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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2024/03/23 02:51:12 UTC
svn commit: r1916487 [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-set2
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/scores-set2?rev=1916487&r1=1916486&r2=1916487&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set2 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set2 Sat Mar 23 02:51:11 2024
@@ -1,244 +1,243 @@
# Using score set 0 logs for revision 1916461 from:
# ham-ena-week0.r1916461.log ham-ena-week1.r1916461.log ham-ena-week2.r1916461.log ham-ena-week3.r1916461.log ham-ena-week4.r1916461.log ham-giovanni-ham.r1916461.log ham-giovanni-spammy.r1916461.log ham-giovanni-spam.r1916461.log ham-grenier.r1916461.log ham-hege.r1916461.log ham-jhardin.r1916461.log ham-llanga.r1916461.log ham-mmiroslaw-mails-ham.r1916461.log ham-mmiroslaw-mails-spam.r1916461.log ham-spamsponge.r1916461.log ham-tsz-corpus.r1916461.log ham-whyscream.r1916461.log spam-ena-week0.r1916461.log spam-ena-week1.r1916461.log spam-ena-week2.r1916461.log spam-ena-week3.r1916461.log spam-ena-week4.r1916461.log spam-giovanni-ham.r1916461.log spam-giovanni-spammy.r1916461.log spam-giovanni-spam.r1916461.log spam-grenier.r1916461.log spam-hege.r1916461.log spam-jhardin.r1916461.log spam-llanga.r1916461.log spam-mmiroslaw-mails-ham.r1916461.log spam-mmiroslaw-mails-spam.r1916461.log spam-spamsponge.r1916461.log spam-tsz-corpus.r1916461.log spam-whyscream.r1916461.log
-score ACCT_PHISHING_MANY 2.340
+score ACCT_PHISHING_MANY 2.339
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001
score AC_FROM_MANY_DOTS 2.499
score AC_HTML_NONSENSE_TAGS 1.999
-score AC_POST_EXTRAS 0.001
+score AC_POST_EXTRAS 0.001 # force non-zero
score ADMITS_SPAM 3.099
-score ADVANCE_FEE_2_NEW_FRM_MNY 0.566
+score ADVANCE_FEE_2_NEW_FRM_MNY 0.473
score ADVANCE_FEE_2_NEW_MONEY 0.001
-score ADVANCE_FEE_3_NEW 2.997
-score ADVANCE_FEE_3_NEW_FRM_MNY 2.699
-score ADVANCE_FEE_3_NEW_MONEY 0.038
-score ADVANCE_FEE_4_NEW 2.501
-score ADVANCE_FEE_4_NEW_FRM_MNY 1.316
+score ADVANCE_FEE_3_NEW 2.998
+score ADVANCE_FEE_3_NEW_FRM_MNY 0.211
+score ADVANCE_FEE_3_NEW_MONEY 0.043
+score ADVANCE_FEE_4_NEW 2.500
+score ADVANCE_FEE_4_NEW_FRM_MNY 2.342
score ADVANCE_FEE_4_NEW_MONEY 0.001
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score ADVANCE_FEE_5_NEW_MONEY 0.496
-score AD_PREFS 0.416
+score ADVANCE_FEE_5_NEW_MONEY 0.492
+score AD_PREFS 0.417
score AMAZON_IMG_NOT_RCVD_AMZN 2.499
-score APOSTROPHE_TOCC 1.000
+score APOSTROPHE_TOCC 0.999
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
score AXB_X_FF_SEZ_S 3.299
score BIGNUM_EMAILS_FREEM 0.001
-score BITCOIN_DEADLINE 2.130
-score BITCOIN_EXTORT_01 4.748
-score BITCOIN_MALWARE 2.343
-score BITCOIN_ONAN 1.820
+score BITCOIN_DEADLINE 2.999
+score BITCOIN_EXTORT_01 4.999
+score BITCOIN_MALWARE 0.544
+score BITCOIN_ONAN 0.918
score BITCOIN_SPAM_02 2.499
-score BITCOIN_SPAM_03 2.500
+score BITCOIN_SPAM_03 2.499
score BITCOIN_SPAM_07 3.499
score BITCOIN_SPAM_09 1.499
score BITCOIN_TOEQFM 0.001
-score BITCOIN_VISTA 2.388
+score BITCOIN_VISTA 1.975
score BITCOIN_XPRIO 2.499
score BITCOIN_YOUR_INFO 2.999
-score BODY_SINGLE_URI 1.072
+score BODY_SINGLE_URI 0.504
score BODY_URI_ONLY 2.999
-score BOGUS_MIME_VERSION 3.500
-score BOGUS_MSM_HDRS 2.030
-score CK_HELO_GENERIC 0.250
-score COMPENSATION 1.499
-score CTE_8BIT_MISMATCH 1.000
-score DATE_IN_FUTURE_Q_PLUS 2.636
-score DEAR_BENEFICIARY 1.802
+score BOGUS_MIME_VERSION 3.499
+score BOGUS_MSM_HDRS 1.833
+score CK_HELO_GENERIC 0.249
+score COMPENSATION 1.500
+score CTE_8BIT_MISMATCH 0.999
+score DATE_IN_FUTURE_Q_PLUS 3.227
+score DEAR_BENEFICIARY 1.799
score DSN_NO_MIMEVERSION 1.999
score ENCRYPTED_MESSAGE -0.999
score END_FUTURE_EMAILS 2.499
