.52e-02
                                            mpfi                  7.44e-01   9.62e-01  4.57e-01
                                            mfi                  -4.95e-03   5.43e-03  5.46e-03
                                            spfi                 -4.95e-03   5.43e-03  5.46e-03
006 032 R SNcn Log wheel-base
                                     0.631 ( 4.64e+00  3.21e-02)  1.59e+00 ( 4.59e+00  5.89e-02)
011 037 R SNcn Log engine-size
                                     0.503 ( 4.99e+00  1.51e-01)  1.28e+00 ( 4.80e+00  2.82e-01)
013 039 R SNcn Log city-mpg
                                     0.444 ( 2.97e+00  1.92e-01)  1.15e+00 ( 3.19e+00  2.56e-01)
021 005 D SM   num-of-doors
                                     0.362  
                                            two                  -2.01e+00   5.84e-02  4.34e-01
                                            four                  5.13e-01   9.27e-01  5.55e-01
                                            ?                     2.46e-01   1.45e-02  1.13e-02
014 040 R SNcn Log highway-mpg
                                     0.347 ( 3.22e+00  1.92e-01)  9.40e-01 ( 3.40e+00  2.23e-01)
020 006 D SM   body-style
                                     0.305  
                                            hatchback            -1.87e+00   5.26e-02  3.41e-01
                                            hardtop              -1.52e+00   8.69e-03  3.98e-02
                                            convertible          -1.24e+00   8.69e-03  3.01e-02
                                            wagon                 6.14e-01   2.26e-01  1.22e-01
                                            sedan                 4.10e-01   7.04e-01  4.67e-01
017 014 D SM   engine-type
                                     0.226  
                                            ohcf                 -2.47e+00   6.21e-03  7.35e-02
                                            rotor                -1.18e+00   6.21e-03  2.01e-02
                                            dohc                  1.12e+00   1.80e-01  5.89e-02
                                            ohcv                  1.04e+00   1.80e-01  6.38e-02
                                            ohc                  -2.30e-01   5.71e-01  7.19e-01
                                            l                    -1.69e-01   4.98e-02  5.89e-02
                                            dohcv                 1.13e-01   6.21e-03  5.55e-03
016 015 D SM   num-of-cylinders
                                     0.223  
                                            five                 -2.16e+00   6.21e-03  5.41e-02
                                            eight                -1.39e+00   6.21e-03  2.50e-02
                                            two                  -1.18e+00   6.21e-03  2.01e-02
                                            six                   1.10e+00   3.54e-01  1.17e-01
                                            four                 -2.28e-01   6.15e-01  7.73e-01
                                            three                 1.13e-01   6.21e-03  5.55e-03
                                            twelve                1.13e-01   6.21e-03  5.55e-03
000 026 R SNcm Log normalized-loses
                                     0.215 ( 4.62e+00  1.96e-01)  7.31e-01 ( 4.76e+00  2.82e-01)
                                     Prob-jk is known  8.61e-01   Prob-*k   is  known  8.00e-01
019 007 D SM   drive-wheels
                                     0.182  
                                            4wd                  -1.14e+00   1.45e-02  4.53e-02
                                            fwd                  -6.04e-01   3.19e-01  5.84e-01
                                            rwd                   5.87e-01   6.66e-01  3.71e-01
004 030 R SNcm Log peak-rpm
                                     0.062 ( 8.57e+00  9.68e-02)  3.36e-01 ( 8.54e+00  9.88e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
022 004 D SM   aspiration
                                     0.060  
                                            turbo                 5.83e-01   3.26e-01  1.82e-01
                                            std                  -1.94e-01   6.74e-01  8.18e-01
023 003 D SM   fuel-type
                                     0.048  
                                            diesel               -1.52e+00   2.17e-02  9.95e-02
                                            gas                   8.28e-02   9.78e-01  9.00e-01
018 008 D SM   engine-location
                                     0.001  
                                            rear                  2.46e-01   2.17e-02  1.70e-02
                                            front                -4.84e-03   9.78e-01  9.83e-01
#
#
DATA_CLASS 2
#CLASS  2 - weight  18   normalized weight 0.088   relative strength  1.29e-01 *******
#                            class cross entropy w.r.t. global class  2.06e+01 *******
#
#
#DISCRETE ATTRIBUTE  (t = D)                                     log(
# numb  t mtt  description           I-jk   Value name/Index     Prob-jkl/     Prob      Prob
# t   a                                                          Prob-*kl)     -jkl      -*kl
#
#REAL ATTRIBUTE  (t = R)                                        |Mean-jk -
# numb  t mtt  description           I-jk      Mean     StDev    Mean-*k|/     Mean      StDev
# t   a                                        -jk      -jk       StDev-jk     -*k       -*k
#
012 038 R SNcn Log compression-ratio
                                     2.103 ( 2.22e+00  2.12e-02)  2.29e+00 ( 2.27e+00  2.81e-01)
003 029 R SNcm Log horse-power
                                     1.982 ( 4.24e+00  4.84e-02)  7.15e+00 ( 4.58e+00  3.45e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
008 034 R SNcn Log width
                                     1.785 ( 4.16e+00  4.86e-03)  5.83e+00 ( 4.19e+00  3.15e-02)
006 032 R SNcn Log wheel-base
                                     1.746 ( 4.55e+00  7.93e-03)  5.05e+00 ( 4.59e+00  5.89e-02)
010 036 R SNcn Log curb-weight
                                     1.610 ( 7.62e+00  4.32e-02)  4.86e+00 ( 7.83e+00  1.97e-01)
011 037 R SNcn Log engine-size
                                     1.605 ( 4.57e+00  4.84e-02)  4.72e+00 ( 4.80e+00  2.82e-01)
007 033 R SNcn Log length
                                     1.558 ( 5.12e+00  1.09e-02)  3.85e+00 ( 5.16e+00  7.06e-02)
001 027 R SNcm Log bore
                                     1.448 ( 1.15e+00  1.46e-02)  3.47e+00 ( 1.20e+00  8.22e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
005 031 R SNcm Log price
                                     1.434 ( 8.92e+00  1.09e-01)  3.97e+00 ( 9.35e+00  5.00e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
024 002 D SM   make
                                     1.043  
                                            honda                -3.28e+00   2.39e-03  6.33e-02
                                            mitsubishi           -3.28e+00   2.39e-03  6.33e-02
                                            subaru               -3.20e+00   2.39e-03  5.85e-02
                                            volkswagen           -3.20e+00   2.39e-03  5.85e-02
                                            peugot               -3.11e+00   2.39e-03  5.36e-02
                                            volvo                -3.11e+00   2.39e-03  5.36e-02
                                            dodge                -2.91e+00   2.39e-03  4.39e-02
                                            bmw                  -2.79e+00   2.39e-03  3.91e-02
                                            mercedes-benz        -2.79e+00   2.39e-03  3.91e-02
                                            audi                 -2.66e+00   2.39e-03  3.42e-02
                                            plymouth             -2.66e+00   2.39e-03  3.42e-02
                                            saab                 -2.51e+00   2.39e-03  2.93e-02
                                            porsche              -2.33e+00   2.39e-03  2.45e-02
                                            isuzu                -2.10e+00   2.39e-03  1.96e-02
                                            alfa-romero          -1.82e+00   2.39e-03  1.48e-02
                                            chevrolet            -1.82e+00   2.39e-03  1.48e-02
                                            jaguar               -1.82e+00   2.39e-03  1.48e-02
                                            nissan                1.69e+00   4.76e-01  8.76e-02
                                            renault              -1.42e+00   2.39e-03  9.93e-03
                                            toyota                8.68e-01   3.71e-01  1.56e-01
                                            mercury              -7.52e-01   2.39e-03  5.08e-03
                                            mazda                 2.64e-01   1.08e-01  8.27e-02
015 017 D SM   fuel-system
                                     0.964  
                                            mpfi                 -4.24e+00   6.58e-03  4.57e-01
                                            idi                  -2.70e+00   6.58e-03  9.77e-02
                                            1bbl                 -2.10e+00   6.58e-03  5.40e-02
                                            spdi                 -1.91e+00   6.58e-03  4.43e-02
                                            2bbl                  1.09e+00   9.54e-01  3.21e-01
                                            4bbl                 -8.35e-01   6.58e-03  1.52e-02
                                            mfi                   1.87e-01   6.58e-03  5.46e-03
                                            spfi                  1.87e-01   6.58e-03  5.46e-03
009 035 R SNcn Log height
                                     0.788 ( 3.98e+00  1.31e-02)  1.76e-01 ( 3.98e+00  4.54e-02)
002 028 R SNcm Log stroke
                                     0.606 ( 1.15e+00  3.75e-02)  5.65e-01 ( 1.18e+00  1.02e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
013 039 R SNcn Log city-mpg
                                     0.466 ( 3.42e+00  1.91e-01)  1.19e+00 ( 3.19e+00  2.56e-01)
014 040 R SNcn Log highway-mpg
                                     0.450 ( 3.61e+00  1.91e-01)  1.08e+00 ( 3.40e+00  2.23e-01)
000 026 R SNcm Log normalized-loses
                                     0.268 ( 4.76e+00  2.02e-01)  2.13e-02 ( 4.76e+00  2.82e-01)
                                     Prob-jk is known  9.89e-01   Prob-*k   is  known  8.00e-01
017 014 D SM   engine-type
                                     0.201  
                                            ohcf                 -2.28e+00   7.52e-03  7.35e-02
                                            ohcv                 -2.14e+00   7.52e-03  6.38e-02
                                            dohc                 -2.06e+00   7.52e-03  5.89e-02
                                            l                    -2.06e+00   7.52e-03  5.89e-02
                                            rotor                -9.83e-01   7.52e-03  2.01e-02
                                            dohcv                 3.04e-01   7.52e-03  5.55e-03
                                            ohc                   2.84e-01   9.55e-01  7.19e-01
019 007 D SM   drive-wheels
                                     0.180  
                                            rwd                  -1.10e+00   1.23e-01  3.71e-01
                                            4wd                  -9.48e-01   1.76e-02  4.53e-02
                                            fwd                   3.86e-01   8.60e-01  5.84e-01
016 015 D SM   num-of-cylinders
                                     0.155  
                                            six                  -2.75e+00   7.52e-03  1.17e-01
                                            five                 -1.97e+00   7.52e-03  5.41e-02
                                            eight                -1.20e+00   7.52e-03  2.50e-02
                                            two                  -9.83e-01   7.52e-03  2.01e-02
                                            three                 3.04e-01   7.52e-03  5.55e-03
                                            twelve                3.04e-01   7.52e-03  5.55e-03
                                            four                  2.12e-01   9.55e-01  7.73e-01
022 004 D SM   aspiration
                                     0.119  
                                            turbo                -1.93e+00   2.63e-02  1.82e-01
                                            std                   1.74e-01   9.74e-01  8.18e-01
020 006 D SM   body-style
                                     0.053  
                                            convertible          -1.05e+00   1.05e-02  3.01e-02
                                            hardtop               4.62e-01   6.32e-02  3.98e-02
                                            hatchback            -4.34e-01   2.21e-01  3.41e-01
                                            sedan                 2.33e-01   5.90e-01  4.67e-01
                                            wagon                -5.46e-02   1.16e-01  1.22e-01
023 003 D SM   fuel-type
                                     0.041  
                                            diesel               -1.33e+00   2.63e-02  9.95e-02
                                            gas                   7.81e-02   9.74e-01  9.00e-01
004 030 R SNcm Log peak-rpm
                                     0.022 ( 8.52e+00  9.64e-02)  1.72e-01 ( 8.54e+00  9.88e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
021 005 D SM   num-of-doors
                                     0.006  
                                            ?                     4.38e-01   1.76e-02  1.13e-02
                                            two                  -1.16e-01   3.86e-01  4.34e-01
                                            four                  7.17e-02   5.96e-01  5.55e-01
018 008 D SM   engine-location
                                     0.002  
                                            rear                  4.38e-01   2.63e-02  1.70e-02
                                            front                -9.54e-03   9.74e-01  9.83e-01
#
#
DATA_CLASS 3
#CLASS  3 - weight  16   normalized weight 0.078   relative strength  1.00e+00 *******
#                            class cross entropy w.r.t. global class  2.67e+01 *******
#
#
#DISCRETE ATTRIBUTE  (t = D)                                     log(
# numb  t mtt  description           I-jk   Value name/Index     Prob-jkl/     Prob      Prob
# t   a                                                          Prob-*kl)     -jkl      -*kl
#
#REAL ATTRIBUTE  (t = R)                                        |Mean-jk -
# numb  t mtt  description           I-jk      Mean     StDev    Mean-*k|/     Mean      StDev
# t   a                                        -jk      -jk       StDev-jk     -*k       -*k
#
012 038 R SNcn Log compression-ratio
                                     2.466 ( 2.25e+00  1.45e-02)  1.47e+00 ( 2.27e+00  2.81e-01)
006 032 R SNcn Log wheel-base
                                     2.342 ( 4.54e+00  4.85e-03)  1.00e+01 ( 4.59e+00  5.89e-02)
001 027 R SNcm Log bore
                                     2.091 ( 1.09e+00  1.45e-02)  7.29e+00 ( 1.20e+00  8.22e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
003 029 R SNcm Log horse-power
                                     2.019 ( 4.23e+00  4.83e-02)  7.40e+00 ( 4.58e+00  3.45e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
010 036 R SNcn Log curb-weight
                                     2.005 ( 7.57e+00  3.70e-02)  6.80e+00 ( 7.83e+00  1.97e-01)
008 034 R SNcn Log width
                                     1.868 ( 4.16e+00  4.85e-03)  6.40e+00 ( 4.19e+00  3.15e-02)
011 037 R SNcn Log engine-size
                                     1.812 ( 4.51e+00  4.83e-02)  6.03e+00 ( 4.80e+00  2.82e-01)
005 031 R SNcm Log price
                                     1.764 ( 8.76e+00  9.59e-02)  6.14e+00 ( 9.35e+00  5.00e-01)
