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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 153267  35.528%  (99.554% of non-spam corpus)
# Correctly spam:     273855  63.480%  (98.705% of spam corpus)
# False positives:       686  0.159%  (0.446% of nonspam,  75500 weighted)
# False negatives:      3594  0.833%  (1.295% of spam,   5251 weighted)
# Average score for spam:  30.8    nonspam: -1.1
# Average for false-pos:   6.1  false-neg: 1.5
# TOTAL:              431402  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19287  99.59%
# Correctly spam:      34219  98.58%
# False positives:        80  0.41%
# False negatives:       492  1.42%
# TCR(l=50): 7.727293  SpamRecall: 98.583%  SpamPrec: 99.767%

##### 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: 153742  99.86%
# Correctly spam:     269800  97.24%
# False positives:       211  0.14%
# False negatives:      7649  2.76%
# TCR(l=50): 15.245288  SpamRecall: 97.243%  SpamPrec: 99.922%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19336  99.84%
# Correctly spam:      33699  97.08%
# False positives:        31  0.16%
# False negatives:      1012  2.92%
# TCR(l=50): 13.548400  SpamRecall: 97.084%  SpamPrec: 99.908%