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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 167286  55.119%  (99.564% of non-spam corpus)
# Correctly spam:      94108  31.007%  (69.461% of spam corpus)
# False positives:       733  0.242%  (0.436% of nonspam,  38222 weighted)
# False negatives:     41375  13.633%  (30.539% of spam,  83549 weighted)
# Average score for spam:  10.2    nonspam: -0.1
# Average for false-pos:   6.5  false-neg: 2.0
# TOTAL:              303502  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  21044  99.44%
# Correctly spam:      11685  68.88%
# False positives:       119  0.56%
# False negatives:      5279  31.12%
# TCR(l=50): 1.510731  SpamRecall: 68.881%  SpamPrec: 98.992%

##### 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: 167706  99.81%
# Correctly spam:      47030  34.71%
# False positives:       313  0.19%
# False negatives:     88453  65.29%
# TCR(l=50): 1.301432  SpamRecall: 34.713%  SpamPrec: 99.339%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  21105  99.73%
# Correctly spam:       5821  34.31%
# False positives:        58  0.27%
# False negatives:     11143  65.69%
# TCR(l=50): 1.208004  SpamRecall: 34.314%  SpamPrec: 99.013%