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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2019/06/29 04:50:13 UTC
svn commit: r1862303 [2/2] - in /spamassassin/trunk/rulesrc/scores:
72_scores.cf scores-set0 scores-set1 scores-set2 scores-set3 stats-set0
stats-set1
Modified: spamassassin/trunk/rulesrc/scores/scores-set3
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/scores-set3?rev=1862303&r1=1862302&r2=1862303&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Sat Jun 29 04:50:13 2019
@@ -2,168 +2,166 @@
# ham-net-axb-coi-bulk.r1861823.log ham-net-axb-generic.r1861823.log ham-net-axb-ham-misc.r1861823.log ham-net-darxus.r1861823.log ham-net-ena-week0.r1861823.log ham-net-ena-week1.r1861823.log ham-net-ena-week2.r1861823.log ham-net-ena-week3.r1861823.log ham-net-ena-week4.r1861823.log ham-net-giovanni-ham.r1861823.log ham-net-giovanni-spammy.r1861823.log ham-net-giovanni-spam.r1861823.log ham-net-grenier.r1861823.log ham-net-hege.r1861823.log ham-net-jarif.r1861823.log ham-net-jbrooks.r1861823.log ham-net-llanga.r1861823.log ham-net-mmiroslaw-mails-ham.r1861823.log ham-net-mmiroslaw-mails-spam.r1861823.log ham-net-npiazzi.r1861823.log ham-net-pds.r1861823.log ham-net-sihde.r1861823.log ham-net-spamsponge.r1861823.log ham-net-thendrikx.r1861823.log spam-net-axb-coi-bulk.r1861823.log spam-net-axb-generic.r1861823.log spam-net-axb-ham-misc.r1861823.log spam-net-darxus.r1861823.log spam-net-ena-week0.r1861823.log spam-net-ena-week1.r1861823.log spam-net-ena-week2.r1861823.log spam-net-e
na-week3.r1861823.log spam-net-ena-week4.r1861823.log spam-net-giovanni-ham.r1861823.log spam-net-giovanni-spammy.r1861823.log spam-net-giovanni-spam.r1861823.log spam-net-grenier.r1861823.log spam-net-hege.r1861823.log spam-net-jarif.r1861823.log spam-net-jbrooks.r1861823.log spam-net-llanga.r1861823.log spam-net-mmiroslaw-mails-ham.r1861823.log spam-net-mmiroslaw-mails-spam.r1861823.log spam-net-npiazzi.r1861823.log spam-net-pds.r1861823.log spam-net-sihde.r1861823.log spam-net-spamsponge.r1861823.log spam-net-thendrikx.r1861823.log
score AC_DIV_BONANZA 0.001
-score AC_FROM_MANY_DOTS 2.966
+score AC_FROM_MANY_DOTS 2.999
score ADVANCE_FEE_2_NEW_MONEY 1.999
-score ADVANCE_FEE_3_NEW 3.465
-score ADVANCE_FEE_3_NEW_MONEY 0.817
+score ADVANCE_FEE_3_NEW 3.468
+score ADVANCE_FEE_3_NEW_MONEY 0.060
score ADVANCE_FEE_4_NEW 2.599
-score ADVANCE_FEE_4_NEW_MONEY 2.700
-score ADVANCE_FEE_5_NEW 2.299
-score ADVANCE_FEE_5_NEW_FRM_MNY 1.054
-score ADVANCE_FEE_5_NEW_MONEY 2.601
+score ADVANCE_FEE_4_NEW_MONEY 2.699
+score ADVANCE_FEE_5_NEW_FRM_MNY 0.236
