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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 113354  39.458%  (99.761% of non-spam corpus)
# Correctly spam:     145291  50.575%  (83.668% of spam corpus)
# False positives:       271  0.094%  (0.239% of nonspam,  26955 weighted)
# False negatives:     28360  9.872%  (16.332% of spam,  66273 weighted)
# Average score for spam:  12.8    nonspam: -0.4
# Average for false-pos:   6.5  false-neg: 2.3
# TOTAL:              287276  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  14319  99.76%
# Correctly spam:      18234  83.56%
# False positives:        35  0.24%
# False negatives:      3588  16.44%
# TCR(l=50): 4.088048  SpamRecall: 83.558%  SpamPrec: 99.808%

##### 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: 113436  99.83%
# Correctly spam:      78821  45.39%
# False positives:       189  0.17%
# False negatives:     94830  54.61%
# TCR(l=50): 1.665238  SpamRecall: 45.390%  SpamPrec: 99.761%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  14329  99.83%
# Correctly spam:       9883  45.29%
# False positives:        25  0.17%
# False negatives:     11939  54.71%
# TCR(l=50): 1.654561  SpamRecall: 45.289%  SpamPrec: 99.748%