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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 390727  48.118%  (99.864% of non-spam corpus)
# Correctly spam:     388721  47.871%  (92.384% of spam corpus)
# False positives:       532  0.066%  (0.136% of nonspam,  51649 weighted)
# False negatives:     32044  3.946%  (7.616% of spam,  72981 weighted)
# Average score for spam:  16.8    nonspam: -2.0
# Average for false-pos:   9.0  false-neg: 2.3
# TOTAL:              812024  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  48722  99.86%
# Correctly spam:      48409  92.34%
# False positives:        68  0.14%
# False negatives:      4016  7.66%
# TCR(l=50): 7.069175  SpamRecall: 92.340%  SpamPrec: 99.860%

##### 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: 389484  99.55%
# Correctly spam:     332100  78.93%
# False positives:      1775  0.45%
# False negatives:     88665  21.07%
# TCR(l=50): 2.371643  SpamRecall: 78.928%  SpamPrec: 99.468%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  48542  99.49%
# Correctly spam:      41367  78.91%
# False positives:       248  0.51%
# False negatives:     11058  21.09%
# TCR(l=50): 2.234845  SpamRecall: 78.907%  SpamPrec: 99.404%