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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 190084  43.723%  (99.572% of non-spam corpus)
# Correctly spam:     217228  49.967%  (89.086% of spam corpus)
# False positives:       818  0.188%  (0.428% of nonspam,  67079 weighted)
# False negatives:     26613  6.122%  (10.914% of spam,  55598 weighted)
# Average score for spam:  18.1    nonspam: -1.2
# Average for false-pos:   6.4  false-neg: 2.1
# TOTAL:              434743  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  23859  99.60%
# Correctly spam:      27124  88.97%
# False positives:        95  0.40%
# False negatives:      3362  11.03%
# TCR(l=50): 3.758136  SpamRecall: 88.972%  SpamPrec: 99.651%

##### 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: 190387  99.73%
# Correctly spam:     171513  70.34%
# False positives:       515  0.27%
# False negatives:     72328  29.66%
# TCR(l=50): 2.486195  SpamRecall: 70.338%  SpamPrec: 99.701%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  23890  99.73%
# Correctly spam:      21517  70.58%
# False positives:        64  0.27%
# False negatives:      8969  29.42%
# TCR(l=50): 2.505218  SpamRecall: 70.580%  SpamPrec: 99.703%