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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 311141  26.084%  (95.872% of non-spam corpus)
# Correctly spam:     386829  32.430%  (44.551% of spam corpus)
# False positives:     13397  1.123%  (4.128% of nonspam, 1047560 weighted)
# False negatives:    481455  40.363%  (55.449% of spam, 1345211 weighted)
# Average score for spam:  4.9    nonspam: 1.5
# Average for false-pos:   5.8  false-neg: 2.8
# TOTAL:              1192822  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  38639  95.56%
# Correctly spam:      48210  44.48%
# False positives:      1795  4.44%
# False negatives:     60164  55.52%
# TCR(l=50): 0.722908  SpamRecall: 44.485%  SpamPrec: 96.410%

##### 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: 311068  95.85%
# Correctly spam:     157466  18.14%
# False positives:     13470  4.15%
# False negatives:    710818  81.86%
# TCR(l=50): 0.627229  SpamRecall: 18.135%  SpamPrec: 92.120%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  38762  95.86%
# Correctly spam:      19495  17.99%
# False positives:      1672  4.14%
# False negatives:     88879  82.01%
# TCR(l=50): 0.628332  SpamRecall: 17.989%  SpamPrec: 92.101%