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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 247845  47.567%  (99.677% of non-spam corpus)
# Correctly spam:     238744  45.820%  (87.646% of spam corpus)
# False positives:       803  0.154%  (0.323% of nonspam,  59255 weighted)
# False negatives:     33653  6.459%  (12.354% of spam,  55453 weighted)
# Average score for spam:  18.9    nonspam: -1.1
# Average for false-pos:   6.7  false-neg: 1.6
# TOTAL:              521045  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  30913  99.68%
# Correctly spam:      29745  87.37%
# False positives:       100  0.32%
# False negatives:      4299  12.63%
# TCR(l=50): 3.661039  SpamRecall: 87.372%  SpamPrec: 99.665%

##### 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: 247742  99.64%
# Correctly spam:     196764  72.23%
# False positives:       906  0.36%
# False negatives:     75633  27.77%
# TCR(l=50): 2.252462  SpamRecall: 72.234%  SpamPrec: 99.542%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  30897  99.63%
# Correctly spam:      24710  72.58%
# False positives:       116  0.37%
# False negatives:      9334  27.42%
# TCR(l=50): 2.249504  SpamRecall: 72.583%  SpamPrec: 99.533%