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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 153917  26.223%  (99.569% of non-spam corpus)
# Correctly spam:     317327  54.063%  (73.391% of spam corpus)
# False positives:       667  0.114%  (0.431% of nonspam, 109521 weighted)
# False negatives:    115050  19.601%  (26.609% of spam, 359240 weighted)
# Average score for spam:  9.7    nonspam: -0.5
# Average for false-pos:   5.9  false-neg: 3.1
# TOTAL:              586961  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19373  99.59%
# Correctly spam:      39507  73.31%
# False positives:        80  0.41%
# False negatives:     14381  26.69%
# TCR(l=50): 2.931723  SpamRecall: 73.313%  SpamPrec: 99.798%

##### 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: 153953  99.59%
# Correctly spam:     134631  31.14%
# False positives:       631  0.41%
# False negatives:    297746  68.86%
# TCR(l=50): 1.313034  SpamRecall: 31.137%  SpamPrec: 99.533%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19372  99.58%
# Correctly spam:      16736  31.06%
# False positives:        81  0.42%
# False negatives:     37152  68.94%
# TCR(l=50): 1.307898  SpamRecall: 31.057%  SpamPrec: 99.518%