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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 377969  56.750%  (94.867% of non-spam corpus)
# Correctly spam:      96103  14.429%  (35.912% of spam corpus)
# False positives:     20449  3.070%  (5.133% of nonspam, 402839 weighted)
# False negatives:    171506  25.751%  (64.088% of spam, 439603 weighted)
# Average score for spam:  4.9    nonspam: 1.6
# Average for false-pos:   5.9  false-neg: 2.6
# TOTAL:              666027  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  47030  94.64%
# Correctly spam:      12048  36.01%
# False positives:      2665  5.36%
# False negatives:     21413  63.99%
# TCR(l=50): 0.216348  SpamRecall: 36.006%  SpamPrec: 81.887%

##### 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: 377962  94.87%
# Correctly spam:      77987  29.14%
# False positives:     20456  5.13%
# False negatives:    189622  70.86%
# TCR(l=50): 0.220723  SpamRecall: 29.142%  SpamPrec: 79.220%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  47218  95.02%
# Correctly spam:       9721  29.05%
# False positives:      2477  4.98%
# False negatives:     23740  70.95%
# TCR(l=50): 0.226716  SpamRecall: 29.052%  SpamPrec: 79.693%