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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 168002  42.651%  (96.380% of non-spam corpus)
# Correctly spam:     116301  29.526%  (52.963% of spam corpus)
# False positives:      6310  1.602%  (3.620% of nonspam, 239160 weighted)
# False negatives:    103287  26.222%  (47.037% of spam, 233333 weighted)
# Average score for spam:  7.9    nonspam: 1.4
# Average for false-pos:   6.0  false-neg: 2.3
# TOTAL:              393900  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  21035  96.04%
# Correctly spam:      14584  53.08%
# False positives:       868  3.96%
# False negatives:     12893  46.92%
# TCR(l=50): 0.488107  SpamRecall: 53.077%  SpamPrec: 94.383%

##### 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: 168285  96.54%
# Correctly spam:      81037  36.90%
# False positives:      6027  3.46%
# False negatives:    138551  63.10%
# TCR(l=50): 0.499176  SpamRecall: 36.904%  SpamPrec: 93.078%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  21087  96.27%
# Correctly spam:      10115  36.81%
# False positives:       816  3.73%
# False negatives:     17362  63.19%
# TCR(l=50): 0.472422  SpamRecall: 36.813%  SpamPrec: 92.535%