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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 185653  55.553%  (99.594% of non-spam corpus)
# Correctly spam:     115006  34.413%  (77.822% of spam corpus)
# False positives:       756  0.226%  (0.406% of nonspam,  35378 weighted)
# False negatives:     32774  9.807%  (22.178% of spam,  79699 weighted)
# Average score for spam:  11.4    nonspam: -0.1
# Average for false-pos:   5.9  false-neg: 2.4
# TOTAL:              334189  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  23308  99.64%
# Correctly spam:      14447  77.87%
# False positives:        85  0.36%
# False negatives:      4105  22.13%
# TCR(l=50): 2.220467  SpamRecall: 77.873%  SpamPrec: 99.415%

##### 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: 185994  99.78%
# Correctly spam:      84726  57.33%
# False positives:       415  0.22%
# False negatives:     63054  42.67%
# TCR(l=50): 1.763400  SpamRecall: 57.333%  SpamPrec: 99.513%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  23343  99.79%
# Correctly spam:      10616  57.22%
# False positives:        50  0.21%
# False negatives:      7936  42.78%
# TCR(l=50): 1.777693  SpamRecall: 57.223%  SpamPrec: 99.531%