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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 136184  13.127%  (99.696% of non-spam corpus)
# Correctly spam:     889931  85.783%  (98.791% of spam corpus)
# False positives:       415  0.040%  (0.304% of nonspam, 177548 weighted)
# False negatives:     10889  1.050%  (1.209% of spam,  32144 weighted)
# Average score for spam:  21.5    nonspam: -1.1
# Average for false-pos:   6.5  false-neg: 3.0
# TOTAL:              1037419  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  17061  99.69%
# Correctly spam:     111056  98.75%
# False positives:        53  0.31%
# False negatives:      1404  1.25%
# TCR(l=50): 27.740503  SpamRecall: 98.752%  SpamPrec: 99.952%

##### 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: 135976  99.54%
# Correctly spam:     848629  94.21%
# False positives:       623  0.46%
# False negatives:     52191  5.79%
# TCR(l=50): 10.808846  SpamRecall: 94.206%  SpamPrec: 99.927%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  17050  99.63%
# Correctly spam:     105863  94.13%
# False positives:        64  0.37%
# False negatives:      6597  5.87%
# TCR(l=50): 11.479024  SpamRecall: 94.134%  SpamPrec: 99.940%