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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2020/04/15 05:30:03 UTC
svn commit: r1876533 [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=1876533&r1=1876532&r2=1876533&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Wed Apr 15 05:30:02 2020
@@ -3,215 +3,215 @@
score AC_DIV_BONANZA 0.001
score AC_FROM_MANY_DOTS 0.001
-score ADMITS_SPAM 1.644
-score ADVANCE_FEE_2_NEW_MONEY 1.999
-score ADVANCE_FEE_3_NEW 3.467
-score ADVANCE_FEE_3_NEW_MONEY 2.424
+score ADMITS_SPAM 1.699
+score ADVANCE_FEE_2_NEW_MONEY 2.000
+score ADVANCE_FEE_3_NEW 3.468
+score ADVANCE_FEE_3_NEW_MONEY 2.383
score ADVANCE_FEE_4_NEW 2.154
-score ADVANCE_FEE_4_NEW_MONEY 1.751
-score ADVANCE_FEE_5_NEW 2.431
+score ADVANCE_FEE_4_NEW_MONEY 1.731
+score ADVANCE_FEE_5_NEW 2.258
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
score AD_PREFS 0.499
-score AMAZON_IMG_NOT_RCVD_AMZN 2.390
+score AMAZON_IMG_NOT_RCVD_AMZN 2.389
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score BITCOIN_EXTORT_01 1.485
+score BITCOIN_EXTORT_01 1.085
score BITCOIN_PAY_ME 2.999
-score BITCOIN_SPAM_01 1.306
-score BITCOIN_SPAM_02 2.500
+score BITCOIN_SPAM_01 1.372
+score BITCOIN_SPAM_02 2.499
score BITCOIN_SPAM_03 2.499
score BITCOIN_SPAM_04 1.499
-score BITCOIN_SPAM_05 1.826
-score BITCOIN_SPAM_06 1.319
+score BITCOIN_SPAM_05 2.355
+score BITCOIN_SPAM_06 1.499
score BITCOIN_SPAM_07 3.499
-score BITCOIN_SPAM_09 0.001
-score BODY_EMPTY 1.129
+score BITCOIN_SPAM_09 0.235
+score BODY_EMPTY 1.128
score BODY_SINGLE_URI 2.499
-score BODY_SINGLE_WORD 0.218
+score BODY_SINGLE_WORD 0.227
score BODY_URI_ONLY 1.000
-score BOGUS_MSM_HDRS 2.157
+score BOGUS_MSM_HDRS 2.806
score CK_HELO_DYNAMIC_SPLIT_IP 1.499
score CK_HELO_GENERIC 0.250
-score CTE_8BIT_MISMATCH 0.840
-score DATE_DOTS 0.838
+score CTE_8BIT_MISMATCH 0.838
+score DATE_DOTS 1.032
score DEAR_BENEFICIARY 0.001
-score DKIMWL_BL 2.999
-score DKIMWL_WL_HIGH -0.001 # force non-zero
-score DKIMWL_WL_MED -0.001
+score DKIMWL_BL 3.000
+score DKIMWL_WL_HIGH -0.001
+score DKIMWL_WL_MED -0.001 # force non-zero
score DKIMWL_WL_MEDHI -0.001
-score DX_TEXT_03 0.800
+score DX_TEXT_03 0.799
score END_FUTURE_EMAILS 2.499
score FILL_THIS_FORM 0.001
score FORGED_RELAY_MUA_TO_MX 3.699
-score FORGED_SPF_HELO 1.841
+score FORGED_SPF_HELO 1.831
score FORM_FRAUD 0.001
-score FORM_FRAUD_3 1.017
+score FORM_FRAUD_3 1.841
score FORM_FRAUD_5 0.001
score FOUND_YOU 3.249
-score FREEMAIL_FORGED_FROMDOMAIN 0.250
-score FROM_2_EMAILS_SHORT 0.001
+score FREEMAIL_FORGED_FROMDOMAIN 0.249
+score FROM_2_EMAILS_SHORT 0.001 # force non-zero
score FROM_ADDR_WS 2.999
-score FROM_FMBLA_NEWDOM 1.499
+score FROM_FMBLA_NEWDOM 1.500
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_MISSPACED 0.001
-score FROM_MISSP_DYNIP 3.203
+score FROM_MISSPACED 0.001 # force non-zero
+score FROM_MISSP_DYNIP 3.166
score FROM_MISSP_EH_MATCH 0.001
score FROM_MISSP_FREEMAIL 0.001
-score FROM_MISSP_MSFT 0.001
