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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2024/02/19 02:47:48 UTC
svn commit: r1915863 [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=1915863&r1=1915862&r2=1915863&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set2 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set2 Mon Feb 19 02:47:48 2024
@@ -1,240 +1,246 @@
-# Using score set 0 logs for revision 1915816 from:
-# ham-ena-week0.r1915816.log ham-ena-week1.r1915816.log ham-ena-week2.r1915816.log ham-ena-week3.r1915816.log ham-ena-week4.r1915816.log ham-giovanni-ham.r1915816.log ham-giovanni-spammy.r1915816.log ham-giovanni-spam.r1915816.log ham-grenier.r1915816.log ham-hege.r1915816.log ham-jhardin.r1915816.log ham-llanga.r1915816.log ham-mmiroslaw-mails-ham.r1915816.log ham-mmiroslaw-mails-spam.r1915816.log ham-spamsponge.r1915816.log ham-tsz-corpus.r1915816.log ham-whyscream.r1915816.log spam-ena-week0.r1915816.log spam-ena-week1.r1915816.log spam-ena-week2.r1915816.log spam-ena-week3.r1915816.log spam-ena-week4.r1915816.log spam-giovanni-ham.r1915816.log spam-giovanni-spammy.r1915816.log spam-giovanni-spam.r1915816.log spam-grenier.r1915816.log spam-hege.r1915816.log spam-jhardin.r1915816.log spam-llanga.r1915816.log spam-mmiroslaw-mails-ham.r1915816.log spam-mmiroslaw-mails-spam.r1915816.log spam-spamsponge.r1915816.log spam-tsz-corpus.r1915816.log spam-whyscream.r1915816.log
+# Using score set 0 logs for revision 1915857 from:
+# ham-ena-week0.r1915857.log ham-ena-week1.r1915857.log ham-ena-week2.r1915857.log ham-ena-week3.r1915857.log ham-ena-week4.r1915857.log ham-giovanni-ham.r1915857.log ham-giovanni-spammy.r1915857.log ham-giovanni-spam.r1915857.log ham-grenier.r1915857.log ham-hege.r1915857.log ham-jhardin.r1915857.log ham-llanga.r1915857.log ham-mmiroslaw-mails-ham.r1915857.log ham-mmiroslaw-mails-spam.r1915857.log ham-spamsponge.r1915857.log ham-tsz-corpus.r1915857.log ham-whyscream.r1915857.log spam-ena-week0.r1915857.log spam-ena-week1.r1915857.log spam-ena-week2.r1915857.log spam-ena-week3.r1915857.log spam-ena-week4.r1915857.log spam-giovanni-ham.r1915857.log spam-giovanni-spammy.r1915857.log spam-giovanni-spam.r1915857.log spam-grenier.r1915857.log spam-hege.r1915857.log spam-jhardin.r1915857.log spam-llanga.r1915857.log spam-mmiroslaw-mails-ham.r1915857.log spam-mmiroslaw-mails-spam.r1915857.log spam-spamsponge.r1915857.log spam-tsz-corpus.r1915857.log spam-whyscream.r1915857.log
-score ACCT_PHISHING_MANY 2.999
+score ACCT_PHISHING_MANY 2.551
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 ADMITS_SPAM 3.099
-score ADVANCE_FEE_2_NEW_FRM_MNY 1.291
+score ADMITS_SPAM 3.199
+score ADVANCE_FEE_2_NEW_FRM_MNY 0.129
score ADVANCE_FEE_2_NEW_MONEY 1.999
score ADVANCE_FEE_3_NEW 3.499
score ADVANCE_FEE_3_NEW_MONEY 0.001
-score ADVANCE_FEE_4_NEW 1.147
-score ADVANCE_FEE_4_NEW_FRM_MNY 0.727
-score ADVANCE_FEE_4_NEW_MONEY 0.001
-score ADVANCE_FEE_5_NEW_FRM_MNY 1.545
+score ADVANCE_FEE_4_NEW 2.299
+score ADVANCE_FEE_4_NEW_FRM_MNY 1.824
+score ADVANCE_FEE_4_NEW_MONEY 0.133
+score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
score ADVANCE_FEE_5_NEW_MONEY 0.001
-score AD_PREFS 0.001 # force non-zero
-score AMAZON_IMG_NOT_RCVD_AMZN 2.499
+score AD_PREFS 0.001
+score AMAZON_IMG_NOT_RCVD_AMZN 2.500
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score AXB_X_FF_SEZ_S 3.440
-score BITCOIN_DEADLINE 2.999
-score BITCOIN_EXTORT_01 2.916
-score BITCOIN_MALWARE 3.014
-score BITCOIN_ONAN 1.958
-score BITCOIN_PAY_ME 2.833
-score BITCOIN_SPAM_02 2.500
+score AXB_X_FF_SEZ_S 3.439
+score BITCOIN_DEADLINE 2.698
+score BITCOIN_EXTORT_01 2.104
+score BITCOIN_MALWARE 3.287
+score BITCOIN_ONAN 1.066
+score BITCOIN_PAY_ME 0.186
