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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 826315  37.567%  (99.323% of non-spam corpus)
# Correctly spam:     1277868  58.096%  (93.437% of spam corpus)
# False positives:      5631  0.256%  (0.677% of nonspam, 777749 weighted)
# False negatives:     89762  4.081%  (6.563% of spam, 199239 weighted)
# Average score for spam:  16.1    nonspam: -2.5
# Average for false-pos:   8.4  false-neg: 2.2
# TOTAL:              2199576  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 102972  99.29%
# Correctly spam:     159595  93.38%
# False positives:       733  0.71%
# False negatives:     11307  6.62%
# TCR(l=50): 3.563651  SpamRecall: 93.384%  SpamPrec: 99.543%

##### 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: 828022  99.53%
# Correctly spam:     1048266  76.65%
# False positives:      3924  0.47%
# False negatives:    319364  23.35%
# TCR(l=50): 2.652687  SpamRecall: 76.648%  SpamPrec: 99.627%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam: 103228  99.54%
# Correctly spam:     130949  76.62%
# False positives:       477  0.46%
# False negatives:     39953  23.38%
# TCR(l=50): 2.678589  SpamRecall: 76.622%  SpamPrec: 99.637%