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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 185908  53.720%  (99.590% of non-spam corpus)
# Correctly spam:     126212  36.470%  (79.181% of spam corpus)
# False positives:       765  0.221%  (0.410% of nonspam,  38556 weighted)
# False negatives:     33184  9.589%  (20.819% of spam,  81698 weighted)
# Average score for spam:  10.8    nonspam: -0.1
# Average for false-pos:   5.9  false-neg: 2.5
# TOTAL:              346069  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  23343  99.61%
# Correctly spam:      15973  79.55%
# False positives:        91  0.39%
# False negatives:      4105  20.45%
# TCR(l=50): 2.319815  SpamRecall: 79.555%  SpamPrec: 99.434%

##### 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: 186262  99.78%
# Correctly spam:      92073  57.76%
# False positives:       411  0.22%
# False negatives:     67323  42.24%
# TCR(l=50): 1.813936  SpamRecall: 57.764%  SpamPrec: 99.556%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  23390  99.81%
# Correctly spam:      11706  58.30%
# False positives:        44  0.19%
# False negatives:      8372  41.70%
# TCR(l=50): 1.899168  SpamRecall: 58.303%  SpamPrec: 99.626%