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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 153795  42.795%  (96.768% of non-spam corpus)
# Correctly spam:     149830  41.692%  (74.748% of spam corpus)
# False positives:      5136  1.429%  (3.232% of nonspam, 195071 weighted)
# False negatives:     50616  14.084%  (25.252% of spam, 130909 weighted)
# Average score for spam:  13.2    nonspam: 1.2
# Average for false-pos:   6.0  false-neg: 2.6
# TOTAL:              359377  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19396  96.89%
# Correctly spam:      18850  75.20%
# False positives:       622  3.11%
# False negatives:      6215  24.80%
# TCR(l=50): 0.671714  SpamRecall: 75.204%  SpamPrec: 96.806%

##### 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: 154039  96.92%
# Correctly spam:      79627  39.72%
# False positives:      4892  3.08%
# False negatives:    120819  60.28%
# TCR(l=50): 0.548537  SpamRecall: 39.725%  SpamPrec: 94.212%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19428  97.05%
# Correctly spam:       9957  39.72%
# False positives:       590  2.95%
# False negatives:     15108  60.28%
# TCR(l=50): 0.561895  SpamRecall: 39.725%  SpamPrec: 94.406%