+score BITCOIN_SPAM_02 2.499
score BITCOIN_SPAM_03 2.499
-score BITCOIN_SPAM_07 1.480
+score BITCOIN_SPAM_07 1.381
score BITCOIN_SPAM_09 1.499
-score BITCOIN_TOEQFM 3.019
+score BITCOIN_TOEQFM 3.119
score BITCOIN_VISTA 0.001
score BITCOIN_XPRIO 2.499
-score BODY_SINGLE_URI 2.499
-score BODY_SINGLE_WORD 0.001
-score BODY_URI_ONLY 0.177
+score BODY_SINGLE_URI 1.970
+score BODY_SINGLE_WORD 0.493
+score BODY_URI_ONLY 0.169
score BOGUS_MIME_VERSION 3.499
score CK_HELO_GENERIC 0.249
-score COMPENSATION 0.218
+score COMPENSATION 1.499
score CTE_8BIT_MISMATCH 0.999
-score DATE_IN_FUTURE_Q_PLUS 2.909
+score DATE_IN_FUTURE_Q_PLUS 0.324
score DEAR_BENEFICIARY 3.099
score DSN_NO_MIMEVERSION 1.999
-score ENCRYPTED_MESSAGE -0.999
+score ENCRYPTED_MESSAGE -1.000
score END_FUTURE_EMAILS 2.499
score FACEBOOK_IMG_NOT_RCVD_FB 1.999
-score FILL_THIS_FORM 0.999
+score FILL_THIS_FORM 1.055
score FONT_INVIS_DIRECT 0.001
-score FONT_INVIS_HTML_NOHTML 2.656
-score FONT_INVIS_LONG_LINE 2.237
+score FONT_INVIS_HTML_NOHTML 2.961
+score FONT_INVIS_LONG_LINE 2.539
score FONT_INVIS_MSGID 2.499
score FONT_INVIS_NORDNS 0.001
-score FONT_INVIS_POSTEXTRAS 2.597
+score FONT_INVIS_POSTEXTRAS 2.755
score FORM_FRAUD 0.999
-score FORM_FRAUD_3 2.487
-score FORM_FRAUD_5 1.046
-score FREEMAIL_FORGED_FROMDOMAIN 0.250
-score FROM_ADDR_WS 1.680
+score FORM_FRAUD_3 1.493
+score FORM_FRAUD_5 2.942
+score FREEMAIL_FORGED_FROMDOMAIN 0.249
+score FROM_ADDR_WS 2.000
score FROM_IN_TO_AND_SUBJ 1.799
-score FROM_MISSPACED 1.999
-score FROM_MISSP_DYNIP 0.157
-score FROM_MISSP_EH_MATCH 2.000
-score FROM_MISSP_FREEMAIL 3.199
-score FROM_MISSP_MSFT 1.641
-score FROM_MISSP_PHISH 1.709
+score FROM_MISSPACED 1.838
+score FROM_MISSP_DYNIP 1.854
+score FROM_MISSP_EH_MATCH 1.683
+score FROM_MISSP_FREEMAIL 2.701
+score FROM_MISSP_MSFT 0.647
+score FROM_MISSP_PHISH 2.911
score FROM_MISSP_REPLYTO 2.499
-score FROM_MISSP_TO_UNDISC 1.282
+score FROM_MISSP_TO_UNDISC 0.385
score FROM_MISSP_USER 0.001
score FROM_MISSP_XPRIO 2.499
score FROM_SUSPICIOUS_NTLD 0.499
score FROM_SUSPICIOUS_NTLD_FP 1.999
score FROM_UNBAL1 2.239
+score FROM_UNBAL2 2.399
score FROM_WSP_TRAIL 2.799
score FSL_CTYPE_WIN1251 0.001
-score FSL_HAS_TINYURL 2.999
-score FSL_HELO_FAKE 2.699
+score FSL_HAS_TINYURL 2.899
+score FSL_HELO_FAKE 2.599
score FSL_NEW_HELO_USER 0.001
-score FUZZY_IMPORTANT 2.599
+score FUZZY_AMAZON 2.299
+score FUZZY_IMPORTANT 2.499
score FUZZY_PRIVACY 2.699
score FUZZY_SECURITY 2.599
-score GB_BITCOIN_CP 0.210
-score GB_BITCOIN_NH 2.595
+score GB_BITCOIN_CP 1.717
+score GB_BITCOIN_NH 0.361
score GB_CUSTOM_HTM_URI 1.499
-score GB_FAKE_RF_SHORT 1.940
+score GB_FAKE_RF_SHORT 1.938
score GB_FREEMAIL_DISPTO 0.001
-score GOOG_MALWARE_DNLD 3.889
+score GOOG_MALWARE_DNLD 1.813
score GOOG_REDIR_HTML_ONLY 1.999
-score GOOG_REDIR_NORDNS 2.495
-score GOOG_STO_IMG_HTML 2.499
-score GOOG_STO_NOIMG_HTML 2.500
-score HDRS_LCASE_IMGONLY 0.100
+score GOOG_REDIR_NORDNS 2.407
+score GOOG_STO_IMG_HTML 2.500
+score GOOG_STO_NOIMG_HTML 2.499
+score HDRS_LCASE_IMGONLY 0.099
score HDRS_MISSP 2.499
score HDR_ORDER_FTSDMCXX_DIRECT 1.999
-score HDR_ORDER_FTSDMCXX_NORDNS 2.705
+score HDR_ORDER_FTSDMCXX_NORDNS 2.674
score HEADER_FROM_DIFFERENT_DOMAINS 0.249
score HELO_NO_DOMAIN 0.001
score HK_LOTTO 0.999
score HK_NAME_FM_MR_MRS 1.499
score HK_NAME_MR_MRS 0.999
-score HK_RANDOM_ENVFROM 0.999
+score HK_RANDOM_ENVFROM 1.000
score HK_RANDOM_FROM 0.999
score HK_RANDOM_REPLYTO 0.999
-score HK_SCAM 2.000
+score HK_SCAM 1.999
score HOSTED_IMG_DIRECT_MX 3.499
-score HOSTED_IMG_FREEM 2.286
+score HOSTED_IMG_FREEM 0.650
score HOSTED_IMG_MULTI_PUB_01 2.999
-score HREF_EMPTY_NORDNS 0.004
-score HTML_BADATTR 0.999
+score HREF_EMPTY_NORDNS 0.005
+score HTML_BADATTR 1.000
