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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 170003  38.742%  (96.706% of non-spam corpus)
# Correctly spam:     187427  42.712%  (71.260% of spam corpus)
# False positives:      5791  1.320%  (3.294% of nonspam, 263834 weighted)
# False negatives:     75591  17.226%  (28.740% of spam, 173083 weighted)
# Average score for spam:  9.5    nonspam: 1.2
# Average for false-pos:   6.1  false-neg: 2.3
# TOTAL:              438812  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  21334  96.52%
# Correctly spam:      23386  71.14%
# False positives:       770  3.48%
# False negatives:      9489  28.86%
# TCR(l=50): 0.685053  SpamRecall: 71.136%  SpamPrec: 96.812%

##### 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: 170500  96.99%
# Correctly spam:      56638  21.53%
# False positives:      5294  3.01%
# False negatives:    206380  78.47%
# TCR(l=50): 0.558330  SpamRecall: 21.534%  SpamPrec: 91.452%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  21418  96.90%
# Correctly spam:       7225  21.98%
# False positives:       686  3.10%
# False negatives:     25650  78.02%
# TCR(l=50): 0.548374  SpamRecall: 21.977%  SpamPrec: 91.329%