

AUTOCLASS C (version 3.3.4unx) STARTING at Thu Jun  7 12:11:03 2001 

AUTOCLASS -SEARCH default parameters:
rel_error=1.000000e-02; start_j_list=(2,3,5,7,10,15,25); n_classes_fn_type="random_ln_normal"; fixed_j=0; min_report_period=30; max_duration=0; max_n_tries=0; n_save=2; log_file_p=true; search_file_p=true; results_file_p=true; min_save_period=1800; max_n_store=10; n_final_summary=10; start_fn_type="random"; try_fn_type="converge_search_3"; initial_cycles_p=true; save_compact_p=true; read_compact_p=true; randomize_random_p=true; n_data=0; halt_range=5.000000e-01; halt_factor=1.000000e-04; rel_delta_range=2.500000e-03; n_average=3; cs4_delta_range=2.500000e-03; sigma_beta_n_values=6; max_cycles=200; converge_print_p=false; force_new_search_p=true; checkpoint_p=false; min_checkpoint_period=10800; reconverge_type=""; screen_output_p=true; interactive_p=true; break_on_warnings_p=true; free_storage_p=true

USER supplied parameters which override the defaults:
min_report_period=30000; max_n_tries=4; start_fn_type="block"; randomize_random_p=false; force_new_search_p=true


##############  Starting Input Check  ###############

To log file: 
   /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.log
During loading of: 
   [1] /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.db2,
   [2] /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.hd2,
   [3] /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.model.

   [Attribute #, value #, and datum # are zero based.]