                                     Prob-jk is known  8.81e-01   Prob-*k   is  known  9.80e-01
007 033 R SNcn Log length
                                     1.623 ( 5.06e+00  2.06e-02)  4.46e+00 ( 5.16e+00  7.06e-02)
009 035 R SNcn Log height
                                     1.601 ( 3.93e+00  1.05e-02)  4.78e+00 ( 3.98e+00  4.54e-02)
024 002 D SM   make
                                     1.567  
                                            toyota               -4.06e+00   2.67e-03  1.56e-01
                                            nissan               -3.49e+00   2.67e-03  8.76e-02
                                            mazda                -3.43e+00   2.67e-03  8.27e-02
                                            honda                -3.16e+00   2.67e-03  6.33e-02
                                            subaru               -3.08e+00   2.67e-03  5.85e-02
                                            volkswagen           -3.08e+00   2.67e-03  5.85e-02
                                            peugot               -3.00e+00   2.67e-03  5.36e-02
                                            volvo                -3.00e+00   2.67e-03  5.36e-02
                                            bmw                  -2.68e+00   2.67e-03  3.91e-02
                                            mercedes-benz        -2.68e+00   2.67e-03  3.91e-02
                                            audi                 -2.55e+00   2.67e-03  3.42e-02
                                            saab                 -2.40e+00   2.67e-03  2.93e-02
                                            porsche              -2.21e+00   2.67e-03  2.45e-02
                                            chevrolet             2.10e+00   1.20e-01  1.48e-02
                                            plymouth              1.94e+00   2.38e-01  3.42e-02
                                            dodge                 1.91e+00   2.97e-01  4.39e-02
                                            isuzu                 1.81e+00   1.20e-01  1.96e-02
                                            alfa-romero          -1.71e+00   2.67e-03  1.48e-02
                                            jaguar               -1.71e+00   2.67e-03  1.48e-02
                                            renault              -1.31e+00   2.67e-03  9.93e-03
                                            mitsubishi            1.04e+00   1.79e-01  6.33e-02
                                            mercury              -6.41e-01   2.67e-03  5.08e-03
002 028 R SNcm Log stroke
                                     1.394 ( 1.16e+00  1.59e-02)  7.70e-01 ( 1.18e+00  1.02e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
015 017 D SM   fuel-system
                                     0.949  
                                            mpfi                 -4.13e+00   7.35e-03  4.57e-01
                                            idi                  -2.59e+00   7.35e-03  9.77e-02
                                            1bbl                 -1.99e+00   7.35e-03  5.40e-02
                                            spdi                 -1.80e+00   7.35e-03  4.43e-02
                                            2bbl                  1.08e+00   9.49e-01  3.21e-01
                                            4bbl                 -7.24e-01   7.35e-03  1.52e-02
                                            mfi                   2.98e-01   7.35e-03  5.46e-03
                                            spfi                  2.98e-01   7.35e-03  5.46e-03
013 039 R SNcn Log city-mpg
                                     0.863 ( 3.52e+00  1.90e-01)  1.69e+00 ( 3.19e+00  2.56e-01)
014 040 R SNcn Log highway-mpg
                                     0.811 ( 3.68e+00  1.90e-01)  1.47e+00 ( 3.40e+00  2.23e-01)
019 007 D SM   drive-wheels
                                     0.404  
                                            rwd                  -2.94e+00   1.96e-02  3.71e-01
                                            4wd                  -8.37e-01   1.96e-02  4.53e-02
                                            fwd                   4.98e-01   9.61e-01  5.84e-01
004 030 R SNcm Log peak-rpm
                                     0.259 ( 8.61e+00  9.61e-02)  7.29e-01 ( 8.54e+00  9.88e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
000 026 R SNcm Log normalized-loses
                                     0.209 ( 4.90e+00  1.98e-01)  7.00e-01 ( 4.76e+00  2.82e-01)
                                     Prob-jk is known  8.70e-01   Prob-*k   is  known  8.00e-01
017 014 D SM   engine-type
                                     0.192  
                                            ohcf                 -2.17e+00   8.41e-03  7.35e-02
                                            ohcv                 -2.03e+00   8.41e-03  6.38e-02
                                            dohc                 -1.95e+00   8.41e-03  5.89e-02
                                            l                    -1.95e+00   8.41e-03  5.89e-02
                                            rotor                -8.72e-01   8.41e-03  2.01e-02
                                            dohcv                 4.15e-01   8.41e-03  5.55e-03
                                            ohc                   2.78e-01   9.50e-01  7.19e-01
020 006 D SM   body-style
                                     0.156  
                                            wagon                -2.34e+00   1.18e-02  1.22e-01
                                            hardtop              -1.22e+00   1.18e-02  3.98e-02
                                            convertible          -9.39e-01   1.18e-02  3.01e-02
                                            hatchback             4.62e-01   5.41e-01  3.41e-01
                                            sedan                -9.75e-02   4.24e-01  4.67e-01
016 015 D SM   num-of-cylinders
                                     0.149  
                                            six                  -2.64e+00   8.41e-03  1.17e-01
                                            five                 -1.86e+00   8.41e-03  5.41e-02
                                            eight                -1.09e+00   8.41e-03  2.50e-02
                                            two                  -8.72e-01   8.41e-03  2.01e-02
                                            three                 4.15e-01   8.41e-03  5.55e-03
                                            twelve                4.15e-01   8.41e-03  5.55e-03
                                            four                  2.06e-01   9.50e-01  7.73e-01
022 004 D SM   aspiration
                                     0.112  
                                            turbo                -1.82e+00   2.94e-02  1.82e-01
                                            std                   1.71e-01   9.71e-01  8.18e-01
023 003 D SM   fuel-type
                                     0.037  
                                            diesel               -1.22e+00   2.94e-02  9.95e-02
                                            gas                   7.50e-02   9.71e-01  9.00e-01
021 005 D SM   num-of-doors
                                     0.010  
                                            ?                     5.49e-01   1.96e-02  1.13e-02
                                            four                 -1.24e-01   4.90e-01  5.55e-01
                                            two                   1.22e-01   4.90e-01  4.34e-01
018 008 D SM   engine-location
                                     0.004  
                                            rear                  5.49e-01   2.94e-02  1.70e-02
                                            front                -1.27e-02   9.71e-01  9.83e-01
#
#
DATA_CLASS 4
#CLASS  4 - weight  15   normalized weight 0.073   relative strength  6.14e-06 *******
#                            class cross entropy w.r.t. global class  1.51e+01 *******
#
#
#DISCRETE ATTRIBUTE  (t = D)                                     log(
# numb  t mtt  description           I-jk   Value name/Index     Prob-jkl/     Prob      Prob
# t   a                                                          Prob-*kl)     -jkl      -*kl
#
#REAL ATTRIBUTE  (t = R)                                        |Mean-jk -
# numb  t mtt  description           I-jk      Mean     StDev    Mean-*k|/     Mean      StDev
# t   a                                        -jk      -jk       StDev-jk     -*k       -*k
#
012 038 R SNcn Log compression-ratio
                                     1.891 ( 2.20e+00  2.67e-02)  2.67e+00 ( 2.27e+00  2.81e-01)
024 002 D SM   make
                                     1.365  
                                            nissan               -3.43e+00   2.84e-03  8.76e-02
                                            mazda                -3.37e+00   2.84e-03  8.27e-02
                                            mitsubishi           -3.10e+00   2.84e-03  6.33e-02
                                            honda                -3.10e+00   2.84e-03  6.33e-02
                                            volkswagen           -3.02e+00   2.84e-03  5.85e-02
                                            peugot               -2.94e+00   2.84e-03  5.36e-02
                                            volvo                -2.94e+00   2.84e-03  5.36e-02
                                            dodge                -2.74e+00   2.84e-03  4.39e-02
                                            bmw                  -2.62e+00   2.84e-03  3.91e-02
                                            mercedes-benz        -2.62e+00   2.84e-03  3.91e-02
                                            audi                 -2.49e+00   2.84e-03  3.42e-02
                                            plymouth             -2.49e+00   2.84e-03  3.42e-02
                                            saab                 -2.34e+00   2.84e-03  2.93e-02
                                            porsche              -2.15e+00   2.84e-03  2.45e-02
                                            subaru                2.15e+00   5.03e-01  5.85e-02
                                            alfa-romero          -1.65e+00   2.84e-03  1.48e-02
                                            chevrolet            -1.65e+00   2.84e-03  1.48e-02
                                            jaguar               -1.65e+00   2.84e-03  1.48e-02
                                            renault              -1.25e+00   2.84e-03  9.93e-03
                                            isuzu                 1.20e+00   6.53e-02  1.96e-02
                                            toyota                8.88e-01   3.78e-01  1.56e-01
                                            mercury              -5.81e-01   2.84e-03  5.08e-03
005 031 R SNcm Log price
                                     1.214 ( 8.87e+00  1.51e-01)  3.17e+00 ( 9.35e+00  5.00e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
000 026 R SNcm Log normalized-loses
                                     1.174 ( 4.47e+00  9.39e-02)  3.15e+00 ( 4.76e+00  2.82e-01)
                                     Prob-jk is known  9.25e-01   Prob-*k   is  known  8.00e-01
006 032 R SNcn Log wheel-base
                                     1.161 ( 4.56e+00  1.31e-02)  2.32e+00 ( 4.59e+00  5.89e-02)
003 029 R SNcm Log horse-power
                                     1.060 ( 4.27e+00  1.19e-01)  2.69e+00 ( 4.58e+00  3.45e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
011 037 R SNcn Log engine-size
                                     1.059 ( 4.61e+00  7.67e-02)  2.44e+00 ( 4.80e+00  2.82e-01)
002 028 R SNcm Log stroke
                                     1.026 ( 1.03e+00  8.34e-02)  1.71e+00 ( 1.18e+00  1.02e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
015 017 D SM   fuel-system
                                     0.940  
                                            mpfi                 -4.03e+00   8.09e-03  4.57e-01
                                            idi                  -2.53e+00   7.81e-03  9.77e-02
                                            1bbl                 -1.93e+00   7.81e-03  5.40e-02
                                            spdi                 -1.74e+00   7.81e-03  4.43e-02
                                            2bbl                  1.08e+00   9.45e-01  3.21e-01
                                            4bbl                 -6.64e-01   7.81e-03  1.52e-02
                                            spfi                  3.58e-01   7.81e-03  5.46e-03
                                            mfi                   3.58e-01   7.81e-03  5.46e-03
017 014 D SM   engine-type
                                     0.718  
                                            ohcv                 -1.97e+00   8.92e-03  6.38e-02
                                            ohcf                  1.93e+00   5.09e-01  7.35e-02
                                            dohc                 -1.89e+00   8.92e-03  5.89e-02
                                            l                    -1.89e+00   8.92e-03  5.89e-02
                                            rotor                -8.13e-01   8.92e-03  2.01e-02
                                            ohc                  -4.77e-01   4.46e-01  7.19e-01
                                            dohcv                 4.75e-01   8.92e-03  5.55e-03
008 034 R SNcn Log width
                                     0.709 ( 4.16e+00  1.57e-02)  1.77e+00 ( 4.19e+00  3.15e-02)
019 007 D SM   drive-wheels
                                     0.540  
                                            4wd                   2.00e+00   3.33e-01  4.53e-02
                                            rwd                  -1.49e+00   8.33e-02  3.71e-01
                                            fwd                  -9.84e-04   5.84e-01  5.84e-01
007 033 R SNcn Log length
                                     0.446 ( 5.11e+00  3.92e-02)  1.15e+00 ( 5.16e+00  7.06e-02)
010 036 R SNcn Log curb-weight
                                     0.441 ( 7.72e+00  1.03e-01)  1.06e+00 ( 7.83e+00  1.97e-01)
004 030 R SNcm Log peak-rpm
                                     0.310 ( 8.46e+00  9.59e-02)  8.01e-01 ( 8.54e+00  9.88e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
013 039 R SNcn Log city-mpg
                                     0.221 ( 3.33e+00  1.90e-01)  7.33e-01 ( 3.19e+00  2.56e-01)
020 006 D SM   body-style
                                     0.191  
                                            hardtop              -1.16e+00   1.25e-02  3.98e-02
                                            wagon                 9.77e-01   3.25e-01  1.22e-01
                                            convertible          -8.79e-01   1.25e-02  3.01e-02
                                            sedan                -5.76e-01   2.63e-01  4.67e-01
                                            hatchback             1.28e-01   3.87e-01  3.41e-01
009 035 R SNcn Log height
                                     0.153 ( 4.01e+00  3.85e-02)  5.98e-01 ( 3.98e+00  4.54e-02)
016 015 D SM   num-of-cylinders
                                     0.145  
                                            six                  -2.58e+00   8.92e-03  1.17e-01
                                            five                 -1.80e+00   8.92e-03  5.41e-02
                                            eight                -1.03e+00   8.92e-03  2.50e-02
                                            two                  -8.13e-01   8.92e-03  2.01e-02
                                            three                 4.75e-01   8.92e-03  5.55e-03
                                            twelve                4.75e-01   8.92e-03  5.55e-03
                                            four                  2.03e-01   9.46e-01  7.73e-01
014 040 R SNcn Log highway-mpg
                                     0.115 ( 3.50e+00  1.90e-01)  5.04e-01 ( 3.40e+00  2.23e-01)
022 004 D SM   aspiration
                                     0.109  
                                            turbo                -1.76e+00   3.12e-02  1.82e-01
                                            std                   1.69e-01   9.69e-01  8.18e-01