score FACEBOOK_IMG_NOT_RCVD_FB 1.999
-score FBI_MONEY 1.509
+score FBI_MONEY 1.165
score FBI_SPOOF 1.999
-score FILL_THIS_FORM 0.479
+score FILL_THIS_FORM 0.486
score FONT_INVIS_DIRECT 0.001
-score FONT_INVIS_LONG_LINE 3.000
+score FONT_INVIS_LONG_LINE 2.999
score FONT_INVIS_MSGID 2.499
score FONT_INVIS_NORDNS 0.001
-score FONT_INVIS_POSTEXTRAS 2.653
-score FORM_FRAUD 0.954
-score FORM_FRAUD_3 2.460
+score FONT_INVIS_POSTEXTRAS 2.652
+score FORM_FRAUD 1.000
+score FORM_FRAUD_3 2.045
score FORM_FRAUD_5 0.001
-score FOUND_YOU 3.249
+score FOUND_YOU 3.250
score FREEMAIL_FORGED_FROMDOMAIN 0.001
score FROM_ADDR_WS 0.001
score FROM_IN_TO_AND_SUBJ 2.199
score FROM_MISSPACED 0.001
score FROM_MISSP_DYNIP 0.001
-score FROM_MISSP_EH_MATCH 0.899
+score FROM_MISSP_EH_MATCH 0.597
score FROM_MISSP_FREEMAIL 3.599
score FROM_MISSP_MSFT 0.001
-score FROM_MISSP_PHISH 0.198
+score FROM_MISSP_PHISH 0.197
score FROM_MISSP_REPLYTO 2.499
-score FROM_MISSP_TO_UNDISC 2.677
+score FROM_MISSP_TO_UNDISC 2.055
score FROM_MISSP_USER 0.001
score FROM_MISSP_XPRIO 0.001
-score FROM_NTLD_REPLY_FREEMAIL 1.999
-score FROM_SUSPICIOUS_NTLD 0.500
+score FROM_NTLD_REPLY_FREEMAIL 1.387
+score FROM_SUSPICIOUS_NTLD 0.499
score FROM_SUSPICIOUS_NTLD_FP 1.999
-score FROM_UNBAL2 2.399
-score FROM_WSP_TRAIL 1.399
+score FROM_UNBAL2 2.299
+score FROM_WSP_TRAIL 1.511
score FSL_CTYPE_WIN1251 0.001
score FSL_NEW_HELO_USER 0.001
-score FUZZY_CLICK_HERE 3.499
-score FUZZY_IMPORTANT 1.905
+score FUZZY_CLICK_HERE 3.399
+score FUZZY_IMPORTANT 1.677
score FUZZY_PRIVACY 2.699
score FUZZY_SECURITY 2.899
score FUZZY_WALLET 1.799
-score GB_BITCOIN_CP 1.761
-score GB_CUSTOM_HTM_URI 1.036
-score GB_FAKE_RF_SHORT 1.928
+score GB_BITCOIN_CP 2.456
+score GB_CUSTOM_HTM_URI 1.035
+score GB_FAKE_RF_SHORT 1.933
score GB_FREEMAIL_DISPTO 0.001
-score GOOG_MALWARE_DNLD 4.900
-score GOOG_REDIR_HTML_ONLY 2.000
-score GOOG_REDIR_NORDNS 2.496
+score GOOG_MALWARE_DNLD 4.899
+score GOOG_REDIR_HTML_ONLY 1.999
+score GOOG_REDIR_NORDNS 2.500
score GOOG_STO_IMG_HTML 2.502
score GOOG_STO_NOIMG_HTML 2.999
score HDRS_LCASE_IMGONLY 0.100
-score HDRS_MISSP 0.220
+score HDRS_MISSP 0.142
score HDR_ORDER_FTSDMCXX_DIRECT 1.999
score HDR_ORDER_FTSDMCXX_NORDNS 1.914
-score HEADER_FROM_DIFFERENT_DOMAINS 0.249
-score HELO_NO_DOMAIN 0.001 # force non-zero
+score HEADER_FROM_DIFFERENT_DOMAINS 0.250
+score HELO_NO_DOMAIN 0.001
score HK_LOTTO 0.999
score HK_NAME_FM_MR_MRS 1.312
-score HK_NAME_MR_MRS 0.999
-score HK_RANDOM_ENVFROM 0.900
+score HK_NAME_MR_MRS 1.000
+score HK_RANDOM_ENVFROM 0.999
score HK_RANDOM_FROM 0.999
score HK_RANDOM_REPLYTO 0.999
score HK_SCAM 0.001
-score HK_WIN 0.145
+score HK_WIN 0.420
score HOSTED_IMG_DIRECT_MX 3.499
-score HOSTED_IMG_FREEM 1.359
+score HOSTED_IMG_FREEM 1.379
score HOSTED_IMG_MULTI_PUB_01 2.999
score HREF_EMPTY_NORDNS 0.001
score HTML_ENTITY_ASCII 2.999
score HTML_FONT_TINY_NORDNS 1.999
score HTML_OFF_PAGE 2.999
-score HTML_SINGLET_MANY 2.500
-score HTML_TAG_BALANCE_CENTER 3.099
-score HTML_TEXT_INVISIBLE_FONT 1.190
-score HTML_TEXT_INVISIBLE_STYLE 1.079
-score IMG_ONLY_FM_DOM_INFO 2.499
-score KHOP_HELO_FCRDNS 0.399
+score HTML_SINGLET_MANY 2.499
+score HTML_TAG_BALANCE_CENTER 2.581
+score HTML_TEXT_INVISIBLE_FONT 1.187
+score HTML_TEXT_INVISIBLE_STYLE 1.602
+score IMG_ONLY_FM_DOM_INFO 2.500
+score KHOP_HELO_FCRDNS 0.400
score KHOP_UNSUB_EMAIL 2.499
score LIST_PARTIAL_SHORT_MSG 2.499
-score LONGLN_LOW_CONTRAST 2.499
+score LONGLN_LOW_CONTRAST 2.500
score LONG_HEX_URI 2.999
score LONG_IMG_URI 0.001
-score LONG_INVISIBLE_TEXT 1.786
-score LOTS_OF_MONEY 0.010
+score LONG_INVISIBLE_TEXT 1.783
+score LOTS_OF_MONEY 0.009
score LOTTO_AGENT 0.001
score LOTTO_DEPT 1.999
-score MALFORMED_FREEMAIL 1.490
-score MALWARE_NORDNS 0.902
+score MALFORMED_FREEMAIL 1.488
