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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 269922  26.595%  (99.469% of non-spam corpus)
# Correctly spam:     692440  68.225%  (93.124% of spam corpus)
# False positives:      1441  0.142%  (0.531% of nonspam, 345845 weighted)
# False negatives:     51128  5.038%  (6.876% of spam, 107691 weighted)
# Average score for spam:  21.7    nonspam: -2.5
# Average for false-pos:   8.8  false-neg: 2.1
# TOTAL:              1014931  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  33738  99.44%
# Correctly spam:      86342  93.10%
# False positives:       191  0.56%
# False negatives:      6396  6.90%
# TCR(l=50): 5.815753  SpamRecall: 93.103%  SpamPrec: 99.779%

##### 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: 269585  99.34%
# Correctly spam:     608641  81.85%
# False positives:      1778  0.66%
# False negatives:    134927  18.15%
# TCR(l=50): 3.322066  SpamRecall: 81.854%  SpamPrec: 99.709%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  33720  99.38%
# Correctly spam:      75808  81.74%
# False positives:       209  0.62%
# False negatives:     16930  18.26%
# TCR(l=50): 3.387071  SpamRecall: 81.744%  SpamPrec: 99.725%