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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 153776  26.292%  (99.561% of non-spam corpus)
# Correctly spam:     316917  54.185%  (73.629% of spam corpus)
# False positives:       678  0.116%  (0.439% of nonspam, 110966 weighted)
# False negatives:    113508  19.407%  (26.371% of spam, 352602 weighted)
# Average score for spam:  9.6    nonspam: -0.5
# Average for false-pos:   5.9  false-neg: 3.1
# TOTAL:              584879  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19356  99.62%
# Correctly spam:      39371  73.38%
# False positives:        73  0.38%
# False negatives:     14285  26.62%
# TCR(l=50): 2.991692  SpamRecall: 73.377%  SpamPrec: 99.815%

##### 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: 153796  99.57%
# Correctly spam:     133226  30.95%
# False positives:       658  0.43%
# False negatives:    297199  69.05%
# TCR(l=50): 1.303927  SpamRecall: 30.952%  SpamPrec: 99.509%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19365  99.67%
# Correctly spam:      16539  30.82%
# False positives:        64  0.33%
# False negatives:     37117  69.18%
# TCR(l=50): 1.330853  SpamRecall: 30.824%  SpamPrec: 99.615%