+score MALWARE_NORDNS 0.766
score MANY_SUBDOM 3.199
score MILLION_HUNDRED 0.001
-score MILLION_USD 0.001
+score MILLION_USD 0.001 # force non-zero
score MIMEOLE_DIRECT_TO_MX 1.999
score MIME_NO_TEXT 1.999
score MIXED_ES 1.999
score MIXED_HREF_CASE 1.999
-score MONEY_ATM_CARD 0.001 # force non-zero
+score MONEY_ATM_CARD 0.001
score MONEY_FORM 0.001
score MONEY_FORM_SHORT 0.001
-score MONEY_FRAUD_3 2.429
+score MONEY_FRAUD_3 2.999
score MONEY_FRAUD_5 0.001
score MONEY_FRAUD_8 0.001
score MONEY_FREEMAIL_REPTO 2.999
score MONEY_FROM_41 1.999
-score MONEY_FROM_MISSP 0.001 # force non-zero
+score MONEY_FROM_MISSP 0.001
score MONEY_NOHTML 2.499
-score MSGID_NOFQDN1 0.998
+score MSGID_NOFQDN1 0.994
score NA_DOLLARS 0.001
-score NICE_REPLY_A -3.094
-score NORDNS_LOW_CONTRAST 0.001
+score NICE_REPLY_A -3.614
+score NORDNS_LOW_CONTRAST 0.001 # force non-zero
score NO_FM_NAME_IP_HOSTN 0.001
score NSL_RCVD_FROM_USER 0.001
score NSL_RCVD_HELO_USER 0.001
-score PDS_BAD_THREAD_QP_64 0.999
-score PDS_BRAND_SUBJ_NAKED_TO 1.000
-score PDS_BTC_ID 0.499
-score PDS_BTC_MSGID 0.246
+score PDS_BAD_THREAD_QP_64 1.000
+score PDS_BRAND_SUBJ_NAKED_TO 0.999
+score PDS_BTC_ID 0.500
+score PDS_BTC_MSGID 0.165
score PDS_DBL_URL_TNB_RUNON 1.999
score PDS_FRNOM_TODOM_DBL_URL 0.001
-score PDS_FRNOM_TODOM_NAKED_TO 0.661
-score PDS_FROM_2_EMAILS 0.352
-score PDS_FROM_NAME_TO_DOMAIN 1.696
+score PDS_FRNOM_TODOM_NAKED_TO 0.709
+score PDS_FROM_NAME_TO_DOMAIN 1.646
score PDS_HP_HELO_NORDNS 0.999
score PDS_PHP_EVAL 1.499
score PHP_ORIG_SCRIPT_EVAL 2.999
-score PHP_SCRIPT 2.500
+score PHP_SCRIPT 2.499
score PP_MIME_FAKE_ASCII_TEXT 0.999
score RAND_MKTG_HEADER 1.999
-score RATWARE_NO_RDNS 0.333
-score REPTO_419_FRAUD_GM 1.156
+score RATWARE_NO_RDNS 1.614
+score REPTO_419_FRAUD_GM 1.735
score RISK_FREE 2.599
-score SCC_BOGUS_CTE_1 2.663
-score SCC_CANSPAM_1 2.884
-score SCC_CANSPAM_2 2.316
+score SCC_BOGUS_CTE_1 2.499
+score SCC_CANSPAM_1 2.848
+score SCC_CANSPAM_2 2.393
score SCC_ISEMM_LID_1B 1.499
-score SCC_SPAMMER_ADDR_2 3.599
+score SCC_SPAMMER_ADDR_2 2.718
score SHOPIFY_IMG_NOT_RCVD_SFY 2.499
score SHORTENER_SHORT_IMG 0.001
-score SHORT_IMG_SUSP_NTLD 0.757
-score SHORT_SHORTNER 1.999
-score SPOOFED_FREEMAIL_NO_RDNS 0.349
+score SHORT_IMG_SUSP_NTLD 0.672
+score SHORT_SHORTNER 2.000
+score SPOOFED_FREEMAIL_NO_RDNS 0.348
score SPOOF_GMAIL_MID 1.499
-score STATIC_XPRIO_OLE 1.002
-score STY_INVIS_DIRECT 2.499
+score STATIC_XPRIO_OLE 1.416
+score STY_INVIS_DIRECT 2.500
score SUBJ_ATTENTION 0.499
-score SUSP_UTF8_WORD_COMBO 1.850
+score SUSP_UTF8_WORD_COMBO 1.661
score SUSP_UTF8_WORD_FROM 1.999
-score SUSP_UTF8_WORD_MANY 1.197
-score SUSP_UTF8_WORD_SUBJ 1.704
-score TEQF_USR_POLITE 2.000
-score THIS_AD 1.944
-score THIS_IS_ADV_SUSP_NTLD 0.001
-score TO_EQ_FM_DIRECT_MX 0.001
-score TO_IN_SUBJ 0.099
+score SUSP_UTF8_WORD_MANY 1.706
+score SUSP_UTF8_WORD_SUBJ 1.383
+score THIS_AD 1.936
+score THIS_IS_ADV_SUSP_NTLD 0.514
+score TO_EQ_FM_DIRECT_MX 0.001 # force non-zero
+score TO_IN_SUBJ 0.100
score TO_NAME_SUBJ_NO_RDNS 2.999
score TO_NO_BRKTS_FROM_MSSP 2.499
score TO_NO_BRKTS_HTML_IMG 1.999
score TO_NO_BRKTS_HTML_ONLY 1.999
-score TO_NO_BRKTS_MSFT 1.145
+score TO_NO_BRKTS_MSFT 1.151
score TO_NO_BRKTS_NORDNS_HTML 1.999
score TO_NO_BRKTS_PCNT 2.499
score TVD_DOLLARS_US 2.297
-score TVD_FROM_1 0.999
+score TVD_FROM_1 1.000
score TVD_PH_7 2.699
score TVD_SPACE_ENCODED 2.499
-score TVD_SPACE_RATIO_MINFP 1.298
-score UC_GIBBERISH_OBFU 1.636
-score UNDISC_FREEM 2.799
+score TVD_SPACE_RATIO_MINFP 1.500
+score UC_GIBBERISH_OBFU 0.791
+score UNDISC_FREEM 2.699
score UNDISC_MONEY 2.999
score UNICODE_OBFU_ASC 2.499
score UNICODE_OBFU_ZW_MANY 0.001
-score URI_CLOUDFLAREIPFS 2.500
+score URI_AZURE_CLOUDAPP 2.999
+score URI_CLOUDFLAREIPFS 2.499
score URI_DOTEDU 1.999
