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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 159506  34.181%  (99.730% of non-spam corpus)
# Correctly spam:     264867  56.760%  (86.358% of spam corpus)
# False positives:       432  0.093%  (0.270% of nonspam,  56713 weighted)
# False negatives:     41841  8.966%  (13.642% of spam, 116928 weighted)
# Average score for spam:  11.0    nonspam: -0.3
# Average for false-pos:   6.8  false-neg: 2.8
# TOTAL:              466646  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  20094  99.73%
# Correctly spam:      33067  86.46%
# False positives:        55  0.27%
# False negatives:      5179  13.54%
# TCR(l=50): 4.823559  SpamRecall: 86.459%  SpamPrec: 99.834%

##### 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: 159678  99.84%
# Correctly spam:     128543  41.91%
# False positives:       260  0.16%
# False negatives:    178165  58.09%
# TCR(l=50): 1.604415  SpamRecall: 41.911%  SpamPrec: 99.798%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  20117  99.84%
# Correctly spam:      15977  41.77%
# False positives:        32  0.16%
# False negatives:     22269  58.23%
# TCR(l=50): 1.602329  SpamRecall: 41.774%  SpamPrec: 99.800%