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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 311442  40.981%  (97.217% of non-spam corpus)
# Correctly spam:     315339  41.494%  (71.732% of spam corpus)
# False positives:      8914  1.173%  (2.783% of nonspam, 355849 weighted)
# False negatives:    124270  16.352%  (28.268% of spam, 247353 weighted)
# Average score for spam:  9.0    nonspam: 1.1
# Average for false-pos:   5.8  false-neg: 2.0
# TOTAL:              759965  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  38879  97.43%
# Correctly spam:      39429  71.95%
# False positives:      1027  2.57%
# False negatives:     15374  28.05%
# TCR(l=50): 0.821339  SpamRecall: 71.947%  SpamPrec: 97.461%

##### 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: 310816  97.02%
# Correctly spam:     170941  38.88%
# False positives:      9540  2.98%
# False negatives:    268668  61.12%
# TCR(l=50): 0.589551  SpamRecall: 38.885%  SpamPrec: 94.714%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  38849  97.35%
# Correctly spam:      21278  38.83%
# False positives:      1057  2.65%
# False negatives:     33525  61.17%
# TCR(l=50): 0.634478  SpamRecall: 38.826%  SpamPrec: 95.268%