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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 294603  23.472%  (95.900% of non-spam corpus)
# Correctly spam:     813881  64.844%  (85.858% of spam corpus)
# False positives:     12596  1.004%  (4.100% of nonspam, 1131226 weighted)
# False negatives:    134062  10.681%  (14.142% of spam, 358882 weighted)
# Average score for spam:  10.6    nonspam: 1.3
# Average for false-pos:   5.8  false-neg: 2.7
# TOTAL:              1255142  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  36488  95.25%
# Correctly spam:     101928  86.08%
# False positives:      1821  4.75%
# False negatives:     16488  13.92%
# TCR(l=50): 1.101155  SpamRecall: 86.076%  SpamPrec: 98.245%

##### 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: 294303  95.80%
# Correctly spam:     613696  64.74%
# False positives:     12896  4.20%
# False negatives:    334247  35.26%
# TCR(l=50): 0.968230  SpamRecall: 64.740%  SpamPrec: 97.942%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  36637  95.64%
# Correctly spam:      76734  64.80%
# False positives:      1672  4.36%
# False negatives:     41682  35.20%
# TCR(l=50): 0.945196  SpamRecall: 64.800%  SpamPrec: 97.868%