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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 523719  48.079%  (99.881% of non-spam corpus)
# Correctly spam:     513578  47.148%  (90.908% of spam corpus)
# False positives:       623  0.057%  (0.119% of nonspam,  45192 weighted)
# False negatives:     51362  4.715%  (9.092% of spam, 104779 weighted)
# Average score for spam:  17.0    nonspam: -2.2
# Average for false-pos:   6.7  false-neg: 2.0
# TOTAL:              1089282  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  65406  99.90%
# Correctly spam:      64271  91.11%
# False positives:        66  0.10%
# False negatives:      6271  8.89%
# TCR(l=50): 7.370390  SpamRecall: 91.110%  SpamPrec: 99.897%

##### 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: 522340  99.62%
# Correctly spam:     438006  77.53%
# False positives:      2002  0.38%
# False negatives:    126934  22.47%
# TCR(l=50): 2.488350  SpamRecall: 77.531%  SpamPrec: 99.545%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  65263  99.68%
# Correctly spam:      54865  77.78%
# False positives:       209  0.32%
# False negatives:     15677  22.22%
# TCR(l=50): 2.699966  SpamRecall: 77.776%  SpamPrec: 99.621%