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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 119219  33.056%  (99.451% of non-spam corpus)
# Correctly spam:     207663  57.578%  (86.245% of spam corpus)
# False positives:       658  0.182%  (0.549% of nonspam,  80860 weighted)
# False negatives:     33121  9.183%  (13.755% of spam,  73481 weighted)
# Average score for spam:  12.0    nonspam: -0.2
# Average for false-pos:   6.1  false-neg: 2.2
# TOTAL:              360661  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  14982  99.44%
# Correctly spam:      26026  86.39%
# False positives:        85  0.56%
# False negatives:      4099  13.61%
# TCR(l=50): 3.608217  SpamRecall: 86.393%  SpamPrec: 99.674%

##### 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: 119498  99.68%
# Correctly spam:     164175  68.18%
# False positives:       379  0.32%
# False negatives:     76609  31.82%
# TCR(l=50): 2.519742  SpamRecall: 68.184%  SpamPrec: 99.770%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  15028  99.74%
# Correctly spam:      20606  68.40%
# False positives:        39  0.26%
# False negatives:      9519  31.60%
# TCR(l=50): 2.626646  SpamRecall: 68.402%  SpamPrec: 99.811%