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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 165904  42.187%  (95.983% of non-spam corpus)
# Correctly spam:     134143  34.111%  (60.861% of spam corpus)
# False positives:      6943  1.766%  (4.017% of nonspam, 278095 weighted)
# False negatives:     86266  21.936%  (39.139% of spam, 187509 weighted)
# Average score for spam:  9.9    nonspam: 0.9
# Average for false-pos:   6.3  false-neg: 2.2
# TOTAL:              393256  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  20834  95.85%
# Correctly spam:      16904  61.32%
# False positives:       903  4.15%
# False negatives:     10663  38.68%
# TCR(l=50): 0.493917  SpamRecall: 61.320%  SpamPrec: 94.929%

##### 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: 166971  96.60%
# Correctly spam:      60342  27.38%
# False positives:      5876  3.40%
# False negatives:    160067  72.62%
# TCR(l=50): 0.485625  SpamRecall: 27.377%  SpamPrec: 91.126%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  20987  96.55%
# Correctly spam:       7597  27.56%
# False positives:       750  3.45%
# False negatives:     19970  72.44%
# TCR(l=50): 0.479676  SpamRecall: 27.558%  SpamPrec: 91.015%