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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 232545  46.556%  (99.645% of non-spam corpus)
# Correctly spam:     194477  38.935%  (73.079% of spam corpus)
# False positives:       828  0.166%  (0.355% of nonspam,  28128 weighted)
# False negatives:     71643  14.343%  (26.921% of spam, 110796 weighted)
# Average score for spam:  11.0    nonspam: 0.4
# Average for false-pos:   6.0  false-neg: 1.5
# TOTAL:              499493  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  29130  99.63%
# Correctly spam:      23870  71.71%
# False positives:       109  0.37%
# False negatives:      9416  28.29%
# TCR(l=50): 2.239069  SpamRecall: 71.712%  SpamPrec: 99.545%

##### 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: 227502  97.48%
# Correctly spam:     162430  61.04%
# False positives:      5871  2.52%
# False negatives:    103690  38.96%
# TCR(l=50): 0.669922  SpamRecall: 61.036%  SpamPrec: 96.512%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  28485  97.42%
# Correctly spam:      20394  61.27%
# False positives:       754  2.58%
# False negatives:     12892  38.73%
# TCR(l=50): 0.657930  SpamRecall: 61.269%  SpamPrec: 96.435%