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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2024/07/25 02:48:05 UTC
svn commit: r1919507 [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=1919507&r1=1919506&r2=1919507&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set2 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set2 Thu Jul 25 02:48:05 2024
@@ -1,240 +1,236 @@
-# Using score set 0 logs for revision 1919463 from:
-# ham-ena-week0.r1919463.log ham-ena-week1.r1919463.log ham-ena-week2.r1919463.log ham-ena-week3.r1919463.log ham-ena-week4.r1919463.log ham-giovanni-ham.r1919463.log ham-giovanni-spammy.r1919463.log ham-giovanni-spam.r1919463.log ham-grenier.r1919463.log ham-jhardin.r1919463.log ham-llanga.r1919463.log ham-mmiroslaw-mails-ham.r1919463.log ham-mmiroslaw-mails-spam.r1919463.log ham-spamsponge.r1919463.log ham-tsz-corpus.r1919463.log ham-whyscream.r1919463.log spam-ena-week0.r1919463.log spam-ena-week1.r1919463.log spam-ena-week2.r1919463.log spam-ena-week3.r1919463.log spam-ena-week4.r1919463.log spam-giovanni-ham.r1919463.log spam-giovanni-spammy.r1919463.log spam-giovanni-spam.r1919463.log spam-grenier.r1919463.log spam-jhardin.r1919463.log spam-llanga.r1919463.log spam-mmiroslaw-mails-ham.r1919463.log spam-mmiroslaw-mails-spam.r1919463.log spam-spamsponge.r1919463.log spam-tsz-corpus.r1919463.log spam-whyscream.r1919463.log
+# Using score set 0 logs for revision 1919488 from:
+# ham-ena-week0.r1919488.log ham-ena-week1.r1919488.log ham-ena-week2.r1919488.log ham-ena-week3.r1919488.log ham-ena-week4.r1919488.log ham-giovanni-ham.r1919488.log ham-giovanni-spammy.r1919488.log ham-giovanni-spam.r1919488.log ham-grenier.r1919488.log ham-jhardin.r1919488.log ham-llanga.r1919488.log ham-mmiroslaw-mails-ham.r1919488.log ham-mmiroslaw-mails-spam.r1919488.log ham-spamsponge.r1919488.log ham-tsz-corpus.r1919488.log ham-whyscream.r1919488.log spam-ena-week0.r1919488.log spam-ena-week1.r1919488.log spam-ena-week2.r1919488.log spam-ena-week3.r1919488.log spam-ena-week4.r1919488.log spam-giovanni-ham.r1919488.log spam-giovanni-spammy.r1919488.log spam-giovanni-spam.r1919488.log spam-grenier.r1919488.log spam-jhardin.r1919488.log spam-llanga.r1919488.log spam-mmiroslaw-mails-ham.r1919488.log spam-mmiroslaw-mails-spam.r1919488.log spam-spamsponge.r1919488.log spam-tsz-corpus.r1919488.log spam-whyscream.r1919488.log
score ACCT_PHISHING_MANY 2.999
score AC_BR_BONANZA 0.001 # force non-zero
score AC_DIV_BONANZA 0.001
score AC_FROM_MANY_DOTS 2.499
score AC_HTML_NONSENSE_TAGS 1.999
-score AC_POST_EXTRAS 0.656
-score ADMITS_SPAM 3.118
-score ADVANCE_FEE_2_NEW_FORM 1.818
+score AC_POST_EXTRAS 1.147
+score ADMITS_SPAM 3.116
+score ADVANCE_FEE_2_NEW_FORM 1.825
score ADVANCE_FEE_2_NEW_FRM_MNY 0.001
score ADVANCE_FEE_2_NEW_MONEY 0.001
score ADVANCE_FEE_3_NEW 3.499
-score ADVANCE_FEE_3_NEW_FORM 0.462
-score ADVANCE_FEE_3_NEW_FRM_MNY 1.425
+score ADVANCE_FEE_3_NEW_FORM 1.419
+score ADVANCE_FEE_3_NEW_FRM_MNY 1.780
score ADVANCE_FEE_3_NEW_MONEY 0.001
-score ADVANCE_FEE_4_NEW 2.232
+score ADVANCE_FEE_4_NEW 2.241
score ADVANCE_FEE_4_NEW_FRM_MNY 0.001
-score ADVANCE_FEE_4_NEW_MONEY 1.355
+score ADVANCE_FEE_4_NEW_MONEY 1.034
score ADVANCE_FEE_5_NEW 2.599
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score ADVANCE_FEE_5_NEW_MONEY 0.001 # force non-zero
+score ADVANCE_FEE_5_NEW_MONEY 0.001
score AMAZON_IMG_NOT_RCVD_AMZN 2.499