+score FROM_MISSP_MSFT 0.001 # force non-zero
score FROM_MISSP_REPLYTO 0.001
score FROM_MISSP_SPF_FAIL 0.001
-score FROM_MISSP_TO_UNDISC 2.513
+score FROM_MISSP_TO_UNDISC 2.521
score FROM_MISSP_USER 0.001
-score FROM_MISSP_XPRIO 0.001 # force non-zero
+score FROM_MISSP_XPRIO 0.001
score FROM_NAME_EQ_TO_G_DRIVE 0.001
-score FROM_NEWDOM_BTC 0.608
-score FROM_NTLD_REPLY_FREEMAIL 0.486
+score FROM_NEWDOM_BTC 0.690
+score FROM_NTLD_REPLY_FREEMAIL 0.440
score FROM_PAYPAL_SPOOF 0.001
-score FROM_SUSPICIOUS_NTLD 0.499
-score FROM_SUSPICIOUS_NTLD_FP 0.514
-score FSL_BULK_SIG 0.001
-score FSL_CTYPE_WIN1251 0.001
+score FROM_SUSPICIOUS_NTLD 0.500
+score FROM_SUSPICIOUS_NTLD_FP 0.558
+score FSL_BULK_SIG 0.001 # force non-zero
+score FSL_CTYPE_WIN1251 0.001 # force non-zero
score FSL_NEW_HELO_USER 0.001
-score FSL_THIS_IS_ADV 0.350
-score FUZZY_BITCOIN 0.125
+score FSL_THIS_IS_ADV 0.400
+score FUZZY_BITCOIN 0.188
score FUZZY_BROWSER 2.899
-score FUZZY_IMPORTANT 2.951
-score FUZZY_SECURITY 1.835
+score FUZZY_IMPORTANT 2.946
+score FUZZY_SECURITY 1.652
score FUZZY_WALLET 0.001
score GB_BITCOIN_CP 2.999
-score GB_BITCOIN_NH 1.984
+score GB_BITCOIN_NH 2.391
score GB_FREEMAIL_DISPTO 0.001
score GB_FREEMAIL_DISPTO_NOTFREEM 0.499
-score GB_GOOGLE_OBFUR 0.721
+score GB_GOOGLE_OBFUR 0.749
score GB_GOOGLE_OBFUS 0.749
score GB_GOOG_IMG_NOT_RCVD_GOOG 2.499
-score GB_MONERO_CP 0.499
-score GOOG_REDIR_NORDNS 2.292
-score HDRS_LCASE 0.100
+score GB_MONERO_CP 1.933
+score GOOG_REDIR_NORDNS 1.656
+score HDRS_LCASE 0.099
score HDRS_LCASE_IMGONLY 0.100
score HDR_ORDER_FTSDMCXX_DIRECT 1.641
-score HDR_ORDER_FTSDMCXX_NORDNS 2.905
+score HDR_ORDER_FTSDMCXX_NORDNS 2.899
score HEADER_FROM_DIFFERENT_DOMAINS 0.250
-score HELO_MISC_IP 0.174
+score HELO_MISC_IP 0.175
score HELO_NO_DOMAIN 0.001
score HEXHASH_WORD 2.999
-score HK_LOTTO 1.000
-score HK_NAME_FROM 0.152
-score HK_NAME_MR_MRS 1.000
-score HK_RANDOM_FROM 0.999
+score HK_LOTTO 0.999
+score HK_NAME_FROM 0.001
+score HK_NAME_MR_MRS 0.999
+score HK_RANDOM_FROM 1.000
score HK_RANDOM_REPLYTO 0.999
-score HK_RCVD_IP_MULTICAST 1.870
-score HK_SCAM 1.335
-score HOSTED_IMG_DIRECT_MX 2.021
-score HTML_OFF_PAGE 0.927
-score HTML_SINGLET_MANY 0.896
-score HTML_TEXT_INVISIBLE_STYLE 1.796
+score HK_RCVD_IP_MULTICAST 0.001
+score HK_SCAM 1.341
+score HOSTED_IMG_DIRECT_MX 3.020
+score HTML_OFF_PAGE 0.884
+score HTML_SINGLET_MANY 0.891
+score HTML_TEXT_INVISIBLE_STYLE 1.689
score IMG_ONLY_FM_DOM_INFO 2.499
-score KB_FORGED_MOZ4 4.163
-score KHOP_FAKE_EBAY 0.449
+score KB_FORGED_MOZ4 4.168
+score KHOP_FAKE_EBAY 0.001
score KHOP_HELO_FCRDNS 0.276
-score LIST_PRTL_SAME_USER 1.111
-score LITECOIN_EXTORT_01 3.870
-score LONG_HEX_URI 2.116
+score LIST_PRTL_SAME_USER 1.252
+score LITECOIN_EXTORT_01 3.706
+score LONG_HEX_URI 2.120
score LONG_IMG_URI 0.001
score LOTS_OF_MONEY 0.010
-score MALFORMED_FREEMAIL 2.051
+score MALFORMED_FREEMAIL 2.064
score MALF_HTML_B64 3.499
score MANY_SPAN_IN_TEXT 2.899