023 003 D SM   fuel-type
                                     0.035  
                                            diesel               -1.16e+00   3.12e-02  9.95e-02
                                            gas                   7.31e-02   9.69e-01  9.00e-01
001 027 R SNcm Log bore
                                     0.027 ( 1.21e+00  7.94e-02)  1.56e-01 ( 1.20e+00  8.22e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
021 005 D SM   num-of-doors
                                     0.023  
                                            ?                     6.09e-01   2.08e-02  1.13e-02
                                            two                  -2.64e-01   3.33e-01  4.34e-01
                                            four                  1.52e-01   6.46e-01  5.55e-01
018 008 D SM   engine-location
                                     0.005  
                                            rear                  6.09e-01   3.12e-02  1.70e-02
                                            front                -1.46e-02   9.69e-01  9.83e-01
#
#
DATA_CLASS 5
#CLASS  5 - weight  14   normalized weight 0.068   relative strength  3.00e-09 *******
#                            class cross entropy w.r.t. global class  2.54e+01 *******
#
#
#DISCRETE ATTRIBUTE  (t = D)                                     log(
# numb  t mtt  description           I-jk   Value name/Index     Prob-jkl/     Prob      Prob
# t   a                                                          Prob-*kl)     -jkl      -*kl
#
#REAL ATTRIBUTE  (t = R)                                        |Mean-jk -
# numb  t mtt  description           I-jk      Mean     StDev    Mean-*k|/     Mean      StDev
# t   a                                        -jk      -jk       StDev-jk     -*k       -*k
#
005 031 R SNcm Log price
                                     2.838 ( 1.04e+01  1.81e-01)  5.85e+00 ( 9.35e+00  5.00e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
010 036 R SNcn Log curb-weight
                                     2.594 ( 8.21e+00  6.43e-02)  6.00e+00 ( 7.83e+00  1.97e-01)
008 034 R SNcn Log width
                                     2.558 ( 4.25e+00  1.56e-02)  4.28e+00 ( 4.19e+00  3.15e-02)
011 037 R SNcn Log engine-size
                                     2.374 ( 5.41e+00  2.22e-01)  2.73e+00 ( 4.80e+00  2.82e-01)
024 002 D SM   make
                                     1.992  
                                            toyota               -3.94e+00   3.03e-03  1.56e-01
                                            nissan               -3.36e+00   3.03e-03  8.76e-02
                                            mazda                -3.31e+00   3.03e-03  8.27e-02
                                            honda                -3.04e+00   3.03e-03  6.33e-02
                                            mitsubishi           -3.04e+00   3.03e-03  6.33e-02
                                            subaru               -2.96e+00   3.03e-03  5.85e-02
                                            volkswagen           -2.96e+00   3.03e-03  5.85e-02
                                            peugot               -2.87e+00   3.03e-03  5.36e-02
                                            dodge                -2.67e+00   3.03e-03  4.39e-02
                                            jaguar                2.62e+00   2.03e-01  1.48e-02
                                            mercedes-benz         2.62e+00   5.36e-01  3.91e-02
                                            audi                 -2.42e+00   3.03e-03  3.42e-02
                                            plymouth             -2.42e+00   3.03e-03  3.42e-02
                                            saab                 -2.27e+00   3.03e-03  2.93e-02
                                            porsche              -2.09e+00   3.03e-03  2.45e-02
                                            isuzu                -1.87e+00   3.03e-03  1.96e-02
                                            alfa-romero          -1.59e+00   3.03e-03  1.48e-02
                                            chevrolet            -1.59e+00   3.03e-03  1.48e-02
                                            bmw                   1.25e+00   1.37e-01  3.91e-02
                                            renault              -1.19e+00   3.03e-03  9.93e-03
                                            mercury              -5.16e-01   3.03e-03  5.08e-03
                                            volvo                 2.62e-01   6.97e-02  5.36e-02
007 033 R SNcn Log length
                                     1.672 ( 5.27e+00  3.54e-02)  3.29e+00 ( 5.16e+00  7.06e-02)
016 015 D SM   num-of-cylinders
                                     1.638  
                                            four                 -4.40e+00   9.52e-03  7.73e-01
                                            twelve                2.62e+00   7.61e-02  5.55e-03
                                            eight                 2.40e+00   2.76e-01  2.50e-02
                                            five                  1.63e+00   2.76e-01  5.41e-02
                                            six                   1.07e+00   3.43e-01  1.17e-01
                                            two                  -7.48e-01   9.52e-03  2.01e-02
                                            three                 5.40e-01   9.52e-03  5.55e-03
006 032 R SNcn Log wheel-base
                                     1.626 ( 4.70e+00  5.34e-02)  1.98e+00 ( 4.59e+00  5.89e-02)
014 040 R SNcn Log highway-mpg
                                     1.451 ( 3.02e+00  1.89e-01)  1.99e+00 ( 3.40e+00  2.23e-01)
003 029 R SNcm Log horse-power
                                     1.058 ( 5.05e+00  2.27e-01)  2.06e+00 ( 4.58e+00  3.45e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
013 039 R SNcn Log city-mpg
                                     0.932 ( 2.85e+00  2.08e-01)  1.65e+00 ( 3.19e+00  2.56e-01)
019 007 D SM   drive-wheels
                                     0.817  
                                            fwd                  -3.27e+00   2.22e-02  5.84e-01
                                            rwd                   9.47e-01   9.56e-01  3.71e-01
                                            4wd                  -7.13e-01   2.22e-02  4.53e-02
012 038 R SNcn Log compression-ratio
                                     0.547 ( 2.46e+00  4.49e-01)  4.33e-01 ( 2.27e+00  2.81e-01)
015 017 D SM   fuel-system
                                     0.544  
                                            2bbl                 -3.65e+00   8.33e-03  3.21e-01
                                            1bbl                 -1.87e+00   8.33e-03  5.40e-02
                                            spdi                 -1.67e+00   8.33e-03  4.43e-02
                                            idi                   1.25e+00   3.41e-01  9.77e-02
                                            4bbl                 -6.00e-01   8.33e-03  1.52e-02
                                            mfi                   4.22e-01   8.33e-03  5.46e-03
                                            spfi                  4.22e-01   8.33e-03  5.46e-03
                                            mpfi                  2.87e-01   6.09e-01  4.57e-01
001 027 R SNcm Log bore
                                     0.536 ( 1.27e+00  5.15e-02)  1.35e+00 ( 1.20e+00  8.22e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
017 014 D SM   engine-type
                                     0.467  
                                            ohcf                 -2.04e+00   9.52e-03  7.35e-02
                                            l                    -1.82e+00   9.52e-03  5.89e-02
                                            ohcv                  1.68e+00   3.43e-01  6.38e-02
                                            dohc                  8.85e-01   1.43e-01  5.89e-02
                                            rotor                -7.48e-01   9.52e-03  2.01e-02
                                            dohcv                 5.40e-01   9.52e-03  5.55e-03
                                            ohc                  -4.12e-01   4.76e-01  7.19e-01
020 006 D SM   body-style
                                     0.448  
                                            hatchback            -3.24e+00   1.33e-02  3.41e-01
                                            hardtop               1.30e+00   1.47e-01  3.98e-02
                                            convertible           9.77e-01   8.00e-02  3.01e-02
                                            wagon                -4.25e-01   8.00e-02  1.22e-01
                                            sedan                 3.76e-01   6.80e-01  4.67e-01
004 030 R SNcm Log peak-rpm
                                     0.346 ( 8.46e+00  9.57e-02)  8.49e-01 ( 8.54e+00  9.88e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
000 026 R SNcm Log normalized-loses
                                     0.299 ( 4.66e+00  1.88e-01)  5.52e-01 ( 4.76e+00  2.82e-01)
                                     Prob-jk is known  5.20e-01   Prob-*k   is  known  8.00e-01
023 003 D SM   fuel-type
                                     0.255  
                                            diesel                1.30e+00   3.66e-01  9.95e-02
                                            gas                  -3.52e-01   6.34e-01  9.00e-01
002 028 R SNcm Log stroke
                                     0.223 ( 1.24e+00  1.03e-01)  6.43e-01 ( 1.18e+00  1.02e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
022 004 D SM   aspiration
                                     0.095  
                                            turbo                 7.00e-01   3.66e-01  1.82e-01
                                            std                  -2.55e-01   6.34e-01  8.18e-01
009 035 R SNcn Log height
                                     0.070 ( 4.00e+00  4.95e-02)  3.25e-01 ( 3.98e+00  4.54e-02)
021 005 D SM   num-of-doors
                                     0.016  
                                            ?                     6.73e-01   2.22e-02  1.13e-02
                                            two                  -1.99e-01   3.55e-01  4.34e-01
                                            four                  1.15e-01   6.22e-01  5.55e-01
018 008 D SM   engine-location
                                     0.006  
                                            rear                  6.73e-01   3.33e-02  1.70e-02
                                            front                -1.67e-02   9.67e-01  9.83e-01
#
#
DATA_CLASS 6
#CLASS  6 - weight  14   normalized weight 0.068   relative strength  8.62e-07 *******
#                            class cross entropy w.r.t. global class  1.42e+01 *******
#
#
#DISCRETE ATTRIBUTE  (t = D)                                     log(
# numb  t mtt  description           I-jk   Value name/Index     Prob-jkl/     Prob      Prob
# t   a                                                          Prob-*kl)     -jkl      -*kl
#
#REAL ATTRIBUTE  (t = R)                                        |Mean-jk -
# numb  t mtt  description           I-jk      Mean     StDev    Mean-*k|/     Mean      StDev
# t   a                                        -jk      -jk       StDev-jk     -*k       -*k
#
024 002 D SM   make
                                     1.616  
                                            toyota               -3.94e+00   3.03e-03  1.56e-01
                                            nissan               -3.36e+00   3.03e-03  8.76e-02
                                            mazda                -3.31e+00   3.03e-03  8.27e-02
                                            honda                -3.04e+00   3.03e-03  6.33e-02
                                            mitsubishi           -3.04e+00   3.03e-03  6.33e-02
                                            subaru               -2.96e+00   3.03e-03  5.85e-02
                                            volvo                -2.87e+00   3.03e-03  5.36e-02
                                            dodge                -2.67e+00   3.03e-03  4.39e-02
                                            bmw                  -2.56e+00   3.03e-03  3.91e-02
                                            mercedes-benz        -2.56e+00   3.03e-03  3.91e-02
                                            plymouth             -2.42e+00   3.03e-03  3.42e-02
                                            audi                  2.29e+00   3.36e-01  3.42e-02
                                            porsche              -2.09e+00   3.03e-03  2.45e-02
                                            renault               1.95e+00   6.97e-02  9.93e-03
                                            isuzu                -1.87e+00   3.03e-03  1.96e-02
                                            peugot                1.84e+00   3.36e-01  5.36e-02
                                            alfa-romero          -1.59e+00   3.03e-03  1.48e-02
                                            chevrolet            -1.59e+00   3.03e-03  1.48e-02
                                            jaguar               -1.59e+00   3.03e-03  1.48e-02
                                            saab                  1.53e+00   1.36e-01  2.93e-02
                                            mercury              -5.16e-01   3.03e-03  5.08e-03
                                            volkswagen            1.90e-01   7.07e-02  5.85e-02
012 038 R SNcn Log compression-ratio
                                     1.607 ( 2.14e+00  3.79e-02)  3.24e+00 ( 2.27e+00  2.81e-01)
000 026 R SNcm Log normalized-loses
                                     1.197 ( 5.06e+00  4.81e-02)  6.19e+00 ( 4.76e+00  2.82e-01)
                                     Prob-jk is known  5.86e-01   Prob-*k   is  known  8.00e-01
011 037 R SNcn Log engine-size
                                     1.150 ( 4.85e+00  5.59e-02)  8.25e-01 ( 4.80e+00  2.82e-01)
007 033 R SNcn Log length
                                     0.898 ( 5.23e+00  3.53e-02)  2.15e+00 ( 5.16e+00  7.06e-02)
003 029 R SNcm Log horse-power
                                     0.830 ( 4.67e+00  1.00e-01)  8.63e-01 ( 4.58e+00  3.45e-01)
                                     Prob-jk is known  9.33e-01   Prob-*k   is  known  9.90e-01
009 035 R SNcn Log height
                                     0.748 ( 4.02e+00  2.18e-02)  1.86e+00 ( 3.98e+00  4.54e-02)
010 036 R SNcn Log curb-weight
                                     0.740 ( 7.97e+00  7.97e-02)  1.76e+00 ( 7.83e+00  1.97e-01)
002 028 R SNcm Log stroke
                                     0.713 ( 1.12e+00  1.84e-01)  3.24e-01 ( 1.18e+00  1.02e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
008 034 R SNcn Log width
                                     0.637 ( 4.22e+00  2.60e-02)  1.33e+00 ( 4.19e+00  3.15e-02)
016 015 D SM   num-of-cylinders
                                     0.607  
                                            six                  -2.51e+00   9.52e-03  1.17e-01
                                            five                  2.02e+00   4.09e-01  5.41e-02
                                            eight                -9.64e-01   9.52e-03  2.50e-02
                                            two                  -7.48e-01   9.52e-03  2.01e-02
                                            three                 5.40e-01   9.52e-03  5.55e-03
                                            twelve                5.40e-01   9.52e-03  5.55e-03
                                            four                 -3.53e-01   5.43e-01  7.73e-01
015 017 D SM   fuel-system
                                     0.603  
                                            2bbl                 -3.65e+00   8.33e-03  3.21e-01
                                            idi                  -2.46e+00   8.33e-03  9.77e-02
                                            1bbl                 -1.87e+00   8.33e-03  5.40e-02
                                            spdi                 -1.67e+00   8.33e-03  4.43e-02
                                            mpfi                  7.23e-01   9.42e-01  4.57e-01