ADVISORY[2]: data_file_format settings:
             separator_char = ',', comment_char = ';', unknown_token = '?'
ADVISORY[2]: read 26 attribute defs from 
             /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.hd2
ADVISORY[2]: for attribute #5: "num-of-doors" range increased to 3,
             for value 2 -- translator (2 ?).
ADVISORY[1]: read 205 datum from 
             /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.db2
ADVISORY[1]: discrete translations [ (internal external):count ... ] built 
             from input data --
   Attribute #0, "symboling":
      [ (0 3):27 (1 1):54 (2 2):32 (3 0):67 (4 -1):22 (5 -2):3 ]
   Attribute #2, "make":
      [ (0 alfa-romero):3 (1 audi):7 (2 bmw):8 (3 chevrolet):3 (4 dodge):9 (5 honda):13 (6 isuzu):4 (7 jaguar):3 (8 mazda):17 (9 mercedes-benz):8 (10 mercury):1 (11 mitsubishi):13 (12 nissan):18 (13 peugot):11 (14 plymouth):7 (15 porsche):5 (16 renault):2 (17 saab):6 (18 subaru):12 (19 toyota):32 (20 volkswagen):12 (21 volvo):11 ]
   Attribute #3, "fuel-type":
      [ (0 gas):185 (1 diesel):20 ]
   Attribute #4, "aspiration":
      [ (0 std):168 (1 turbo):37 ]
   Attribute #5, "num-of-doors":
      [ (0 two):89 (1 four):114 (2 ?):2 ]
   Attribute #6, "body-style":
      [ (0 convertible):6 (1 hatchback):70 (2 sedan):96 (3 wagon):25 (4 hardtop):8 ]
   Attribute #7, "drive-wheels":
      [ (0 rwd):76 (1 fwd):120 (2 4wd):9 ]
   Attribute #8, "engine-location":
      [ (0 front):202 (1 rear):3 ]
   Attribute #14, "engine-type":
      [ (0 dohc):12 (1 ohcv):13 (2 ohc):148 (3 l):12 (4 rotor):4 (5 ohcf):15 (6 dohcv):1 ]
   Attribute #15, "num-of-cylinders":
      [ (0 four):159 (1 six):24 (2 five):11 (3 three):1 (4 twelve):1 (5 two):4 (6 eight):5 ]
   Attribute #17, "fuel-system":
      [ (0 mpfi):94 (1 2bbl):66 (2 mfi):1 (3 1bbl):11 (4 spfi):1 (5 4bbl):3 (6 idi):20 (7 spdi):9 ]
ADVISORY[1]: real statistics [ min < (mean : variance) < max ] built 
             from input data --
   Attribute #1, "normalized-loses":
      [  6.5000e+01 < ( 1.2200e+02 : 1.2485e+03) <  2.5600e+02 ]
   Attribute #9, "wheel-base":
      [  8.6600e+01 < ( 9.8757e+01 : 3.6085e+01) <  1.2090e+02 ]
   Attribute #10, "length":
      [  1.4110e+02 < ( 1.7405e+02 : 1.5147e+02) <  2.0810e+02 ]
   Attribute #11, "width":
      [  6.0300e+01 < ( 6.5908e+01 : 4.5795e+00) <  7.2300e+01 ]
   Attribute #12, "height":
      [  4.7800e+01 < ( 5.3725e+01 : 5.9417e+00) <  5.9800e+01 ]
   Attribute #13, "curb-weight":
      [  1.4880e+03 < ( 2.5556e+03 : 2.6979e+05) <  4.0660e+03 ]
   Attribute #16, "engine-size":
      [  6.1000e+01 < ( 1.2691e+02 : 1.7257e+03) <  3.2600e+02 ]
   Attribute #18, "bore":
      [  2.5400e+00 < ( 3.3298e+00 : 7.4451e-02) <  3.9400e+00 ]
   Attribute #19, "stroke":
      [  2.0700e+00 < ( 3.2554e+00 : 9.9811e-02) <  4.1700e+00 ]
   Attribute #20, "compression-ratio":
      [  7.0000e+00 < ( 1.0143e+01 : 1.5700e+01) <  2.3000e+01 ]
   Attribute #21, "horse-power":
      [  4.8000e+01 < ( 1.0426e+02 : 1.5695e+03) <  2.8800e+02 ]
   Attribute #22, "peak-rpm":
      [  4.1500e+03 < ( 5.1254e+03 : 2.2863e+05) <  6.6000e+03 ]
   Attribute #23, "city-mpg":
      [  1.3000e+01 < ( 2.5220e+01 : 4.2591e+01) <  4.9000e+01 ]
   Attribute #24, "highway-mpg":
      [  1.6000e+01 < ( 3.0751e+01 : 4.7192e+01) <  5.4000e+01 ]
   Attribute #25, "price":
      [  5.1180e+03 < ( 1.3207e+04 : 6.2842e+07) <  4.5400e+04 ]
ADVISORY[3]: the default model term type, single_normal_cn, 
             will be used for these attributes:
             #9: "wheel-base"
             #10: "length"
             #11: "width"
             #12: "height"
             #13: "curb-weight"
             #16: "engine-size"
             #20: "compression-ratio"
             #23: "city-mpg"
             #24: "highway-mpg"
ADVISORY[3]: read 1 model def from 
             /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.model
ADVISORY[2]: log_transform is being applied to attribute #1:
             "normalized-loses" and will be stored as attribute #26.
   Attribute #26, "Log normalized-loses":
      [  4.1744e+00 < ( 4.7637e+00 : 8.0123e-02) <  5.5452e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #18:
             "bore" and will be stored as attribute #27.
   Attribute #27, "Log bore":
      [  9.3216e-01 < ( 1.1995e+00 : 6.7855e-03) <  1.3712e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #19:
             "stroke" and will be stored as attribute #28.
   Attribute #28, "Log stroke":
      [  7.2755e-01 < ( 1.1753e+00 : 1.0509e-02) <  1.4279e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #21:
             "horse-power" and will be stored as attribute #29.
   Attribute #29, "Log horse-power":
      [  3.8712e+00 < ( 4.5841e+00 : 1.1947e-01) <  5.6630e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #22:
             "peak-rpm" and will be stored as attribute #30.
   Attribute #30, "Log peak-rpm":
      [  8.3309e+00 < ( 8.5376e+00 : 8.8318e-03) <  8.7948e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #25:
             "price" and will be stored as attribute #31.
   Attribute #31, "Log price":
      [  8.5405e+00 < ( 9.3501e+00 : 2.5100e-01) <  1.0723e+01 ]
ADVISORY[2]: log_transform is being applied to attribute #24:
             "highway-mpg" and will be stored as attribute #32.
   Attribute #32, "Log highway-mpg":
      [  2.7726e+00 < ( 3.4011e+00 : 5.0072e-02) <  3.9890e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #23:
             "city-mpg" and will be stored as attribute #33.
   Attribute #33, "Log city-mpg":
      [  2.5649e+00 < ( 3.1948e+00 : 6.5718e-02) <  3.8918e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #20:
             "compression-ratio" and will be stored as attribute #34.
   Attribute #34, "Log compression-ratio":
      [  1.9459e+00 < ( 2.2674e+00 : 7.9267e-02) <  3.1355e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #16:
             "engine-size" and will be stored as attribute #35.
   Attribute #35, "Log engine-size":
      [  4.1109e+00 < ( 4.8002e+00 : 7.9679e-02) <  5.7869e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #13:
             "curb-weight" and will be stored as attribute #36.
   Attribute #36, "Log curb-weight":
      [  7.3052e+00 < ( 7.8262e+00 : 3.8996e-02) <  8.3104e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #12:
             "height" and will be stored as attribute #37.
   Attribute #37, "Log height":
      [  3.8670e+00 < ( 3.9828e+00 : 2.0614e-03) <  4.0910e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #11:
             "width" and will be stored as attribute #38.
   Attribute #38, "Log width":
      [  4.0993e+00 < ( 4.1877e+00 : 1.0268e-03) <  4.2808e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #10:
             "length" and will be stored as attribute #39.
   Attribute #39, "Log length":
      [  4.9495e+00 < ( 5.1568e+00 : 5.0053e-03) <  5.3380e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #9:
             "wheel-base" and will be stored as attribute #40.
   Attribute #40, "Log wheel-base":
      [  4.4613e+00 < ( 4.5909e+00 : 3.5069e-03) <  4.7950e+00 ]

