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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 153318  47.605%  (99.574% of non-spam corpus)
# Correctly spam:     132987  41.292%  (79.118% of spam corpus)
# False positives:       656  0.204%  (0.426% of nonspam,  44463 weighted)
# False negatives:     35100  10.899%  (20.882% of spam,  81350 weighted)
# Average score for spam:  14.6    nonspam: -0.3
# Average for false-pos:   6.2  false-neg: 2.3
# TOTAL:              322061  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19298  99.63%
# Correctly spam:      16777  79.23%
# False positives:        72  0.37%
# False negatives:      4398  20.77%
# TCR(l=50): 2.647537  SpamRecall: 79.230%  SpamPrec: 99.573%

##### 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: 153627  99.77%
# Correctly spam:      71301  42.42%
# False positives:       347  0.23%
# False negatives:     96786  57.58%
# TCR(l=50): 1.472690  SpamRecall: 42.419%  SpamPrec: 99.516%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19322  99.75%
# Correctly spam:       9075  42.86%
# False positives:        48  0.25%
# False negatives:     12100  57.14%
# TCR(l=50): 1.460345  SpamRecall: 42.857%  SpamPrec: 99.474%