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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 176442  31.313%  (99.226% of non-spam corpus)
# Correctly spam:     316407  56.153%  (82.044% of spam corpus)
# False positives:      1376  0.244%  (0.774% of nonspam, 189621 weighted)
# False negatives:     69248  12.289%  (17.956% of spam, 208604 weighted)
# Average score for spam:  9.2    nonspam: -0.4
# Average for false-pos:   6.4  false-neg: 3.0
# TOTAL:              563473  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  22150  99.17%
# Correctly spam:      39454  82.12%
# False positives:       186  0.83%
# False negatives:      8593  17.88%
# TCR(l=50): 2.685240  SpamRecall: 82.115%  SpamPrec: 99.531%

##### 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: 176882  99.47%
# Correctly spam:     285041  73.91%
# False positives:       936  0.53%
# False negatives:    100614  26.09%
# TCR(l=50): 2.616136  SpamRecall: 73.911%  SpamPrec: 99.673%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  22214  99.45%
# Correctly spam:      35531  73.95%
# False positives:       122  0.55%
# False negatives:     12516  26.05%
# TCR(l=50): 2.580952  SpamRecall: 73.951%  SpamPrec: 99.658%