############ Input Check Concluded ##############

WELCOME TO AUTOCLASS.
  1) Each time I have finished a new 'trial', or attempt to find a good
     classification, I will print the number of classes that trial
     started and ended with, such as 9->7.
  2) If that trial results in a duplicate of a previous run, I will print
     'dup' first.
  3) If that trial results in a classification better than any previous, 
     I will print 'best' first.
  4) If more than 8 hours 20 minutes have passed since the last report, and a new
     classification has been found which is better than any previous ones,
     I will report on that classification and on the status of the search
     so far.
  5) This report will include an estimate of the time it will take to find
     another even better classification, and how much better that will be.
     In addition, I will estimate a lower bound on how long it might take to
     find the very best classification, and how much better that might be.
  6) If you are warned about too much time in overhead, you may want to
     change the parameters n_save, min_save_period, min_report_period, or
     min_checkpoint_period.
  7) To quit searching, type a 'q', hit <return>, and wait.  Otherwise I'll
     go on until I complete trial number (4).
  8) If needed, every 30 minutes I will save the best 2 classifications
     so far to file: 
     /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.results-bin
     and a description of the search to file:
     /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.search
  9) A record of this search will be printed to file:
     /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.log

BEGINNING SEARCH at Thu Jun  7 12:11:03 2001

[j_in=2]  [cs-3: cycles 22] best2->2(1) [j_in=3]  [cs-3: cycles 16] best3->3(2) [j_in=5]  [cs-3: cycles 37] best5->5(3) [j_in=7]  [cs-3: cycles 32] best7->7(4) 


ENDING SEARCH because max number of tries reached at Thu Jun  7 12:11:04 2001
  after a total of 4 tries over 2 seconds
A log of this search is in file:
 /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.log
The search results are stored in file:
 /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.results-bin
This search can be restarted by having "force_new_search_p = false" in file:
 /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.s-params
 and reinvoking the "autoclass -search ..." form

------------------  SUMMARY OF 10 BEST RESULTS  ------------------
PROBABILITY  exp(-16453.536) N_CLASSES   7 FOUND ON TRY    4 *SAVED*
PROBABILITY  exp(-16654.238) N_CLASSES   5 FOUND ON TRY    3 *SAVED*
PROBABILITY  exp(-16816.658) N_CLASSES   3 FOUND ON TRY    2
PROBABILITY  exp(-17041.867) N_CLASSES   2 FOUND ON TRY    1

------------------  SUMMARY OF TRY CONVERGENCE  ------------------
try    4    num_cycles   32    max_cycles  200    convergent
try    3    num_cycles   37    max_cycles  200    convergent
try    2    num_cycles   16    max_cycles  200    convergent
try    1    num_cycles   22    max_cycles  200    convergent

AUTOCLASS C (version 3.3.4unx) STOPPING at Thu Jun  7 12:11:04 2001 


AUTOCLASS C (version 3.3.4unx) STARTING at Thu Jun  7 12:12:56 2001 

AUTOCLASS -SEARCH default parameters:
rel_error=1.000000e-02; start_j_list=(2,3,5,7,10,15,25); n_classes_fn_type="random_ln_normal"; fixed_j=0; min_report_period=30; max_duration=0; max_n_tries=0; n_save=2; log_file_p=true; search_file_p=true; results_file_p=true; min_save_period=1800; max_n_store=10; n_final_summary=10; start_fn_type="random"; try_fn_type="converge_search_3"; initial_cycles_p=true; save_compact_p=true; read_compact_p=true; randomize_random_p=true; n_data=0; halt_range=5.000000e-01; halt_factor=1.000000e-04; rel_delta_range=2.500000e-03; n_average=3; cs4_delta_range=2.500000e-03; sigma_beta_n_values=6; max_cycles=200; converge_print_p=false; force_new_search_p=true; checkpoint_p=false; min_checkpoint_period=10800; reconverge_type=""; screen_output_p=true; interactive_p=true; break_on_warnings_p=true; free_storage_p=true

USER supplied parameters which override the defaults:
min_report_period=30000; max_n_tries=4; start_fn_type="block"; randomize_random_p=false; rel_delta_range=5.000000e-02; force_new_search_p=true


##############  Starting Input Check  ###############

To log file: 
   /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.log
During loading of: 
   [1] /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.db2,
   [2] /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.hd2,
   [3] /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.model.

   [Attribute #, value #, and datum # are zero based.]