score HTML_ENTITY_ASCII 2.999
-score HTML_FONT_TINY_NORDNS 1.999
-score HTML_OFF_PAGE 2.999
+score HTML_FONT_TINY_NORDNS 2.000
+score HTML_OFF_PAGE 3.000
score HTML_SINGLET_MANY 2.499
-score HTML_TEXT_INVISIBLE_FONT 1.476
-score HTML_TEXT_INVISIBLE_STYLE 0.960
-score IMG_DIRECT_TO_MX 0.790
+score HTML_TEXT_INVISIBLE_FONT 1.352
+score HTML_TEXT_INVISIBLE_STYLE 1.309
+score IMG_DIRECT_TO_MX 0.001
score JH_SPAMMY_HEADERS 3.499
+score KHOP_FAKE_EBAY 0.899
score KHOP_HELO_FCRDNS 0.399
-score LIST_PARTIAL_SHORT_MSG 1.575
-score LONGLN_LOW_CONTRAST 2.047
+score LIST_PARTIAL_SHORT_MSG 2.418
+score LONGLN_LOW_CONTRAST 1.745
score LONG_HEX_URI 2.999
-score LONG_IMG_URI 1.844
-score LONG_INVISIBLE_TEXT 2.236
+score LONG_IMG_URI 1.636
+score LONG_INVISIBLE_TEXT 2.440
score LOTS_OF_MONEY 0.010
score LOTTO_DEPT 1.999
-score MALFORMED_FREEMAIL 2.053
-score MALWARE_NORDNS 1.638
+score MALFORMED_FREEMAIL 2.055
+score MALWARE_NORDNS 2.971
score MANY_SUBDOM 3.299
+score MAY_BE_FORGED 2.099
score MILLION_HUNDRED 0.001
-score MILLION_USD 1.636
-score MIMEOLE_DIRECT_TO_MX 0.404
+score MILLION_USD 0.794
+score MIMEOLE_DIRECT_TO_MX 0.502
score MIXED_CENTER_CASE 2.499
-score MIXED_ES 2.199
-score MIXED_FONT_CASE 0.249
-score MIXED_HREF_CASE 1.941
-score MONEY_ATM_CARD 0.001
-score MONEY_FORM 0.868
+score MIXED_ES 2.099
+score MIXED_FONT_CASE 1.161
+score MIXED_HREF_CASE 1.940
+score MONEY_ATM_CARD 2.106
+score MONEY_FORM 0.001
score MONEY_FORM_SHORT 2.499
-score MONEY_FRAUD_3 1.300
-score MONEY_FRAUD_5 2.778
-score MONEY_FRAUD_8 3.199
-score MONEY_FREEMAIL_REPTO 2.999
+score MONEY_FRAUD_3 2.272
+score MONEY_FRAUD_5 0.001 # force non-zero
+score MONEY_FRAUD_8 3.099
+score MONEY_FREEMAIL_REPTO 3.000
score MONEY_FROM_41 1.999
score MONEY_FROM_MISSP 0.001
score MONEY_NOHTML 2.499
-score MSGID_HDR_MALF 1.616
-score MSGID_NOFQDN1 0.001
+score MSGID_HDR_MALF 0.836
+score MSGID_NOFQDN1 0.399
score NA_DOLLARS 1.499
-score NICE_REPLY_A -1.381
-score NORDNS_LOW_CONTRAST 0.001
-score NO_FM_NAME_IP_HOSTN 0.001
+score NICE_REPLY_A -2.515
+score NORDNS_LOW_CONTRAST 0.141
+score NO_FM_NAME_IP_HOSTN 0.001 # force non-zero
score NSL_RCVD_FROM_USER 0.001
score NSL_RCVD_HELO_USER 0.001
-score OBFU_TEXT_ATTACH 1.499
-score PDS_BAD_THREAD_QP_64 0.999
-score PDS_BTC_ID 0.500
+score OBFU_TEXT_ATTACH 1.599
+score PDS_BAD_THREAD_QP_64 1.000
+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
+score PDS_EMPTYSUBJ_URISHRT 0.389
score PDS_FRNOM_TODOM_DBL_URL 0.001
score PDS_FRNOM_TODOM_NAKED_TO 1.499
score PDS_FROM_NAME_TO_DOMAIN 1.999
-score PDS_HP_HELO_NORDNS 1.000
+score PDS_HP_HELO_NORDNS 0.999
score PDS_OTHER_BAD_TLD 1.999
score PDS_PHP_EVAL 1.499
-score PDS_TINYSUBJ_URISHRT 0.323
-score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.999
+score PDS_TINYSUBJ_URISHRT 0.872
+score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 2.000
score PHP_ORIG_SCRIPT_EVAL 2.999
score PHP_SCRIPT 2.499
score PP_MIME_FAKE_ASCII_TEXT 0.999
score RAND_MKTG_HEADER 1.999
-score RCVD_DOTEDU_SUSP 1.113
-score RCVD_DOTEDU_SUSP_URI 1.126
+score RCVD_DOTEDU_SUSP 0.256
+score RCVD_DOTEDU_SUSP_URI 1.220
score REPTO_419_FRAUD_GM 3.000
score REPTO_419_FRAUD_GM_LOOSE 0.999
-score REPTO_419_FRAUD_YJ 1.294
-score RISK_FREE 0.137
+score REPTO_419_FRAUD_YJ 1.473
+score RISK_FREE 0.858
score SCC_BODY_SINGLE_WORD 0.001
-score SCC_BODY_URI_ONLY 1.943
+score SCC_BODY_URI_ONLY 1.938
score SCC_CANSPAM_1 3.399
-score SCC_CANSPAM_2 2.952
-score SCC_CTMPP 1.729
+score SCC_CANSPAM_2 2.951
+score SCC_CTMPP 0.884
score SCC_ISEMM_LID_1B 1.500
-score SCC_SPAMMER_ADDR_2 0.001
+score SCC_SPAMMER_ADDR_2 2.276
score SENDGRID_REDIR 1.499
score SHOPIFY_IMG_NOT_RCVD_SFY 2.499
-score SHORTENER_SHORT_IMG 0.001 # force non-zero
+score SHORTENER_SHORT_IMG 0.001
