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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 151867  54.993%  (97.589% of non-spam corpus)
# Correctly spam:      73748  26.705%  (61.182% of spam corpus)
# False positives:      3752  1.359%  (2.411% of nonspam,  86228 weighted)
# False negatives:     46791  16.944%  (38.818% of spam, 105996 weighted)
# Average score for spam:  14.5    nonspam: 0.8
# Average for false-pos:   5.9  false-neg: 2.3
# TOTAL:              276158  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19118  97.66%
# Correctly spam:       9322  61.56%
# False positives:       459  2.34%
# False negatives:      5821  38.44%
# TCR(l=50): 0.526329  SpamRecall: 61.560%  SpamPrec: 95.307%

##### 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: 151926  97.63%
# Correctly spam:      54857  45.51%
# False positives:      3693  2.37%
# False negatives:     65682  54.49%
# TCR(l=50): 0.481517  SpamRecall: 45.510%  SpamPrec: 93.693%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  19125  97.69%
# Correctly spam:       6935  45.80%
# False positives:       452  2.31%
# False negatives:      8208  54.20%
# TCR(l=50): 0.491528  SpamRecall: 45.797%  SpamPrec: 93.881%