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score AXB_XMAILER_MIMEOLE_OL_1ECD5 0.001
-score BIGNUM_EMAILS_FREEM 0.365
+score AXB_XMAILER_MIMEOLE_OL_1ECD5 0.001 # force non-zero
+score BIGNUM_EMAILS_FREEM 0.740
score BIGNUM_EMAILS_MANY 2.999
-score BILLION_OVERLAP -0.977
-score BITCOIN_DEADLINE 2.459
-score BITCOIN_EXTORT_01 2.100
-score BITCOIN_MALF_HTML 0.001
-score BITCOIN_MALWARE 1.466
+score BILLION_OVERLAP -0.980
+score BITCOIN_DEADLINE 2.399
+score BITCOIN_EXTORT_01 2.102
+score BITCOIN_MALWARE 3.423
score BITCOIN_SPAM_02 2.499
-score BITCOIN_SPAM_03 2.100
-score BITCOIN_SPAM_07 0.999
+score BITCOIN_SPAM_03 2.101
+score BITCOIN_SPAM_07 1.000
score BITCOIN_SPAM_09 1.499
score BITCOIN_TOEQFM 3.499
score BITCOIN_VISTA 0.001
-score BITCOIN_XPRIO 1.549
-score BITCOIN_YOUR_INFO 1.827
-score BODY_URI_ONLY 1.239
-score BOGUS_MIME_VERSION 3.168
-score BOGUS_MSM_HDRS 1.703
-score CANT_SEE_AD 2.144
-score CK_HELO_GENERIC 0.250
+score BITCOIN_XPRIO 1.548
+score BITCOIN_YOUR_INFO 2.999
+score BODY_URI_ONLY 1.404
+score BOGUS_MIME_VERSION 3.499
+score BOGUS_MSM_HDRS 1.109
+score CANT_SEE_AD 1.678
+score CK_HELO_GENERIC 0.249
score CONTENT_AFTER_HTML_WEAK 1.499
score CTE_8BIT_MISMATCH 0.999
score DEAR_BENEFICIARY 0.001
-score DOS_BODY_HIGH_NO_MID 3.262
+score DOS_BODY_HIGH_NO_MID 3.899
score DSN_NO_MIMEVERSION 1.999
score DUP_SUSP_HDR 2.499
-score DYNAMIC_IMGUR 2.357
+score DYNAMIC_IMGUR 2.354
score ENCRYPTED_MESSAGE -0.999
-score END_FUTURE_EMAILS 2.500
+score END_FUTURE_EMAILS 2.499
score FACEBOOK_IMG_NOT_RCVD_FB 1.999
-score FAKE_REPLY_A1 2.799
-score FAKE_REPLY_B 2.499
-score FBI_MONEY 1.243
-score FBI_SPOOF 1.062
+score FAKE_REPLY_A1 2.699
+score FAKE_REPLY_B 2.432
+score FBI_MONEY 0.292
+score FBI_SPOOF 1.897
score FILL_THIS_FORM 0.001
score FONT_INVIS_DIRECT 3.499
score FONT_INVIS_HTML_NOHTML 2.999
-score FONT_INVIS_LONG_LINE 2.999
+score FONT_INVIS_LONG_LINE 2.688
score FONT_INVIS_MSGID 2.499
-score FONT_INVIS_NORDNS 0.500
-score FONT_INVIS_POSTEXTRAS 2.639
-score FORM_FRAUD 1.000
+score FONT_INVIS_NORDNS 0.509
+score FONT_INVIS_POSTEXTRAS 2.147
+score FORM_FRAUD 0.999
score FORM_FRAUD_3 0.001
-score FORM_FRAUD_5 0.001 # force non-zero
-score FOUND_YOU 2.275
-score FREEMAIL_FORGED_FROMDOMAIN 0.001
-score FROM_ADDR_WS 1.654
-score FROM_IN_TO_AND_SUBJ 2.099
+score FORM_FRAUD_5 0.001
+score FOUND_YOU 2.109
+score FREEMAIL_FORGED_FROMDOMAIN 0.001 # force non-zero
+score FROM_ADDR_WS 1.687
+score FROM_IN_TO_AND_SUBJ 1.999
score FROM_MISSPACED 0.001
score FROM_MISSP_DYNIP 1.859
-score FROM_MISSP_EH_MATCH 0.875
-score FROM_MISSP_FREEMAIL 1.757
+score FROM_MISSP_EH_MATCH 0.001
+score FROM_MISSP_FREEMAIL 1.746
score FROM_MISSP_MSFT 0.001
score FROM_MISSP_PHISH 3.499
-score FROM_MISSP_REPLYTO 2.393
-score FROM_MISSP_TO_UNDISC 0.878
+score FROM_MISSP_REPLYTO 2.011
+score FROM_MISSP_TO_UNDISC 1.657
score FROM_MISSP_USER 0.001
score FROM_MISSP_XPRIO 0.001
-score FROM_NTLD_LINKBAIT 1.999
-score FROM_NTLD_REPLY_FREEMAIL 0.145
+score FROM_NTLD_LINKBAIT 1.103
+score FROM_NTLD_REPLY_FREEMAIL 1.954
score FROM_SUSPICIOUS_NTLD 0.500
score FROM_SUSPICIOUS_NTLD_FP 1.999
score FROM_UNBAL1 2.299
-score FROM_WSP_TRAIL 1.004
+score FROM_WSP_TRAIL 1.976
score FSL_CTYPE_WIN1251 0.001
score FSL_NEW_HELO_USER 0.001
-score FUZZY_AMAZON 2.358
-score FUZZY_BITCOIN 2.953
-score FUZZY_TRUSTWALLET 1.467
-score FUZZY_WALLET 0.779
-score GB_BITCOIN_NH 2.442
