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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 254127  30.784%  (95.751% of non-spam corpus)
# Correctly spam:     468633  56.768%  (83.667% of spam corpus)
# False positives:     11276  1.366%  (4.249% of nonspam, 683790 weighted)
# False negatives:     91481  11.082%  (16.333% of spam, 225587 weighted)
# Average score for spam:  12.0    nonspam: 1.3
# Average for false-pos:   5.7  false-neg: 2.5
# TOTAL:              825517  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  31700  95.47%
# Correctly spam:      58910  84.20%
# False positives:      1505  4.53%
# False negatives:     11057  15.80%
# TCR(l=50): 0.810676  SpamRecall: 84.197%  SpamPrec: 97.509%

##### 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: 253468  95.50%
# Correctly spam:     337599  60.27%
# False positives:     11935  4.50%
# False negatives:    222515  39.73%
# TCR(l=50): 0.683679  SpamRecall: 60.273%  SpamPrec: 96.585%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  31724  95.54%
# Correctly spam:      42448  60.67%
# False positives:      1481  4.46%
# False negatives:     27519  39.33%
# TCR(l=50): 0.688862  SpamRecall: 60.669%  SpamPrec: 96.629%