score SHORTENER_SHORT_SUBJ 2.999
score SHORT_SHORTNER 1.999
-score SPAM_CWINDOWSNET 1.025
-score SPOOFED_FREEMAIL_NO_RDNS 0.501
+score SPAM_CWINDOWSNET 1.396
+score SPOOFED_FREEMAIL_NO_RDNS 0.499
score SPOOF_GMAIL_MID 1.499
-score STATIC_XPRIO_OLE 1.415
+score STATIC_XPRIO_OLE 1.205
score SUBJ_ATTENTION 0.499
-score SUSP_UTF8_WORD_FROM 1.999
+score SUSP_UTF8_WORD_FROM 2.000
score THIS_AD 2.099
-score THIS_IS_ADV_SUSP_NTLD 0.914
+score THIS_IS_ADV_SUSP_NTLD 1.000
score TO_EQ_FM_DIRECT_MX 0.001
-score TO_EQ_FM_HTML_ONLY 0.001
-score TO_IN_SUBJ 0.100
-score TO_NAME_SUBJ_NO_RDNS 2.641
+score TO_EQ_FM_DOM_HTML_ONLY 0.001
+score TO_IN_SUBJ 0.099
+score TO_NAME_SUBJ_NO_RDNS 2.999
score TO_NO_BRKTS_FROM_MSSP 2.499
-score TO_NO_BRKTS_HTML_IMG 1.698
+score TO_NO_BRKTS_HTML_IMG 1.600
score TO_NO_BRKTS_HTML_ONLY 1.999
-score TO_NO_BRKTS_MSFT 1.195
+score TO_NO_BRKTS_MSFT 1.250
score TO_NO_BRKTS_NORDNS_HTML 1.999
score TO_NO_BRKTS_PCNT 2.499
score TRANSFORM_LIFE 2.499
-score TVD_RCVD_SPACE_BRACKET 0.793
-score TVD_SPACE_ENCODED 2.498
+score TVD_RCVD_SPACE_BRACKET 0.381
+score TVD_SPACE_ENCODED 2.497
score TVD_SPACE_RATIO_MINFP 2.499
score UNDISC_FREEM 2.700
-score UNDISC_MONEY 3.100
-score UNICODE_OBFU_ASC 2.499
+score UNDISC_MONEY 2.999
+score UNICODE_OBFU_ASC 2.500
score UNICODE_OBFU_ZW_MANY 0.001
score URI_AZURE_CLOUDAPP 2.999
score URI_DOTEDU 1.999
-score URI_DQ_UNSUB 2.299
-score URI_GOOGLE_PROXY 2.145
+score URI_DOTTY_HEX 1.302
+score URI_DQ_UNSUB 2.399
+score URI_GOOGLE_PROXY 2.199
score URI_GOOG_STO_SPAMMY 2.999
-score URI_IMG_CWINDOWSNET 2.801
-score URI_ONLY_MSGID_MALF 0.376
-score URI_PHISH 3.886
-score URI_TRY_3LD 2.000
+score URI_IMG_CWINDOWSNET 3.135
+score URI_ONLY_MSGID_MALF 0.392
+score URI_PHISH 3.929
+score URI_TRY_3LD 1.999
score URI_WPADMIN 2.599
-score URI_WP_HACKED 3.499
-score URI_WP_HACKED_2 2.255
-score VFY_ACCT_NORDNS 2.539
+score URI_WP_HACKED 3.500
+score URI_WP_HACKED_2 2.256
+score VFY_ACCT_NORDNS 2.876
score VISTA_TONOM_EQ_TOLOC 2.500
-score WIKI_IMG 3.299
+score WIKI_IMG 3.199
+score WORD_INVIS 1.581
score WORD_INVIS_MANY 2.999
score XFER_LOTSA_MONEY 0.001 # force non-zero
score XM_RANDOM 2.499
-score XM_RECPTID 2.999
-score XPRIO 1.488
-score YOU_INHERIT 2.499
+score XM_RECPTID 3.000
+score XPRIO 0.228
+score YOU_INHERIT 1.022
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
score AC_SPAMMY_URI_PATTERNS11 1.000
@@ -300,6 +306,7 @@ score GOOG_STO_HTML_PHISH_MANY 1.0
score GOOG_STO_IMG_NOHTML 1.000
score HAS_X_NO_RELAY 1.000
score HAS_X_OUTGOING_SPAM_STAT 1.000
+score HDRS_LCASE 0.100
score HEXHASH_WORD 1.000
score HK_CTE_RAW 1.000
score HK_RCVD_IP_MULTICAST 1.000
@@ -392,7 +399,6 @@ score USB_DRIVES 1.0
score VISTA_COST 1.000
score VPS_NO_NTLD 1.000
score WALMART_IMG_NOT_RCVD_WAL 1.000
-score WORD_INVIS 1.000
score XM_DIGITS_ONLY 1.000
score XPRIO_SHORT_SUBJ 1.000
score XPRIO_VISTA 1.000
Modified: spamassassin/trunk/rulesrc/scores/scores-set3
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/scores-set3?rev=1915863&r1=1915862&r2=1915863&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Mon Feb 19 02:47:48 2024
@@ -3,223 +3,222 @@
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001
-score AC_FROM_MANY_DOTS 2.500
-score AC_HTML_NONSENSE_TAGS 2.000
-score AC_POST_EXTRAS 0.487
+score AC_FROM_MANY_DOTS 2.499
+score AC_HTML_NONSENSE_TAGS 1.999
+score AC_POST_EXTRAS 0.606
score ADMITS_SPAM 2.900
score ADVANCE_FEE_2_NEW_MONEY 1.999
-score ADVANCE_FEE_3_NEW 3.264
-score ADVANCE_FEE_3_NEW_MONEY 0.001 # force non-zero
-score ADVANCE_FEE_4_NEW 0.400
-score ADVANCE_FEE_4_NEW_MONEY 0.221
+score ADVANCE_FEE_3_NEW 3.265
+score ADVANCE_FEE_3_NEW_MONEY 0.001
+score ADVANCE_FEE_4_NEW 0.001 # force non-zero