-score GB_CUSTOM_HTM_URI 1.037
-score GB_FAKE_RF_SHORT 1.938
+score FUZZY_AMAZON 0.911
+score FUZZY_BITCOIN 1.153
+score FUZZY_IMPORTANT 2.199
+score FUZZY_TRUSTWALLET 1.103
+score FUZZY_WALLET 0.788
+score GB_BITCOIN_NH 2.265
+score GB_CUSTOM_HTM_URI 1.360
+score GB_FAKE_RF_SHORT 1.937
score GB_FREEMAIL_DISPTO 0.001
score GB_FREEMAIL_DISPTO_NOTFREEM 0.499
-score GOOG_STO_IMG_HTML 2.498
+score GOOG_STO_IMG_HTML 2.499
score GOOG_STO_NOIMG_HTML 2.999
-score HAS_X_NO_RELAY 1.922
+score HAS_X_NO_RELAY 2.024
score HDRS_MISSP 2.499
-score HDR_ORDER_FTSDMCXX_DIRECT 0.347
-score HDR_ORDER_FTSDMCXX_NORDNS 1.267
-score HEADER_FROM_DIFFERENT_DOMAINS 0.249
+score HDR_ORDER_FTSDMCXX_DIRECT 0.001
+score HDR_ORDER_FTSDMCXX_NORDNS 2.089
+score HEADER_FROM_DIFFERENT_DOMAINS 0.250
score HELO_NO_DOMAIN 0.001
score HK_LOTTO 0.001
score HK_NAME_FM_MR_MRS 1.499
-score HK_NAME_MR_MRS 0.996
+score HK_NAME_MR_MRS 0.024
score HK_RANDOM_ENVFROM 0.999
score HK_RANDOM_FROM 0.649
score HK_RANDOM_REPLYTO 0.999
score HK_SCAM 1.999
score HK_WIN 0.999
-score HOSTED_IMG_DIRECT_MX 3.499
-score HOSTED_IMG_MULTI_PUB_01 2.999
+score HOSTED_IMG_DIRECT_MX 3.471
+score HOSTED_IMG_MULTI_PUB_01 3.000
score HREF_EMPTY_NORDNS 0.001
score HTML_BADATTR 0.999
score HTML_ENTITY_ASCII 2.999
score HTML_FONT_TINY_NORDNS 1.999
-score HTML_SINGLET_MANY 1.861
+score HTML_SINGLET_MANY 1.858
score HTML_TEXT_INVISIBLE_FONT 0.001
score HTML_TEXT_INVISIBLE_STYLE 0.001
-score IMG_DIRECT_TO_MX 0.398
-score IMG_ONLY_FM_DOM_INFO 1.415
+score IMG_DIRECT_TO_MX 0.399
score JH_SPAMMY_HEADERS 3.499
-score KHOP_FAKE_EBAY 0.686
-score KHOP_HELO_FCRDNS 0.400
-score LONG_HEX_URI 2.999
-score LONG_IMG_URI 1.217
+score KHOP_HELO_FCRDNS 0.399
+score LONG_HEX_URI 2.677
+score LONG_IMG_URI 1.300
score LONG_INVISIBLE_TEXT 2.999
score LOTS_OF_MONEY 0.010
score LOTTO_AGENT 1.499
-score LOTTO_DEPT 1.919
+score LOTTO_DEPT 0.238
score MALFORMED_FREEMAIL 3.399
-score MALWARE_NORDNS 3.083
-score MALWARE_PASSWORD 1.344
-score MANY_SUBDOM 2.600
+score MALWARE_NORDNS 3.499
+score MANY_SUBDOM 2.599
score MILLION_EUR 2.294
-score MILLION_HUNDRED 0.001
-score MILLION_USD 0.001
+score MILLION_HUNDRED 0.149
+score MILLION_USD 0.270
score MIMEOLE_DIRECT_TO_MX 0.001
score MIME_NO_TEXT 1.999
score MIXED_CENTER_CASE 2.499
-score MIXED_ES 2.599
-score MIXED_HREF_CASE 1.737
+score MIXED_ES 2.499
+score MIXED_HREF_CASE 1.690
score MONEY_ATM_CARD 0.001
score MONEY_FORM 0.001
score MONEY_FORM_SHORT 0.001
score MONEY_FRAUD_3 0.001
-score MONEY_FRAUD_5 0.001 # force non-zero
+score MONEY_FRAUD_5 0.001
score MONEY_FRAUD_8 0.001
-score MONEY_FREEMAIL_REPTO 1.720
+score MONEY_FREEMAIL_REPTO 1.661
score MONEY_FROM_41 1.999
score MONEY_FROM_MISSP 0.001
-score MONEY_NOHTML 2.071
+score MONEY_NOHTML 1.964
score MSM_PRIO_REPTO 2.499
-score NA_DOLLARS 0.526
-score NICE_REPLY_A -2.366
-score NOT_SPAM 1.299
-score NO_FM_NAME_IP_HOSTN 0.001 # force non-zero
+score NA_DOLLARS 1.007
+score NICE_REPLY_A -1.818
+score NOT_SPAM 0.001
+score NO_FM_NAME_IP_HOSTN 0.001
score NSL_RCVD_FROM_USER 0.001
-score NSL_RCVD_HELO_USER 2.486
-score OBFU_BITCOIN 1.390
+score NSL_RCVD_HELO_USER 0.868
+score OBFU_BITCOIN 2.759
score ODD_FREEM_REPTO 2.999
-score PDS_BAD_THREAD_QP_64 0.001
-score PDS_BTC_ID 0.500
+score PDS_BAD_THREAD_QP_64 0.001 # force non-zero
+score PDS_BTC_ID 0.499
score PDS_BTC_MSGID 0.001
-score PDS_BTC_NTLD 0.529
+score PDS_BTC_NTLD 0.777