+score ADVANCE_FEE_5_NEW_MONEY 2.480
score AD_PREFS 0.499
-score AMAZON_IMG_NOT_RCVD_AMZN 1.306
-score ANY_PILL_PRICE 2.304
+score AMAZON_IMG_NOT_RCVD_AMZN 1.316
+score ANY_PILL_PRICE 1.251
score AXB_XMAILER_MIMEOLE_OL_024C2 3.799
-score AXB_XMAILER_MIMEOLE_OL_1ECD5 1.207
-score BITCOIN_DEADLINE 3.000
+score BITCOIN_DEADLINE 2.999
score BITCOIN_EXTORT_01 4.999
-score BITCOIN_MALWARE 3.499
+score BITCOIN_MALWARE 3.249
score BITCOIN_PAY_ME 2.999
score BITCOIN_SPAM_01 0.001
score BITCOIN_SPAM_02 2.499
score BITCOIN_SPAM_03 2.499
-score BITCOIN_SPAM_05 2.500
-score BITCOIN_SPAM_06 1.127
-score BITCOIN_SPAM_07 3.393
+score BITCOIN_SPAM_05 2.499
+score BITCOIN_SPAM_06 0.593
+score BITCOIN_SPAM_07 3.392
score BITCOIN_SPAM_08 2.499
-score BITCOIN_SPAM_09 1.500
-score BITCOIN_SPAM_11 1.895
+score BITCOIN_SPAM_09 1.499
+score BITCOIN_SPAM_11 1.700
score BODY_SINGLE_URI 0.001
-score BODY_SINGLE_WORD 1.933
+score BODY_SINGLE_WORD 1.931
score BODY_URI_ONLY 0.999
-score BOGUS_MSM_HDRS 1.928
-score CANT_SEE_AD 0.350
+score BOGUS_MSM_HDRS 1.222
+score CANT_SEE_AD 0.862
score CK_HELO_DYNAMIC_SPLIT_IP 0.001
-score CK_HELO_GENERIC 0.001 # force non-zero
-score DATE_IN_FUTURE_96_Q 1.025
-score DEAR_BENEFICIARY 2.244
-score DKIMWL_BL 2.768
+score CK_HELO_GENERIC 0.001
+score DATE_IN_FUTURE_96_Q 2.082
+score DEAR_BENEFICIARY 2.109
+score DKIMWL_BL 2.769
score DKIMWL_WL_HIGH -0.001
score DKIMWL_WL_MED -0.001
score DKIMWL_WL_MEDHI -0.001
-score DRUGS_ERECTILE_SHORT_SHORTNER 0.191
+score DRUGS_ERECTILE_SHORT_SHORTNER 0.397
score DX_TEXT_03 0.999
score FILL_THIS_FORM 0.001
score FORGED_MUA_POSTFIX 1.999
-score FORM_FRAUD 0.386
-score FORM_FRAUD_3 2.599
+score FORM_FRAUD 0.929
+score FORM_FRAUD_3 2.564
score FORM_FRAUD_5 2.899
score FOUND_YOU 3.249
-score FREEMAIL_DISPTO 0.499
-score FREEMAIL_FORGED_FROMDOMAIN 0.250
-score FROMSPACE 0.408
+score FREEMAIL_DISPTO 0.500
+score FREEMAIL_FORGED_FROMDOMAIN 0.140
+score FROMSPACE 0.413
score FROM_2_EMAILS_SHORT 1.999
-score FROM_ADDR_WS 2.296
+score FROM_ADDR_WS 2.295
score FROM_FMBLA_NEWDOM 1.499
score FROM_FMBLA_NEWDOM14 0.999
score FROM_FMBLA_NEWDOM28 0.799
-score FROM_GOV_DKIM_AU -0.001
+score FROM_GOV_DKIM_AU -0.001 # force non-zero
score FROM_GOV_SPOOF 0.001
-score FROM_IN_TO_AND_SUBJ 2.121
+score FROM_IN_TO_AND_SUBJ 1.505
score FROM_MISSPACED 0.001
score FROM_MISSP_EH_MATCH 0.001
score FROM_MISSP_FREEMAIL 3.099
score FROM_MISSP_MSFT 0.001
-score FROM_MISSP_REPLYTO 0.001
+score FROM_MISSP_REPLYTO 0.001 # force non-zero
score FROM_MISSP_SPF_FAIL 1.999
score FROM_MISSP_TO_UNDISC 0.001
-score FROM_MISSP_USER 0.001
+score FROM_MISSP_USER 0.001 # force non-zero
