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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 472137  40.775%  (99.654% of non-spam corpus)
# Correctly spam:     627737  54.213%  (91.756% of spam corpus)
# False positives:      1639  0.142%  (0.346% of nonspam, 202919 weighted)
# False negatives:     56403  4.871%  (8.244% of spam, 111113 weighted)
# Average score for spam:  16.1    nonspam: -2.0
# Average for false-pos:   8.6  false-neg: 2.0
# TOTAL:              1157916  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  58894  99.62%
# Correctly spam:      78210  91.65%
# False positives:       224  0.38%
# False negatives:      7123  8.35%
# TCR(l=50): 4.657152  SpamRecall: 91.653%  SpamPrec: 99.714%

##### 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: 471732  99.57%
# Correctly spam:     526646  76.98%
# False positives:      2044  0.43%
# False negatives:    157494  23.02%
# TCR(l=50): 2.634408  SpamRecall: 76.979%  SpamPrec: 99.613%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  58854  99.55%
# Correctly spam:      65400  76.64%
# False positives:       264  0.45%
# False negatives:     19933  23.36%
# TCR(l=50): 2.575469  SpamRecall: 76.641%  SpamPrec: 99.598%