score URI_GOOGLE_PROXY 2.199
score URI_GOOG_STO_SPAMMY 2.999
-score URI_IMG_CWINDOWSNET 3.139
-score URI_PHISH 2.543
-score URI_TRY_3LD 1.999
+score URI_IMG_CWINDOWSNET 3.134
+score URI_PHISH 2.546
+score URI_TRY_3LD 2.000
score URI_WP_DIRINDEX 3.499
-score URI_WP_HACKED 3.500
+score URI_WP_HACKED 3.499
score URI_WP_HACKED_2 2.499
score US_DOLLARS_3 1.999
-score VFY_ACCT_NORDNS 2.818
-score VISTA_COST 0.504
+score VFY_ACCT_NORDNS 2.999
+score VISTA_COST 0.501
score VISTA_TONOM_EQ_TOLOC 2.499
-score WORD_INVIS 1.580
-score WORD_INVIS_MANY 2.999
+score WORD_INVIS 1.584
+score WORD_INVIS_MANY 3.000
score XFER_LOTSA_MONEY 0.001
score XM_LIGHT_HEAVY 2.499
score XM_RANDOM 2.499
score XM_RECPTID 2.999
-score XPRIO 0.501
+score XPRIO 0.504
score XPRIO_SHORT_SUBJ 2.499
score YOUR_DELIVERY_ADDRESS 1.249
-score YOU_INHERIT 1.331
+score YOU_INHERIT 2.043
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
score AC_SPAMMY_URI_PATTERNS11 1.000
@@ -380,7 +379,6 @@ score TW_GIBBERISH_MANY 1.0
score UNICODE_OBFU_ZW 1.000
score UNSUB_GOOG_FORM 1.000
score URI_ADOBESPARK 1.000
-score URI_AZURE_CLOUDAPP 1.000
score URI_DASHGOVEDU 1.000
score URI_DATA 1.000
score URI_DOTEDU_ENTITY 1.000
Modified: spamassassin/trunk/rulesrc/scores/scores-set3
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/scores-set3?rev=1916487&r1=1916486&r2=1916487&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Sat Mar 23 02:51:11 2024
@@ -1,268 +1,266 @@
# Using score set 1 logs for revision 1916360 from:
# ham-net-ena-week0.r1916360.log ham-net-ena-week1.r1916360.log ham-net-ena-week2.r1916360.log ham-net-ena-week3.r1916360.log ham-net-ena-week4.r1916360.log ham-net-giovanni-ham.r1916360.log ham-net-giovanni-spammy.r1916360.log ham-net-giovanni-spam.r1916360.log ham-net-grenier.r1916360.log ham-net-hege.r1916360.log ham-net-jhardin.r1916360.log ham-net-llanga.r1916360.log ham-net-mmiroslaw-mails-ham.r1916360.log ham-net-mmiroslaw-mails-spam.r1916360.log ham-net-spamsponge.r1916360.log ham-net-tsz-corpus.r1916360.log ham-net-whyscream.r1916360.log spam-net-ena-week0.r1916360.log spam-net-ena-week1.r1916360.log spam-net-ena-week2.r1916360.log spam-net-ena-week3.r1916360.log spam-net-ena-week4.r1916360.log spam-net-giovanni-ham.r1916360.log spam-net-giovanni-spammy.r1916360.log spam-net-giovanni-spam.r1916360.log spam-net-grenier.r1916360.log spam-net-hege.r1916360.log spam-net-jhardin.r1916360.log spam-net-llanga.r1916360.log spam-net-mmiroslaw-mails-ham.r1916360.log spam-net-mmirosla
w-mails-spam.r1916360.log spam-net-spamsponge.r1916360.log spam-net-tsz-corpus.r1916360.log spam-net-whyscream.r1916360.log
-score ACCT_PHISHING_MANY 2.980
+score ACCT_PHISHING_MANY 2.945
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001
score AC_FROM_MANY_DOTS 2.499
-score AC_HTML_NONSENSE_TAGS 1.999
-score AC_POST_EXTRAS 0.821
+score AC_HTML_NONSENSE_TAGS 2.000
+score AC_POST_EXTRAS 0.833
score ADMITS_SPAM 3.099
-score ADVANCE_FEE_2_NEW_FRM_MNY 1.725
+score ADVANCE_FEE_2_NEW_FRM_MNY 2.253
score ADVANCE_FEE_2_NEW_MONEY 1.999
-score ADVANCE_FEE_3_NEW 3.266
-score ADVANCE_FEE_3_NEW_FRM_MNY 1.868
+score ADVANCE_FEE_3_NEW 3.262
+score ADVANCE_FEE_3_NEW_FRM_MNY 0.730
score ADVANCE_FEE_3_NEW_MONEY 0.001
score ADVANCE_FEE_4_NEW 0.001
-score ADVANCE_FEE_4_NEW_FRM_MNY 1.322
+score ADVANCE_FEE_4_NEW_FRM_MNY 1.756
score ADVANCE_FEE_4_NEW_MONEY 0.001
-score ADVANCE_FEE_5_NEW_FRM_MNY 0.001 # force non-zero
-score ADVANCE_FEE_5_NEW_MONEY 0.694
-score AD_PREFS 0.415
+score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
+score ADVANCE_FEE_5_NEW_MONEY 0.722
+score AD_PREFS 0.149
score AMAZON_IMG_NOT_RCVD_AMZN 2.499
score APOSTROPHE_TOCC 1.000
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
score AXB_X_FF_SEZ_S 3.199
score BIGNUM_EMAILS_FREEM 0.001
-score BITCOIN_DEADLINE 1.304
