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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 167615  21.866%  (94.436% of non-spam corpus)
# Correctly spam:     265892  34.687%  (45.139% of spam corpus)
# False positives:      9876  1.288%  (5.564% of nonspam, 999377 weighted)
# False negatives:    323162  42.158%  (54.861% of spam, 836481 weighted)
# Average score for spam:  9.4    nonspam: 1.2
# Average for false-pos:   6.1  false-neg: 2.6
# TOTAL:              766545  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  21102  94.62%
# Correctly spam:      33565  45.63%
# False positives:      1200  5.38%
# False negatives:     39990  54.37%
# TCR(l=50): 0.735624  SpamRecall: 45.633%  SpamPrec: 96.548%

##### 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: 168023  94.67%
# Correctly spam:     206101  34.99%
# False positives:      9468  5.33%
# False negatives:    382953  65.01%
# TCR(l=50): 0.687864  SpamRecall: 34.988%  SpamPrec: 95.608%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  21160  94.88%
# Correctly spam:      25825  35.11%
# False positives:      1142  5.12%
# False negatives:     47730  64.89%
# TCR(l=50): 0.701660  SpamRecall: 35.110%  SpamPrec: 95.765%