score PDS_DBL_URL_TNB_RUNON 1.999
-score PDS_FROM_2_EMAILS 2.351
score PDS_OTHER_BAD_TLD 1.999
score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.999
-score PHP_ORIG_SCRIPT 1.405
+score PHP_ORIG_SCRIPT 1.404
score PHP_SCRIPT 2.499
-score PP_MIME_FAKE_ASCII_TEXT 0.999
-score RAND_HEADER_MANY 2.999
+score PP_MIME_FAKE_ASCII_TEXT 1.000
+score RAND_HEADER_MANY 3.000
score RATWARE_NO_RDNS 0.001
score REPTO_419_FRAUD 2.999
-score REPTO_419_FRAUD_GM 2.600
-score REPTO_419_FRAUD_HM 0.446
-score REPTO_419_FRAUD_OL 3.000
-score RISK_FREE 2.499
+score REPTO_419_FRAUD_GM 2.030
+score REPTO_419_FRAUD_HM 2.930
+score REPTO_419_FRAUD_OL 2.999
+score RISK_FREE 2.399
score SCC_BOGUS_CTE_1 0.001
score SCC_CANSPAM_2 4.399
score SCC_ISEMM_LID_1B 1.499
-score SCC_SPAMMER_ADDR_2 3.499
-score SHOPIFY_IMG_NOT_RCVD_SFY 2.499
-score SHORTENER_SHORT_IMG 0.925
-score SHORT_IMG_SUSP_NTLD 0.361
+score SCC_SPAMMER_ADDR_2 3.177
+score SHOPIFY_IMG_NOT_RCVD_SFY 1.987
+score SHORTENER_SHORT_IMG 0.001
+score SHORT_IMG_SUSP_NTLD 0.812
score SHORT_SHORTNER 1.999
-score SPOOFED_FREEMAIL_NO_RDNS 1.099
+score SPOOFED_FREEMAIL_NO_RDNS 1.098
score SPOOF_GMAIL_MID 1.499
score STATIC_XPRIO_OLE 0.001
score SUBJ_ATTENTION 0.499
score SUSP_UTF8_WORD_FROM 1.999
score TEQF_USR_POLITE 1.999
-score THIS_AD 0.899
+score THIS_AD 0.799
score TO_EQ_FM_DIRECT_MX 0.001 # force non-zero
score TO_IN_SUBJ 0.099
score TO_NO_BRKTS_FROM_MSSP 2.499
-score TO_NO_BRKTS_HTML_IMG 1.618
+score TO_NO_BRKTS_HTML_IMG 1.598
score TO_NO_BRKTS_HTML_ONLY 1.999
-score TO_NO_BRKTS_MSFT 0.001
+score TO_NO_BRKTS_MSFT 0.001 # force non-zero
score TO_NO_BRKTS_NORDNS_HTML 0.001
-score TO_NO_BRKTS_PCNT 2.400
-score TVD_PH_SUBJ_META 3.099
+score TO_NO_BRKTS_PCNT 2.499
+score TVD_PH_SUBJ_META 2.502
score TVD_SPACE_ENCODED 2.499
-score TVD_SPACE_RATIO_MINFP 0.862
-score UNDISC_FREEM 2.700
-score UNDISC_MONEY 2.019
-score UNICODE_OBFU_ASC 2.499
+score TVD_SPACE_RATIO_MINFP 0.909
+score UNDISC_FREEM 2.699
+score UNDISC_MONEY 2.127
+score UNICODE_OBFU_ASC 2.500
score UNICODE_OBFU_ZW_MANY 0.001
score URI_CLOUDFLAREIPFS 2.999
-score URI_FIREBASEAPP 2.709
-score URI_GOOGDRAWPREVIEW 2.096
+score URI_FIREBASEAPP 2.970
+score URI_GOOGDRAWPREVIEW 2.591
score URI_GOOGDRAWPREVIEW_MINFP 2.999
score URI_GOOGLE_PROXY 2.299
score URI_GOOG_STO_SPAMMY 2.999
-score URI_IMG_CWINDOWSNET 2.401
+score URI_IMG_CWINDOWSNET 2.498
score URI_ONLY_MSGID_MALF 1.999
score URI_PHISH 3.999
-score URI_PHP_REDIR 2.600
-score URI_TRY_3LD 1.999
-score URI_WPADMIN 2.299
-score URI_WP_HACKED 3.499
-score URI_WP_HACKED_2 1.187
-score VFY_ACCT_NORDNS 2.846
-score VISTA_COST 2.264
-score VISTA_TONOM_EQ_TOLOC 0.997
-score WORD_INVIS_MANY 2.486
+score URI_PHP_REDIR 2.199
+score URI_TRY_3LD 2.000
+score URI_WPADMIN 2.199
+score URI_WP_HACKED 3.500
+score URI_WP_HACKED_2 1.103
+score VFY_ACCT_NORDNS 2.650
+score VISTA_COST 2.115
+score VISTA_TONOM_EQ_TOLOC 0.996
+score WORD_INVIS_MANY 0.257
score XM_LIGHT_HEAVY 2.499
score XM_RANDOM 2.499
-score XM_RECPTID 2.200
+score XM_RECPTID 2.284
score XPRIO 0.001
score XPRIO_VISTA 0.001
score YOU_INHERIT 3.099
@@ -256,6 +252,7 @@ score BEBEE_IMG_NOT_RCVD_BB 1.0
score BITCOIN_BOMB 1.000
score BITCOIN_EXTORT_02 1.000
score BITCOIN_IMGUR 1.000
+score BITCOIN_MALF_HTML 1.000
score BITCOIN_OBFU_SUBJ 1.000
score BITCOIN_ONAN 1.000
score BITCOIN_PAY_ME 1.000
@@ -304,6 +301,7 @@ score HREF_EMPTY_XAUTHED 1.0
score HTML_ENTITY_ASCII_TINY 1.000
