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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 314565  47.556%  (94.103% of non-spam corpus)
# Correctly spam:     249043  37.650%  (76.117% of spam corpus)
# False positives:     19713  2.980%  (5.897% of nonspam, 1681660 weighted)
# False negatives:     78143  11.814%  (23.883% of spam, 198084 weighted)
# Average score for spam:  9.8    nonspam: -0.0
# Average for false-pos:   8.7  false-neg: 2.5
# TOTAL:              661464  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  39133  93.95%
# Correctly spam:      31106  76.26%
# False positives:      2518  6.05%
# False negatives:      9685  23.74%
# TCR(l=50): 0.300852  SpamRecall: 76.257%  SpamPrec: 92.511%

##### 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: 329016  98.43%
# Correctly spam:      99763  30.49%
# False positives:      5262  1.57%
# False negatives:    227423  69.51%
# TCR(l=50): 0.667015  SpamRecall: 30.491%  SpamPrec: 94.990%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  40998  98.43%
# Correctly spam:      12432  30.48%
# False positives:       653  1.57%
# False negatives:     28359  69.52%
# TCR(l=50): 0.668606  SpamRecall: 30.477%  SpamPrec: 95.010%