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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 165779  46.145%  (95.982% of non-spam corpus)
# Correctly spam:     108332  30.154%  (58.075% of spam corpus)
# False positives:      6940  1.932%  (4.018% of nonspam, 235862 weighted)
# False negatives:     78206  21.769%  (41.925% of spam, 171638 weighted)
# Average score for spam:  10.3    nonspam: 1.0
# Average for false-pos:   6.3  false-neg: 2.2
# TOTAL:              359257  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  20816  95.83%
# Correctly spam:      13681  58.42%
# False positives:       906  4.17%
# False negatives:      9737  41.58%
# TCR(l=50): 0.425496  SpamRecall: 58.421%  SpamPrec: 93.789%

##### 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: 166874  96.62%
# Correctly spam:      58262  31.23%
# False positives:      5845  3.38%
# False negatives:    128276  68.77%
# TCR(l=50): 0.443583  SpamRecall: 31.233%  SpamPrec: 90.882%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  20963  96.51%
# Correctly spam:       7414  31.66%
# False positives:       759  3.49%
# False negatives:     16004  68.34%
# TCR(l=50): 0.434036  SpamRecall: 31.659%  SpamPrec: 90.713%