score HTML_OFF_PAGE 1.000
score HTML_SHRT_CMNT_OBFU_MANY 1.000
+score IMG_ONLY_FM_DOM_INFO 1.000
score JH_SPAMMY_PATTERN01 1.000
score JH_SPAMMY_PATTERN02 1.000
score LINKEDIN_IMG_NOT_RCVD_LNKN 1.000
@@ -311,6 +309,7 @@ score LIST_PRTL_PUMPDUMP 1.0
score LIST_PRTL_SAME_USER 1.000
score LUCRATIVE 1.000
score MALF_HTML_B64 1.000
+score MALWARE_PASSWORD 1.000
score MIXED_AREA_CASE 1.000
score MIXED_FONT_CASE 1.000
score MIXED_IMG_CASE 1.000
Modified: spamassassin/trunk/rulesrc/scores/scores-set3
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/scores-set3?rev=1919507&r1=1919506&r2=1919507&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Thu Jul 25 02:48:05 2024
@@ -6,31 +6,31 @@ score AC_BR_BONANZA 0.0
score AC_DIV_BONANZA 0.001
score AC_FROM_MANY_DOTS 0.001
score AC_HTML_NONSENSE_TAGS 1.999
-score AC_POST_EXTRAS 0.523
-score ADMITS_SPAM 3.184
-score ADVANCE_FEE_2_NEW_FORM 1.431
+score AC_POST_EXTRAS 1.502
+score ADMITS_SPAM 3.189
+score ADVANCE_FEE_2_NEW_FORM 1.999
score ADVANCE_FEE_2_NEW_FRM_MNY 0.001
score ADVANCE_FEE_2_NEW_MONEY 0.001
score ADVANCE_FEE_3_NEW 2.497
-score ADVANCE_FEE_3_NEW_FRM_MNY 1.817
-score ADVANCE_FEE_3_NEW_MONEY 0.001 # force non-zero
+score ADVANCE_FEE_3_NEW_FRM_MNY 1.907
+score ADVANCE_FEE_3_NEW_MONEY 0.001
score ADVANCE_FEE_4_NEW 0.001
-score ADVANCE_FEE_4_NEW_FRM_MNY 1.288
+score ADVANCE_FEE_4_NEW_FRM_MNY 1.689
score ADVANCE_FEE_4_NEW_MONEY 2.799
-score ADVANCE_FEE_5_NEW 1.850
+score ADVANCE_FEE_5_NEW 1.781
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score ADVANCE_FEE_5_NEW_MONEY 0.001
+score ADVANCE_FEE_5_NEW_MONEY 0.001 # force non-zero
score AMAZON_IMG_NOT_RCVD_AMZN 2.499
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score AXB_XMAILER_MIMEOLE_OL_1ECD5 0.119
-score BIGNUM_EMAILS_FREEM 1.849
+score AXB_XMAILER_MIMEOLE_OL_1ECD5 0.663
+score BIGNUM_EMAILS_FREEM 2.615
score BIGNUM_EMAILS_MANY 2.999
score BITCOIN_DEADLINE 2.999
score BITCOIN_EXTORT_01 0.001
score BITCOIN_MALF_HTML 1.216
-score BITCOIN_MALWARE 1.875
-score BITCOIN_SPAM_02 2.499
-score BITCOIN_SPAM_03 0.001
+score BITCOIN_MALWARE 2.805
+score BITCOIN_SPAM_02 2.500
+score BITCOIN_SPAM_03 0.001 # force non-zero
score BITCOIN_SPAM_05 2.499
score BITCOIN_SPAM_07 0.001
score BITCOIN_SPAM_09 1.499
@@ -40,116 +40,116 @@ score BITCOIN_XPRIO 0.0
score BITCOIN_YOUR_INFO 2.999
score BODY_URI_ONLY 0.001
score BOGUS_MIME_VERSION 0.001
-score BOGUS_MSM_HDRS 1.032
-score CANT_SEE_AD 1.405
+score BOGUS_MSM_HDRS 0.810
+score CANT_SEE_AD 2.338
score CK_HELO_GENERIC 0.249
score CONTENT_AFTER_HTML_WEAK 0.001
-score CTE_8BIT_MISMATCH 0.255
+score CTE_8BIT_MISMATCH 0.260
score DEAR_BENEFICIARY 0.001
-score DKIMWL_BL 1.746
-score DKIMWL_WL_HIGH -0.136
-score DKIMWL_WL_MED -0.001
-score DKIMWL_WL_MEDHI -0.001 # force non-zero
-score DOS_BODY_HIGH_NO_MID 3.267
-score DSN_NO_MIMEVERSION 2.000
-score DUP_SUSP_HDR 0.779
+score DKIMWL_BL 1.838
+score DKIMWL_WL_HIGH -0.144
+score DKIMWL_WL_MED -0.001 # force non-zero
+score DKIMWL_WL_MEDHI -0.001
+score DOS_BODY_HIGH_NO_MID 3.268
+score DSN_NO_MIMEVERSION 1.999
+score DUP_SUSP_HDR 2.316
score DYNAMIC_IMGUR 0.001 # force non-zero
score ENCRYPTED_MESSAGE -0.999
-score END_FUTURE_EMAILS 1.629
+score END_FUTURE_EMAILS 1.729
score FACEBOOK_IMG_NOT_RCVD_FB 1.999
-score FAKE_REPLY_A1 1.236
-score FAKE_REPLY_B 1.939
-score FBI_MONEY 1.970
-score FBI_SPOOF 0.001
-score FILL_THIS_FORM 0.995