+score ADVANCE_FEE_4_NEW_MONEY 0.211
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score ADVANCE_FEE_5_NEW_MONEY 0.002
-score AD_PREFS 0.043
+score ADVANCE_FEE_5_NEW_MONEY 0.001
+score AD_PREFS 0.107
score AMAZON_IMG_NOT_RCVD_AMZN 2.499
-score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
+score AXB_XMAILER_MIMEOLE_OL_024C2 0.001 # force non-zero
score AXB_X_FF_SEZ_S 3.599
-score BITCOIN_DEADLINE 1.005
-score BITCOIN_EXTORT_01 1.000
-score BITCOIN_MALWARE 2.474
-score BITCOIN_PAY_ME 0.538
-score BITCOIN_SPAM_02 2.499
-score BITCOIN_SPAM_05 1.376
-score BITCOIN_SPAM_07 0.666
+score BITCOIN_DEADLINE 0.950
+score BITCOIN_EXTORT_01 1.269
+score BITCOIN_MALWARE 1.968
+score BITCOIN_PAY_ME 0.783
+score BITCOIN_SPAM_02 2.500
+score BITCOIN_SPAM_05 1.433
+score BITCOIN_SPAM_07 0.001
score BITCOIN_SPAM_09 1.499
-score BITCOIN_TOEQFM 0.041
+score BITCOIN_TOEQFM 0.775
score BITCOIN_VISTA 0.001
score BITCOIN_XPRIO 2.499
-score BITCOIN_YOUR_INFO 3.000
-score BODY_SINGLE_URI 0.855
-score BODY_SINGLE_WORD 0.556
+score BITCOIN_YOUR_INFO 2.999
+score BODY_SINGLE_URI 1.269
+score BODY_SINGLE_WORD 0.179
score BODY_URI_ONLY 0.001
-score BOGUS_MIME_VERSION 2.702
+score BOGUS_MIME_VERSION 2.734
score CK_HELO_GENERIC 0.250
-score CTE_8BIT_MISMATCH 0.001 # force non-zero
-score DATE_IN_FUTURE_Q_PLUS 1.891
-score DEAR_BENEFICIARY 2.447
-score DKIMWL_WL_HIGH -0.077
-score DKIMWL_WL_MED -0.001 # force non-zero
+score CTE_8BIT_MISMATCH 0.001
+score DATE_IN_FUTURE_Q_PLUS 1.057
+score DEAR_BENEFICIARY 2.448
+score DKIMWL_WL_HIGH -0.072
+score DKIMWL_WL_MED -0.001
score DKIMWL_WL_MEDHI -0.001
score END_FUTURE_EMAILS 2.499
-score FILL_THIS_FORM 0.899
+score FILL_THIS_FORM 0.900
score FONT_INVIS_DIRECT 0.001
score FONT_INVIS_LONG_LINE 2.999
-score FONT_INVIS_MSGID 1.046
-score FONT_INVIS_NORDNS 0.850
-score FONT_INVIS_POSTEXTRAS 2.011
-score FORGED_SPF_HELO 2.635
-score FORM_FRAUD_3 1.873
-score FORM_FRAUD_5 1.341
-score FREEMAIL_FORGED_FROMDOMAIN 0.249
-score FROM_ADDR_WS 0.298
+score FONT_INVIS_MSGID 1.047
+score FONT_INVIS_NORDNS 0.895
+score FONT_INVIS_POSTEXTRAS 1.893
+score FORGED_SPF_HELO 2.687
+score FORM_FRAUD_3 2.406
+score FORM_FRAUD_5 2.452
+score FREEMAIL_FORGED_FROMDOMAIN 0.250
+score FROM_ADDR_WS 0.291
score FROM_FMBLA_NEWDOM14 0.999
score FROM_FMBLA_NEWDOM28 0.799
-score FROM_GOV_DKIM_AU -0.001
-score FROM_IN_TO_AND_SUBJ 1.316
+score FROM_GOV_DKIM_AU -0.248
+score FROM_IN_TO_AND_SUBJ 1.107
score FROM_MISSPACED 1.999
score FROM_MISSP_DYNIP 0.001
score FROM_MISSP_EH_MATCH 1.999
-score FROM_MISSP_FREEMAIL 1.806
-score FROM_MISSP_MSFT 1.345
-score FROM_MISSP_REPLYTO 1.607
-score FROM_MISSP_SPF_FAIL 1.440
-score FROM_MISSP_TO_UNDISC 2.183
-score FROM_MISSP_USER 0.001
+score FROM_MISSP_FREEMAIL 1.816
+score FROM_MISSP_MSFT 1.346
+score FROM_MISSP_REPLYTO 1.604
+score FROM_MISSP_SPF_FAIL 1.724
+score FROM_MISSP_TO_UNDISC 2.650
+score FROM_MISSP_USER 0.001 # force non-zero
score FROM_MISSP_XPRIO 2.499
-score FROM_PAYPAL_SPOOF 0.854
-score FROM_SUSPICIOUS_NTLD 0.500
+score FROM_PAYPAL_SPOOF 1.599
+score FROM_SUSPICIOUS_NTLD 0.499
score FROM_SUSPICIOUS_NTLD_FP 1.999
-score FSL_BULK_SIG 0.937
+score FSL_BULK_SIG 0.935
score FSL_CTYPE_WIN1251 0.001
score FSL_HAS_TINYURL 2.499
-score FSL_HELO_FAKE 0.001
-score FSL_NEW_HELO_USER 0.001 # force non-zero
-score FUZZY_IMPORTANT 2.399
+score FSL_HELO_FAKE 0.054
+score FSL_NEW_HELO_USER 0.001
+score FUZZY_IMPORTANT 2.499
score FUZZY_PRIVACY 2.699
-score GB_BITCOIN_CP 2.689
+score GB_BITCOIN_CP 2.255
score GB_CUSTOM_HTM_URI 1.499
score GB_FAKE_RF_SHORT 1.999
-score GB_FREEMAIL_DISPTO 0.001 # force non-zero
+score GB_FREEMAIL_DISPTO 0.001
score GB_HASHBL_BTC 0.001
-score GOOG_MALWARE_DNLD 2.562
+score GOOG_MALWARE_DNLD 4.120
score GOOG_REDIR_HTML_ONLY 1.999
