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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 156021  18.162%  (96.125% of non-spam corpus)
# Correctly spam:     352304  41.011%  (50.565% of spam corpus)
# False positives:      6290  0.732%  (3.875% of nonspam, 846214 weighted)
# False negatives:    344428  40.094%  (49.435% of spam, 430999 weighted)
# Average score for spam:  11.6    nonspam: 1.0
# Average for false-pos:   6.3  false-neg: 1.3
# TOTAL:              859043  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19649  96.04%
# Correctly spam:      44125  50.77%
# False positives:       811  3.96%
# False negatives:     42783  49.23%
# TCR(l=50): 1.042900  SpamRecall: 50.772%  SpamPrec: 98.195%

##### 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: 156661  96.52%
# Correctly spam:     175863  25.24%
# False positives:      5650  3.48%
# False negatives:    520869  74.76%
# TCR(l=50): 0.867263  SpamRecall: 25.241%  SpamPrec: 96.887%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19732  96.44%
# Correctly spam:      22004  25.32%
# False positives:       728  3.56%
# False negatives:     64904  74.68%
# TCR(l=50): 0.857893  SpamRecall: 25.319%  SpamPrec: 96.797%