                                            4bbl                 -5.99e-01   8.33e-03  1.52e-02
                                            mfi                   4.22e-01   8.33e-03  5.46e-03
                                            spfi                  4.22e-01   8.33e-03  5.46e-03
005 031 R SNcm Log price
                                     0.570 ( 9.62e+00  2.21e-01)  1.21e+00 ( 9.35e+00  5.00e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
013 039 R SNcn Log city-mpg
                                     0.488 ( 2.96e+00  1.89e-01)  1.23e+00 ( 3.19e+00  2.56e-01)
006 032 R SNcn Log wheel-base
                                     0.487 ( 4.65e+00  5.04e-02)  1.13e+00 ( 4.59e+00  5.89e-02)
017 014 D SM   engine-type
                                     0.446  
                                            ohcf                 -2.04e+00   9.52e-03  7.35e-02
                                            ohcv                 -1.90e+00   9.52e-03  6.38e-02
                                            dohc                 -1.82e+00   9.52e-03  5.89e-02
                                            l                     1.76e+00   3.43e-01  5.89e-02
                                            rotor                -7.48e-01   9.52e-03  2.01e-02
                                            dohcv                 5.40e-01   9.52e-03  5.55e-03
                                            ohc                  -1.65e-01   6.10e-01  7.19e-01
014 040 R SNcn Log highway-mpg
                                     0.394 ( 3.21e+00  1.89e-01)  1.01e+00 ( 3.40e+00  2.23e-01)
020 006 D SM   body-style
                                     0.170  
                                            hardtop              -1.09e+00   1.33e-02  3.98e-02
                                            hatchback            -8.48e-01   1.46e-01  3.41e-01
                                            wagon                 8.31e-01   2.81e-01  1.22e-01
                                            convertible          -8.14e-01   1.33e-02  3.01e-02
                                            sedan                 1.57e-01   5.46e-01  4.67e-01
004 030 R SNcm Log peak-rpm
                                     0.121 ( 8.57e+00  9.57e-02)  3.24e-01 ( 8.54e+00  9.88e-02)
                                     Prob-jk is known  9.33e-01   Prob-*k   is  known  9.90e-01
021 005 D SM   num-of-doors
                                     0.100  
                                            ?                     6.74e-01   2.22e-02  1.13e-02
                                            two                  -6.72e-01   2.22e-01  4.34e-01
                                            four                  3.09e-01   7.56e-01  5.55e-01
023 003 D SM   fuel-type
                                     0.032  
                                            diesel               -1.09e+00   3.33e-02  9.95e-02
                                            gas                   7.09e-02   9.67e-01  9.00e-01
001 027 R SNcm Log bore
                                     0.032 ( 1.18e+00  7.92e-02)  1.87e-01 ( 1.20e+00  8.22e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.80e-01
022 004 D SM   aspiration
                                     0.026  
                                            turbo                -5.99e-01   1.00e-01  1.82e-01
                                            std                   9.56e-02   9.00e-01  8.18e-01
019 007 D SM   drive-wheels
                                     0.017  
                                            4wd                   6.74e-01   8.89e-02  4.53e-02
                                            fwd                  -4.98e-02   5.56e-01  5.84e-01
                                            rwd                  -4.19e-02   3.55e-01  3.71e-01
018 008 D SM   engine-location
                                     0.006  
                                            rear                  6.74e-01   3.33e-02  1.70e-02
                                            front                -1.68e-02   9.67e-01  9.83e-01
#
#
DATA_CLASS 7
#CLASS  7 - weight  13   normalized weight 0.063   relative strength  5.30e-04 *******
#                            class cross entropy w.r.t. global class  1.66e+01 *******
#
#
#DISCRETE ATTRIBUTE  (t = D)                                     log(
# numb  t mtt  description           I-jk   Value name/Index     Prob-jkl/     Prob      Prob
# t   a                                                          Prob-*kl)     -jkl      -*kl
#
#REAL ATTRIBUTE  (t = R)                                        |Mean-jk -
# numb  t mtt  description           I-jk      Mean     StDev    Mean-*k|/     Mean      StDev
# t   a                                        -jk      -jk       StDev-jk     -*k       -*k
#
007 033 R SNcn Log length
                                     1.590 ( 5.16e+00  8.84e-03)  7.75e-01 ( 5.16e+00  7.06e-02)
001 027 R SNcm Log bore
                                     1.569 ( 1.28e+00  1.64e-02)  4.63e+00 ( 1.20e+00  8.22e-02)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
008 034 R SNcn Log width
                                     1.150 ( 4.19e+00  6.17e-03)  9.89e-02 ( 4.19e+00  3.15e-02)
006 032 R SNcn Log wheel-base
                                     1.134 ( 4.58e+00  1.22e-02)  1.27e+00 ( 4.59e+00  5.89e-02)
011 037 R SNcn Log engine-size
                                     1.105 ( 4.99e+00  7.26e-02)  2.55e+00 ( 4.80e+00  2.82e-01)
009 035 R SNcn Log height
                                     1.033 ( 3.94e+00  1.80e-02)  2.59e+00 ( 3.98e+00  4.54e-02)
015 017 D SM   fuel-system
                                     0.971  
                                            2bbl                 -3.58e+00   8.93e-03  3.21e-01
                                            mfi                   2.69e+00   8.04e-02  5.46e-03
                                            spfi                  2.69e+00   8.04e-02  5.46e-03
                                            idi                  -2.39e+00   8.93e-03  9.77e-02
                                            spdi                  1.89e+00   2.95e-01  4.43e-02
                                            1bbl                 -1.80e+00   8.93e-03  5.40e-02
                                            4bbl                 -5.30e-01   8.93e-03  1.52e-02
                                            mpfi                  1.08e-01   5.09e-01  4.57e-01
000 026 R SNcm Log normalized-loses
                                     0.942 ( 4.91e+00  4.79e-02)  3.03e+00 ( 4.76e+00  2.82e-01)
                                     Prob-jk is known  5.57e-01   Prob-*k   is  known  8.00e-01
024 002 D SM   make
                                     0.936  
                                            nissan               -3.30e+00   3.25e-03  8.76e-02
                                            mazda                -3.24e+00   3.25e-03  8.27e-02
                                            honda                -2.97e+00   3.25e-03  6.33e-02
                                            subaru               -2.89e+00   3.25e-03  5.85e-02
                                            volkswagen           -2.89e+00   3.25e-03  5.85e-02
                                            peugot               -2.80e+00   3.25e-03  5.36e-02
                                            volvo                -2.80e+00   3.25e-03  5.36e-02
                                            bmw                  -2.49e+00   3.25e-03  3.91e-02
                                            mercedes-benz        -2.49e+00   3.25e-03  3.91e-02
                                            audi                 -2.35e+00   3.25e-03  3.42e-02
                                            saab                 -2.20e+00   3.25e-03  2.93e-02
                                            porsche              -2.02e+00   3.25e-03  2.45e-02
                                            renault               2.02e+00   7.47e-02  9.93e-03
                                            alfa-romero          -1.52e+00   3.25e-03  1.48e-02
                                            chevrolet            -1.52e+00   3.25e-03  1.48e-02
                                            jaguar               -1.52e+00   3.25e-03  1.48e-02
                                            isuzu                 1.34e+00   7.47e-02  1.96e-02
                                            mitsubishi            1.23e+00   2.18e-01  6.33e-02
                                            toyota                1.02e+00   4.32e-01  1.56e-01
                                            plymouth              7.81e-01   7.47e-02  3.42e-02
                                            dodge                 5.31e-01   7.47e-02  4.39e-02
                                            mercury              -4.47e-01   3.25e-03  5.08e-03
002 028 R SNcm Log stroke
                                     0.907 ( 1.29e+00  5.78e-02)  2.04e+00 ( 1.18e+00  1.02e-01)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
010 036 R SNcn Log curb-weight
                                     0.864 ( 7.91e+00  5.76e-02)  1.46e+00 ( 7.83e+00  1.97e-01)
020 006 D SM   body-style
                                     0.840  
                                            sedan                -3.49e+00   1.43e-02  4.67e-01
                                            wagon                -2.15e+00   1.43e-02  1.22e-01
                                            hardtop               1.75e+00   2.29e-01  3.98e-02
                                            convertible           1.05e+00   8.57e-02  3.01e-02
                                            hatchback             6.57e-01   6.57e-01  3.41e-01
003 029 R SNcm Log horse-power
                                     0.762 ( 4.82e+00  1.39e-01)  1.73e+00 ( 4.58e+00  3.45e-01)
                                     Prob-jk is known  9.28e-01   Prob-*k   is  known  9.90e-01
021 005 D SM   num-of-doors
                                     0.692  
                                            four                 -3.15e+00   2.38e-02  5.55e-01
                                            two                   7.87e-01   9.52e-01  4.34e-01
                                            ?                     7.43e-01   2.38e-02  1.13e-02
005 031 R SNcm Log price
                                     0.562 ( 9.38e+00  1.88e-01)  1.62e-01 ( 9.35e+00  5.00e-01)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
012 038 R SNcn Log compression-ratio
                                     0.526 ( 2.12e+00  1.30e-01)  1.17e+00 ( 2.27e+00  2.81e-01)
017 014 D SM   engine-type
                                     0.175  
                                            ohcf                 -1.97e+00   1.02e-02  7.35e-02
                                            ohcv                 -1.83e+00   1.02e-02  6.38e-02
                                            dohc                 -1.75e+00   1.02e-02  5.89e-02
                                            l                    -1.75e+00   1.02e-02  5.89e-02
                                            rotor                -6.78e-01   1.02e-02  2.01e-02
                                            dohcv                 6.09e-01   1.02e-02  5.55e-03
                                            ohc                   2.67e-01   9.39e-01  7.19e-01
013 039 R SNcn Log city-mpg
                                     0.167 ( 3.09e+00  1.89e-01)  5.78e-01 ( 3.19e+00  2.56e-01)
004 030 R SNcm Log peak-rpm
                                     0.163 ( 8.50e+00  9.54e-02)  4.25e-01 ( 8.54e+00  9.88e-02)
                                     Prob-jk is known  9.28e-01   Prob-*k   is  known  9.90e-01
016 015 D SM   num-of-cylinders
                                     0.137  
                                            six                  -2.44e+00   1.02e-02  1.17e-01
                                            five                 -1.67e+00   1.02e-02  5.41e-02
                                            eight                -8.95e-01   1.02e-02  2.50e-02
                                            two                  -6.78e-01   1.02e-02  2.01e-02
                                            three                 6.09e-01   1.02e-02  5.55e-03
                                            twelve                6.09e-01   1.02e-02  5.55e-03
                                            four                  1.95e-01   9.39e-01  7.73e-01
022 004 D SM   aspiration
                                     0.121  
                                            turbo                 7.69e-01   3.93e-01  1.82e-01
                                            std                  -2.98e-01   6.07e-01  8.18e-01
019 007 D SM   drive-wheels
                                     0.104  
                                            4wd                  -6.43e-01   2.38e-02  4.53e-02
                                            rwd                   4.74e-01   5.95e-01  3.71e-01
                                            fwd                  -4.27e-01   3.81e-01  5.84e-01
014 040 R SNcn Log highway-mpg
                                     0.098 ( 3.32e+00  1.89e-01)  4.51e-01 ( 3.40e+00  2.23e-01)
023 003 D SM   fuel-type
                                     0.029  
                                            diesel               -1.02e+00   3.57e-02  9.95e-02
                                            gas                   6.85e-02   9.64e-01  9.00e-01
018 008 D SM   engine-location
                                     0.008  
                                            rear                  7.43e-01   3.57e-02  1.70e-02
                                            front                -1.92e-02   9.64e-01  9.83e-01
#
#
DATA_CLASS 8
#CLASS  8 - weight  11   normalized weight 0.054   relative strength  2.98e-07 *******
#                            class cross entropy w.r.t. global class  1.06e+01 *******
#
#
#DISCRETE ATTRIBUTE  (t = D)                                     log(
# numb  t mtt  description           I-jk   Value name/Index     Prob-jkl/     Prob      Prob
# t   a                                                          Prob-*kl)     -jkl      -*kl
#
#REAL ATTRIBUTE  (t = R)                                        |Mean-jk -
# numb  t mtt  description           I-jk      Mean     StDev    Mean-*k|/     Mean      StDev
# t   a                                        -jk      -jk       StDev-jk     -*k       -*k
#
024 002 D SM   make
                                     1.197  
                                            nissan               -3.14e+00   3.79e-03  8.76e-02
                                            mitsubishi           -2.82e+00   3.79e-03  6.33e-02
                                            honda                -2.82e+00   3.79e-03  6.33e-02
                                            volkswagen           -2.74e+00   3.79e-03  5.85e-02
                                            peugot               -2.65e+00   3.79e-03  5.36e-02
                                            volvo                -2.65e+00   3.79e-03  5.36e-02
                                            dodge                -2.45e+00   3.79e-03  4.39e-02
                                            mercedes-benz        -2.33e+00   3.79e-03  3.91e-02
                                            plymouth             -2.20e+00   3.79e-03  3.42e-02
                                            audi                 -2.19e+00   3.82e-03  3.42e-02
                                            bmw                   2.16e+00   3.37e-01  3.91e-02
                                            saab                 -2.05e+00   3.79e-03  2.93e-02
                                            porsche              -1.87e+00   3.79e-03  2.45e-02
                                            subaru                1.75e+00   3.37e-01  5.85e-02
                                            isuzu                -1.64e+00   3.79e-03  1.96e-02
                                            alfa-romero          -1.36e+00   3.79e-03  1.48e-02
                                            chevrolet            -1.36e+00   3.79e-03  1.48e-02
                                            jaguar               -1.36e+00   3.79e-03  1.48e-02