ADVISORY[2]: data_file_format settings:
             separator_char = ',', comment_char = ';', unknown_token = '?'
ADVISORY[2]: read 26 attribute defs from 
             /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.hd2
ADVISORY[2]: for attribute #5: "num-of-doors" range increased to 3,
             for value 2 -- translator (2 ?).
ADVISORY[1]: read 205 datum from 
             /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.db2
ADVISORY[1]: discrete translations [ (internal external):count ... ] built 
             from input data --
   Attribute #0, "symboling":
      [ (0 3):27 (1 1):54 (2 2):32 (3 0):67 (4 -1):22 (5 -2):3 ]
   Attribute #2, "make":
      [ (0 alfa-romero):3 (1 audi):7 (2 bmw):8 (3 chevrolet):3 (4 dodge):9 (5 honda):13 (6 isuzu):4 (7 jaguar):3 (8 mazda):17 (9 mercedes-benz):8 (10 mercury):1 (11 mitsubishi):13 (12 nissan):18 (13 peugot):11 (14 plymouth):7 (15 porsche):5 (16 renault):2 (17 saab):6 (18 subaru):12 (19 toyota):32 (20 volkswagen):12 (21 volvo):11 ]
   Attribute #3, "fuel-type":
      [ (0 gas):185 (1 diesel):20 ]
   Attribute #4, "aspiration":
      [ (0 std):168 (1 turbo):37 ]
   Attribute #5, "num-of-doors":
      [ (0 two):89 (1 four):114 (2 ?):2 ]
   Attribute #6, "body-style":
      [ (0 convertible):6 (1 hatchback):70 (2 sedan):96 (3 wagon):25 (4 hardtop):8 ]
   Attribute #7, "drive-wheels":
      [ (0 rwd):76 (1 fwd):120 (2 4wd):9 ]
   Attribute #8, "engine-location":
      [ (0 front):202 (1 rear):3 ]
   Attribute #14, "engine-type":
      [ (0 dohc):12 (1 ohcv):13 (2 ohc):148 (3 l):12 (4 rotor):4 (5 ohcf):15 (6 dohcv):1 ]
   Attribute #15, "num-of-cylinders":
      [ (0 four):159 (1 six):24 (2 five):11 (3 three):1 (4 twelve):1 (5 two):4 (6 eight):5 ]
   Attribute #17, "fuel-system":
      [ (0 mpfi):94 (1 2bbl):66 (2 mfi):1 (3 1bbl):11 (4 spfi):1 (5 4bbl):3 (6 idi):20 (7 spdi):9 ]
ADVISORY[1]: real statistics [ min < (mean : variance) < max ] built 
             from input data --
   Attribute #1, "normalized-loses":
      [  6.5000e+01 < ( 1.2200e+02 : 1.2485e+03) <  2.5600e+02 ]
   Attribute #9, "wheel-base":
      [  8.6600e+01 < ( 9.8757e+01 : 3.6085e+01) <  1.2090e+02 ]
   Attribute #10, "length":
      [  1.4110e+02 < ( 1.7405e+02 : 1.5147e+02) <  2.0810e+02 ]
   Attribute #11, "width":
      [  6.0300e+01 < ( 6.5908e+01 : 4.5795e+00) <  7.2300e+01 ]
   Attribute #12, "height":
      [  4.7800e+01 < ( 5.3725e+01 : 5.9417e+00) <  5.9800e+01 ]
   Attribute #13, "curb-weight":
      [  1.4880e+03 < ( 2.5556e+03 : 2.6979e+05) <  4.0660e+03 ]
   Attribute #16, "engine-size":
      [  6.1000e+01 < ( 1.2691e+02 : 1.7257e+03) <  3.2600e+02 ]
   Attribute #18, "bore":
      [  2.5400e+00 < ( 3.3298e+00 : 7.4451e-02) <  3.9400e+00 ]
   Attribute #19, "stroke":
      [  2.0700e+00 < ( 3.2554e+00 : 9.9811e-02) <  4.1700e+00 ]
   Attribute #20, "compression-ratio":
      [  7.0000e+00 < ( 1.0143e+01 : 1.5700e+01) <  2.3000e+01 ]
   Attribute #21, "horse-power":
      [  4.8000e+01 < ( 1.0426e+02 : 1.5695e+03) <  2.8800e+02 ]
   Attribute #22, "peak-rpm":
      [  4.1500e+03 < ( 5.1254e+03 : 2.2863e+05) <  6.6000e+03 ]
   Attribute #23, "city-mpg":
      [  1.3000e+01 < ( 2.5220e+01 : 4.2591e+01) <  4.9000e+01 ]
   Attribute #24, "highway-mpg":
      [  1.6000e+01 < ( 3.0751e+01 : 4.7192e+01) <  5.4000e+01 ]
   Attribute #25, "price":
      [  5.1180e+03 < ( 1.3207e+04 : 6.2842e+07) <  4.5400e+04 ]
ADVISORY[3]: the default model term type, single_normal_cn, 
             will be used for these attributes:
             #9: "wheel-base"
             #10: "length"
             #11: "width"
             #12: "height"
             #13: "curb-weight"
             #16: "engine-size"
             #20: "compression-ratio"
             #23: "city-mpg"
             #24: "highway-mpg"
ADVISORY[3]: read 1 model def from 
             /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.model
ADVISORY[2]: log_transform is being applied to attribute #1:
             "normalized-loses" and will be stored as attribute #26.
   Attribute #26, "Log normalized-loses":
      [  4.1744e+00 < ( 4.7637e+00 : 8.0123e-02) <  5.5452e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #18:
             "bore" and will be stored as attribute #27.
   Attribute #27, "Log bore":
      [  9.3216e-01 < ( 1.1995e+00 : 6.7855e-03) <  1.3712e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #19:
             "stroke" and will be stored as attribute #28.
   Attribute #28, "Log stroke":
      [  7.2755e-01 < ( 1.1753e+00 : 1.0509e-02) <  1.4279e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #21:
             "horse-power" and will be stored as attribute #29.
   Attribute #29, "Log horse-power":
      [  3.8712e+00 < ( 4.5841e+00 : 1.1947e-01) <  5.6630e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #22:
             "peak-rpm" and will be stored as attribute #30.
   Attribute #30, "Log peak-rpm":
      [  8.3309e+00 < ( 8.5376e+00 : 8.8318e-03) <  8.7948e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #25:
             "price" and will be stored as attribute #31.
   Attribute #31, "Log price":
      [  8.5405e+00 < ( 9.3501e+00 : 2.5100e-01) <  1.0723e+01 ]
ADVISORY[2]: log_transform is being applied to attribute #24:
             "highway-mpg" and will be stored as attribute #32.
   Attribute #32, "Log highway-mpg":
      [  2.7726e+00 < ( 3.4011e+00 : 5.0072e-02) <  3.9890e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #23:
             "city-mpg" and will be stored as attribute #33.
   Attribute #33, "Log city-mpg":
      [  2.5649e+00 < ( 3.1948e+00 : 6.5718e-02) <  3.8918e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #20:
             "compression-ratio" and will be stored as attribute #34.
   Attribute #34, "Log compression-ratio":
      [  1.9459e+00 < ( 2.2674e+00 : 7.9267e-02) <  3.1355e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #16:
             "engine-size" and will be stored as attribute #35.
   Attribute #35, "Log engine-size":
      [  4.1109e+00 < ( 4.8002e+00 : 7.9679e-02) <  5.7869e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #13:
             "curb-weight" and will be stored as attribute #36.
   Attribute #36, "Log curb-weight":
      [  7.3052e+00 < ( 7.8262e+00 : 3.8996e-02) <  8.3104e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #12:
             "height" and will be stored as attribute #37.
   Attribute #37, "Log height":
      [  3.8670e+00 < ( 3.9828e+00 : 2.0614e-03) <  4.0910e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #11:
             "width" and will be stored as attribute #38.
   Attribute #38, "Log width":
      [  4.0993e+00 < ( 4.1877e+00 : 1.0268e-03) <  4.2808e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #10:
             "length" and will be stored as attribute #39.
   Attribute #39, "Log length":
      [  4.9495e+00 < ( 5.1568e+00 : 5.0053e-03) <  5.3380e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #9:
             "wheel-base" and will be stored as attribute #40.
   Attribute #40, "Log wheel-base":
      [  4.4613e+00 < ( 4.5909e+00 : 3.5069e-03) <  4.7950e+00 ]

