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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 167281  22.250%  (95.991% of non-spam corpus)
# Correctly spam:     544919  72.480%  (94.350% of spam corpus)
# False positives:      6986  0.929%  (4.009% of nonspam, 728176 weighted)
# False negatives:     32631  4.340%  (5.650% of spam,  86911 weighted)
# Average score for spam:  8.2    nonspam: 1.0
# Average for false-pos:   6.3  false-neg: 2.7
# TOTAL:              751817  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  20917  95.51%
# Correctly spam:      67955  94.29%
# False positives:       983  4.49%
# False negatives:      4118  5.71%
# TCR(l=50): 1.353026  SpamRecall: 94.286%  SpamPrec: 98.574%

##### 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: 168418  96.64%
# Correctly spam:      90521  15.67%
# False positives:      5849  3.36%
# False negatives:    487029  84.33%
# TCR(l=50): 0.740944  SpamRecall: 15.673%  SpamPrec: 93.931%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  21127  96.47%
# Correctly spam:      11326  15.71%
# False positives:       773  3.53%
# False negatives:     60747  84.29%
# TCR(l=50): 0.725102  SpamRecall: 15.715%  SpamPrec: 93.611%