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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 153974  26.192%  (99.571% of non-spam corpus)
# Correctly spam:     319180  54.295%  (73.676% of spam corpus)
# False positives:       664  0.113%  (0.429% of nonspam, 109612 weighted)
# False negatives:    114042  19.400%  (26.324% of spam, 354209 weighted)
# Average score for spam:  8.8    nonspam: -0.5
# Average for false-pos:   5.9  false-neg: 3.1
# TOTAL:              587860  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19370  99.55%
# Correctly spam:      39547  73.26%
# False positives:        88  0.45%
# False negatives:     14437  26.74%
# TCR(l=50): 2.865849  SpamRecall: 73.257%  SpamPrec: 99.778%

##### 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: 153995  99.58%
# Correctly spam:     135317  31.24%
# False positives:       643  0.42%
# False negatives:    297905  68.76%
# TCR(l=50): 1.312575  SpamRecall: 31.235%  SpamPrec: 99.527%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19381  99.60%
# Correctly spam:      16743  31.01%
# False positives:        77  0.40%
# False negatives:     37241  68.99%
# TCR(l=50): 1.313767  SpamRecall: 31.015%  SpamPrec: 99.542%