##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
# Correctly non-spam: 248370 33.289% (99.037% of non-spam corpus)
# Correctly spam: 362061 48.526% (73.095% of spam corpus)
# False positives: 2414 0.324% (0.963% of nonspam, 147825 weighted)
# False negatives: 133266 17.861% (26.905% of spam, 318420 weighted)
# Average score for spam: 7.0 nonspam: 0.8
# Average for false-pos: 6.2 false-neg: 2.4
# TOTAL: 746111 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 30975 99.01%
# Correctly spam: 45349 73.32%
# False positives: 311 0.99%
# False negatives: 16499 26.68%
# TCR(l=50): 1.929795 SpamRecall: 73.323% SpamPrec: 99.319%
##### 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: 243028 96.91%
# Correctly spam: 203576 41.10%
# False positives: 7756 3.09%
# False negatives: 291751 58.90%
# TCR(l=50): 0.728903 SpamRecall: 41.099% SpamPrec: 96.330%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 30301 96.85%
# Correctly spam: 25206 40.75%
# False positives: 985 3.15%
# False negatives: 36642 59.25%
# TCR(l=50): 0.720067 SpamRecall: 40.755% SpamPrec: 96.239%