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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 150539  36.764%  (99.738% of non-spam corpus)
# Correctly spam:     227234  55.494%  (87.891% of spam corpus)
# False positives:       395  0.096%  (0.262% of nonspam,  46179 weighted)
# False negatives:     31308  7.646%  (12.109% of spam,  67813 weighted)
# Average score for spam:  15.9    nonspam: -0.8
# Average for false-pos:   6.8  false-neg: 2.2
# TOTAL:              409476  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  18903  99.70%
# Correctly spam:      28350  87.77%
# False positives:        57  0.30%
# False negatives:      3952  12.23%
# TCR(l=50): 4.748897  SpamRecall: 87.765%  SpamPrec: 99.799%

##### 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: 150707  99.85%
# Correctly spam:     150087  58.05%
# False positives:       227  0.15%
# False negatives:    108455  41.95%
# TCR(l=50): 2.158023  SpamRecall: 58.051%  SpamPrec: 99.849%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  18936  99.87%
# Correctly spam:      18634  57.69%
# False positives:        24  0.13%
# False negatives:     13668  42.31%
# TCR(l=50): 2.172585  SpamRecall: 57.687%  SpamPrec: 99.871%