score MAY_BE_FORGED 0.001
-score MILLION_HUNDRED 1.561
+score MILLION_HUNDRED 1.556
score MIMEOLE_DIRECT_TO_MX 0.001
score MIXED_ES 2.599
-score MONERO_EXTORT_01 4.144
-score MONEY_FORM_SHORT 0.001
-score MONEY_FRAUD_3 0.001 # force non-zero
-score MONEY_FRAUD_5 0.762
+score MONERO_EXTORT_01 2.431
+score MONEY_FORM_SHORT 0.001 # force non-zero
+score MONEY_FRAUD_3 0.001
+score MONEY_FRAUD_5 0.805
score MONEY_FRAUD_8 0.001
score MONEY_FROM_41 1.999
score MONEY_FROM_MISSP 1.999
-score MSM_PRIO_REPTO 0.094
-score NORDNS_LOW_CONTRAST 1.927
-score NO_FM_NAME_IP_HOSTN 1.516
+score MSM_PRIO_REPTO 0.092
+score NORDNS_LOW_CONTRAST 2.028
+score NO_FM_NAME_IP_HOSTN 1.518
score NSL_RCVD_FROM_USER 0.001
-score NSL_RCVD_HELO_USER 0.531
-score NUMBERONLY_BITCOIN_EXP 0.106
-score OBFU_BITCOIN 0.304
+score NSL_RCVD_HELO_USER 1.904
+score NUMBERONLY_BITCOIN_EXP 1.442
+score OBFU_BITCOIN 0.588
score PDS_BTC_ID 0.499
score PDS_BTC_MSGID 0.001
-score PDS_DBL_URL_TNB_RUNON 1.999
-score PDS_EMPTYSUBJ_URISHRT 0.001 # force non-zero
+score PDS_DBL_URL_TNB_RUNON 2.000
+score PDS_EMPTYSUBJ_URISHRT 0.001
score PDS_FREEMAIL_REPLYTO_URISHRT 1.499
-score PDS_FRNOM_TODOM_NAKED_TO 1.500
+score PDS_FRNOM_TODOM_NAKED_TO 1.499
score PDS_FROM_2_EMAILS 1.448
score PDS_FROM_NAME_TO_DOMAIN 0.999
-score PDS_HELO_SPF_FAIL 1.999
-score PDS_HP_HELO_NORDNS 0.097
+score PDS_HELO_SPF_FAIL 2.000
+score PDS_HP_HELO_NORDNS 0.099
score PDS_NAKED_TO_NUMERO 1.999
score PDS_OTHER_BAD_TLD 1.999
score PDS_PHP_EVAL 1.500
-score PDS_SHORTFWD_URISHRT 1.499
-score PDS_SHORT_BOGUS_MSM_HDRS 1.659
-score PDS_TINYSUBJ_URISHRT 1.288
+score PDS_SHORTFWD_URISHRT 1.500
+score PDS_SHORT_BOGUS_MSM_HDRS 0.392
+score PDS_TINYSUBJ_URISHRT 1.283
score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.999
-score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 0.749
+score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 0.735
score PDS_TONAME_EQ_TOLOCAL_SHORT 1.999
-score PDS_TONAME_EQ_TOLOCAL_VSHORT 1.000
+score PDS_TONAME_EQ_TOLOCAL_VSHORT 0.999
score PP_MIME_FAKE_ASCII_TEXT 0.001
score RATWARE_NO_RDNS 0.001
-score RCVD_IN_MSPIKE_H2 -0.819
-score RDNS_NUM_TLD_ATCHNX 0.147
+score RCVD_IN_MSPIKE_H2 -0.818
+score RDNS_NUM_TLD_ATCHNX 0.001
score RDNS_NUM_TLD_XM 2.999
score RISK_FREE 3.118
-score SERGIO_SUBJECT_PORN014 2.918
-score SERGIO_SUBJECT_VIAGRA01 2.503
+score SERGIO_SUBJECT_PORN014 2.913
+score SERGIO_SUBJECT_VIAGRA01 2.502
score SHOPIFY_IMG_NOT_RCVD_SFY 2.500
score SHORT_IMG_SUSP_NTLD 1.499
score SHORT_SHORTNER 1.999
score SINGLETS_LOW_CONTRAST 0.001
-score SPOOFED_FREEMAIL 2.000
-score SPOOFED_FREEMAIL_NO_RDNS 0.754
+score SPOOFED_FREEMAIL 1.999
+score SPOOFED_FREEMAIL_NO_RDNS 0.755
score SPOOFED_FREEM_REPTO 2.499
score STATIC_XPRIO_OLE 1.999
score STOCK_LOW_CONTRAST 2.499
-score SUBJ_OBFU_PUNCT_FEW 0.749
-score SUBJ_OBFU_PUNCT_MANY 1.043
+score SUBJ_OBFU_PUNCT_FEW 0.750
+score SUBJ_OBFU_PUNCT_MANY 0.939
score TEQF_USR_POLITE 0.001
score THIS_AD 1.599