############ Input Check Concluded ##############

WELCOME TO AUTOCLASS.
  1) Each time I have finished a new 'trial', or attempt to find a good
     classification, I will print the number of classes that trial
     started and ended with, such as 9->7.
  2) If that trial results in a duplicate of a previous run, I will print
     'dup' first.
  3) If that trial results in a classification better than any previous, 
     I will print 'best' first.
  4) If more than 8 hours 20 minutes have passed since the last report, and a new
     classification has been found which is better than any previous ones,
     I will report on that classification and on the status of the search
     so far.
  5) This report will include an estimate of the time it will take to find
     another even better classification, and how much better that will be.
     In addition, I will estimate a lower bound on how long it might take to
     find the very best classification, and how much better that might be.
  6) If you are warned about too much time in overhead, you may want to
     change the parameters n_save, min_save_period, min_report_period, or
     min_checkpoint_period.
  7) To quit searching, type a 'q', hit <return>, and wait.  Otherwise I'll
     go on until I complete trial number (4).
  8) If needed, every 30 minutes I will save the best 2 classifications
     so far to file: 
     /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.results-bin
     and a description of the search to file:
     /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.search
  9) A record of this search will be printed to file:
     /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.log

BEGINNING SEARCH at Thu Jun  7 12:12:57 2001

[j_in=2]  [cs-3: cycles 12] best2->2(1) [j_in=3]  [cs-3: cycles 12] best3->3(2) [j_in=5]  [cs-3: cycles 28] best5->5(3) [j_in=7]  [cs-3: cycles 20] best7->7(4) 


ENDING SEARCH because max number of tries reached at Thu Jun  7 12:12:58 2001
  after a total of 4 tries over 2 seconds
A log of this search is in file:
 /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.log
The search results are stored in file:
 /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.results-bin
This search can be restarted by having "force_new_search_p = false" in file:
 /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.s-params
 and reinvoking the "autoclass -search ..." form

------------------  SUMMARY OF 10 BEST RESULTS  ------------------
PROBABILITY  exp(-16464.989) N_CLASSES   7 FOUND ON TRY    4 *SAVED*
PROBABILITY  exp(-16674.829) N_CLASSES   5 FOUND ON TRY    3 *SAVED*
PROBABILITY  exp(-16816.729) N_CLASSES   3 FOUND ON TRY    2
PROBABILITY  exp(-17042.456) N_CLASSES   2 FOUND ON TRY    1

------------------  SUMMARY OF TRY CONVERGENCE  ------------------
try    4    num_cycles   20    max_cycles  200    convergent
try    3    num_cycles   28    max_cycles  200    convergent
try    2    num_cycles   12    max_cycles  200    convergent
try    1    num_cycles   12    max_cycles  200    convergent

AUTOCLASS C (version 3.3.4unx) STOPPING at Thu Jun  7 12:12:58 2001 


AUTOCLASS C (version 3.3.4unx) STARTING at Thu Jun  7 12:14:17 2001 

AUTOCLASS -SEARCH default parameters:
rel_error=1.000000e-02; start_j_list=(2,3,5,7,10,15,25); n_classes_fn_type="random_ln_normal"; fixed_j=0; min_report_period=30; max_duration=0; max_n_tries=0; n_save=2; log_file_p=true; search_file_p=true; results_file_p=true; min_save_period=1800; max_n_store=10; n_final_summary=10; start_fn_type="random"; try_fn_type="converge_search_3"; initial_cycles_p=true; save_compact_p=true; read_compact_p=true; randomize_random_p=true; n_data=0; halt_range=5.000000e-01; halt_factor=1.000000e-04; rel_delta_range=2.500000e-03; n_average=3; cs4_delta_range=2.500000e-03; sigma_beta_n_values=6; max_cycles=200; converge_print_p=false; force_new_search_p=true; checkpoint_p=false; min_checkpoint_period=10800; reconverge_type=""; screen_output_p=true; interactive_p=true; break_on_warnings_p=true; free_storage_p=true

USER supplied parameters which override the defaults:
min_report_period=30000; max_n_tries=4; start_fn_type="block"; try_fn_type="converge_search_4"; randomize_random_p=false; cs4_delta_range=2.500000e-03; sigma_beta_n_values=6; force_new_search_p=true


##############  Starting Input Check  ###############

To log file: 
   /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.log
During loading of: 
   [1] /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.db2,
   [2] /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.hd2,
   [3] /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.model.

   [Attribute #, value #, and datum # are zero based.]

