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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 167374  54.924%  (99.550% of non-spam corpus)
# Correctly spam:      95692  31.402%  (70.050% of spam corpus)
# False positives:       756  0.248%  (0.450% of nonspam,  39860 weighted)
# False negatives:     40914  13.426%  (29.950% of spam,  82872 weighted)
# Average score for spam:  10.3    nonspam: -0.1
# Average for false-pos:   6.5  false-neg: 2.0
# TOTAL:              304736  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  21082  99.52%
# Correctly spam:      11939  69.76%
# False positives:       101  0.48%
# False negatives:      5176  30.24%
# TCR(l=50): 1.673675  SpamRecall: 69.758%  SpamPrec: 99.161%

##### 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: 167824  99.82%
# Correctly spam:      47756  34.96%
# False positives:       306  0.18%
# False negatives:     88850  65.04%
# TCR(l=50): 1.311627  SpamRecall: 34.959%  SpamPrec: 99.363%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  21132  99.76%
# Correctly spam:       5895  34.44%
# False positives:        51  0.24%
# False negatives:     11220  65.56%
# TCR(l=50): 1.242919  SpamRecall: 34.443%  SpamPrec: 99.142%