-score THIS_IS_ADV_SUSP_NTLD 1.140
-score TONOM_EQ_TOLOC_SHRT_SHRTNER 1.178
+score THIS_IS_ADV_SUSP_NTLD 0.001
+score TONOM_EQ_TOLOC_SHRT_SHRTNER 1.499
score TO_EQ_FM_DIRECT_MX 0.397
score TO_EQ_FM_DOM_HTML_IMG 0.001
-score TO_EQ_FM_DOM_HTML_ONLY 1.864
-score TO_EQ_FM_DOM_SPF_FAIL 0.001 # force non-zero
+score TO_EQ_FM_DOM_HTML_ONLY 1.872
+score TO_EQ_FM_DOM_SPF_FAIL 0.001
score TO_EQ_FM_HTML_ONLY 0.001
-score TO_EQ_FM_SPF_FAIL 1.322
-score TO_IN_SUBJ 0.099
-score TO_NAME_SUBJ_NO_RDNS 2.260
+score TO_EQ_FM_SPF_FAIL 1.324
+score TO_IN_SUBJ 0.100
+score TO_NAME_SUBJ_NO_RDNS 2.259
score TO_NO_BRKTS_FROM_MSSP 2.499
-score TO_NO_BRKTS_HTML_IMG 1.999
+score TO_NO_BRKTS_HTML_IMG 1.996
score TO_NO_BRKTS_HTML_ONLY 1.999
score TO_NO_BRKTS_MSFT 0.001
-score TO_NO_BRKTS_NORDNS_HTML 0.896
+score TO_NO_BRKTS_NORDNS_HTML 0.901
score TVD_SPACE_ENCODED 0.001
-score TVD_SPACE_RATIO_MINFP 2.500
+score TVD_SPACE_RATIO_MINFP 2.499
score UNICODE_OBFU_ASC 2.499
-score UNICODE_OBFU_ZW 2.721
-score UPGRADE_MAILBOX 1.597
+score UNICODE_OBFU_ZW 2.797
+score UPGRADE_MAILBOX 1.511
score URI_BUFFLY 1.999
score URI_GOOGLE_PROXY 2.499
-score URI_IMG_WP_REDIR 2.999
-score URI_ONLY_MSGID_MALF 1.999
-score URI_PHISH 3.114
+score URI_IMG_WP_REDIR 3.000
+score URI_ONLY_MSGID_MALF 0.979
+score URI_PHISH 3.189
score URI_PHP_REDIR 3.499
score URI_TRY_3LD 1.999
-score URI_WP_DIRINDEX 3.219
+score URI_WP_DIRINDEX 3.235
score URI_WP_HACKED 3.499
-score URI_WP_HACKED_2 2.499
-score XPRIO_SHORT_SUBJ 1.765
+score URI_WP_HACKED_2 2.500
+score XPRIO_SHORT_SUBJ 1.768
score XPRIO_URL_SHORTNER 0.999
-score ZW_OBFU_BITCOIN 1.119
+score ZW_OBFU_BITCOIN 2.494
score AC_BR_BONANZA 0.001
score AC_HTML_NONSENSE_TAGS 1.000
score AC_SPAMMY_URI_PATTERNS1 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1876533&r1=1876532&r2=1876533&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Wed Apr 15 05:30:02 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 1196097 63.044% (99.818% of non-spam corpus)
-# Correctly spam: 521504 27.487% (74.610% of spam corpus)
-# False positives: 2176 0.115% (0.182% of nonspam, 39492 weighted)
-# False negatives: 177472 9.354% (25.390% of spam, 382945 weighted)
-# Average score for spam: 9.0 nonspam: 0.5
-# Average for false-pos: 6.2 false-neg: 2.2
-# TOTAL: 1897249 100.00%
+# Correctly non-spam: 730522 51.257% (99.501% of non-spam corpus)
+# Correctly spam: 523939 36.762% (75.820% of spam corpus)
+# False positives: 3666 0.257% (0.499% of nonspam, 97071 weighted)
+# False negatives: 167089 11.724% (24.180% of spam, 325722 weighted)
+# Average score for spam: 8.6 nonspam: 0.6
+# Average for false-pos: 5.6 false-neg: 1.9
+# TOTAL: 1425216 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 149218 99.69%
-# Correctly spam: 66607 76.38%
-# False positives: 465 0.31%
-# False negatives: 20598 23.62%
-# TCR(l=50): 1.988802 SpamRecall: 76.380% SpamPrec: 99.307%
+# Correctly non-spam: 91115 99.52%
+# Correctly spam: 65075 75.49%