                                            renault              -9.63e-01   3.79e-03  9.93e-03
                                            mercury              -2.92e-01   3.79e-03  5.08e-03
                                            toyota                9.17e-02   1.71e-01  1.56e-01
                                            mazda                 5.19e-02   8.71e-02  8.27e-02
012 038 R SNcn Log compression-ratio
                                     1.033 ( 2.16e+00  6.69e-02)  1.57e+00 ( 2.27e+00  2.81e-01)
007 033 R SNcn Log length
                                     0.989 ( 5.16e+00  1.64e-02)  2.13e-02 ( 5.16e+00  7.06e-02)
003 029 R SNcm Log horse-power
                                     0.971 ( 4.69e+00  8.58e-02)  1.19e+00 ( 4.58e+00  3.45e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
008 034 R SNcn Log width
                                     0.896 ( 4.17e+00  8.90e-03)  1.52e+00 ( 4.19e+00  3.15e-02)
002 028 R SNcm Log stroke
                                     0.709 ( 1.06e+00  7.66e-02)  1.50e+00 ( 1.18e+00  1.02e-01)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
010 036 R SNcn Log curb-weight
                                     0.676 ( 7.82e+00  6.41e-02)  9.44e-02 ( 7.83e+00  1.97e-01)
009 035 R SNcn Log height
                                     0.648 ( 3.98e+00  1.53e-02)  1.18e-01 ( 3.98e+00  4.54e-02)
015 017 D SM   fuel-system
                                     0.574  
                                            2bbl                 -3.42e+00   1.05e-02  3.21e-01
                                            idi                  -2.24e+00   1.04e-02  9.77e-02
                                            1bbl                 -1.65e+00   1.04e-02  5.40e-02
                                            spdi                 -1.45e+00   1.04e-02  4.43e-02
                                            mpfi                  7.07e-01   9.27e-01  4.57e-01
                                            spfi                  6.47e-01   1.04e-02  5.46e-03
                                            mfi                   6.46e-01   1.04e-02  5.46e-03
                                            4bbl                 -3.76e-01   1.04e-02  1.52e-02
017 014 D SM   engine-type
                                     0.474  
                                            ohcv                 -1.68e+00   1.19e-02  6.38e-02
                                            l                    -1.60e+00   1.19e-02  5.89e-02
                                            ohcf                  1.55e+00   3.45e-01  7.35e-02
                                            dohc                  1.11e+00   1.79e-01  5.89e-02
                                            dohcv                 7.64e-01   1.19e-02  5.55e-03
                                            rotor                -5.24e-01   1.19e-02  2.01e-02
                                            ohc                  -5.17e-01   4.29e-01  7.19e-01
001 027 R SNcm Log bore
                                     0.391 ( 1.25e+00  4.79e-02)  9.94e-01 ( 1.20e+00  8.22e-02)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
019 007 D SM   drive-wheels
                                     0.376  
                                            4wd                   1.46e+00   1.95e-01  4.53e-02
                                            fwd                  -1.10e+00   1.94e-01  5.84e-01
                                            rwd                   5.01e-01   6.11e-01  3.71e-01
000 026 R SNcm Log normalized-loses
                                     0.325 ( 4.92e+00  3.06e-01)  5.23e-01 ( 4.76e+00  2.82e-01)
                                     Prob-jk is known  9.83e-01   Prob-*k   is  known  8.00e-01
006 032 R SNcn Log wheel-base
                                     0.293 ( 4.59e+00  3.05e-02)  5.61e-02 ( 4.59e+00  5.89e-02)
005 031 R SNcm Log price
                                     0.260 ( 9.51e+00  2.97e-01)  5.31e-01 ( 9.35e+00  5.00e-01)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
004 030 R SNcm Log peak-rpm
                                     0.193 ( 8.56e+00  1.39e-01)  1.93e-01 ( 8.54e+00  9.88e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
020 006 D SM   body-style
                                     0.187  
                                            hatchback            -1.23e+00   1.00e-01  3.41e-01
                                            hardtop              -8.70e-01   1.67e-02  3.98e-02
                                            convertible          -5.91e-01   1.67e-02  3.01e-02
                                            wagon                 4.03e-01   1.83e-01  1.22e-01
                                            sedan                 3.81e-01   6.84e-01  4.67e-01
011 037 R SNcn Log engine-size
                                     0.182 ( 4.76e+00  1.74e-01)  2.07e-01 ( 4.80e+00  2.82e-01)
013 039 R SNcn Log city-mpg
                                     0.096 ( 3.15e+00  1.88e-01)  2.56e-01 ( 3.19e+00  2.56e-01)
014 040 R SNcn Log highway-mpg
                                     0.054 ( 3.35e+00  1.88e-01)  2.79e-01 ( 3.40e+00  2.23e-01)
016 015 D SM   num-of-cylinders
                                     0.050  
                                            five                 -1.51e+00   1.19e-02  5.41e-02
                                            three                 7.64e-01   1.19e-02  5.55e-03
                                            twelve                7.64e-01   1.19e-02  5.55e-03
                                            eight                -7.40e-01   1.19e-02  2.50e-02
                                            two                  -5.24e-01   1.19e-02  2.01e-02
                                            six                   4.21e-01   1.79e-01  1.17e-01
                                            four                 -1.40e-02   7.62e-01  7.73e-01
023 003 D SM   fuel-type
                                     0.023  
                                            diesel               -8.70e-01   4.17e-02  9.95e-02
                                            gas                   6.22e-02   9.58e-01  9.00e-01
021 005 D SM   num-of-doors
                                     0.018  
                                            ?                     8.97e-01   2.78e-02  1.13e-02
                                            two                  -1.83e-01   3.61e-01  4.34e-01
                                            four                  9.61e-02   6.11e-01  5.55e-01
018 008 D SM   engine-location
                                     0.013  
                                            rear                  8.97e-01   4.17e-02  1.70e-02
                                            front                -2.54e-02   9.58e-01  9.83e-01
022 004 D SM   aspiration
                                     0.002  
                                            turbo                 1.35e-01   2.08e-01  1.82e-01
                                            std                  -3.28e-02   7.92e-01  8.18e-01
#
#
DATA_CLASS 9
#CLASS  9 - weight  10   normalized weight 0.049   relative strength  1.86e-06 *******
#                            class cross entropy w.r.t. global class  1.76e+01 *******
#
#
#DISCRETE ATTRIBUTE  (t = D)                                     log(
# numb  t mtt  description           I-jk   Value name/Index     Prob-jkl/     Prob      Prob
# t   a                                                          Prob-*kl)     -jkl      -*kl
#
#REAL ATTRIBUTE  (t = R)                                        |Mean-jk -
# numb  t mtt  description           I-jk      Mean     StDev    Mean-*k|/     Mean      StDev
# t   a                                        -jk      -jk       StDev-jk     -*k       -*k
#
000 026 R SNcm Log normalized-loses
                                     1.791 ( 5.29e+00  6.55e-02)  8.11e+00 ( 4.76e+00  2.82e-01)
                                     Prob-jk is known  6.18e-01   Prob-*k   is  known  8.00e-01
003 029 R SNcm Log horse-power
                                     1.630 ( 5.15e+00  1.81e-01)  3.13e+00 ( 4.58e+00  3.45e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
005 031 R SNcm Log price
                                     1.502 ( 9.78e+00  9.88e-02)  4.40e+00 ( 9.35e+00  5.00e-01)
                                     Prob-jk is known  8.16e-01   Prob-*k   is  known  9.80e-01
010 036 R SNcn Log curb-weight
                                     1.344 ( 8.01e+00  5.07e-02)  3.70e+00 ( 7.83e+00  1.97e-01)
024 002 D SM   make
                                     1.137  
                                            mazda                -3.00e+00   4.13e-03  8.27e-02
                                            mercury               2.93e+00   9.50e-02  5.08e-03
                                            honda                -2.73e+00   4.13e-03  6.33e-02
                                            mitsubishi           -2.73e+00   4.13e-03  6.33e-02
                                            subaru               -2.65e+00   4.13e-03  5.85e-02
                                            volkswagen           -2.65e+00   4.13e-03  5.85e-02
                                            peugot               -2.56e+00   4.13e-03  5.36e-02
                                            volvo                -2.56e+00   4.13e-03  5.36e-02
                                            dodge                -2.36e+00   4.13e-03  4.39e-02
                                            bmw                  -2.25e+00   4.13e-03  3.91e-02
                                            mercedes-benz        -2.25e+00   4.13e-03  3.91e-02
                                            plymouth             -2.11e+00   4.13e-03  3.42e-02
                                            porsche               2.03e+00   1.86e-01  2.45e-02
                                            saab                 -1.96e+00   4.13e-03  2.93e-02
                                            alfa-romero           1.86e+00   9.50e-02  1.48e-02
                                            isuzu                -1.56e+00   4.13e-03  1.96e-02
                                            chevrolet            -1.27e+00   4.13e-03  1.48e-02
                                            jaguar               -1.27e+00   4.13e-03  1.48e-02
                                            nissan                1.15e+00   2.77e-01  8.76e-02
                                            audi                  1.02e+00   9.50e-02  3.42e-02
                                            renault              -8.77e-01   4.13e-03  9.93e-03
                                            toyota                1.79e-01   1.86e-01  1.56e-01
011 037 R SNcn Log engine-size
                                     1.008 ( 5.10e+00  1.23e-01)  2.48e+00 ( 4.80e+00  2.82e-01)
017 014 D SM   engine-type
                                     0.894  
                                            dohcv                 2.93e+00   1.04e-01  5.55e-03
                                            ohcv                  1.78e+00   3.77e-01  6.38e-02
                                            ohcf                 -1.73e+00   1.30e-02  7.35e-02
                                            l                    -1.51e+00   1.30e-02  5.89e-02
                                            dohc                  1.20e+00   1.95e-01  5.89e-02
                                            ohc                  -9.23e-01   2.86e-01  7.19e-01
                                            rotor                -4.37e-01   1.30e-02  2.01e-02
016 015 D SM   num-of-cylinders
                                     0.836  
                                            six                   1.56e+00   5.58e-01  1.17e-01
                                            eight                 1.43e+00   1.04e-01  2.50e-02
                                            four                 -1.38e+00   1.95e-01  7.73e-01
                                            three                 8.51e-01   1.30e-02  5.55e-03
                                            twelve                8.51e-01   1.30e-02  5.55e-03
                                            five                  6.53e-01   1.04e-01  5.41e-02
                                            two                  -4.37e-01   1.30e-02  2.01e-02
020 006 D SM   body-style
                                     0.811  
                                            sedan                -3.25e+00   1.82e-02  4.67e-01
                                            wagon                -1.91e+00   1.82e-02  1.22e-01
                                            hatchback             1.00e+00   9.27e-01  3.41e-01
                                            hardtop              -7.84e-01   1.82e-02  3.98e-02
                                            convertible          -5.04e-01   1.82e-02  3.01e-02
019 007 D SM   drive-wheels
                                     0.733  
                                            fwd                  -2.96e+00   3.03e-02  5.84e-01
                                            4wd                   9.84e-01   1.21e-01  4.53e-02
                                            rwd                   8.28e-01   8.48e-01  3.71e-01
013 039 R SNcn Log city-mpg
                                     0.691 ( 2.91e+00  1.87e-01)  1.51e+00 ( 3.19e+00  2.56e-01)
012 038 R SNcn Log compression-ratio
                                     0.676 ( 2.17e+00  9.79e-02)  1.01e+00 ( 2.27e+00  2.81e-01)
021 005 D SM   num-of-doors
                                     0.668  
                                            four                 -2.91e+00   3.03e-02  5.55e-01
                                            ?                     9.84e-01   3.03e-02  1.13e-02
                                            two                   7.73e-01   9.39e-01  4.34e-01
009 035 R SNcn Log height
                                     0.655 ( 3.94e+00  2.87e-02)  1.58e+00 ( 3.98e+00  4.54e-02)
008 034 R SNcn Log width
                                     0.654 ( 4.22e+00  2.18e-02)  1.51e+00 ( 4.19e+00  3.15e-02)
002 028 R SNcm Log stroke
                                     0.648 ( 1.18e+00  3.50e-02)  2.70e-01 ( 1.18e+00  1.02e-01)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
015 017 D SM   fuel-system
                                     0.562  
                                            2bbl                 -3.34e+00   1.14e-02  3.21e-01
                                            idi                  -2.15e+00   1.14e-02  9.77e-02
                                            1bbl                 -1.56e+00   1.14e-02  5.40e-02
                                            spdi                 -1.36e+00   1.14e-02  4.43e-02
                                            mfi                   7.33e-01   1.14e-02  5.46e-03
                                            spfi                  7.33e-01   1.14e-02  5.46e-03
                                            mpfi                  7.00e-01   9.20e-01  4.57e-01
                                            4bbl                 -2.89e-01   1.14e-02  1.52e-02
007 033 R SNcn Log length
                                     0.533 ( 5.17e+00  2.75e-02)  4.65e-01 ( 5.16e+00  7.06e-02)
014 040 R SNcn Log highway-mpg
                                     0.395 ( 3.21e+00  1.87e-01)  1.02e+00 ( 3.40e+00  2.23e-01)
001 027 R SNcm Log bore
                                     0.136 ( 1.23e+00  1.05e-01)  2.52e-01 ( 1.20e+00  8.22e-02)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
006 032 R SNcn Log wheel-base
                                     0.100 ( 4.58e+00  4.25e-02)  2.28e-01 ( 4.59e+00  5.89e-02)
004 030 R SNcm Log peak-rpm
                                     0.061 ( 8.57e+00  9.44e-02)  3.39e-01 ( 8.54e+00  9.88e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
022 004 D SM   aspiration
                                     0.054  
                                            turbo                 5.58e-01   3.18e-01  1.82e-01
                                            std                  -1.82e-01   6.82e-01  8.18e-01
023 003 D SM   fuel-type
                                     0.020  
