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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 331529  66.970%  (94.394% of non-spam corpus)
# Correctly spam:      57903  11.697%  (40.259% of spam corpus)
# False positives:     19688  3.977%  (5.606% of nonspam, 238175 weighted)
# False negatives:     85924  17.357%  (59.741% of spam, 184355 weighted)
# Average score for spam:  4.8    nonspam: 1.7
# Average for false-pos:   5.9  false-neg: 2.1
# TOTAL:              495044  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  41234  94.18%
# Correctly spam:       7114  39.43%
# False positives:      2548  5.82%
# False negatives:     10929  60.57%
# TCR(l=50): 0.130435  SpamRecall: 39.428%  SpamPrec: 73.629%

##### 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: 332389  94.64%
# Correctly spam:      48085  33.43%
# False positives:     18828  5.36%
# False negatives:     95742  66.57%
# TCR(l=50): 0.138676  SpamRecall: 33.433%  SpamPrec: 71.862%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  41478  94.74%
# Correctly spam:       5915  32.78%
# False positives:      2304  5.26%
# False negatives:     12128  67.22%
# TCR(l=50): 0.141705  SpamRecall: 32.783%  SpamPrec: 71.967%