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

# SUMMARY for threshold 5.0:
# Correctly non-spam: 165229  36.981%  (96.109% of non-spam corpus)
# Correctly spam:     223287  49.975%  (81.231% of spam corpus)
# False positives:      6690  1.497%  (3.891% of nonspam, 333638 weighted)
# False negatives:     51592  11.547%  (18.769% of spam, 156244 weighted)
# Average score for spam:  9.1    nonspam: 1.0
# Average for false-pos:   6.2  false-neg: 3.0
# TOTAL:              446798  100.00%

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

# SUMMARY for threshold 5.0:
# Correctly non-spam:  20781  96.03%
# Correctly spam:      27903  81.18%
# False positives:       860  3.97%
# False negatives:      6470  18.82%
# TCR(l=50): 0.694825  SpamRecall: 81.177%  SpamPrec: 97.010%

##### 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: 166057  96.59%
# Correctly spam:      49916  18.16%
# False positives:      5862  3.41%
# False negatives:    224963  81.84%
# TCR(l=50): 0.530590  SpamRecall: 18.159%  SpamPrec: 89.490%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
# Correctly non-spam:  20921  96.67%
# Correctly spam:       6157  17.91%
# False positives:       720  3.33%
# False negatives:     28216  82.09%
# TCR(l=50): 0.535272  SpamRecall: 17.912%  SpamPrec: 89.530%