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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 844889  64.669%  (99.557% of non-spam corpus)
# Correctly spam:     344143  26.341%  (75.166% of spam corpus)
# False positives:      3756  0.287%  (0.443% of nonspam,  70549 weighted)
# False negatives:    113699  8.703%  (24.834% of spam, 266847 weighted)
# Average score for spam:  14.4    nonspam: 0.5
# Average for false-pos:   7.0  false-neg: 2.3
# TOTAL:              1306487  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 105309  99.53%
# Correctly spam:      42735  74.83%
# False positives:       502  0.47%
# False negatives:     14376  25.17%
# TCR(l=50): 1.446727  SpamRecall: 74.828%  SpamPrec: 98.839%

##### 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: 839815  98.96%
# Correctly spam:     200990  43.90%
# False positives:      8830  1.04%
# False negatives:    256852  56.10%
# TCR(l=50): 0.655603  SpamRecall: 43.899%  SpamPrec: 95.792%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam: 104694  98.94%
# Correctly spam:      25036  43.84%
# False positives:      1117  1.06%
# False negatives:     32075  56.16%
# TCR(l=50): 0.649542  SpamRecall: 43.837%  SpamPrec: 95.729%