score FROM_MISSP_XPRIO 0.001
-score FROM_NAME_EQ_TO_G_DRIVE 0.056
-score FROM_NTLD_REPLY_FREEMAIL 1.943
-score FROM_PAYPAL_SPOOF 1.292
+score FROM_NAME_EQ_TO_G_DRIVE 0.158
+score FROM_NTLD_REPLY_FREEMAIL 1.896
+score FROM_PAYPAL_SPOOF 0.811
score FROM_SUSPICIOUS_NTLD 0.500
-score FROM_WORDY 1.295
-score FROM_WORDY_SHORT 0.546
+score FROM_WORDY 1.261
+score FROM_WORDY_SHORT 0.149
score FROM_WSP_TRAIL 2.499
score FSL_BULK_SIG 0.001
-score FSL_CTYPE_WIN1251 3.188
-score FSL_HELO_FAKE 3.432
+score FSL_CTYPE_WIN1251 2.891
+score FSL_HELO_FAKE 3.430
score FSL_NEW_HELO_USER 0.001
-score FSL_THIS_IS_ADV 2.999
-score FUZZY_CLICK_HERE 1.974
-score FUZZY_UNSUBSCRIBE 2.007
-score GOOGLE_OBFU 0.500
+score FSL_THIS_IS_ADV 2.899
+score FUZZY_CLICK_HERE 1.968
+score FUZZY_UNSUBSCRIBE 2.195
+score GOOGLE_OBFU 0.499
score GOOG_REDIR_HTML_ONLY 1.999
-score GOOG_REDIR_NORDNS 0.535
+score GOOG_REDIR_NORDNS 0.387
score HDRS_LCASE 0.100
-score HDRS_LCASE_IMGONLY 0.099
-score HDR_ORDER_FTSDMCXX_DIRECT 0.001
-score HDR_ORDER_FTSDMCXX_NORDNS 3.499
+score HDRS_LCASE_IMGONLY 0.100
+score HDR_ORDER_FTSDMCXX_DIRECT 1.110
+score HDR_ORDER_FTSDMCXX_NORDNS 3.500
score HEADER_FROM_DIFFERENT_DOMAINS 0.001 # force non-zero
-score HELO_MISC_IP 0.001 # force non-zero
-score HELO_NO_DOMAIN 2.200
+score HELO_MISC_IP 0.001
+score HELO_NO_DOMAIN 2.199
score HEXHASH_WORD 1.524
score HK_NAME_FM_MR_MRS 1.499
score HK_NAME_FROM 0.999
score HK_NAME_MR_MRS 0.999
score HK_RANDOM_FROM 0.999
score HK_RCVD_IP_MULTICAST 0.999
-score HOSTED_IMG_DIRECT_MX 2.258
-score HTML_ENTITY_ASCII 1.878
-score HTML_OFF_PAGE 3.000
+score HOSTED_IMG_DIRECT_MX 1.178
+score HTML_ENTITY_ASCII 2.251
+score HTML_OFF_PAGE 2.999
score HTML_SHRT_CMNT_OBFU_MANY 2.499
score HTML_SINGLET_MANY 1.020
score HTML_TEXT_INVISIBLE_STYLE 2.721
-score IMG_ONLY_FM_DOM_INFO 2.112
+score IMG_ONLY_FM_DOM_INFO 2.395
score KB_FORGED_MOZ4 0.001
score LIST_PARTIAL_SHORT_MSG 2.499
-score LIST_PRTL_SAME_USER 1.280
-score LONG_HEX_URI 1.927
-score LONG_IMG_URI 1.225
+score LIST_PRTL_SAME_USER 1.281
+score LONG_HEX_URI 1.806
+score LONG_IMG_URI 1.214
score LOTS_OF_MONEY 0.010
score LOTTO_AGENT 1.499
score LUCRATIVE 1.999
-score MALFORMED_FREEMAIL 1.371
+score MALFORMED_FREEMAIL 1.500
score MALF_HTML_B64 0.001
score MANY_SPAN_IN_TEXT 2.299
score MILLION_HUNDRED 2.799
score MILLION_USD 1.999
-score MIMEOLE_DIRECT_TO_MX 1.999
+score MIMEOLE_DIRECT_TO_MX 1.943
score MIME_NO_TEXT 1.999
score MIXED_ES 2.399
-score MONEY_ATM_CARD 0.456
-score MONEY_FORM 0.592
+score MONEY_ATM_CARD 0.874
+score MONEY_FORM 0.594
score MONEY_FORM_SHORT 2.499
