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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 133937  12.303%  (99.717% of non-spam corpus)
# Correctly spam:     948545  87.131%  (99.394% of spam corpus)
# False positives:       380  0.035%  (0.283% of nonspam, 160032 weighted)
# False negatives:      5779  0.531%  (0.606% of spam,  17180 weighted)
# Average score for spam:  23.2    nonspam: -1.1
# Average for false-pos:   5.9  false-neg: 3.0
# TOTAL:              1088641  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  16774  99.70%
# Correctly spam:     118446  99.38%
# False positives:        50  0.30%
# False negatives:       733  0.62%
# TCR(l=50): 36.863285  SpamRecall: 99.385%  SpamPrec: 99.958%

##### 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: 133842  99.65%
# Correctly spam:     930934  97.55%
# False positives:       475  0.35%
# False negatives:     23390  2.45%
# TCR(l=50): 20.244463  SpamRecall: 97.549%  SpamPrec: 99.949%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  16749  99.55%
# Correctly spam:     116183  97.49%
# False positives:        75  0.45%
# False negatives:      2996  2.51%
# TCR(l=50): 17.666617  SpamRecall: 97.486%  SpamPrec: 99.935%