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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 865835  65.560%  (99.786% of non-spam corpus)
# Correctly spam:     391100  29.613%  (86.337% of spam corpus)
# False positives:      1859  0.141%  (0.214% of nonspam,  68964 weighted)
# False negatives:     61890  4.686%  (13.663% of spam,  95743 weighted)
# Average score for spam:  15.4    nonspam: -1.1
# Average for false-pos:   7.1  false-neg: 1.5
# TOTAL:              1320684  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 107160  98.95%
# Correctly spam:      48775  86.36%
# False positives:      1132  1.05%
# False negatives:      7704  13.64%
# TCR(l=50): 0.878312  SpamRecall: 86.360%  SpamPrec: 97.732%

##### 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: 864965  99.69%
# Correctly spam:     277841  61.33%
# False positives:      2729  0.31%
# False negatives:    175149  38.67%
# TCR(l=50): 1.453759  SpamRecall: 61.335%  SpamPrec: 99.027%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam: 107955  99.69%
# Correctly spam:      34537  61.15%
# False positives:       337  0.31%
# False negatives:     21942  38.85%
# TCR(l=50): 1.455945  SpamRecall: 61.150%  SpamPrec: 99.034%