-score GOOG_REDIR_NORDNS 0.998
-score GOOG_STO_IMG_HTML 2.534
-score GOOG_STO_NOIMG_HTML 1.524
+score GOOG_REDIR_NORDNS 0.813
+score GOOG_STO_IMG_HTML 2.545
+score GOOG_STO_NOIMG_HTML 1.525
score HDRS_LCASE_IMGONLY 0.099
-score HDRS_MISSP 2.316
-score HDR_ORDER_FTSDMCXX_DIRECT 2.000
-score HDR_ORDER_FTSDMCXX_NORDNS 1.154
-score HEADER_FROM_DIFFERENT_DOMAINS 0.249
-score HELO_NO_DOMAIN 0.415
+score HDRS_MISSP 2.317
+score HDR_ORDER_FTSDMCXX_DIRECT 1.999
+score HDR_ORDER_FTSDMCXX_NORDNS 2.173
+score HEADER_FROM_DIFFERENT_DOMAINS 0.250
+score HELO_NO_DOMAIN 0.711
score HK_LOTTO 0.999
-score HK_NAME_FM_MR_MRS 0.434
-score HK_NAME_MR_MRS 1.000
+score HK_NAME_FM_MR_MRS 0.441
+score HK_NAME_MR_MRS 0.999
score HK_RANDOM_ENVFROM 0.999
-score HK_RANDOM_FROM 0.999
-score HK_RANDOM_REPLYTO 0.999
+score HK_RANDOM_FROM 1.000
+score HK_RANDOM_REPLYTO 1.000
score HK_SCAM 1.999
-score HOSTED_IMG_DIRECT_MX 2.728
+score HOSTED_IMG_DIRECT_MX 2.697
score HOSTED_IMG_FREEM 0.001
-score HOSTED_IMG_MULTI_PUB_01 2.999
-score HREF_EMPTY_NORDNS 0.282
+score HOSTED_IMG_MULTI_PUB_01 3.000
+score HREF_EMPTY_NORDNS 0.261
score HTML_BADATTR 0.999
-score HTML_FONT_TINY_NORDNS 1.674
+score HTML_FONT_TINY_NORDNS 1.614
score HTML_SINGLET_MANY 2.499
-score HTML_TEXT_INVISIBLE_FONT 1.999
-score HTML_TEXT_INVISIBLE_STYLE 1.461
-score IMG_DIRECT_TO_MX 1.498
+score HTML_TEXT_INVISIBLE_FONT 2.000
+score HTML_TEXT_INVISIBLE_STYLE 1.698
+score IMG_DIRECT_TO_MX 1.497
score JH_SPAMMY_HEADERS 3.499
-score KHOP_HELO_FCRDNS 0.250
-score LIST_PARTIAL_SHORT_MSG 1.010
-score LONGLN_LOW_CONTRAST 0.190
-score LONG_HEX_URI 2.332
-score LONG_IMG_URI 0.443
-score LONG_INVISIBLE_TEXT 2.697
+score KHOP_HELO_FCRDNS 0.208
+score LIST_PARTIAL_SHORT_MSG 1.002
+score LONGLN_LOW_CONTRAST 0.164
+score LONG_HEX_URI 2.325
+score LONG_IMG_URI 0.435
+score LONG_INVISIBLE_TEXT 2.690
score LOTS_OF_MONEY 0.010
score LOTTO_DEPT 1.999
-score MALFORMED_FREEMAIL 2.200
+score MALFORMED_FREEMAIL 2.199
score MANY_SUBDOM 2.799
-score MILLION_HUNDRED 0.001 # force non-zero
-score MILLION_USD 0.847
+score MILLION_HUNDRED 0.001
+score MILLION_USD 0.849
score MIMEOLE_DIRECT_TO_MX 0.001
-score MIXED_CENTER_CASE 2.395
+score MIXED_CENTER_CASE 1.634
score MIXED_ES 2.099
-score MIXED_FONT_CASE 0.181
-score MIXED_HREF_CASE 1.999
-score MONEY_ATM_CARD 2.261
+score MIXED_FONT_CASE 1.299
+score MIXED_HREF_CASE 2.000
+score MONEY_ATM_CARD 1.467
score MONEY_FORM 0.001
-score MONEY_FORM_SHORT 0.001 # force non-zero
-score MONEY_FRAUD_3 1.168
+score MONEY_FORM_SHORT 0.001
+score MONEY_FRAUD_3 1.321
score MONEY_FRAUD_5 0.001
score MONEY_FRAUD_8 2.999
-score MONEY_FREEMAIL_REPTO 1.403
+score MONEY_FREEMAIL_REPTO 1.401
score MONEY_FROM_MISSP 0.001
score MONEY_NOHTML 2.499
-score MSGID_HDR_MALF 0.725
-score MSGID_NOFQDN1 1.422
+score MSGID_HDR_MALF 1.237
+score MSGID_NOFQDN1 1.421
score NA_DOLLARS 0.001
-score NICE_REPLY_A -1.002
-score NORDNS_LOW_CONTRAST 0.947
-score NO_FM_NAME_IP_HOSTN 0.768
+score NICE_REPLY_A -1.286
+score NORDNS_LOW_CONTRAST 0.966
+score NO_FM_NAME_IP_HOSTN 0.318
score NSL_RCVD_FROM_USER 0.001
-score NSL_RCVD_HELO_USER 0.042
-score OBFU_TEXT_ATTACH 1.599
+score NSL_RCVD_HELO_USER 0.320
+score OBFU_TEXT_ATTACH 1.448
score PDS_BAD_THREAD_QP_64 0.001
-score PDS_BTC_ID 0.193
-score PDS_BTC_MSGID 0.288
+score PDS_BTC_ID 0.001
+score PDS_BTC_MSGID 0.905
score PDS_EMPTYSUBJ_URISHRT 0.001
score PDS_FRNOM_TODOM_DBL_URL 0.001
-score PDS_FRNOM_TODOM_NAKED_TO 1.467
-score PDS_FROM_NAME_TO_DOMAIN 1.889
+score PDS_FRNOM_TODOM_NAKED_TO 1.399
+score PDS_FROM_NAME_TO_DOMAIN 1.999
score PDS_HELO_SPF_FAIL 1.999
score PDS_HP_HELO_NORDNS 0.001
-score PDS_OTHER_BAD_TLD 1.999
-score PDS_TINYSUBJ_URISHRT 0.001 # force non-zero
