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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 161172  36.590%  (99.534% of non-spam corpus)
# Correctly spam:     275457  62.535%  (98.886% of spam corpus)
# False positives:       754  0.171%  (0.466% of nonspam,  95315 weighted)
# False negatives:      3102  0.704%  (1.114% of spam,   6101 weighted)
# Average score for spam:  28.4    nonspam: -2.0
# Average for false-pos:   7.3  false-neg: 2.0
# TOTAL:              440485  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  20335  99.60%
# Correctly spam:      34434  98.83%
# False positives:        81  0.40%
# False negatives:       409  1.17%
# TCR(l=50): 7.814084  SpamRecall: 98.826%  SpamPrec: 99.765%

##### 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: 161714  99.87%
# Correctly spam:     271339  97.41%
# False positives:       212  0.13%
# False negatives:      7220  2.59%
# TCR(l=50): 15.631818  SpamRecall: 97.408%  SpamPrec: 99.922%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  20388  99.86%
# Correctly spam:      33967  97.49%
# False positives:        28  0.14%
# False negatives:       876  2.51%
# TCR(l=50): 15.308875  SpamRecall: 97.486%  SpamPrec: 99.918%