-score BITCOIN_EXTORT_01 2.001
-score BITCOIN_MALWARE 2.431
-score BITCOIN_ONAN 0.763
-score BITCOIN_SPAM_02 0.817
+score BITCOIN_DEADLINE 2.112
+score BITCOIN_EXTORT_01 2.011
+score BITCOIN_MALWARE 0.822
+score BITCOIN_ONAN 1.413
+score BITCOIN_SPAM_02 1.570
score BITCOIN_SPAM_03 2.499
-score BITCOIN_SPAM_05 1.483
-score BITCOIN_SPAM_07 2.203
+score BITCOIN_SPAM_05 0.384
+score BITCOIN_SPAM_07 2.841
score BITCOIN_SPAM_09 1.499
score BITCOIN_TOEQFM 0.001
-score BITCOIN_VISTA 2.104
+score BITCOIN_VISTA 0.568
score BITCOIN_XPRIO 2.499
score BITCOIN_YOUR_INFO 2.999
score BODY_SINGLE_URI 0.299
-score BODY_URI_ONLY 0.703
-score BOGUS_MIME_VERSION 2.296
-score BOGUS_MSM_HDRS 0.691
+score BODY_URI_ONLY 0.705
+score BOGUS_MIME_VERSION 1.656
+score BOGUS_MSM_HDRS 2.480
score CK_HELO_GENERIC 0.249
score COMPENSATION 1.499
score CTE_8BIT_MISMATCH 0.001
-score DATE_IN_FUTURE_Q_PLUS 3.476
+score DATE_IN_FUTURE_Q_PLUS 2.690
score DEAR_BENEFICIARY 3.299
-score DKIMWL_WL_HIGH -0.222
+score DKIMWL_WL_HIGH -0.167
score DKIMWL_WL_MED -0.001 # force non-zero
score DKIMWL_WL_MEDHI -0.001
-score DSN_NO_MIMEVERSION 1.999
+score DSN_NO_MIMEVERSION 2.000
score ENCRYPTED_MESSAGE -0.999
-score END_FUTURE_EMAILS 2.500
-score FACEBOOK_IMG_NOT_RCVD_FB 2.000
-score FBI_MONEY 0.001
-score FBI_SPOOF 1.999
-score FILL_THIS_FORM 0.001 # force non-zero
+score END_FUTURE_EMAILS 2.499
+score FACEBOOK_IMG_NOT_RCVD_FB 1.999
+score FBI_MONEY 0.586
+score FBI_SPOOF 0.751
+score FILL_THIS_FORM 0.001
score FONT_INVIS_DIRECT 0.001
score FONT_INVIS_LONG_LINE 2.999
score FONT_INVIS_MSGID 2.499
-score FONT_INVIS_NORDNS 1.214
-score FONT_INVIS_POSTEXTRAS 2.975
-score FORGED_SPF_HELO 1.900
+score FONT_INVIS_NORDNS 1.247
+score FONT_INVIS_POSTEXTRAS 2.959
+score FORGED_SPF_HELO 1.899
score FORM_FRAUD 0.999
-score FORM_FRAUD_3 0.170
-score FORM_FRAUD_5 0.982
-score FOUND_YOU 3.250
+score FORM_FRAUD_3 1.641
+score FORM_FRAUD_5 2.665
+score FOUND_YOU 3.249
score FREEMAIL_FORGED_FROMDOMAIN 0.001
score FROM_ADDR_WS 0.001
score FROM_BANK_NOAUTH 0.999
score FROM_FMBLA_NEWDOM 1.499
score FROM_FMBLA_NEWDOM14 0.999
-score FROM_FMBLA_NEWDOM28 0.800
-score FROM_GOV_DKIM_AU -0.444
-score FROM_IN_TO_AND_SUBJ 2.017
+score FROM_FMBLA_NEWDOM28 0.799
+score FROM_GOV_DKIM_AU -0.501
+score FROM_IN_TO_AND_SUBJ 1.678
score FROM_MISSPACED 0.001
-score FROM_MISSP_DYNIP 0.762
-score FROM_MISSP_EH_MATCH 0.777
+score FROM_MISSP_DYNIP 0.620
+score FROM_MISSP_EH_MATCH 0.773
score FROM_MISSP_FREEMAIL 3.499
score FROM_MISSP_MSFT 0.001 # force non-zero
-score FROM_MISSP_PHISH 1.677
-score FROM_MISSP_REPLYTO 0.631
-score FROM_MISSP_SPF_FAIL 0.665
-score FROM_MISSP_TO_UNDISC 1.528
+score FROM_MISSP_PHISH 2.283
+score FROM_MISSP_REPLYTO 0.772
+score FROM_MISSP_SPF_FAIL 1.402
+score FROM_MISSP_TO_UNDISC 2.530
score FROM_MISSP_USER 0.001
score FROM_MISSP_XPRIO 0.001
-score FROM_NTLD_REPLY_FREEMAIL 1.348
-score FROM_PAYPAL_SPOOF 1.599
+score FROM_NTLD_REPLY_FREEMAIL 0.001
+score FROM_PAYPAL_SPOOF 1.600
score FROM_SUSPICIOUS_NTLD 0.499
score FROM_SUSPICIOUS_NTLD_FP 1.999
-score FROM_UNBAL2 2.299
-score FROM_WSP_TRAIL 0.453
+score FROM_WSP_TRAIL 0.646
score FSL_BULK_SIG 0.001
score FSL_CTYPE_WIN1251 0.001
score FSL_NEW_HELO_USER 0.001
-score FUZZY_AMAZON 2.399
+score FUZZY_AMAZON 2.400
score FUZZY_CLICK_HERE 3.299
-score FUZZY_IMPORTANT 2.306
-score FUZZY_PRIVACY 2.599
-score FUZZY_SECURITY 2.900
-score FUZZY_WALLET 0.590
+score FUZZY_IMPORTANT 2.264
+score FUZZY_PRIVACY 2.699
+score FUZZY_SECURITY 2.899
+score FUZZY_WALLET 0.261
score GB_BITCOIN_CP 2.999
score GB_CUSTOM_HTM_URI 0.001
-score GB_FAKE_RF_SHORT 1.999
+score GB_FAKE_RF_SHORT 1.821
score GB_FREEMAIL_DISPTO 0.001 # force non-zero
-score GB_HASHBL_BTC 4.509
-score GOOG_MALWARE_DNLD 3.496
+score GB_HASHBL_BTC 4.889
+score GOOG_MALWARE_DNLD 3.499
