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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 143753  11.581%  (99.597% of non-spam corpus)
# Correctly spam:     814878  65.648%  (74.285% of spam corpus)
# False positives:       582  0.047%  (0.403% of nonspam, 281831 weighted)
# False negatives:    282078  22.725%  (25.715% of spam, 864289 weighted)
# Average score for spam:  9.5    nonspam: -1.0
# Average for false-pos:   6.4  false-neg: 3.1
# TOTAL:              1241291  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  18033  99.60%
# Correctly spam:     101582  74.23%
# False positives:        72  0.40%
# False negatives:     35264  25.77%
# TCR(l=50): 3.521151  SpamRecall: 74.231%  SpamPrec: 99.929%

##### 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: 143944  99.73%
# Correctly spam:     179514  16.36%
# False positives:       391  0.27%
# False negatives:    917442  83.64%
# TCR(l=50): 1.170721  SpamRecall: 16.365%  SpamPrec: 99.783%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  18059  99.75%
# Correctly spam:      22246  16.26%
# False positives:        46  0.25%
# False negatives:    114600  83.74%
# TCR(l=50): 1.170624  SpamRecall: 16.256%  SpamPrec: 99.794%