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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 166330  13.506%  (99.262% of non-spam corpus)
# Correctly spam:     998309  81.060%  (93.826% of spam corpus)
# False positives:      1236  0.100%  (0.738% of nonspam, 525858 weighted)
# False negatives:     65696  5.334%  (6.174% of spam, 184242 weighted)
# Average score for spam:  9.4    nonspam: -0.8
# Average for false-pos:   6.7  false-neg: 2.8
# TOTAL:              1231571  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  20947  99.31%
# Correctly spam:     124568  93.79%
# False positives:       146  0.69%
# False negatives:      8252  6.21%
# TCR(l=50): 8.540381  SpamRecall: 93.787%  SpamPrec: 99.883%

##### 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: 166769  99.52%
# Correctly spam:     361578  33.98%
# False positives:       797  0.48%
# False negatives:    702427  66.02%
# TCR(l=50): 1.433434  SpamRecall: 33.983%  SpamPrec: 99.780%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  20994  99.53%
# Correctly spam:      44809  33.74%
# False positives:        99  0.47%
# False negatives:     88011  66.26%
# TCR(l=50): 1.428771  SpamRecall: 33.737%  SpamPrec: 99.780%