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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 163102  50.930%  (97.444% of non-spam corpus)
# Correctly spam:      99603  31.102%  (65.156% of spam corpus)
# False positives:      4279  1.336%  (2.556% of nonspam, 117471 weighted)
# False negatives:     53266  16.633%  (34.844% of spam, 109110 weighted)
# Average score for spam:  9.0    nonspam: 0.9
# Average for false-pos:   6.0  false-neg: 2.0
# TOTAL:              320250  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  20522  97.38%
# Correctly spam:      12452  64.76%
# False positives:       552  2.62%
# False negatives:      6776  35.24%
# TCR(l=50): 0.559344  SpamRecall: 64.760%  SpamPrec: 95.755%

##### 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: 163801  97.86%
# Correctly spam:      53854  35.23%
# False positives:      3580  2.14%
# False negatives:     99015  64.77%
# TCR(l=50): 0.549859  SpamRecall: 35.229%  SpamPrec: 93.767%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  20615  97.82%
# Correctly spam:       6600  34.32%
# False positives:       459  2.18%
# False negatives:     12628  65.68%
# TCR(l=50): 0.540446  SpamRecall: 34.325%  SpamPrec: 93.498%