score GOOG_REDIR_HTML_ONLY 1.999
score GOOG_REDIR_NORDNS 0.001
-score GOOG_STO_IMG_HTML 2.031
+score GOOG_STO_IMG_HTML 2.024
score GOOG_STO_NOIMG_HTML 2.999
-score HDRS_LCASE_IMGONLY 0.100
+score HDRS_LCASE_IMGONLY 0.099
score HDRS_MISSP 2.499
score HDR_ORDER_FTSDMCXX_DIRECT 1.999
score HDR_ORDER_FTSDMCXX_NORDNS 3.499
score HEADER_FROM_DIFFERENT_DOMAINS 0.250
-score HELO_NO_DOMAIN 1.433
+score HELO_NO_DOMAIN 1.270
score HK_LOTTO 0.999
-score HK_NAME_FM_MR_MRS 0.900
-score HK_NAME_MR_MRS 0.999
+score HK_NAME_FM_MR_MRS 0.905
+score HK_NAME_MR_MRS 1.000
score HK_RANDOM_ENVFROM 0.001
score HK_RANDOM_FROM 0.999
-score HK_RANDOM_REPLYTO 1.000
+score HK_RANDOM_REPLYTO 0.999
score HK_SCAM 1.999
-score HK_WIN 0.661
-score HOSTED_IMG_DIRECT_MX 3.006
-score HOSTED_IMG_FREEM 1.043
+score HK_WIN 0.292
+score HOSTED_IMG_DIRECT_MX 2.646
+score HOSTED_IMG_FREEM 1.048
score HOSTED_IMG_MULTI_PUB_01 2.999
score HREF_EMPTY_NORDNS 0.001
-score HTML_ENTITY_ASCII 3.000
+score HTML_ENTITY_ASCII 2.999
score HTML_FONT_TINY_NORDNS 0.001
-score HTML_OFF_PAGE 2.132
+score HTML_OFF_PAGE 2.233
score HTML_SINGLET_MANY 2.357
score HTML_TAG_BALANCE_CENTER 3.099
-score HTML_TEXT_INVISIBLE_FONT 0.054
-score HTML_TEXT_INVISIBLE_STYLE 1.066
+score HTML_TEXT_INVISIBLE_FONT 0.049
+score HTML_TEXT_INVISIBLE_STYLE 1.073
score IMG_ONLY_FM_DOM_INFO 2.499
score KHOP_HELO_FCRDNS 0.001 # force non-zero
-score LIST_PARTIAL_SHORT_MSG 1.544
-score LONGLN_LOW_CONTRAST 0.001
+score LIST_PARTIAL_SHORT_MSG 1.545
+score LONGLN_LOW_CONTRAST 0.001 # force non-zero
score LONG_HEX_URI 2.150
-score LONG_IMG_URI 1.101
-score LONG_INVISIBLE_TEXT 2.099
+score LONG_IMG_URI 1.103
+score LONG_INVISIBLE_TEXT 2.015
score LOTS_OF_MONEY 0.010
score LOTTO_AGENT 0.001
score LOTTO_DEPT 1.999
-score MALFORMED_FREEMAIL 1.318
-score MALWARE_NORDNS 1.745
-score MANY_SUBDOM 3.100
+score MALFORMED_FREEMAIL 1.335
+score MALWARE_NORDNS 2.069
+score MANY_SUBDOM 3.099
+score MAY_BE_FORGED 2.199
score MILLION_HUNDRED 0.001
-score MILLION_USD 1.590
-score MIMEOLE_DIRECT_TO_MX 0.295
+score MILLION_USD 1.588
+score MIMEOLE_DIRECT_TO_MX 0.590
score MIME_NO_TEXT 1.999
-score MIXED_ES 1.899
+score MIXED_ES 2.000
score MIXED_HREF_CASE 1.999
score MONEY_ATM_CARD 0.001 # force non-zero
score MONEY_FORM 0.001
score MONEY_FORM_SHORT 0.001
-score MONEY_FRAUD_3 2.799
+score MONEY_FRAUD_3 1.537
score MONEY_FRAUD_5 0.001
-score MONEY_FRAUD_8 0.001
-score MONEY_FREEMAIL_REPTO 1.088
+score MONEY_FRAUD_8 0.001 # force non-zero
+score MONEY_FREEMAIL_REPTO 1.087
score MONEY_FROM_41 1.999
score MONEY_FROM_MISSP 0.001
score MONEY_NOHTML 2.499
score MSGID_HDR_MALF 3.499
-score MSGID_NOFQDN1 2.201
+score MSGID_NOFQDN1 2.202
score NA_DOLLARS 1.499
-score NICE_REPLY_A -2.785
-score NORDNS_LOW_CONTRAST 1.446
+score NICE_REPLY_A -3.688
+score NORDNS_LOW_CONTRAST 1.418
score NO_FM_NAME_IP_HOSTN 0.001
score NSL_RCVD_FROM_USER 0.001
score NSL_RCVD_HELO_USER 0.001
-score OBFU_TEXT_ATTACH 1.351
+score OBFU_TEXT_ATTACH 1.599
score PDS_BAD_THREAD_QP_64 0.001
score PDS_BRAND_SUBJ_NAKED_TO 0.999
score PDS_BTC_ID 0.499
-score PDS_BTC_MSGID 0.585
+score PDS_BTC_MSGID 0.999
score PDS_DBL_URL_TNB_RUNON 1.999
score PDS_FRNOM_TODOM_DBL_URL 0.001
-score PDS_FRNOM_TODOM_NAKED_TO 0.001
-score PDS_FROM_2_EMAILS 1.998
-score PDS_FROM_NAME_TO_DOMAIN 1.098
+score PDS_FRNOM_TODOM_NAKED_TO 0.500
+score PDS_FROM_NAME_TO_DOMAIN 0.627
score PDS_HELO_SPF_FAIL 1.999
-score PDS_HP_HELO_NORDNS 0.001
+score PDS_HP_HELO_NORDNS 0.001 # force non-zero
score PDS_PHP_EVAL 1.499
score PHP_ORIG_SCRIPT_EVAL 2.999
-score PHP_SCRIPT 2.499
+score PHP_SCRIPT 2.500
score PP_MIME_FAKE_ASCII_TEXT 0.001
score RAND_MKTG_HEADER 1.999
-score RATWARE_NO_RDNS 1.917
-score RCVD_IN_IADB_COURT -0.001 # force non-zero
-score RCVD_IN_IADB_LEG_MAND -0.001 # force non-zero