-score FONT_INVIS_DIRECT 3.275
-score FONT_INVIS_HTML_NOHTML 2.999
+score FAKE_REPLY_A1 1.688
+score FAKE_REPLY_B 0.918
+score FBI_MONEY 0.557
+score FBI_SPOOF 1.545
+score FILL_THIS_FORM 0.998
+score FONT_INVIS_DIRECT 3.499
+score FONT_INVIS_HTML_NOHTML 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 2.876
-score FORGED_SPF_HELO 2.799
+score FONT_INVIS_POSTEXTRAS 1.896
+score FORGED_SPF_HELO 2.800
score FORM_FRAUD 0.001
score FORM_FRAUD_3 0.001
score FORM_FRAUD_5 0.001
-score FOUND_YOU 1.938
+score FOUND_YOU 1.671
score FREEMAIL_FORGED_FROMDOMAIN 0.001
score FROM_ADDR_WS 0.001
score FROM_BANK_NOAUTH 0.999
-score FROM_FMBLA_NEWDOM 0.709
+score FROM_FMBLA_NEWDOM 0.714
score FROM_FMBLA_NEWDOM14 1.000
-score FROM_FMBLA_NEWDOM28 0.799
-score FROM_GOV_DKIM_AU -0.001
+score FROM_FMBLA_NEWDOM28 0.800
+score FROM_GOV_DKIM_AU -0.118
score FROM_IN_TO_AND_SUBJ 1.799
-score FROM_MISSPACED 0.001
-score FROM_MISSP_DYNIP 1.378
+score FROM_MISSPACED 0.001 # force non-zero
+score FROM_MISSP_DYNIP 1.392
score FROM_MISSP_EH_MATCH 0.001
score FROM_MISSP_FREEMAIL 0.001
score FROM_MISSP_MSFT 0.001
-score FROM_MISSP_PHISH 2.723
+score FROM_MISSP_PHISH 2.576
score FROM_MISSP_REPLYTO 0.001
-score FROM_MISSP_SPF_FAIL 0.542
-score FROM_MISSP_TO_UNDISC 1.337
+score FROM_MISSP_SPF_FAIL 0.546
+score FROM_MISSP_TO_UNDISC 1.241
score FROM_MISSP_USER 0.001
score FROM_MISSP_XPRIO 0.001
-score FROM_NTLD_LINKBAIT 1.613
-score FROM_NTLD_REPLY_FREEMAIL 0.491
+score FROM_NTLD_LINKBAIT 1.032
+score FROM_NTLD_REPLY_FREEMAIL 1.145
score FROM_SUSPICIOUS_NTLD 0.499
-score FROM_SUSPICIOUS_NTLD_FP 1.493
+score FROM_SUSPICIOUS_NTLD_FP 1.496
score FROM_UNBAL1 2.199
score FROM_WSP_TRAIL 2.499
-score FSL_BULK_SIG 0.001
+score FSL_BULK_SIG 0.001 # force non-zero
score FSL_CTYPE_WIN1251 0.001
score FSL_NEW_HELO_USER 0.001
-score FUZZY_AMAZON 2.365
-score FUZZY_BITCOIN 1.808
-score FUZZY_TRUSTWALLET 1.268
+score FUZZY_AMAZON 2.799
+score FUZZY_BITCOIN 1.701
+score FUZZY_TRUSTWALLET 2.015
score FUZZY_WALLET 0.001
score GB_BITCOIN_NH 2.999
score GB_CUSTOM_HTM_URI 1.499
-score GB_FAKE_RF_SHORT 1.215
+score GB_FAKE_RF_SHORT 1.207
score GB_FREEMAIL_DISPTO 0.001
-score GB_FREEMAIL_DISPTO_NOTFREEM 0.001
-score GB_HASHBL_BTC 1.736
+score GB_FREEMAIL_DISPTO_NOTFREEM 0.001 # force non-zero
+score GB_HASHBL_BTC 1.431
score GOOG_STO_IMG_HTML 2.226
score GOOG_STO_NOIMG_HTML 2.999
-score HAS_X_NO_RELAY 0.674
-score HDRS_MISSP 2.231
+score HAS_X_NO_RELAY 0.136
+score HDRS_MISSP 2.237
score HDR_ORDER_FTSDMCXX_DIRECT 0.001
-score HDR_ORDER_FTSDMCXX_NORDNS 0.001
-score HEADER_FROM_DIFFERENT_DOMAINS 0.001 # force non-zero
-score HELO_NO_DOMAIN 0.610
-score HK_LOTTO 0.001
-score HK_NAME_FM_MR_MRS 1.499
+score HDR_ORDER_FTSDMCXX_NORDNS 0.001 # force non-zero
+score HEADER_FROM_DIFFERENT_DOMAINS 0.001
+score HELO_NO_DOMAIN 0.467
+score HK_LOTTO 0.001 # force non-zero
+score HK_NAME_FM_MR_MRS 1.500
score HK_NAME_MR_MRS 0.001
-score HK_RANDOM_ENVFROM 0.001
+score HK_RANDOM_ENVFROM 0.001 # force non-zero
score HK_RANDOM_FROM 0.001
-score HK_RANDOM_REPLYTO 1.000
-score HK_SCAM 1.646
-score HK_WIN 0.972
-score HOSTED_IMG_DIRECT_MX 2.755
+score HK_RANDOM_REPLYTO 0.999
+score HK_SCAM 1.651
+score HK_WIN 0.854
+score HOSTED_IMG_DIRECT_MX 2.583
score HOSTED_IMG_MULTI_PUB_01 2.999
-score HREF_EMPTY_NORDNS 1.625
-score HTML_BADATTR 1.000
+score HREF_EMPTY_NORDNS 1.711
+score HTML_BADATTR 0.999
score HTML_ENTITY_ASCII 2.999