                                            diesel               -7.84e-01   4.55e-02  9.95e-02
                                            gas                   5.83e-02   9.55e-01  9.00e-01
018 008 D SM   engine-location
                                     0.017  
                                            rear                  9.84e-01   4.55e-02  1.70e-02
                                            front                -2.94e-02   9.55e-01  9.83e-01
#
#
DATA_CLASS 10
#CLASS 10 - weight  10   normalized weight 0.049   relative strength  5.15e-05 *******
#                            class cross entropy w.r.t. global class  2.25e+01 *******
#
#
#DISCRETE ATTRIBUTE  (t = D)                                     log(
# numb  t mtt  description           I-jk   Value name/Index     Prob-jkl/     Prob      Prob
# t   a                                                          Prob-*kl)     -jkl      -*kl
#
#REAL ATTRIBUTE  (t = R)                                        |Mean-jk -
# numb  t mtt  description           I-jk      Mean     StDev    Mean-*k|/     Mean      StDev
# t   a                                        -jk      -jk       StDev-jk     -*k       -*k
#
012 038 R SNcn Log compression-ratio
                                     6.920 ( 3.12e+00  1.66e-02)  5.13e+01 ( 2.27e+00  2.81e-01)
023 003 D SM   fuel-type
                                     2.022  
                                            gas                  -2.99e+00   4.55e-02  9.00e-01
                                            diesel                2.26e+00   9.55e-01  9.95e-02
015 017 D SM   fuel-system
                                     1.965  
                                            mpfi                 -3.69e+00   1.14e-02  4.57e-01
                                            2bbl                 -3.34e+00   1.14e-02  3.21e-01
                                            idi                   2.24e+00   9.20e-01  9.77e-02
                                            1bbl                 -1.56e+00   1.14e-02  5.40e-02
                                            spdi                 -1.36e+00   1.14e-02  4.43e-02
                                            mfi                   7.33e-01   1.14e-02  5.46e-03
                                            spfi                  7.33e-01   1.14e-02  5.46e-03
                                            4bbl                 -2.89e-01   1.14e-02  1.52e-02
003 029 R SNcm Log horse-power
                                     1.543 ( 4.11e+00  1.21e-01)  3.88e+00 ( 4.58e+00  3.45e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
002 028 R SNcm Log stroke
                                     1.182 ( 1.23e+00  2.25e-02)  2.34e+00 ( 1.18e+00  1.02e-01)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
013 039 R SNcn Log city-mpg
                                     1.151 ( 3.57e+00  1.87e-01)  2.00e+00 ( 3.19e+00  2.56e-01)
014 040 R SNcn Log highway-mpg
                                     1.081 ( 3.73e+00  1.87e-01)  1.73e+00 ( 3.40e+00  2.23e-01)
024 002 D SM   make
                                     0.852  
                                            honda                -2.73e+00   4.13e-03  6.33e-02
                                            mitsubishi           -2.73e+00   4.13e-03  6.33e-02
                                            subaru               -2.65e+00   4.13e-03  5.85e-02
                                            peugot               -2.56e+00   4.13e-03  5.36e-02
                                            volvo                -2.56e+00   4.13e-03  5.36e-02
                                            dodge                -2.36e+00   4.13e-03  4.39e-02
                                            bmw                  -2.25e+00   4.13e-03  3.91e-02
                                            mercedes-benz        -2.25e+00   4.13e-03  3.91e-02
                                            audi                 -2.11e+00   4.13e-03  3.42e-02
                                            plymouth             -2.11e+00   4.13e-03  3.42e-02
                                            saab                 -1.96e+00   4.13e-03  2.93e-02
                                            volkswagen            1.84e+00   3.68e-01  5.85e-02
                                            porsche              -1.78e+00   4.13e-03  2.45e-02
                                            isuzu                -1.56e+00   4.13e-03  1.96e-02
                                            alfa-romero          -1.27e+00   4.13e-03  1.48e-02
                                            chevrolet            -1.27e+00   4.13e-03  1.48e-02
                                            jaguar               -1.27e+00   4.13e-03  1.48e-02
                                            renault              -8.77e-01   4.13e-03  9.93e-03
                                            mazda                 8.10e-01   1.86e-01  8.27e-02
                                            toyota                5.76e-01   2.77e-01  1.56e-01
                                            mercury              -2.06e-01   4.13e-03  5.08e-03
                                            nissan                8.15e-02   9.50e-02  8.76e-02
011 037 R SNcn Log engine-size
                                     0.699 ( 4.67e+00  1.00e-01)  1.26e+00 ( 4.80e+00  2.82e-01)
004 030 R SNcm Log peak-rpm
                                     0.618 ( 8.43e+00  9.44e-02)  1.16e+00 ( 8.54e+00  9.88e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
009 035 R SNcn Log height
                                     0.597 ( 4.00e+00  1.80e-02)  1.08e+00 ( 3.98e+00  4.54e-02)
010 036 R SNcn Log curb-weight
                                     0.596 ( 7.76e+00  7.43e-02)  8.36e-01 ( 7.83e+00  1.97e-01)
007 033 R SNcn Log length
                                     0.550 ( 5.15e+00  2.67e-02)  3.29e-01 ( 5.16e+00  7.06e-02)
008 034 R SNcn Log width
                                     0.408 ( 4.18e+00  1.43e-02)  3.94e-01 ( 4.19e+00  3.15e-02)
001 027 R SNcm Log bore
                                     0.364 ( 1.15e+00  5.02e-02)  9.60e-01 ( 1.20e+00  8.22e-02)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
005 031 R SNcm Log price
                                     0.319 ( 9.18e+00  2.74e-01)  6.08e-01 ( 9.35e+00  5.00e-01)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
006 032 R SNcn Log wheel-base
                                     0.314 ( 4.59e+00  2.96e-02)  6.79e-02 ( 4.59e+00  5.89e-02)
020 006 D SM   body-style
                                     0.305  
                                            wagon                -1.91e+00   1.82e-02  1.22e-01
                                            hatchback            -1.14e+00   1.09e-01  3.41e-01
                                            hardtop              -7.84e-01   1.82e-02  3.98e-02
                                            sedan                 5.83e-01   8.36e-01  4.67e-01
                                            convertible          -5.04e-01   1.82e-02  3.01e-02
000 026 R SNcm Log normalized-loses
                                     0.273 ( 4.56e+00  1.97e-01)  1.01e+00 ( 4.76e+00  2.82e-01)
                                     Prob-jk is known  7.09e-01   Prob-*k   is  known  8.00e-01
021 005 D SM   num-of-doors
                                     0.258  
                                            ?                     2.37e+00   1.21e-01  1.13e-02
                                            two                  -7.15e-01   2.12e-01  4.34e-01
                                            four                  1.83e-01   6.67e-01  5.55e-01
019 007 D SM   drive-wheels
                                     0.169  
                                            rwd                  -1.12e+00   1.21e-01  3.71e-01
                                            4wd                  -4.02e-01   3.03e-02  4.53e-02
                                            fwd                   3.73e-01   8.48e-01  5.84e-01
017 014 D SM   engine-type
                                     0.152  
                                            ohcf                 -1.73e+00   1.30e-02  7.35e-02
                                            ohcv                 -1.59e+00   1.30e-02  6.38e-02
                                            dohc                 -1.51e+00   1.30e-02  5.89e-02
                                            l                    -1.51e+00   1.30e-02  5.89e-02
                                            dohcv                 8.51e-01   1.30e-02  5.55e-03
                                            rotor                -4.37e-01   1.30e-02  2.01e-02
                                            ohc                   2.49e-01   9.22e-01  7.19e-01
016 015 D SM   num-of-cylinders
                                     0.124  
                                            six                  -2.20e+00   1.30e-02  1.17e-01
                                            five                 -1.43e+00   1.30e-02  5.41e-02
                                            three                 8.51e-01   1.30e-02  5.55e-03
                                            twelve                8.51e-01   1.30e-02  5.55e-03
                                            eight                -6.54e-01   1.30e-02  2.50e-02
                                            two                  -4.37e-01   1.30e-02  2.01e-02
                                            four                  1.77e-01   9.22e-01  7.73e-01
022 004 D SM   aspiration
                                     0.054  
                                            turbo                 5.58e-01   3.18e-01  1.82e-01
                                            std                  -1.82e-01   6.82e-01  8.18e-01
018 008 D SM   engine-location
                                     0.017  
                                            rear                  9.84e-01   4.55e-02  1.70e-02
                                            front                -2.94e-02   9.55e-01  9.83e-01
#
#
DATA_CLASS 11
#CLASS 11 - weight   9   normalized weight 0.044   relative strength  3.58e-05 *******
#                            class cross entropy w.r.t. global class  2.22e+01 *******
#
#
#DISCRETE ATTRIBUTE  (t = D)                                     log(
# numb  t mtt  description           I-jk   Value name/Index     Prob-jkl/     Prob      Prob
# t   a                                                          Prob-*kl)     -jkl      -*kl
#
#REAL ATTRIBUTE  (t = R)                                        |Mean-jk -
# numb  t mtt  description           I-jk      Mean     StDev    Mean-*k|/     Mean      StDev
# t   a                                        -jk      -jk       StDev-jk     -*k       -*k
#
007 033 R SNcn Log length
                                     2.201 ( 5.02e+00  4.09e-02)  3.44e+00 ( 5.16e+00  7.06e-02)
001 027 R SNcm Log bore
                                     2.074 ( 1.08e+00  1.81e-02)  6.52e+00 ( 1.20e+00  8.22e-02)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
010 036 R SNcn Log curb-weight
                                     1.817 ( 7.51e+00  7.68e-02)  4.14e+00 ( 7.83e+00  1.97e-01)
005 031 R SNcm Log price
                                     1.810 ( 8.72e+00  1.13e-01)  5.56e+00 ( 9.35e+00  5.00e-01)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
012 038 R SNcn Log compression-ratio
                                     1.616 ( 2.23e+00  3.44e-02)  1.07e+00 ( 2.27e+00  2.81e-01)
024 002 D SM   make
                                     1.475  
                                            toyota               -3.45e+00   4.94e-03  1.56e-01
                                            nissan               -2.96e+00   4.54e-03  8.76e-02
                                            mitsubishi           -2.64e+00   4.54e-03  6.33e-02
                                            subaru               -2.56e+00   4.54e-03  5.85e-02
                                            volkswagen           -2.56e+00   4.54e-03  5.85e-02
                                            peugot               -2.47e+00   4.54e-03  5.36e-02
                                            volvo                -2.47e+00   4.54e-03  5.36e-02
                                            dodge                -2.27e+00   4.54e-03  4.39e-02
                                            bmw                  -2.15e+00   4.54e-03  3.91e-02
                                            mercedes-benz        -2.15e+00   4.54e-03  3.91e-02
                                            honda                 2.08e+00   5.05e-01  6.33e-02
                                            audi                 -2.02e+00   4.54e-03  3.42e-02
                                            plymouth             -2.02e+00   4.54e-03  3.42e-02
                                            chevrolet             1.96e+00   1.05e-01  1.48e-02
                                            saab                 -1.87e+00   4.54e-03  2.93e-02
                                            porsche              -1.69e+00   4.54e-03  2.45e-02
                                            isuzu                -1.47e+00   4.54e-03  1.96e-02
                                            mazda                 1.30e+00   3.04e-01  8.27e-02
                                            alfa-romero          -1.18e+00   4.54e-03  1.48e-02
                                            jaguar               -1.18e+00   4.54e-03  1.48e-02
                                            renault              -7.83e-01   4.54e-03  9.93e-03
                                            mercury              -1.12e-01   4.54e-03  5.08e-03
015 017 D SM   fuel-system
                                     1.189  
                                            mpfi                 -3.60e+00   1.25e-02  4.57e-01
                                            1bbl                  2.25e+00   5.13e-01  5.40e-02
                                            idi                  -2.06e+00   1.25e-02  9.77e-02
                                            spdi                 -1.27e+00   1.25e-02  4.43e-02
                                            mfi                   8.26e-01   1.25e-02  5.46e-03
                                            spfi                  8.26e-01   1.25e-02  5.46e-03
                                            2bbl                  2.50e-01   4.12e-01  3.21e-01
                                            4bbl                 -1.96e-01   1.25e-02  1.52e-02
011 037 R SNcn Log engine-size
                                     1.164 ( 4.46e+00  1.24e-01)  2.78e+00 ( 4.80e+00  2.82e-01)
003 029 R SNcm Log horse-power
                                     1.164 ( 4.19e+00  1.38e-01)  2.88e+00 ( 4.58e+00  3.45e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
006 032 R SNcn Log wheel-base
                                     1.115 ( 4.51e+00  3.13e-02)  2.44e+00 ( 4.59e+00  5.89e-02)
013 039 R SNcn Log city-mpg
                                     0.992 ( 3.54e+00  1.86e-01)  1.85e+00 ( 3.19e+00  2.56e-01)
008 034 R SNcn Log width
                                     0.825 ( 4.15e+00  1.81e-02)  1.92e+00 ( 4.19e+00  3.15e-02)
020 006 D SM   body-style
                                     0.787  
                                            sedan                -3.09e+00   2.13e-02  4.67e-01
                                            wagon                -1.81e+00   2.00e-02  1.22e-01
                                            hatchback             9.92e-01   9.19e-01  3.41e-01
                                            hardtop              -6.90e-01   2.00e-02  3.98e-02
                                            convertible          -4.11e-01   2.00e-02  3.01e-02
014 040 R SNcn Log highway-mpg
                                     0.781 ( 3.67e+00  1.86e-01)  1.47e+00 ( 3.40e+00  2.23e-01)
021 005 D SM   num-of-doors
                                     0.653  
                                            four                 -2.77e+00   3.46e-02  5.55e-01
                                            ?                     1.08e+00   3.33e-02  1.13e-02
                                            two                   7.65e-01   9.32e-01  4.34e-01