-score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.999
-score PHP_SCRIPT 2.297
-score PP_MIME_FAKE_ASCII_TEXT 0.001 # force non-zero
+score PDS_OTHER_BAD_TLD 2.000
+score PDS_TINYSUBJ_URISHRT 0.001
+score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.851
+score PHP_SCRIPT 2.296
+score PP_MIME_FAKE_ASCII_TEXT 0.001
score RAND_MKTG_HEADER 1.999
-score RCVD_DOTEDU_SUSP 1.137
-score RCVD_DOTEDU_SUSP_URI 0.289
+score RCVD_DOTEDU_SUSP 1.999
+score RCVD_DOTEDU_SUSP_URI 1.929
score RCVD_IN_IADB_COURT -0.001
score RCVD_IN_IADB_LEG_MAND -0.001
-score RCVD_IN_MSPIKE_H2 -0.001 # force non-zero
+score RCVD_IN_MSPIKE_H2 -0.001
score SCC_BODY_SINGLE_WORD 0.001
score SCC_BODY_URI_ONLY 2.699
-score SCC_CANSPAM_1 2.627
-score SCC_CANSPAM_2 2.899
-score SCC_CTMPP 2.207
-score SCC_ISEMM_LID_1B 1.499
-score SCC_SPAMMER_ADDR_2 1.990
-score SENDGRID_REDIR 1.063
+score SCC_CANSPAM_1 0.676
+score SCC_CANSPAM_2 2.999
+score SCC_CTMPP 0.001
+score SCC_ISEMM_LID_1B 1.500
+score SCC_SPAMMER_ADDR_2 1.196
+score SENDGRID_REDIR 1.067
score SHOPIFY_IMG_NOT_RCVD_SFY 2.499
-score SHORTENER_SHORT_IMG 0.001 # force non-zero
+score SHORTENER_SHORT_IMG 0.001
score SHORTENER_SHORT_SUBJ 0.001
score SHORT_SHORTNER 1.999
-score SPAM_CWINDOWSNET 1.602
+score SPAM_CWINDOWSNET 1.472
score SPOOFED_FREEMAIL 0.001
-score SPOOFED_FREEMAIL_NO_RDNS 0.001
-score SPOOFED_FREEM_REPTO 1.121
-score STATIC_XPRIO_OLE 0.426
-score SUBJ_ATTENTION 0.500
+score SPOOFED_FREEMAIL_NO_RDNS 0.001 # force non-zero
+score SPOOFED_FREEM_REPTO 1.127
+score STATIC_XPRIO_OLE 0.365
+score SUBJ_ATTENTION 0.499
score SUSP_UTF8_WORD_FROM 1.999
-score THIS_AD 1.481
-score TO_EQ_FM_DIRECT_MX 1.096
-score TO_EQ_FM_DOM_SPF_FAIL 0.904
-score TO_EQ_FM_HTML_ONLY 0.007
-score TO_EQ_FM_SPF_FAIL 0.001
-score TO_IN_SUBJ 0.100
-score TO_NAME_SUBJ_NO_RDNS 0.862
-score TO_NO_BRKTS_FROM_MSSP 2.499
-score TO_NO_BRKTS_HTML_IMG 1.987
+score THIS_AD 1.369
+score TO_EQ_FM_DIRECT_MX 1.295
+score TO_EQ_FM_DOM_SPF_FAIL 0.940
+score TO_EQ_FM_SPF_FAIL 0.009
+score TO_IN_SUBJ 0.099
+score TO_NAME_SUBJ_NO_RDNS 2.157
+score TO_NO_BRKTS_FROM_MSSP 2.500
+score TO_NO_BRKTS_HTML_IMG 1.977
score TO_NO_BRKTS_HTML_ONLY 1.999
-score TO_NO_BRKTS_MSFT 2.023
-score TO_NO_BRKTS_NORDNS_HTML 1.423
-score TO_NO_BRKTS_PCNT 2.399
-score TVD_SPACE_RATIO_MINFP 0.001 # force non-zero
-score UNDISC_FREEM 2.299
+score TO_NO_BRKTS_MSFT 2.024
+score TO_NO_BRKTS_NORDNS_HTML 1.417
+score TO_NO_BRKTS_PCNT 2.400
+score TVD_SPACE_RATIO_MINFP 0.001
+score UNDISC_FREEM 2.399
score UNDISC_MONEY 2.899
score UNICODE_OBFU_ASC 2.499
score UNICODE_OBFU_ZW_MANY 0.001
-score URI_DOTEDU 1.176
-score URI_DQ_UNSUB 1.037
+score URI_DOTEDU 0.426
+score URI_DQ_UNSUB 1.164
score URI_GOOGLE_PROXY 2.199
score URI_GOOG_STO_SPAMMY 2.999
-score URI_IMG_CWINDOWSNET 1.976
+score URI_IMG_CWINDOWSNET 1.967
score URI_ONLY_MSGID_MALF 1.999
-score URI_PHISH 2.918
+score URI_PHISH 2.906
score URI_TRY_3LD 1.999
score URI_WPADMIN 2.399
score URI_WP_HACKED_2 2.499
score WIKI_IMG 2.299
-score WORD_INVIS 1.898
-score WORD_INVIS_MANY 2.751
+score WORD_INVIS 1.900
+score WORD_INVIS_MANY 2.750
score XFER_LOTSA_MONEY 0.001
-score XM_RANDOM 2.500
-score XPRIO 0.001
-score YOU_INHERIT 1.568
+score XM_RANDOM 2.499
+score XPRIO 0.001 # force non-zero
+score YOU_INHERIT 1.321
score ACCT_PHISHING_MANY 1.000
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1915863&r1=1915862&r2=1915863&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Mon Feb 19 02:47:48 2024
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 490030 62.550% (99.341% of non-spam corpus)
-# Correctly spam: 213822 27.293% (73.695% of spam corpus)
-# False positives: 3251 0.415% (0.659% of nonspam, 57725 weighted)
-# False negatives: 76323 9.742% (26.305% of spam, 142980 weighted)