+# False positives: 440 0.48%
+# False negatives: 21123 24.51%
+# TCR(l=50): 1.998887 SpamRecall: 75.495% SpamPrec: 99.328%
##### 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: 1184363 98.84%
-# Correctly spam: 347350 49.69%
-# False positives: 13910 1.16%
-# False negatives: 351626 50.31%
-# TCR(l=50): 0.667519 SpamRecall: 49.694% SpamPrec: 96.150%
+# Correctly non-spam: 720904 98.19%
+# Correctly spam: 341177 49.37%
+# False positives: 13284 1.81%
+# False negatives: 349851 50.63%
+# TCR(l=50): 0.681453 SpamRecall: 49.372% SpamPrec: 96.252%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 147864 98.78%
-# Correctly spam: 43364 49.73%
-# False positives: 1819 1.22%
-# False negatives: 43841 50.27%
-# TCR(l=50): 0.646965 SpamRecall: 49.727% SpamPrec: 95.974%
+# Correctly non-spam: 89791 98.07%
+# Correctly spam: 42460 49.26%
+# False positives: 1764 1.93%
+# False negatives: 43738 50.74%
+# TCR(l=50): 0.653322 SpamRecall: 49.259% SpamPrec: 96.011%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1876533&r1=1876532&r2=1876533&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Wed Apr 15 05:30:02 2020
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 855558 52.500% (98.657% of non-spam corpus)
-# Correctly spam: 674161 41.369% (88.421% of spam corpus)
-# False positives: 11644 0.715% (1.343% of nonspam, 682957 weighted)
-# False negatives: 88285 5.417% (11.579% of spam, 176111 weighted)
+# Correctly non-spam: 855541 52.500% (98.655% of non-spam corpus)
+# Correctly spam: 674300 41.378% (88.446% of spam corpus)
+# False positives: 11661 0.716% (1.345% of nonspam, 683697 weighted)
+# False negatives: 88090 5.406% (11.554% of spam, 175377 weighted)
# Average score for spam: 16.6 nonspam: -2.5
# Average for false-pos: 6.7 false-neg: 2.0
-# TOTAL: 1629648 100.00%
+# TOTAL: 1629592 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 105855 97.81%
-# Correctly spam: 83914 88.29%
-# False positives: 2375 2.19%
-# False negatives: 11127 11.71%
-# TCR(l=50): 0.731777 SpamRecall: 88.292% SpamPrec: 97.248%
+# Correctly non-spam: 105860 97.81%
+# Correctly spam: 83883 88.27%
+# False positives: 2370 2.19%
+# False negatives: 11151 11.73%
+# TCR(l=50): 0.732999 SpamRecall: 88.266% SpamPrec: 97.252%
##### 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: 862223 99.43%
-# Correctly spam: 490224 64.30%
+# Correctly spam: 490282 64.31%
# False positives: 4979 0.57%
-# False negatives: 272222 35.70%
-# TCR(l=50): 1.462945 SpamRecall: 64.296% SpamPrec: 98.995%
+# False negatives: 272108 35.69%
+# TCR(l=50): 1.463158 SpamRecall: 64.309% SpamPrec: 98.995%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 107618 99.43%
-# Correctly spam: 61086 64.27%
+# Correctly spam: 61064 64.25%
# False positives: 612 0.57%
-# False negatives: 33955 35.73%
-# TCR(l=50): 1.472248 SpamRecall: 64.273% SpamPrec: 99.008%
+# False negatives: 33970 35.75%
+# TCR(l=50): 1.471798 SpamRecall: 64.255% SpamPrec: 99.008%