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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 173609  39.438%  (99.538% of non-spam corpus)
# Correctly spam:     223416  50.753%  (84.058% of spam corpus)
# False positives:       806  0.183%  (0.462% of nonspam,  75767 weighted)
# False negatives:     42371  9.625%  (15.942% of spam,  87493 weighted)
# Average score for spam:  13.0    nonspam: -0.2
# Average for false-pos:   6.2  false-neg: 2.1
# TOTAL:              440202  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  21804  99.51%
# Correctly spam:      27923  83.97%
# False positives:       108  0.49%
# False negatives:      5329  16.03%
# TCR(l=50): 3.099264  SpamRecall: 83.974%  SpamPrec: 99.615%

##### 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: 173981  99.75%
# Correctly spam:     149490  56.24%
# False positives:       434  0.25%
# False negatives:    116297  43.76%
# TCR(l=50): 1.926035  SpamRecall: 56.244%  SpamPrec: 99.711%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  21863  99.78%
# Correctly spam:      18730  56.33%
# False positives:        49  0.22%
# False negatives:     14522  43.67%
# TCR(l=50): 1.959227  SpamRecall: 56.327%  SpamPrec: 99.739%