-score HTML_FONT_TINY_NORDNS 1.999
-score HTML_SINGLET_MANY 2.362
-score HTML_TEXT_INVISIBLE_FONT 1.101
+score HTML_FONT_TINY_NORDNS 1.906
+score HTML_SINGLET_MANY 2.361
+score HTML_TEXT_INVISIBLE_FONT 1.095
score HTML_TEXT_INVISIBLE_STYLE 0.001
-score IMG_DIRECT_TO_MX 1.025
-score IMG_ONLY_FM_DOM_INFO 1.768
-score JH_SPAMMY_HEADERS 3.198
+score IMG_DIRECT_TO_MX 1.028
+score IMG_ONLY_FM_DOM_INFO 1.774
+score JH_SPAMMY_HEADERS 3.197
score KHOP_HELO_FCRDNS 0.260
score LONG_HEX_URI 2.628
-score LONG_IMG_URI 2.704
-score LONG_INVISIBLE_TEXT 2.601
+score LONG_IMG_URI 2.792
+score LONG_INVISIBLE_TEXT 2.600
score LOTS_OF_MONEY 0.010
-score LOTTO_AGENT 1.261
+score LOTTO_AGENT 0.212
score LOTTO_DEPT 1.999
-score MALFORMED_FREEMAIL 2.970
-score MALWARE_NORDNS 1.279
-score MALWARE_PASSWORD 3.499
-score MANY_SUBDOM 2.500
+score MALFORMED_FREEMAIL 2.966
+score MALWARE_NORDNS 1.185
+score MALWARE_PASSWORD 2.317
+score MANY_SUBDOM 2.499
score MILLION_EUR 2.699
score MILLION_HUNDRED 0.001
score MILLION_USD 0.001
@@ -159,98 +159,97 @@ score MIXED_CENTER_CASE 2.4
score MIXED_ES 2.499
score MIXED_HREF_CASE 1.999
score MONEY_ATM_CARD 0.001
-score MONEY_FORM 0.001
+score MONEY_FORM 0.001 # force non-zero
score MONEY_FORM_SHORT 0.001
-score MONEY_FRAUD_3 0.001
+score MONEY_FRAUD_3 0.001 # force non-zero
score MONEY_FRAUD_5 0.001
-score MONEY_FRAUD_8 2.440
-score MONEY_FREEMAIL_REPTO 0.700
-score MONEY_FROM_41 1.838
+score MONEY_FRAUD_8 3.136
+score MONEY_FREEMAIL_REPTO 0.600
+score MONEY_FROM_41 1.982
score MONEY_FROM_MISSP 0.001
-score MONEY_NOHTML 2.361
-score MSM_PRIO_REPTO 1.171
+score MONEY_NOHTML 2.413
+score MSM_PRIO_REPTO 0.977
score NA_DOLLARS 0.001
-score NICE_REPLY_A -0.555
+score NICE_REPLY_A -0.699
score NOT_SPAM 0.001
score NO_FM_NAME_IP_HOSTN 0.001
score NSL_RCVD_FROM_USER 0.001
-score NSL_RCVD_HELO_USER 2.886
-score OBFU_BITCOIN 2.282
-score ODD_FREEM_REPTO 2.246
-score PDS_BAD_THREAD_QP_64 0.001 # force non-zero
-score PDS_BTC_ID 0.001
-score PDS_BTC_MSGID 0.001
+score NSL_RCVD_HELO_USER 0.727
+score OBFU_BITCOIN 2.326
+score ODD_FREEM_REPTO 2.249
+score PDS_BAD_THREAD_QP_64 0.001
+score PDS_BTC_ID 0.499
+score PDS_BTC_MSGID 0.001 # force non-zero
score PDS_DBL_URL_TNB_RUNON 1.999
-score PDS_FROM_2_EMAILS 2.355
-score PDS_HELO_SPF_FAIL 1.964
-score PDS_OTHER_BAD_TLD 1.999
+score PDS_HELO_SPF_FAIL 1.738
+score PDS_OTHER_BAD_TLD 2.000
score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.999
-score PHISH_ATTACH 2.100
-score PHP_ORIG_SCRIPT 2.380
-score PHP_SCRIPT 2.250
+score PHISH_ATTACH 2.099
+score PHP_ORIG_SCRIPT 2.383
+score PHP_SCRIPT 1.704
score PP_MIME_FAKE_ASCII_TEXT 0.001
score RAND_HEADER_MANY 2.999
-score RATWARE_NO_RDNS 1.857
-score RCVD_IN_MSPIKE_H2 -0.001
-score REPTO_419_FRAUD 2.349
+score RATWARE_NO_RDNS 0.750
+score RCVD_IN_MSPIKE_H2 -0.001 # force non-zero
+score REPTO_419_FRAUD 2.999
score REPTO_419_FRAUD_GM 0.001
-score REPTO_419_FRAUD_HM 1.637
-score REPTO_419_FRAUD_OL 2.999
-score RISK_FREE 2.423
+score REPTO_419_FRAUD_HM 2.334
+score REPTO_419_FRAUD_OL 2.366
+score RISK_FREE 2.477
score SCC_BOGUS_CTE_1 1.999
-score SCC_CANSPAM_2 2.327
+score SCC_CANSPAM_2 3.851
score SCC_ISEMM_LID_1B 1.499
score SCC_SPAMMER_ADDR_2 3.399
score SHOPIFY_IMG_NOT_RCVD_SFY 2.499
-score SHORTENER_SHORT_IMG 1.668
-score SHORT_IMG_SUSP_NTLD 1.499
-score SHORT_SHORTNER 1.469
+score SHORTENER_SHORT_IMG 1.455
+score SHORT_IMG_SUSP_NTLD 0.001