000 026 R SNcm Log normalized-loses
                                     0.631 ( 4.71e+00  1.16e-01)  4.38e-01 ( 4.76e+00  2.82e-01)
                                     Prob-jk is known  9.80e-01   Prob-*k   is  known  8.00e-01
002 028 R SNcm Log stroke
                                     0.429 ( 1.18e+00  4.50e-02)  5.25e-03 ( 1.18e+00  1.02e-01)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
009 035 R SNcn Log height
                                     0.412 ( 3.97e+00  2.20e-02)  7.76e-01 ( 3.98e+00  4.54e-02)
019 007 D SM   drive-wheels
                                     0.347  
                                            rwd                  -2.41e+00   3.33e-02  3.71e-01
                                            fwd                   4.69e-01   9.33e-01  5.84e-01
                                            4wd                  -3.09e-01   3.33e-02  4.53e-02
016 015 D SM   num-of-cylinders
                                     0.340  
                                            three                 3.02e+00   1.14e-01  5.55e-03
                                            six                  -2.11e+00   1.43e-02  1.17e-01
                                            five                 -1.33e+00   1.43e-02  5.41e-02
                                            twelve                9.44e-01   1.43e-02  5.55e-03
                                            eight                -5.60e-01   1.43e-02  2.50e-02
                                            two                  -3.44e-01   1.43e-02  2.01e-02
                                            four                  5.31e-02   8.15e-01  7.73e-01
004 030 R SNcm Log peak-rpm
                                     0.128 ( 8.59e+00  9.39e-02)  5.15e-01 ( 8.54e+00  9.88e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
017 014 D SM   engine-type
                                     0.120  
                                            ohcf                 -1.64e+00   1.43e-02  7.35e-02
                                            ohcv                 -1.50e+00   1.43e-02  6.38e-02
                                            dohc                 -1.42e+00   1.43e-02  5.89e-02
                                            dohcv                 9.44e-01   1.43e-02  5.55e-03
                                            l                     6.60e-01   1.14e-01  5.89e-02
                                            rotor                -3.44e-01   1.43e-02  2.01e-02
                                            ohc                   1.25e-01   8.15e-01  7.19e-01
022 004 D SM   aspiration
                                     0.078  
                                            turbo                -1.29e+00   4.99e-02  1.82e-01
                                            std                   1.50e-01   9.50e-01  8.18e-01
018 008 D SM   engine-location
                                     0.021  
                                            rear                  1.08e+00   4.99e-02  1.70e-02
                                            front                -3.40e-02   9.50e-01  9.83e-01
023 003 D SM   fuel-type
                                     0.017  
                                            diesel               -6.90e-01   4.99e-02  9.95e-02
                                            gas                   5.36e-02   9.50e-01  9.00e-01
#
#
DATA_CLASS 12
#CLASS 12 - weight   9   normalized weight 0.044   relative strength  9.06e-05 *******
#                            class cross entropy w.r.t. global class  2.56e+01 *******
#
#
#DISCRETE ATTRIBUTE  (t = D)                                     log(
# numb  t mtt  description           I-jk   Value name/Index     Prob-jkl/     Prob      Prob
# t   a                                                          Prob-*kl)     -jkl      -*kl
#
#REAL ATTRIBUTE  (t = R)                                        |Mean-jk -
# numb  t mtt  description           I-jk      Mean     StDev    Mean-*k|/     Mean      StDev
# t   a                                        -jk      -jk       StDev-jk     -*k       -*k
#
007 033 R SNcn Log length
                                     2.278 ( 5.13e+00  4.74e-03)  5.78e+00 ( 5.16e+00  7.06e-02)
012 038 R SNcn Log compression-ratio
                                     2.180 ( 2.23e+00  1.94e-02)  1.69e+00 ( 2.27e+00  2.81e-01)
017 014 D SM   engine-type
                                     1.902  
                                            ohc                  -3.92e+00   1.43e-02  7.19e-01
                                            rotor                 3.03e+00   4.14e-01  2.01e-02
                                            ohcv                 -1.50e+00   1.43e-02  6.38e-02
                                            ohcf                  1.45e+00   3.14e-01  7.35e-02
                                            l                    -1.42e+00   1.43e-02  5.89e-02
                                            dohc                  1.29e+00   2.14e-01  5.89e-02
                                            dohcv                 9.46e-01   1.43e-02  5.55e-03
002 028 R SNcm Log stroke
                                     1.850 ( 1.03e+00  3.67e-02)  3.87e+00 ( 1.18e+00  1.02e-01)
                                     Prob-jk is known  5.98e-01   Prob-*k   is  known  9.80e-01
024 002 D SM   make
                                     1.770  
                                            toyota               -3.53e+00   4.55e-03  1.56e-01
                                            nissan               -2.96e+00   4.55e-03  8.76e-02
                                            honda                -2.63e+00   4.55e-03  6.33e-02
                                            mitsubishi           -2.63e+00   4.55e-03  6.33e-02
                                            alfa-romero           2.63e+00   2.05e-01  1.48e-02
                                            subaru               -2.55e+00   4.55e-03  5.85e-02
                                            volkswagen           -2.55e+00   4.55e-03  5.85e-02
                                            porsche               2.52e+00   3.05e-01  2.45e-02
                                            peugot               -2.47e+00   4.55e-03  5.36e-02
                                            volvo                -2.47e+00   4.55e-03  5.36e-02
                                            dodge                -2.27e+00   4.55e-03  4.39e-02
                                            bmw                  -2.15e+00   4.55e-03  3.91e-02
                                            mercedes-benz        -2.15e+00   4.55e-03  3.91e-02
                                            audi                 -2.02e+00   4.55e-03  3.42e-02
                                            plymouth             -2.02e+00   4.55e-03  3.42e-02
                                            saab                 -1.87e+00   4.55e-03  2.93e-02
                                            mazda                 1.59e+00   4.05e-01  8.27e-02
                                            isuzu                -1.46e+00   4.55e-03  1.96e-02
                                            chevrolet            -1.18e+00   4.55e-03  1.48e-02
                                            jaguar               -1.18e+00   4.55e-03  1.48e-02
                                            renault              -7.81e-01   4.55e-03  9.93e-03
                                            mercury              -1.10e-01   4.55e-03  5.08e-03
001 027 R SNcm Log bore
                                     1.542 ( 1.29e+00  3.48e-02)  2.57e+00 ( 1.20e+00  8.22e-02)
                                     Prob-jk is known  5.98e-01   Prob-*k   is  known  9.80e-01
009 035 R SNcn Log height
                                     1.533 ( 3.91e+00  2.10e-02)  3.29e+00 ( 3.98e+00  4.54e-02)
016 015 D SM   num-of-cylinders
                                     1.289  
                                            two                   3.03e+00   4.14e-01  2.01e-02
                                            five                 -1.33e+00   1.43e-02  5.41e-02
                                            four                 -1.28e+00   2.14e-01  7.73e-01
                                            six                   9.86e-01   3.14e-01  1.17e-01
                                            three                 9.46e-01   1.43e-02  5.55e-03
                                            twelve                9.46e-01   1.43e-02  5.55e-03
                                            eight                -5.58e-01   1.43e-02  2.50e-02
020 006 D SM   body-style
                                     1.121  
                                            sedan                -3.15e+00   2.00e-02  4.67e-01
                                            convertible           2.36e+00   3.20e-01  3.01e-02
                                            wagon                -1.81e+00   2.00e-02  1.22e-01
                                            hardtop               1.71e+00   2.20e-01  3.98e-02
                                            hatchback             2.09e-01   4.20e-01  3.41e-01
000 026 R SNcm Log normalized-loses
                                     1.060 ( 5.01e+00  4.72e-02)  5.23e+00 ( 4.76e+00  2.82e-01)
                                     Prob-jk is known  4.80e-01   Prob-*k   is  known  8.00e-01
015 017 D SM   fuel-system
                                     1.045  
                                            2bbl                 -3.25e+00   1.25e-02  3.21e-01
                                            4bbl                  3.03e+00   3.12e-01  1.52e-02
                                            idi                  -2.06e+00   1.25e-02  9.77e-02
                                            1bbl                 -1.46e+00   1.25e-02  5.40e-02
                                            spdi                 -1.27e+00   1.25e-02  4.43e-02
                                            mfi                   8.28e-01   1.25e-02  5.46e-03
                                            spfi                  8.28e-01   1.25e-02  5.46e-03
                                            mpfi                  2.93e-01   6.13e-01  4.57e-01
006 032 R SNcn Log wheel-base
                                     0.984 ( 4.52e+00  3.17e-02)  2.23e+00 ( 4.59e+00  5.89e-02)
013 039 R SNcn Log city-mpg
                                     0.859 ( 2.88e+00  1.86e-01)  1.71e+00 ( 3.19e+00  2.56e-01)
008 034 R SNcn Log width
                                     0.855 ( 4.18e+00  9.07e-03)  1.29e+00 ( 4.19e+00  3.15e-02)
018 008 D SM   engine-location
                                     0.790  
                                            rear                  3.03e+00   3.50e-01  1.70e-02
                                            front                -4.14e-01   6.50e-01  9.83e-01
019 007 D SM   drive-wheels
                                     0.757  
                                            fwd                  -2.86e+00   3.33e-02  5.84e-01
                                            rwd                   9.24e-01   9.33e-01  3.71e-01
                                            4wd                  -3.07e-01   3.33e-02  4.53e-02
010 036 R SNcn Log curb-weight
                                     0.751 ( 7.85e+00  5.93e-02)  3.39e-01 ( 7.83e+00  1.97e-01)
004 030 R SNcm Log peak-rpm
                                     0.684 ( 8.65e+00  9.39e-02)  1.22e+00 ( 8.54e+00  9.88e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
021 005 D SM   num-of-doors
                                     0.658  
                                            four                 -2.81e+00   3.33e-02  5.55e-01
                                            ?                     1.08e+00   3.33e-02  1.13e-02
                                            two                   7.67e-01   9.33e-01  4.34e-01
005 031 R SNcm Log price
                                     0.466 ( 9.82e+00  4.33e-01)  1.08e+00 ( 9.35e+00  5.00e-01)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
003 029 R SNcm Log horse-power
                                     0.456 ( 4.90e+00  2.96e-01)  1.08e+00 ( 4.58e+00  3.45e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
014 040 R SNcn Log highway-mpg
                                     0.433 ( 3.20e+00  1.86e-01)  1.08e+00 ( 3.40e+00  2.23e-01)
011 037 R SNcn Log engine-size
                                     0.219 ( 4.74e+00  4.15e-01)  1.40e-01 ( 4.80e+00  2.82e-01)
022 004 D SM   aspiration
                                     0.078  
                                            turbo                -1.29e+00   5.00e-02  1.82e-01
                                            std                   1.50e-01   9.50e-01  8.18e-01
023 003 D SM   fuel-type
                                     0.016  
                                            diesel               -6.88e-01   5.00e-02  9.95e-02
                                            gas                   5.35e-02   9.50e-01  9.00e-01
#
#
DATA_CLASS 13
#CLASS 13 - weight   8   normalized weight 0.039   relative strength  2.67e-05 *******
#                            class cross entropy w.r.t. global class  1.72e+01 *******
#
#
#DISCRETE ATTRIBUTE  (t = D)                                     log(
# numb  t mtt  description           I-jk   Value name/Index     Prob-jkl/     Prob      Prob
# t   a                                                          Prob-*kl)     -jkl      -*kl
#
#REAL ATTRIBUTE  (t = R)                                        |Mean-jk -
# numb  t mtt  description           I-jk      Mean     StDev    Mean-*k|/     Mean      StDev
# t   a                                        -jk      -jk       StDev-jk     -*k       -*k
#
008 034 R SNcn Log width
                                     1.871 ( 4.16e+00  4.71e-03)  6.41e+00 ( 4.19e+00  3.15e-02)
007 033 R SNcn Log length
                                     1.623 ( 5.07e+00  1.83e-02)  4.69e+00 ( 5.16e+00  7.06e-02)
002 028 R SNcm Log stroke
                                     1.607 ( 1.22e+00  1.41e-02)  3.38e+00 ( 1.18e+00  1.02e-01)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
010 036 R SNcn Log curb-weight
                                     1.543 ( 7.67e+00  3.60e-02)  4.42e+00 ( 7.83e+00  1.97e-01)
011 037 R SNcn Log engine-size
                                     1.374 ( 4.60e+00  5.74e-02)  3.56e+00 ( 4.80e+00  2.82e-01)
006 032 R SNcn Log wheel-base
                                     1.351 ( 4.55e+00  1.22e-02)  3.45e+00 ( 4.59e+00  5.89e-02)
001 027 R SNcm Log bore
                                     1.145 ( 1.11e+00  3.02e-02)  2.90e+00 ( 1.20e+00  8.22e-02)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
024 002 D SM   make
                                     1.029  
                                            toyota               -3.43e+00   5.06e-03  1.56e-01
                                            nissan               -2.85e+00   5.06e-03  8.76e-02
                                            mazda                -2.79e+00   5.06e-03  8.27e-02
                                            subaru               -2.45e+00   5.06e-03  5.85e-02
                                            peugot               -2.36e+00   5.06e-03  5.36e-02
                                            volvo                -2.36e+00   5.06e-03  5.36e-02
                                            bmw                  -2.04e+00   5.06e-03  3.91e-02
                                            mercedes-benz        -2.04e+00   5.06e-03  3.91e-02
                                            audi                 -1.91e+00   5.06e-03  3.42e-02
                                            saab                 -1.76e+00   5.06e-03  2.93e-02
                                            dodge                 1.65e+00   2.28e-01  4.39e-02
                                            porsche              -1.58e+00   5.06e-03  2.45e-02
                                            volkswagen            1.36e+00   2.28e-01  5.85e-02
                                            isuzu                -1.36e+00   5.06e-03  1.96e-02
                                            honda                 1.27e+00   2.26e-01  6.33e-02