-# Average score for spam: 8.1 nonspam: 0.6
+# Correctly non-spam: 488582 63.152% (99.333% of non-spam corpus)
+# Correctly spam: 206147 26.646% (73.155% of spam corpus)
+# False positives: 3283 0.424% (0.667% of nonspam, 56790 weighted)
+# False negatives: 75646 9.778% (26.845% of spam, 144507 weighted)
+# Average score for spam: 7.9 nonspam: 0.5
# Average for false-pos: 6.0 false-neg: 1.9
-# TOTAL: 783426 100.00%
+# TOTAL: 773658 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 61206 99.39%
-# Correctly spam: 26426 72.89%
-# False positives: 376 0.61%
-# False negatives: 9828 27.11%
-# TCR(l=50): 1.266383 SpamRecall: 72.891% SpamPrec: 98.597%
+# Correctly non-spam: 61089 99.47%
+# Correctly spam: 25626 72.70%
+# False positives: 327 0.53%
+# False negatives: 9623 27.30%
+# TCR(l=50): 1.357140 SpamRecall: 72.700% SpamPrec: 98.740%
##### 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: 484302 98.18%
-# Correctly spam: 149925 51.67%
-# False positives: 8979 1.82%
-# False negatives: 140220 48.33%
-# TCR(l=50): 0.492464 SpamRecall: 51.672% SpamPrec: 94.349%
+# Correctly non-spam: 482817 98.16%
+# Correctly spam: 143543 50.94%
+# False positives: 9048 1.84%
+# False negatives: 138250 49.06%
+# TCR(l=50): 0.477090 SpamRecall: 50.939% SpamPrec: 94.070%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 60418 98.11%
-# Correctly spam: 18681 51.53%
-# False positives: 1164 1.89%
-# False negatives: 17573 48.47%
-# TCR(l=50): 0.478455 SpamRecall: 51.528% SpamPrec: 94.135%
+# Correctly non-spam: 60337 98.24%
+# Correctly spam: 17940 50.90%
+# False positives: 1079 1.76%
+# False negatives: 17309 49.10%
+# TCR(l=50): 0.494660 SpamRecall: 50.895% SpamPrec: 94.327%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1915863&r1=1915862&r2=1915863&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Mon Feb 19 02:47:48 2024
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 468677 78.530% (99.577% of non-spam corpus)
-# Correctly spam: 79222 13.274% (62.801% of spam corpus)
-# False positives: 1989 0.333% (0.423% of nonspam, 38027 weighted)
-# False negatives: 46926 7.863% (37.199% of spam, 102402 weighted)
+# Correctly non-spam: 468463 78.494% (99.532% of non-spam corpus)
+# Correctly spam: 79247 13.278% (62.822% of spam corpus)
+# False positives: 2203 0.369% (0.468% of nonspam, 40807 weighted)
+# False negatives: 46899 7.858% (37.178% of spam, 102247 weighted)
# Average score for spam: 7.8 nonspam: -1.0
-# Average for false-pos: 7.1 false-neg: 2.2
-# TOTAL: 596814 100.00%
+# Average for false-pos: 6.9 false-neg: 2.2
+# TOTAL: 596812 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 58454 99.54%
-# Correctly spam: 9963 62.91%
-# False positives: 272 0.46%
-# False negatives: 5875 37.09%
-# TCR(l=50): 0.813248 SpamRecall: 62.906% SpamPrec: 97.342%
+# Correctly non-spam: 58452 99.53%
+# Correctly spam: 9951 62.83%
+# False positives: 274 0.47%
+# False negatives: 5887 37.17%
+# TCR(l=50): 0.808598 SpamRecall: 62.830% SpamPrec: 97.320%
##### 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: 468969 99.64%
-# Correctly spam: 27725 21.98%
+# Correctly spam: 27704 21.96%
# False positives: 1697 0.36%
-# False negatives: 98423 78.02%
-# TCR(l=50): 0.688307 SpamRecall: 21.978% SpamPrec: 94.232%
+# False negatives: 98442 78.04%
+# TCR(l=50): 0.688224 SpamRecall: 21.962% SpamPrec: 94.228%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 58502 99.62%
-# Correctly spam: 3480 21.97%
+# Correctly spam: 3498 22.09%
# False positives: 224 0.38%
-# False negatives: 12358 78.03%
-# TCR(l=50): 0.672298 SpamRecall: 21.972% SpamPrec: 93.952%
+# False negatives: 12340 77.91%
+# TCR(l=50): 0.672812 SpamRecall: 22.086% SpamPrec: 93.982%