+score RATWARE_NO_RDNS 1.348
+score RCVD_IN_IADB_COURT -0.001
+score RCVD_IN_IADB_LEG_MAND -0.001
score RCVD_IN_MSPIKE_H2 -0.001
-score REPTO_419_FRAUD_GM 1.448
+score REPTO_419_FRAUD_GM 2.029
score REPTO_419_FRAUD_GM_LOOSE 0.999
score RISK_FREE 2.599
-score SCC_BOGUS_CTE_1 4.099
-score SCC_CANSPAM_1 0.589
+score SCC_BOGUS_CTE_1 3.677
+score SCC_CANSPAM_1 0.101
score SCC_CANSPAM_2 4.199
-score SCC_CTMPP 1.208
-score SCC_ISEMM_LID_1B 1.499
+score SCC_CTMPP 1.024
+score SCC_ISEMM_LID_1B 1.500
score SCC_SPAMMER_ADDR_2 3.499
score SHOPIFY_IMG_NOT_RCVD_SFY 2.499
-score SHORTENER_SHORT_IMG 1.753
-score SHORT_IMG_SUSP_NTLD 0.838
+score SHORTENER_SHORT_IMG 1.756
+score SHORT_IMG_SUSP_NTLD 1.456
score SHORT_SHORTNER 0.001
score SPOOFED_FREEMAIL 0.001
score SPOOFED_FREEMAIL_NO_RDNS 0.001
-score SPOOFED_FREEM_REPTO 2.499
+score SPOOFED_FREEM_REPTO 2.500
score SPOOF_GMAIL_MID 1.499
-score STATIC_XPRIO_OLE 1.262
-score STY_INVIS_DIRECT 0.748
+score STATIC_XPRIO_OLE 1.264
+score STY_INVIS_DIRECT 0.754
score SUBJ_ATTENTION 0.499
-score SUSP_UTF8_WORD_COMBO 2.185
+score SUSP_UTF8_WORD_COMBO 2.137
score SUSP_UTF8_WORD_FROM 1.999
-score SUSP_UTF8_WORD_MANY 0.418
-score SUSP_UTF8_WORD_SUBJ 0.863
-score TEQF_USR_POLITE 1.990
-score THIS_AD 1.140
-score THIS_IS_ADV_SUSP_NTLD 1.345
+score SUSP_UTF8_WORD_MANY 0.494
+score SUSP_UTF8_WORD_SUBJ 0.836
+score THIS_AD 1.122
+score THIS_IS_ADV_SUSP_NTLD 0.152
score TO_EQ_FM_DIRECT_MX 0.001
score TO_EQ_FM_DOM_SPF_FAIL 0.001
score TO_EQ_FM_SPF_FAIL 0.001
score TO_IN_SUBJ 0.100
-score TO_NAME_SUBJ_NO_RDNS 1.981
+score TO_NAME_SUBJ_NO_RDNS 2.792
score TO_NO_BRKTS_FROM_MSSP 2.499
-score TO_NO_BRKTS_HTML_IMG 1.794
+score TO_NO_BRKTS_HTML_IMG 1.795
score TO_NO_BRKTS_HTML_ONLY 1.999
-score TO_NO_BRKTS_MSFT 1.424
-score TO_NO_BRKTS_NORDNS_HTML 1.423
-score TO_NO_BRKTS_PCNT 2.395
-score TVD_DOLLARS_US 1.571
+score TO_NO_BRKTS_MSFT 1.399
+score TO_NO_BRKTS_NORDNS_HTML 1.394
+score TO_NO_BRKTS_PCNT 2.400
+score TVD_DOLLARS_US 1.602
score TVD_FROM_1 0.999
score TVD_PH_7 2.499
-score TVD_SPACE_ENCODED 1.260
+score TVD_SPACE_ENCODED 2.284
score TVD_SPACE_RATIO_MINFP 0.001
score UNDISC_FREEM 2.699
score UNDISC_MONEY 2.899
score UNICODE_OBFU_ASC 2.499
-score UNICODE_OBFU_ZW_MANY 0.001 # force non-zero
-score URI_AZURE_CLOUDAPP 3.000
+score UNICODE_OBFU_ZW_MANY 0.001
score URI_CLOUDFLAREIPFS 2.499
-score URI_GOOGLE_PROXY 2.200
+score URI_DOTEDU 1.999
+score URI_GOOGLE_PROXY 2.199
score URI_GOOG_STO_SPAMMY 2.999
-score URI_IMG_CWINDOWSNET 3.199
+score URI_IMG_CWINDOWSNET 3.100
score URI_ONLY_MSGID_MALF 1.999
score URI_PHISH 2.909
score URI_TRY_3LD 1.999
score URI_WP_HACKED 3.499
score URI_WP_HACKED_2 2.499
score US_DOLLARS_3 1.999
-score VFY_ACCT_NORDNS 2.169
-score VISTA_COST 1.959
-score VISTA_TONOM_EQ_TOLOC 0.356
-score WORD_INVIS 1.898
+score VFY_ACCT_NORDNS 2.239
+score VISTA_COST 1.482
+score VISTA_TONOM_EQ_TOLOC 0.369
+score WORD_INVIS 1.901
score WORD_INVIS_MANY 2.999
score XFER_LOTSA_MONEY 0.001
score XM_LIGHT_HEAVY 2.499
score XM_RANDOM 2.499
-score XM_RECPTID 2.951
+score XM_RECPTID 2.952
score XPRIO 0.001
score YOUR_DELIVERY_ADDRESS 1.249
-score YOU_INHERIT 1.237
+score YOU_INHERIT 1.326
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
score AC_SPAMMY_URI_PATTERNS11 1.000
@@ -413,9 +411,9 @@ score UC_GIBBERISH_OBFU 1.0
score UNICODE_OBFU_ZW 1.000
score UNSUB_GOOG_FORM 1.000
score URI_ADOBESPARK 1.000
+score URI_AZURE_CLOUDAPP 1.000
score URI_DASHGOVEDU 1.000
score URI_DATA 1.000
-score URI_DOTEDU 1.000
score URI_DOTEDU_ENTITY 1.000
score URI_FIREBASEAPP 1.000
score URI_HEX_IP 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1916487&r1=1916486&r2=1916487&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Sat Mar 23 02:51:11 2024
