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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 181047  36.209%  (95.523% of non-spam corpus)
# Correctly spam:     259680  51.936%  (83.641% of spam corpus)
# False positives:      8485  1.697%  (4.477% of nonspam, 434474 weighted)
# False negatives:     50788  10.158%  (16.359% of spam, 146124 weighted)
# Average score for spam:  7.2    nonspam: 1.1
# Average for false-pos:   6.3  false-neg: 2.9
# TOTAL:              500000  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  22589  94.96%
# Correctly spam:      32412  83.68%
# False positives:      1199  5.04%
# False negatives:      6319  16.32%
# TCR(l=50): 0.584451  SpamRecall: 83.685%  SpamPrec: 96.433%

##### 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: 181901  95.97%
# Correctly spam:      84924  27.35%
# False positives:      7631  4.03%
# False negatives:    225544  72.65%
# TCR(l=50): 0.511400  SpamRecall: 27.354%  SpamPrec: 91.755%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  22786  95.79%
# Correctly spam:      10779  27.83%
# False positives:      1002  4.21%
# False negatives:     27952  72.17%
# TCR(l=50): 0.496220  SpamRecall: 27.830%  SpamPrec: 91.495%