ADVISORY[2]: data_file_format settings:
             separator_char = ',', comment_char = ';', unknown_token = '?'
ADVISORY[2]: read 26 attribute defs from 
             /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.hd2
ADVISORY[2]: for attribute #5: "num-of-doors" range increased to 3,
             for value 2 -- translator (2 ?).
ADVISORY[1]: read 205 datum from 
             /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.db2
ADVISORY[1]: discrete translations [ (internal external):count ... ] built 
             from input data --
   Attribute #0, "symboling":
      [ (0 3):27 (1 1):54 (2 2):32 (3 0):67 (4 -1):22 (5 -2):3 ]
   Attribute #2, "make":
      [ (0 alfa-romero):3 (1 audi):7 (2 bmw):8 (3 chevrolet):3 (4 dodge):9 (5 honda):13 (6 isuzu):4 (7 jaguar):3 (8 mazda):17 (9 mercedes-benz):8 (10 mercury):1 (11 mitsubishi):13 (12 nissan):18 (13 peugot):11 (14 plymouth):7 (15 porsche):5 (16 renault):2 (17 saab):6 (18 subaru):12 (19 toyota):32 (20 volkswagen):12 (21 volvo):11 ]
   Attribute #3, "fuel-type":
      [ (0 gas):185 (1 diesel):20 ]
   Attribute #4, "aspiration":
      [ (0 std):168 (1 turbo):37 ]
   Attribute #5, "num-of-doors":
      [ (0 two):89 (1 four):114 (2 ?):2 ]
   Attribute #6, "body-style":
      [ (0 convertible):6 (1 hatchback):70 (2 sedan):96 (3 wagon):25 (4 hardtop):8 ]
   Attribute #7, "drive-wheels":
      [ (0 rwd):76 (1 fwd):120 (2 4wd):9 ]
   Attribute #8, "engine-location":
      [ (0 front):202 (1 rear):3 ]
   Attribute #14, "engine-type":
      [ (0 dohc):12 (1 ohcv):13 (2 ohc):148 (3 l):12 (4 rotor):4 (5 ohcf):15 (6 dohcv):1 ]
   Attribute #15, "num-of-cylinders":
      [ (0 four):159 (1 six):24 (2 five):11 (3 three):1 (4 twelve):1 (5 two):4 (6 eight):5 ]
   Attribute #17, "fuel-system":
      [ (0 mpfi):94 (1 2bbl):66 (2 mfi):1 (3 1bbl):11 (4 spfi):1 (5 4bbl):3 (6 idi):20 (7 spdi):9 ]
ADVISORY[1]: real statistics [ min < (mean : variance) < max ] built 
             from input data --
   Attribute #1, "normalized-loses":
      [  6.5000e+01 < ( 1.2200e+02 : 1.2485e+03) <  2.5600e+02 ]
   Attribute #9, "wheel-base":
      [  8.6600e+01 < ( 9.8757e+01 : 3.6085e+01) <  1.2090e+02 ]
   Attribute #10, "length":
      [  1.4110e+02 < ( 1.7405e+02 : 1.5147e+02) <  2.0810e+02 ]
   Attribute #11, "width":
      [  6.0300e+01 < ( 6.5908e+01 : 4.5795e+00) <  7.2300e+01 ]
   Attribute #12, "height":
      [  4.7800e+01 < ( 5.3725e+01 : 5.9417e+00) <  5.9800e+01 ]
   Attribute #13, "curb-weight":
      [  1.4880e+03 < ( 2.5556e+03 : 2.6979e+05) <  4.0660e+03 ]
   Attribute #16, "engine-size":
      [  6.1000e+01 < ( 1.2691e+02 : 1.7257e+03) <  3.2600e+02 ]
   Attribute #18, "bore":
      [  2.5400e+00 < ( 3.3298e+00 : 7.4451e-02) <  3.9400e+00 ]
   Attribute #19, "stroke":
      [  2.0700e+00 < ( 3.2554e+00 : 9.9811e-02) <  4.1700e+00 ]
   Attribute #20, "compression-ratio":
      [  7.0000e+00 < ( 1.0143e+01 : 1.5700e+01) <  2.3000e+01 ]
   Attribute #21, "horse-power":
      [  4.8000e+01 < ( 1.0426e+02 : 1.5695e+03) <  2.8800e+02 ]
   Attribute #22, "peak-rpm":
      [  4.1500e+03 < ( 5.1254e+03 : 2.2863e+05) <  6.6000e+03 ]
   Attribute #23, "city-mpg":
      [  1.3000e+01 < ( 2.5220e+01 : 4.2591e+01) <  4.9000e+01 ]
   Attribute #24, "highway-mpg":
      [  1.6000e+01 < ( 3.0751e+01 : 4.7192e+01) <  5.4000e+01 ]
   Attribute #25, "price":
      [  5.1180e+03 < ( 1.3207e+04 : 6.2842e+07) <  4.5400e+04 ]
ADVISORY[3]: the default model term type, single_normal_cn, 
             will be used for these attributes:
             #9: "wheel-base"
             #10: "length"
