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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 166031  49.303%  (99.477% of non-spam corpus)
# Correctly spam:     129521  38.462%  (76.257% of spam corpus)
# False positives:       873  0.259%  (0.523% of nonspam,  57218 weighted)
# False negatives:     40328  11.976%  (23.743% of spam,  81937 weighted)
# Average score for spam:  10.8    nonspam: -0.1
# Average for false-pos:   6.4  false-neg: 2.0
# TOTAL:              336753  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  20897  99.42%
# Correctly spam:      16291  76.14%
# False positives:       122  0.58%
# False negatives:      5104  23.86%
# TCR(l=50): 1.909586  SpamRecall: 76.144%  SpamPrec: 99.257%

##### 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: 166646  99.85%
# Correctly spam:      58041  34.17%
# False positives:       258  0.15%
# False negatives:    111808  65.83%
# TCR(l=50): 1.361974  SpamRecall: 34.172%  SpamPrec: 99.557%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  20975  99.79%
# Correctly spam:       7280  34.03%
# False positives:        44  0.21%
# False negatives:     14115  65.97%
# TCR(l=50): 1.311370  SpamRecall: 34.027%  SpamPrec: 99.399%