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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 153269  35.762%  (99.556% of non-spam corpus)
# Correctly spam:     270977  63.226%  (98.669% of spam corpus)
# False positives:       684  0.160%  (0.444% of nonspam,  74542 weighted)
# False negatives:      3654  0.853%  (1.331% of spam,   5350 weighted)
# Average score for spam:  30.8    nonspam: -1.1
# Average for false-pos:   6.1  false-neg: 1.5
# TOTAL:              428584  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19287  99.59%
# Correctly spam:      33882  98.68%
# False positives:        80  0.41%
# False negatives:       453  1.32%
# TCR(l=50): 7.710532  SpamRecall: 98.681%  SpamPrec: 99.764%

##### 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: 153742  99.86%
# Correctly spam:     266905  97.19%
# False positives:       211  0.14%
# False negatives:      7726  2.81%
# TCR(l=50): 15.026866  SpamRecall: 97.187%  SpamPrec: 99.921%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19336  99.84%
# Correctly spam:      33416  97.32%
# False positives:        31  0.16%
# False negatives:       919  2.68%
# TCR(l=50): 13.906440  SpamRecall: 97.323%  SpamPrec: 99.907%