-score MONEY_FRAUD_3 0.665
-score MONEY_FRAUD_5 1.348
-score MONEY_FRAUD_8 0.738
+score MONEY_FRAUD_3 0.650
+score MONEY_FRAUD_5 2.088
+score MONEY_FRAUD_8 1.639
score MONEY_FROM_41 1.999
-score MONEY_FROM_MISSP 1.930
-score MSM_PRIO_REPTO 1.865
-score NORDNS_LOW_CONTRAST 0.198
-score NO_FM_NAME_IP_HOSTN 0.354
+score MONEY_FROM_MISSP 1.835
+score MSM_PRIO_REPTO 1.085
+score NORDNS_LOW_CONTRAST 0.188
+score NO_FM_NAME_IP_HOSTN 0.351
score NSL_RCVD_FROM_USER 0.001
score NSL_RCVD_HELO_USER 2.799
-score NUMBERONLY_BITCOIN_EXP 0.999
+score NUMBERONLY_BITCOIN_EXP 0.001
score OBFU_BITCOIN 0.001
-score OFFER_ONLY_AMERICA 1.999
+score OFFER_ONLY_AMERICA 0.709
score PDS_DBL_URL_ILLEGAL_CHARS 0.001
score PDS_DBL_URL_LINKBAIT 2.499
score PDS_DBL_URL_TNB_RUNON 1.999
-score PDS_TO_EQ_FROM_NAME 0.671
-score PHP_ORIG_SCRIPT 2.288
-score PP_MIME_FAKE_ASCII_TEXT 0.821
-score RATWARE_NO_RDNS 2.999
-score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_ATCHNX 1.697
-score RDNS_NUM_TLD_XM 2.999
+score PDS_TO_EQ_FROM_NAME 0.568
+score PHP_ORIG_SCRIPT 2.499
+score PP_MIME_FAKE_ASCII_TEXT 0.824
+score RATWARE_NO_RDNS 2.881
+score RCVD_IN_MSPIKE_H2 -0.001 # force non-zero
+score RDNS_NUM_TLD_ATCHNX 1.851
+score RDNS_NUM_TLD_XM 1.008
score SEO_SUSP_NTLD 1.199
-score SERGIO_SUBJECT_PORN011 2.507
-score SERGIO_SUBJECT_PORN014 0.056
-score SERGIO_SUBJECT_VIAGRA01 0.001 # force non-zero
-score SHORTENER_SHORT_IMG 2.245
+score SERGIO_SUBJECT_PORN011 1.747
+score SERGIO_SUBJECT_PORN014 0.400
+score SERGIO_SUBJECT_VIAGRA01 0.001
+score SHORTENER_SHORT_IMG 1.343
score SHORT_BODY_G_DRIVE_DYN 1.499
score SINGLETS_LOW_CONTRAST 0.001
score SPOOFED_FREEM_REPTO 2.499
score STATIC_XPRIO_OLE 0.001
-score STOCK_LOW_CONTRAST 0.001
-score THIS_AD 1.354
-score THIS_IS_ADV_SUSP_NTLD 1.499
-score TO_EQ_FM_DIRECT_MX 1.523
-score TO_EQ_FM_DOM_SPF_FAIL 0.191
-score TO_EQ_FM_SPF_FAIL 0.141
+score STOCK_LOW_CONTRAST 0.001 # force non-zero
+score THIS_AD 1.413
+score THIS_IS_ADV_SUSP_NTLD 0.954
+score TO_EQ_FM_DIRECT_MX 1.525
+score TO_EQ_FM_DOM_SPF_FAIL 0.001
+score TO_EQ_FM_SPF_FAIL 0.491
score TO_IN_SUBJ 0.100
score TO_NAME_SUBJ_NO_RDNS 0.001
score TO_NO_BRKTS_DYNIP 2.999
@@ -173,27 +171,27 @@ score TO_NO_BRKTS_HTML_ONLY 1.9
score TO_NO_BRKTS_MSFT 2.499
score TO_NO_BRKTS_NORDNS_HTML 1.999
score TO_NO_BRKTS_PCNT 2.499
-score TVD_APP_LOAN 0.783
-score TVD_IP_SING_HEX 2.003
-score TVD_SPACE_ENCODED 1.078
+score TVD_APP_LOAN 0.812
+score TVD_IP_SING_HEX 1.626
+score TVD_SPACE_ENCODED 1.075
score TVD_SPACE_RATIO_MINFP 2.499
-score TVD_SUBJ_APPR_LOAN 2.345
-score TVD_SUBJ_NUM_OBFU_MINFP 1.233
