[spambayes-dev] removing punctuation redux

Tony Meyer tameyer at ihug.co.nz
Wed Oct 29 15:38:42 EST 2003


[...]
> Would someone please try this with their training database?  
[...]

Only time for a quick test and no analysis, so someone else can do that.
Here are my results (following Skip's recipe).

stds.txt -> puncts.txt
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams
-> <stat> tested 231 hams & 439 spams against 2079 hams & 3951 spams

false positive percentages
    0.000  0.000  tied          
    0.000  0.000  tied          
    0.000  0.000  tied          
    0.000  0.000  tied          
    0.000  0.000  tied          
    0.433  0.433  tied          
    0.000  0.000  tied          
    0.000  0.000  tied          
    0.000  0.000  tied          
    0.000  0.000  tied          

won   0 times
tied 10 times
lost  0 times

total unique fp went from 1 to 1 tied          
mean fp % went from 0.04329004329 to 0.04329004329 tied          

false negative percentages
    2.506  2.506  tied          
    1.822  1.822  tied          
    1.822  1.822  tied          
    1.367  1.367  tied          
    2.733  2.506  won     -8.31%
    1.595  1.367  won    -14.29%
    1.822  1.822  tied          
    2.506  2.506  tied          
    1.822  1.822  tied          
    1.822  1.822  tied          

won   2 times
tied  8 times
lost  0 times

total unique fn went from 87 to 85 won     -2.30%
mean fn % went from 1.98177676537 to 1.93621867881 won     -2.30%

ham mean                     ham sdev
   0.10    0.10   +0.00%        1.03    1.04   +0.97%
   0.04    0.03  -25.00%        0.24    0.22   -8.33%
   0.29    0.29   +0.00%        3.04    3.04   +0.00%
   0.20    0.20   +0.00%        2.64    2.68   +1.52%
   0.35    0.35   +0.00%        3.88    3.88   +0.00%
   0.71    0.70   -1.41%        6.48    6.47   -0.15%
   0.79    0.79   +0.00%        6.91    6.92   +0.14%
   0.27    0.27   +0.00%        3.30    3.30   +0.00%
   0.32    0.30   -6.25%        3.28    3.03   -7.62%
   0.42    0.41   -2.38%        5.28    5.35   +1.33%

ham mean and sdev for all runs
   0.35    0.34   -2.86%        4.15    4.14   -0.24%

spam mean                    spam sdev
  95.71   95.70   -0.01%       17.16   17.17   +0.06%
  96.97   96.99   +0.02%       14.91   14.78   -0.87%
  97.15   97.15   +0.00%       13.95   13.98   +0.22%
  96.64   96.69   +0.05%       14.09   14.05   -0.28%
  96.06   96.09   +0.03%       17.51   17.44   -0.40%
  96.97   97.04   +0.07%       13.81   13.71   -0.72%
  96.58   96.60   +0.02%       15.17   15.13   -0.26%
  96.52   96.52   +0.00%       15.96   15.93   -0.19%
  96.28   96.27   -0.01%       15.34   15.36   +0.13%
  96.95   96.94   -0.01%       14.76   14.74   -0.14%

spam mean and sdev for all runs
  96.58   96.60   +0.02%       15.32   15.28   -0.26%

ham/spam mean difference: 96.23 96.26 +0.03

=Tony Meyer




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