             #11: "width"
             #12: "height"
             #13: "curb-weight"
             #16: "engine-size"
             #20: "compression-ratio"
             #23: "city-mpg"
             #24: "highway-mpg"
ADVISORY[3]: read 1 model def from 
             /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.model
ADVISORY[2]: log_transform is being applied to attribute #1:
             "normalized-loses" and will be stored as attribute #26.
   Attribute #26, "Log normalized-loses":
      [  4.1744e+00 < ( 4.7637e+00 : 8.0123e-02) <  5.5452e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #18:
             "bore" and will be stored as attribute #27.
   Attribute #27, "Log bore":
      [  9.3216e-01 < ( 1.1995e+00 : 6.7855e-03) <  1.3712e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #19:
             "stroke" and will be stored as attribute #28.
   Attribute #28, "Log stroke":
      [  7.2755e-01 < ( 1.1753e+00 : 1.0509e-02) <  1.4279e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #21:
             "horse-power" and will be stored as attribute #29.
   Attribute #29, "Log horse-power":
      [  3.8712e+00 < ( 4.5841e+00 : 1.1947e-01) <  5.6630e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #22:
             "peak-rpm" and will be stored as attribute #30.
   Attribute #30, "Log peak-rpm":
      [  8.3309e+00 < ( 8.5376e+00 : 8.8318e-03) <  8.7948e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #25:
             "price" and will be stored as attribute #31.
   Attribute #31, "Log price":
      [  8.5405e+00 < ( 9.3501e+00 : 2.5100e-01) <  1.0723e+01 ]
ADVISORY[2]: log_transform is being applied to attribute #24:
             "highway-mpg" and will be stored as attribute #32.
   Attribute #32, "Log highway-mpg":
      [  2.7726e+00 < ( 3.4011e+00 : 5.0072e-02) <  3.9890e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #23:
             "city-mpg" and will be stored as attribute #33.
   Attribute #33, "Log city-mpg":
      [  2.5649e+00 < ( 3.1948e+00 : 6.5718e-02) <  3.8918e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #20:
             "compression-ratio" and will be stored as attribute #34.
   Attribute #34, "Log compression-ratio":
      [  1.9459e+00 < ( 2.2674e+00 : 7.9267e-02) <  3.1355e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #16:
             "engine-size" and will be stored as attribute #35.
   Attribute #35, "Log engine-size":
      [  4.1109e+00 < ( 4.8002e+00 : 7.9679e-02) <  5.7869e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #13:
             "curb-weight" and will be stored as attribute #36.
   Attribute #36, "Log curb-weight":
      [  7.3052e+00 < ( 7.8262e+00 : 3.8996e-02) <  8.3104e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #12:
             "height" and will be stored as attribute #37.
   Attribute #37, "Log height":
      [  3.8670e+00 < ( 3.9828e+00 : 2.0614e-03) <  4.0910e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #11:
             "width" and will be stored as attribute #38.
   Attribute #38, "Log width":
      [  4.0993e+00 < ( 4.1877e+00 : 1.0268e-03) <  4.2808e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #10:
             "length" and will be stored as attribute #39.
   Attribute #39, "Log length":
      [  4.9495e+00 < ( 5.1568e+00 : 5.0053e-03) <  5.3380e+00 ]
ADVISORY[2]: log_transform is being applied to attribute #9:
             "wheel-base" and will be stored as attribute #40.
   Attribute #40, "Log wheel-base":
      [  4.4613e+00 < ( 4.5909e+00 : 3.5069e-03) <  4.7950e+00 ]