                                            plymouth              1.22e+00   1.16e-01  3.42e-02
                                            alfa-romero          -1.07e+00   5.06e-03  1.48e-02
                                            chevrolet            -1.07e+00   5.06e-03  1.48e-02
                                            jaguar               -1.07e+00   5.06e-03  1.48e-02
                                            renault              -6.74e-01   5.06e-03  9.93e-03
                                            mitsubishi            6.08e-01   1.16e-01  6.33e-02
                                            mercury              -3.29e-03   5.06e-03  5.08e-03
012 038 R SNcn Log compression-ratio
                                     1.012 ( 2.10e+00  7.61e-02)  2.15e+00 ( 2.27e+00  2.81e-01)
005 031 R SNcm Log price
                                     0.985 ( 9.04e+00  1.44e-01)  2.14e+00 ( 9.35e+00  5.00e-01)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.80e-01
015 017 D SM   fuel-system
                                     0.698  
                                            2bbl                 -3.14e+00   1.39e-02  3.21e-01
                                            idi                  -1.95e+00   1.39e-02  9.77e-02
                                            spdi                  1.67e+00   2.36e-01  4.43e-02
                                            1bbl                  1.47e+00   2.35e-01  5.40e-02
                                            mfi                   9.35e-01   1.39e-02  5.46e-03
                                            spfi                  9.35e-01   1.39e-02  5.46e-03
                                            4bbl                 -8.67e-02   1.39e-02  1.52e-02
                                            mpfi                  4.63e-03   4.59e-01  4.57e-01
003 029 R SNcm Log horse-power
                                     0.686 ( 4.52e+00  1.14e-01)  5.59e-01 ( 4.58e+00  3.45e-01)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
004 030 R SNcm Log peak-rpm
                                     0.477 ( 8.63e+00  9.33e-02)  1.02e+00 ( 8.54e+00  9.88e-02)
                                     Prob-jk is known  9.99e-01   Prob-*k   is  known  9.90e-01
021 005 D SM   num-of-doors
                                     0.370  
                                            ?                     2.57e+00   1.48e-01  1.13e-02
                                            four                 -7.66e-01   2.58e-01  5.55e-01
                                            two                   3.14e-01   5.94e-01  4.34e-01
019 007 D SM   drive-wheels
                                     0.334  
                                            rwd                  -2.30e+00   3.71e-02  3.71e-01
                                            fwd                   4.61e-01   9.26e-01  5.84e-01
                                            4wd                  -2.00e-01   3.71e-02  4.53e-02
022 004 D SM   aspiration
                                     0.260  
                                            turbo                 1.01e+00   5.01e-01  1.82e-01
                                            std                  -4.94e-01   4.99e-01  8.18e-01
020 006 D SM   body-style
                                     0.187  
                                            convertible           1.49e+00   1.34e-01  3.01e-02
                                            sedan                -6.52e-01   2.43e-01  4.67e-01
                                            hardtop              -5.81e-01   2.23e-02  3.98e-02
                                            hatchback             3.16e-01   4.67e-01  3.41e-01
                                            wagon                 8.76e-02   1.34e-01  1.22e-01
017 014 D SM   engine-type
                                     0.132  
                                            ohcf                 -1.53e+00   1.59e-02  7.35e-02
                                            ohcv                 -1.39e+00   1.59e-02  6.38e-02
                                            dohc                 -1.31e+00   1.59e-02  5.89e-02
                                            l                    -1.31e+00   1.59e-02  5.89e-02
                                            dohcv                 1.05e+00   1.59e-02  5.55e-03
                                            rotor                -2.35e-01   1.59e-02  2.01e-02
                                            ohc                   2.29e-01   9.05e-01  7.19e-01
000 026 R SNcm Log normalized-loses
                                     0.115 ( 4.89e+00  3.24e-01)  3.81e-01 ( 4.76e+00  2.82e-01)
                                     Prob-jk is known  8.66e-01   Prob-*k   is  known  8.00e-01
016 015 D SM   num-of-cylinders
                                     0.114  
                                            six                  -2.00e+00   1.59e-02  1.17e-01
                                            five                 -1.22e+00   1.59e-02  5.41e-02
                                            three                 1.05e+00   1.59e-02  5.55e-03
                                            twelve                1.05e+00   1.59e-02  5.55e-03
                                            eight                -4.51e-01   1.59e-02  2.50e-02
                                            two                  -2.35e-01   1.59e-02  2.01e-02
                                            four                  1.58e-01   9.05e-01  7.73e-01
013 039 R SNcn Log city-mpg
                                     0.097 ( 3.23e+00  1.85e-01)  2.08e-01 ( 3.19e+00  2.56e-01)
009 035 R SNcn Log height
                                     0.067 ( 3.97e+00  4.77e-02)  3.43e-01 ( 3.98e+00  4.54e-02)
014 040 R SNcn Log highway-mpg
                                     0.037 ( 3.42e+00  1.85e-01)  1.22e-01 ( 3.40e+00  2.23e-01)
018 008 D SM   engine-location
                                     0.028  
                                            rear                  1.19e+00   5.56e-02  1.70e-02
                                            front                -4.01e-02   9.44e-01  9.83e-01
023 003 D SM   fuel-type
                                     0.013  
                                            diesel               -5.81e-01   5.56e-02  9.95e-02
                                            gas                   4.76e-02   9.44e-01  9.00e-01
#
#
DATA_CLASS 14
#CLASS 14 - weight   5   normalized weight 0.024   relative strength  3.52e-01 *******
#                            class cross entropy w.r.t. global class  3.92e+01 *******
#
#
#DISCRETE ATTRIBUTE  (t = D)                                     log(
# numb  t mtt  description           I-jk   Value name/Index     Prob-jkl/     Prob      Prob
# t   a                                                          Prob-*kl)     -jkl      -*kl
#
#REAL ATTRIBUTE  (t = R)                                        |Mean-jk -
# numb  t mtt  description           I-jk      Mean     StDev    Mean-*k|/     Mean      StDev
# t   a                                        -jk      -jk       StDev-jk     -*k       -*k
#
012 038 R SNcn Log compression-ratio
                                     6.351 ( 3.04e+00  1.37e-02)  5.68e+01 ( 2.27e+00  2.81e-01)
010 036 R SNcn Log curb-weight
                                     2.390 ( 8.11e+00  3.08e-02)  9.14e+00 ( 7.83e+00  1.97e-01)
006 032 R SNcn Log wheel-base
                                     2.258 ( 4.70e+00  2.54e-02)  4.43e+00 ( 4.59e+00  5.89e-02)
001 027 R SNcm Log bore
                                     2.185 ( 1.31e+00  1.37e-02)  7.95e+00 ( 1.20e+00  8.22e-02)
                                     Prob-jk is known  9.96e-01   Prob-*k   is  known  9.80e-01
017 014 D SM   engine-type
                                     2.180  
                                            ohc                  -3.41e+00   2.38e-02  7.19e-01
                                            l                     2.68e+00   8.57e-01  5.89e-02
                                            dohcv                 1.46e+00   2.38e-02  5.55e-03
                                            ohcf                 -1.13e+00   2.38e-02  7.35e-02
                                            ohcv                 -9.86e-01   2.38e-02  6.38e-02
                                            dohc                 -9.07e-01   2.38e-02  5.89e-02
                                            rotor                 1.69e-01   2.38e-02  2.01e-02
008 034 R SNcn Log width
                                     2.155 ( 4.23e+00  4.56e-03)  8.24e+00 ( 4.19e+00  3.15e-02)
004 030 R SNcm Log peak-rpm
                                     2.137 ( 8.33e+00  9.04e-02)  2.25e+00 ( 8.54e+00  9.88e-02)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.90e-01
024 002 D SM   make
                                     2.076  
                                            toyota               -3.02e+00   7.58e-03  1.56e-01
                                            peugot                2.75e+00   8.41e-01  5.36e-02
                                            nissan               -2.45e+00   7.58e-03  8.76e-02
                                            mazda                -2.39e+00   7.58e-03  8.27e-02
                                            honda                -2.12e+00   7.58e-03  6.33e-02
                                            mitsubishi           -2.12e+00   7.58e-03  6.33e-02
                                            subaru               -2.04e+00   7.58e-03  5.85e-02
                                            volkswagen           -2.04e+00   7.58e-03  5.85e-02
                                            volvo                -1.96e+00   7.58e-03  5.36e-02
                                            dodge                -1.76e+00   7.58e-03  4.39e-02
                                            bmw                  -1.64e+00   7.58e-03  3.91e-02
                                            mercedes-benz        -1.64e+00   7.58e-03  3.91e-02
                                            audi                 -1.51e+00   7.58e-03  3.42e-02
                                            plymouth             -1.51e+00   7.58e-03  3.42e-02
                                            saab                 -1.35e+00   7.58e-03  2.93e-02
                                            porsche              -1.17e+00   7.58e-03  2.45e-02
                                            isuzu                -9.53e-01   7.58e-03  1.96e-02
                                            alfa-romero          -6.69e-01   7.58e-03  1.48e-02
                                            chevrolet            -6.69e-01   7.58e-03  1.48e-02
                                            jaguar               -6.69e-01   7.58e-03  1.48e-02
                                            mercury               4.01e-01   7.58e-03  5.08e-03
                                            renault              -2.71e-01   7.58e-03  9.93e-03
002 028 R SNcm Log stroke
                                     1.855 ( 1.26e+00  1.37e-02)  6.08e+00 ( 1.18e+00  1.02e-01)
                                     Prob-jk is known  9.96e-01   Prob-*k   is  known  9.80e-01
023 003 D SM   fuel-type
                                     1.837  
                                            gas                  -2.38e+00   8.33e-02  9.00e-01
                                            diesel                2.22e+00   9.17e-01  9.95e-02
009 035 R SNcn Log height
                                     1.771 ( 4.05e+00  1.55e-02)  4.42e+00 ( 3.98e+00  4.54e-02)
015 017 D SM   fuel-system
                                     1.758  
                                            mpfi                 -3.09e+00   2.08e-02  4.57e-01
                                            2bbl                 -2.73e+00   2.08e-02  3.21e-01
                                            idi                   2.17e+00   8.54e-01  9.77e-02
                                            mfi                   1.34e+00   2.08e-02  5.46e-03
                                            spfi                  1.34e+00   2.08e-02  5.46e-03
                                            1bbl                 -9.53e-01   2.08e-02  5.40e-02
                                            spdi                 -7.54e-01   2.08e-02  4.43e-02
                                            4bbl                  3.17e-01   2.08e-02  1.52e-02
011 037 R SNcn Log engine-size
                                     1.653 ( 5.02e+00  4.54e-02)  4.92e+00 ( 4.80e+00  2.82e-01)
003 029 R SNcm Log horse-power
                                     1.541 ( 4.55e+00  4.54e-02)  6.65e-01 ( 4.58e+00  3.45e-01)
                                     Prob-jk is known  9.98e-01   Prob-*k   is  known  9.90e-01
007 033 R SNcn Log length
                                     1.450 ( 5.25e+00  2.83e-02)  3.45e+00 ( 5.16e+00  7.06e-02)
000 026 R SNcm Log normalized-loses
                                     1.323 ( 5.08e+00  4.54e-02)  6.99e+00 ( 4.76e+00  2.82e-01)
                                     Prob-jk is known  6.33e-01   Prob-*k   is  known  8.00e-01
022 004 D SM   aspiration
                                     1.291  
                                            std                  -2.28e+00   8.33e-02  8.18e-01
                                            turbo                 1.62e+00   9.17e-01  1.82e-01
005 031 R SNcm Log price
                                     1.213 ( 9.66e+00  1.13e-01)  2.75e+00 ( 9.35e+00  5.00e-01)
                                     Prob-jk is known  9.96e-01   Prob-*k   is  known  9.80e-01
019 007 D SM   drive-wheels
                                     0.658  
                                            fwd                  -2.35e+00   5.56e-02  5.84e-01
                                            rwd                   8.75e-01   8.89e-01  3.71e-01
                                            4wd                   2.04e-01   5.56e-02  4.53e-02
020 006 D SM   body-style
                                     0.393  
                                            hatchback            -2.32e+00   3.33e-02  3.41e-01
                                            wagon                 1.10e+00   3.67e-01  1.22e-01
                                            hardtop              -1.77e-01   3.33e-02  3.98e-02
                                            sedan                 1.33e-01   5.33e-01  4.67e-01
                                            convertible           1.02e-01   3.33e-02  3.01e-02
021 005 D SM   num-of-doors
                                     0.393  
                                            two                  -2.05e+00   5.56e-02  4.34e-01
                                            ?                     1.59e+00   5.56e-02  1.13e-02
                                            four                  4.71e-01   8.89e-01  5.55e-01
013 039 R SNcn Log city-mpg
                                     0.165 ( 3.29e+00  1.79e-01)  5.07e-01 ( 3.19e+00  2.56e-01)
016 015 D SM   num-of-cylinders
                                     0.104  
                                            six                  -1.59e+00   2.38e-02  1.17e-01
                                            three                 1.46e+00   2.38e-02  5.55e-03
                                            twelve                1.46e+00   2.38e-02  5.55e-03
                                            five                 -8.21e-01   2.38e-02  5.41e-02
                                            two                   1.69e-01   2.38e-02  2.01e-02
                                            four                  1.04e-01   8.57e-01  7.73e-01
                                            eight                -4.74e-02   2.38e-02  2.50e-02
018 008 D SM   engine-location
                                     0.068  
                                            rear                  1.59e+00   8.33e-02  1.70e-02
                                            front                -6.99e-02   9.17e-01  9.83e-01
014 040 R SNcn Log highway-mpg
                                     0.045 ( 3.39e+00  1.79e-01)  8.63e-02 ( 3.40e+00  2.23e-01)