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 509656 62.771% (99.409% of non-spam corpus)
-# Correctly spam: 220453 27.152% (73.669% of spam corpus)
-# False positives: 3028 0.373% (0.591% of nonspam, 54915 weighted)
-# False negatives: 78793 9.704% (26.331% of spam, 149780 weighted)
+# Correctly non-spam: 509659 62.772% (99.410% of non-spam corpus)
+# Correctly spam: 220337 27.138% (73.632% of spam corpus)
+# False positives: 3025 0.373% (0.590% of nonspam, 54902 weighted)
+# False negatives: 78904 9.718% (26.368% of spam, 150233 weighted)
# Average score for spam: 7.4 nonspam: 0.4
# Average for false-pos: 6.2 false-neg: 1.9
-# TOTAL: 811930 100.00%
+# TOTAL: 811925 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 63635 99.34%
-# Correctly spam: 27635 73.98%
-# False positives: 422 0.66%
-# False negatives: 9719 26.02%
-# TCR(l=50): 1.212045 SpamRecall: 73.981% SpamPrec: 98.496%
+# Correctly non-spam: 63641 99.35%
+# Correctly spam: 27621 73.94%
+# False positives: 416 0.65%
+# False negatives: 9733 26.06%
+# TCR(l=50): 1.223398 SpamRecall: 73.944% SpamPrec: 98.516%
##### 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: 503782 98.26%
-# Correctly spam: 132092 44.14%
+# Correctly spam: 132168 44.17%
# False positives: 8902 1.74%
-# False negatives: 167154 55.86%
-# TCR(l=50): 0.488761 SpamRecall: 44.142% SpamPrec: 93.686%
+# False negatives: 167073 55.83%
+# TCR(l=50): 0.488818 SpamRecall: 44.168% SpamPrec: 93.690%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 62878 98.16%
-# Correctly spam: 16512 44.20%
+# Correctly spam: 16464 44.08%
# False positives: 1179 1.84%
-# False negatives: 20842 55.80%
-# TCR(l=50): 0.468142 SpamRecall: 44.204% SpamPrec: 93.336%
+# False negatives: 20890 55.92%
+# TCR(l=50): 0.467861 SpamRecall: 44.076% SpamPrec: 93.317%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1916487&r1=1916486&r2=1916487&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Sat Mar 23 02:51:11 2024
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 505176 63.876% (99.567% of non-spam corpus)
-# Correctly spam: 227737 28.796% (80.329% of spam corpus)
-# False positives: 2196 0.278% (0.433% of nonspam, 89547 weighted)
-# False negatives: 55767 7.051% (19.671% of spam, 100571 weighted)
-# Average score for spam: 12.1 nonspam: -1.0
+# Correctly non-spam: 505172 63.875% (99.566% of non-spam corpus)
+# Correctly spam: 227786 28.802% (80.348% of spam corpus)
+# False positives: 2200 0.278% (0.434% of nonspam, 89608 weighted)
+# False negatives: 55715 7.045% (19.652% of spam, 100645 weighted)
+# Average score for spam: 12.1 nonspam: -1.1
# Average for false-pos: 7.3 false-neg: 1.8
-# TOTAL: 790876 100.00%
+# TOTAL: 790873 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 63086 99.56%
-# Correctly spam: 28457 80.26%
-# False positives: 279 0.44%
-# False negatives: 6999 19.74%
-# TCR(l=50): 1.692491 SpamRecall: 80.260% SpamPrec: 99.029%
+# Correctly non-spam: 63085 99.56%
+# Correctly spam: 28404 80.11%
+# False positives: 280 0.44%
+# False negatives: 7051 19.89%
+# TCR(l=50): 1.684243 SpamRecall: 80.113% SpamPrec: 99.024%
##### 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: 505523 99.64%
-# Correctly spam: 143071 50.47%
+# Correctly spam: 143130 50.49%
# False positives: 1849 0.36%
-# False negatives: 140433 49.53%
-# TCR(l=50): 1.217367 SpamRecall: 50.465% SpamPrec: 98.724%
+# False negatives: 140371 49.51%
+# TCR(l=50): 1.217678 SpamRecall: 50.487% SpamPrec: 98.725%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 63123 99.62%
-# Correctly spam: 17909 50.51%
+# Correctly spam: 17904 50.50%
# False positives: 242 0.38%
-# False negatives: 17547 49.49%
-# TCR(l=50): 1.195939 SpamRecall: 50.510% SpamPrec: 98.667%
+# False negatives: 17551 49.50%
+# TCR(l=50): 1.195744 SpamRecall: 50.498% SpamPrec: 98.666%