############ Input Check Concluded ##############

WELCOME TO AUTOCLASS.
  1) Each time I have finished a new 'trial', or attempt to find a good
     classification, I will print the number of classes that trial
     started and ended with, such as 9->7.
  2) If that trial results in a duplicate of a previous run, I will print
     'dup' first.
  3) If that trial results in a classification better than any previous, 
     I will print 'best' first.
  4) If more than 8 hours 20 minutes have passed since the last report, and a new
     classification has been found which is better than any previous ones,
     I will report on that classification and on the status of the search
     so far.
  5) This report will include an estimate of the time it will take to find
     another even better classification, and how much better that will be.
     In addition, I will estimate a lower bound on how long it might take to
     find the very best classification, and how much better that might be.
  6) If you are warned about too much time in overhead, you may want to
     change the parameters n_save, min_save_period, min_report_period, or
     min_checkpoint_period.
  7) To quit searching, type a 'q', hit <return>, and wait.  Otherwise I'll
     go on until I complete trial number (4).
  8) If needed, every 30 minutes I will save the best 2 classifications
     so far to file: 
     /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.results-bin
     and a description of the search to file:
     /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.search
  9) A record of this search will be printed to file:
     /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.log

BEGINNING SEARCH at Thu Jun  7 12:14:18 2001

[j_in=2]  [cs-4: cycles 22] best2->2(1) [j_in=3]  [cs-4: cycles 16] best3->3(2) [j_in=5]  [cs-4: cycles 38] best5->5(3) [j_in=7]  [cs-4: cycles 33] best7->7(4) 


ENDING SEARCH because max number of tries reached at Thu Jun  7 12:14:19 2001
  after a total of 4 tries over 2 seconds
A log of this search is in file:
 /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.log
The search results are stored in file:
 /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.results-bin
This search can be restarted by having "force_new_search_p = false" in file:
 /home/wtaylor/AC/3.3.4/autoclass-c/data/autos/imports-85.s-params
 and reinvoking the "autoclass -search ..." form

------------------  SUMMARY OF 10 BEST RESULTS  ------------------
PROBABILITY  exp(-16453.532) N_CLASSES   7 FOUND ON TRY    4 *SAVED*
PROBABILITY  exp(-16654.237) N_CLASSES   5 FOUND ON TRY    3 *SAVED*
PROBABILITY  exp(-16816.658) N_CLASSES   3 FOUND ON TRY    2
PROBABILITY  exp(-17041.867) N_CLASSES   2 FOUND ON TRY    1

------------------  SUMMARY OF TRY CONVERGENCE  ------------------
try    4    num_cycles   33    max_cycles  200    convergent
try    3    num_cycles   38    max_cycles  200    convergent
try    2    num_cycles   16    max_cycles  200    convergent
try    1    num_cycles   22    max_cycles  200    convergent

AUTOCLASS C (version 3.3.4unx) STOPPING at Thu Jun  7 12:14:19 2001 
