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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 251231  19.641%  (99.581% of non-spam corpus)
# Correctly spam:     948467  74.151%  (92.370% of spam corpus)
# False positives:      1056  0.083%  (0.419% of nonspam, 254931 weighted)
# False negatives:     78342  6.125%  (7.630% of spam, 127470 weighted)
# Average score for spam:  11.9    nonspam: -0.0
# Average for false-pos:   5.9  false-neg: 1.6
# TOTAL:              1279096  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  31361  99.57%
# Correctly spam:     118303  92.31%
# False positives:       134  0.43%
# False negatives:      9849  7.69%
# TCR(l=50): 7.743791  SpamRecall: 92.315%  SpamPrec: 99.887%

##### 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: 251327  99.62%
# Correctly spam:     682476  66.47%
# False positives:       960  0.38%
# False negatives:    344333  33.53%
# TCR(l=50): 2.617187  SpamRecall: 66.466%  SpamPrec: 99.860%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  31378  99.63%
# Correctly spam:      85409  66.65%
# False positives:       117  0.37%
# False negatives:     42743  33.35%
# TCR(l=50): 2.637252  SpamRecall: 66.647%  SpamPrec: 99.863%