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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 153867  41.207%  (96.736% of non-spam corpus)
# Correctly spam:     158704  42.503%  (74.043% of spam corpus)
# False positives:      5191  1.390%  (3.264% of nonspam, 211492 weighted)
# False negatives:     55636  14.900%  (25.957% of spam, 141623 weighted)
# Average score for spam:  13.2    nonspam: 1.2
# Average for false-pos:   6.0  false-neg: 2.5
# TOTAL:              373398  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19398  96.84%
# Correctly spam:      19779  73.68%
# False positives:       633  3.16%
# False negatives:      7067  26.32%
# TCR(l=50): 0.693391  SpamRecall: 73.676%  SpamPrec: 96.899%

##### 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: 154103  96.88%
# Correctly spam:      78452  36.60%
# False positives:      4955  3.12%
# False negatives:    135888  63.40%
# TCR(l=50): 0.558704  SpamRecall: 36.602%  SpamPrec: 94.059%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19445  97.07%
# Correctly spam:       9755  36.34%
# False positives:       586  2.93%
# False negatives:     17091  63.66%
# TCR(l=50): 0.578690  SpamRecall: 36.337%  SpamPrec: 94.333%