-score UNICODE_OBFU_ASC 2.499
+score TVD_SUBJ_APPR_LOAN 2.172
+score TVD_SUBJ_NUM_OBFU_MINFP 0.870
+score UNICODE_OBFU_ASC 2.500
score UNICODE_OBFU_ZW 0.001
-score URI_BUFFLY 1.080
-score URI_GOOGLE_PROXY 1.628
-score URI_HEX_IP 2.311
-score URI_ONLY_MSGID_MALF 1.830
-score URI_PHISH 3.621
-score URI_TRY_3LD 0.039
+score URI_BUFFLY 1.999
+score URI_GOOGLE_PROXY 1.625
+score URI_HEX_IP 1.602
+score URI_ONLY_MSGID_MALF 1.922
+score URI_PHISH 3.522
+score URI_TRY_3LD 0.040
score URI_WPADMIN 2.399
-score URI_WP_DIRINDEX 3.210
+score URI_WP_DIRINDEX 3.283
score URI_WP_HACKED 3.499
-score URI_WP_HACKED_2 2.499
+score URI_WP_HACKED_2 2.500
score XPRIO 0.737
-score XPRIO_SHORT_SUBJ 0.863
-score YOU_INHERIT 1.552
+score XPRIO_SHORT_SUBJ 0.861
+score YOU_INHERIT 2.205
score ZW_OBFU_BITCOIN 0.001
score AC_BR_BONANZA 0.001
score AC_HTML_NONSENSE_TAGS 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1862303&r1=1862302&r2=1862303&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Sat Jun 29 04:50:13 2019
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 376371 37.972% (99.377% of non-spam corpus)
-# Correctly spam: 493674 49.806% (80.605% of spam corpus)
-# False positives: 2360 0.238% (0.623% of nonspam, 114036 weighted)
-# False negatives: 118787 11.984% (19.395% of spam, 287749 weighted)
-# Average score for spam: 10.4 nonspam: 0.7
-# Average for false-pos: 6.0 false-neg: 2.4
-# TOTAL: 991192 100.00%
+# Correctly non-spam: 386054 36.737% (99.408% of non-spam corpus)
+# Correctly spam: 529339 50.372% (79.900% of spam corpus)
+# False positives: 2299 0.219% (0.592% of nonspam, 113646 weighted)
+# False negatives: 133159 12.672% (20.100% of spam, 290241 weighted)
+# Average score for spam: 10.0 nonspam: 0.6
+# Average for false-pos: 5.8 false-neg: 2.2
+# TOTAL: 1050851 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 46910 99.34%
-# Correctly spam: 62256 81.37%
-# False positives: 313 0.66%
-# False negatives: 14255 18.63%
-# TCR(l=50): 2.558468 SpamRecall: 81.369% SpamPrec: 99.500%
+# Correctly non-spam: 48137 99.45%
+# Correctly spam: 65998 79.85%
+# False positives: 265 0.55%
+# False negatives: 16651 20.15%
+# TCR(l=50): 2.764088 SpamRecall: 79.853% SpamPrec: 99.600%
##### 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: 365917 96.62%
-# Correctly spam: 256115 41.82%
-# False positives: 12814 3.38%
-# False negatives: 356346 58.18%
-# TCR(l=50): 0.614276 SpamRecall: 41.817% SpamPrec: 95.235%
+# Correctly non-spam: 375064 96.58%
+# Correctly spam: 279961 42.26%
+# False positives: 13289 3.42%
+# False negatives: 382537 57.74%
