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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 171523  43.778%  (99.487% of non-spam corpus)
# Correctly spam:     181468  46.317%  (82.714% of spam corpus)
# False positives:       885  0.226%  (0.513% of nonspam,  69831 weighted)
# False negatives:     37923  9.679%  (17.286% of spam,  98422 weighted)
# Average score for spam:  12.0    nonspam: -0.3
# Average for false-pos:   6.2  false-neg: 2.6
# TOTAL:              391799  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  21584  99.49%
# Correctly spam:      22821  83.12%
# False positives:       111  0.51%
# False negatives:      4636  16.88%
# TCR(l=50): 2.695563  SpamRecall: 83.115%  SpamPrec: 99.516%

##### 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: 171965  99.74%
# Correctly spam:      99760  45.47%
# False positives:       443  0.26%
# False negatives:    119631  54.53%
# TCR(l=50): 1.547394  SpamRecall: 45.471%  SpamPrec: 99.558%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  21640  99.75%
# Correctly spam:      12561  45.75%
# False positives:        55  0.25%
# False negatives:     14896  54.25%
# TCR(l=50): 1.555990  SpamRecall: 45.748%  SpamPrec: 99.564%