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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 146160  49.477%  (99.602% of non-spam corpus)
# Correctly spam:     125268  42.405%  (84.262% of spam corpus)
# False positives:       584  0.198%  (0.398% of nonspam,  36011 weighted)
# False negatives:     23396  7.920%  (15.738% of spam,  57790 weighted)
# Average score for spam:  12.8    nonspam: -0.4
# Average for false-pos:   6.1  false-neg: 2.5
# TOTAL:              295408  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  18348  99.63%
# Correctly spam:      15714  84.25%
# False positives:        68  0.37%
# False negatives:      2937  15.75%
# TCR(l=50): 2.943191  SpamRecall: 84.253%  SpamPrec: 99.569%

##### 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: 145866  99.40%
# Correctly spam:      64461  43.36%
# False positives:       878  0.60%
# False negatives:     84203  56.64%
# TCR(l=50): 1.160504  SpamRecall: 43.360%  SpamPrec: 98.656%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  18319  99.47%
# Correctly spam:       8144  43.67%
# False positives:        97  0.53%
# False negatives:     10507  56.33%
# TCR(l=50): 1.214495  SpamRecall: 43.665%  SpamPrec: 98.823%