+# TCR(l=50): 0.632766 SpamRecall: 42.258% SpamPrec: 95.468%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 45622 96.61%
-# Correctly spam: 31822 41.59%
-# False positives: 1601 3.39%
-# False negatives: 44689 58.41%
-# TCR(l=50): 0.613369 SpamRecall: 41.591% SpamPrec: 95.210%
+# Correctly non-spam: 46726 96.54%
+# Correctly spam: 34822 42.13%
+# False positives: 1676 3.46%
+# False negatives: 47827 57.87%
+# TCR(l=50): 0.627903 SpamRecall: 42.132% SpamPrec: 95.408%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1862303&r1=1862302&r2=1862303&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Sat Jun 29 04:50:13 2019
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 359236 38.406% (99.829% of non-spam corpus)
-# Correctly spam: 522783 55.891% (90.838% of spam corpus)
-# False positives: 616 0.066% (0.171% of nonspam, 80962 weighted)
-# False negatives: 52729 5.637% (9.162% of spam, 108466 weighted)
-# Average score for spam: 14.7 nonspam: -2.0
+# Correctly non-spam: 359235 38.414% (99.829% of non-spam corpus)
+# Correctly spam: 522592 55.882% (90.834% of spam corpus)
+# False positives: 617 0.066% (0.171% of nonspam, 81013 weighted)
+# False negatives: 52733 5.639% (9.166% of spam, 108622 weighted)
+# Average score for spam: 14.8 nonspam: -2.0
# Average for false-pos: 8.2 false-neg: 2.1
-# TOTAL: 935364 100.00%
+# TOTAL: 935177 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 44745 99.80%
-# Correctly spam: 65126 90.68%
-# False positives: 89 0.20%
-# False negatives: 6697 9.32%
-# TCR(l=50): 6.443258 SpamRecall: 90.676% SpamPrec: 99.864%
+# Correctly non-spam: 44746 99.80%
+# Correctly spam: 65026 90.57%
+# False positives: 88 0.20%
+# False negatives: 6772 9.43%
+# TCR(l=50): 6.426602 SpamRecall: 90.568% SpamPrec: 99.865%
##### WITHOUT NEW RULES AND SCORES #####
Reading scores from "../rules-base"...
@@ -25,16 +25,16 @@ Reading per-message hit stat logs and sc
# SUMMARY for threshold 5.0:
# Correctly non-spam: 358017 99.49%
-# Correctly spam: 382975 66.55%
+# Correctly spam: 382787 66.53%
# False positives: 1835 0.51%
-# False negatives: 192537 33.45%
-# TCR(l=50): 2.024405 SpamRecall: 66.545% SpamPrec: 99.523%
+# False negatives: 192538 33.47%
+# TCR(l=50): 2.023740 SpamRecall: 66.534% SpamPrec: 99.523%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 44617 99.52%
-# Correctly spam: 47780 66.52%
+# Correctly spam: 47800 66.58%
# False positives: 217 0.48%
-# False negatives: 24043 33.48%
-# TCR(l=50): 2.058378 SpamRecall: 66.525% SpamPrec: 99.548%
+# False negatives: 23998 33.42%
+# TCR(l=50): 2.060319 SpamRecall: 66.576% SpamPrec: 99.548%