##### WITH NEW RULES AND SCORES #####

# SUMMARY for threshold 5.0:
# Correctly non-spam: 149709  33.961%  (99.572% of non-spam corpus)
# Correctly spam:     286776  65.055%  (98.728% of spam corpus)
# False positives:       643  0.146%  (0.428% of nonspam,  74381 weighted)
# False negatives:      3695  0.838%  (1.272% of spam,   5089 weighted)
# Average score for spam:  31.5    nonspam: -2.0
# Average for false-pos:   6.0  false-neg: 1.4
# TOTAL:              440823  100.00%

Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  18815  99.58%
# Correctly spam:      35839  98.74%
# False positives:        80  0.42%
# False negatives:       457  1.26%
# TCR(l=50): 8.143594  SpamRecall: 98.741%  SpamPrec: 99.777%

##### WITHOUT NEW RULES AND SCORES #####
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam: 150141  99.86%
# Correctly spam:     282800  97.36%
# False positives:       211  0.14%
# False negatives:      7671  2.64%
# TCR(l=50): 15.941551  SpamRecall: 97.359%  SpamPrec: 99.925%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  18864  99.84%
# Correctly spam:      35357  97.41%
# False positives:        31  0.16%
# False negatives:       939  2.59%
# TCR(l=50): 14.582563  SpamRecall: 97.413%  SpamPrec: 99.912%