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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 218228  33.097%  (96.630% of non-spam corpus)
# Correctly spam:     359417  54.510%  (82.907% of spam corpus)
# False positives:      7611  1.154%  (3.370% of nonspam, 1821806 weighted)
# False negatives:     74099  11.238%  (17.093% of spam, 199337 weighted)
# Average score for spam:  10.3    nonspam: -0.0
# Average for false-pos:   12.5  false-neg: 2.7
# TOTAL:              659355  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  27357  96.73%
# Correctly spam:      44910  83.13%
# False positives:       924  3.27%
# False negatives:      9116  16.87%
# TCR(l=50): 0.976679  SpamRecall: 83.127%  SpamPrec: 97.984%

##### 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: 220030  97.43%
# Correctly spam:     136994  31.60%
# False positives:      5809  2.57%
# False negatives:    296522  68.40%
# TCR(l=50): 0.738563  SpamRecall: 31.601%  SpamPrec: 95.932%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  27562  97.46%
# Correctly spam:      17122  31.69%
# False positives:       719  2.54%
# False negatives:     36904  68.31%
# TCR(l=50): 0.741565  SpamRecall: 31.692%  SpamPrec: 95.970%