+score SHORT_SHORTNER 1.684
score SPOOFED_FREEMAIL 0.001
score SPOOFED_FREEMAIL_NO_RDNS 0.001
score SPOOFED_FREEM_REPTO 2.499
-score SPOOF_GMAIL_MID 0.846
+score SPOOF_GMAIL_MID 0.880
score STATIC_XPRIO_OLE 0.001
score SUBJ_ATTENTION 0.001
-score SUSP_UTF8_WORD_FROM 2.000
-score TEQF_USR_POLITE 1.369
+score SUSP_UTF8_WORD_FROM 1.999
+score TEQF_USR_POLITE 1.380
score THIS_AD 0.899
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 0.001
score TO_NO_BRKTS_FROM_MSSP 2.499
-score TO_NO_BRKTS_HTML_IMG 2.000
+score TO_NO_BRKTS_HTML_IMG 1.999
score TO_NO_BRKTS_HTML_ONLY 1.999
-score TO_NO_BRKTS_MSFT 2.208
+score TO_NO_BRKTS_MSFT 2.179
score TO_NO_BRKTS_NORDNS_HTML 0.001 # force non-zero
-score TO_NO_BRKTS_PCNT 2.092
-score TVD_PH_SUBJ_META 2.373
+score TO_NO_BRKTS_PCNT 2.326
+score TVD_PH_SUBJ_META 2.377
score TVD_SPACE_ENCODED 2.499
score TVD_SPACE_RATIO_MINFP 0.001
-score UNDISC_FREEM 2.117
-score UNDISC_MONEY 0.956
+score UNDISC_FREEM 2.168
+score UNDISC_MONEY 0.923
score UNICODE_OBFU_ASC 2.499
-score UNICODE_OBFU_ZW_MANY 0.001
+score UNICODE_OBFU_ZW_MANY 0.001 # force non-zero
score URI_CLOUDFLAREIPFS 0.001
score URI_FIREBASEAPP 2.999
score URI_GOOGDRAWPREVIEW 0.001
-score URI_GOOGDRAWPREVIEW_MINFP 2.999
+score URI_GOOGDRAWPREVIEW_MINFP 3.000
score URI_GOOGLE_PROXY 1.999
-score URI_GOOG_STO_SPAMMY 2.896
-score URI_IMG_CWINDOWSNET 0.700
-score URI_ONLY_MSGID_MALF 0.509
-score URI_PHISH 1.576
-score URI_PHP_REDIR 0.514
+score URI_GOOG_STO_SPAMMY 2.762
+score URI_IMG_CWINDOWSNET 0.698
+score URI_ONLY_MSGID_MALF 0.082
+score URI_PHISH 1.572
+score URI_PHP_REDIR 0.604
score URI_TRY_3LD 1.999
score URI_WP_HACKED 3.499
-score URI_WP_HACKED_2 0.504
+score URI_WP_HACKED_2 0.417
score VFY_ACCT_NORDNS 2.999
-score VISTA_COST 2.055
+score VISTA_COST 2.332
score VISTA_TONOM_EQ_TOLOC 0.001
score WORD_INVIS_MANY 2.999
score XM_LIGHT_HEAVY 2.499
score XM_RANDOM 2.499
-score XM_RECPTID 2.033
+score XM_RECPTID 2.034
score XPRIO 0.001
score XPRIO_VISTA 0.001
score YOU_INHERIT 2.999
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1919507&r1=1919506&r2=1919507&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Thu Jul 25 02:48:05 2024
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 213628 31.600% (98.724% of non-spam corpus)
-# Correctly spam: 321584 47.568% (69.962% of spam corpus)
-# False positives: 2762 0.409% (1.276% of nonspam, 192260 weighted)
-# False negatives: 138072 20.423% (30.038% of spam, 382200 weighted)
+# Correctly non-spam: 213860 31.655% (98.656% of non-spam corpus)
+# Correctly spam: 324168 47.982% (70.651% of spam corpus)
+# False positives: 2913 0.431% (1.344% of nonspam, 217724 weighted)
+# False negatives: 134660 19.932% (29.349% of spam, 372382 weighted)
# Average score for spam: 8.0 nonspam: 0.8
-# Average for false-pos: 6.6 false-neg: 2.8
-# TOTAL: 676046 100.00%
+# Average for false-pos: 7.1 false-neg: 2.8
+# TOTAL: 675601 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 26714 98.51%
-# Correctly spam: 40503 70.68%
-# False positives: 405 1.49%
-# False negatives: 16800 29.32%
-# TCR(l=50): 1.546640 SpamRecall: 70.682% SpamPrec: 99.010%
+# Correctly non-spam: 26815 98.71%
+# Correctly spam: 40267 70.37%
+# False positives: 350 1.29%
+# False negatives: 16957 29.63%
+# TCR(l=50): 1.660737 SpamRecall: 70.367% SpamPrec: 99.138%
##### 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: 208743 96.47%
-# Correctly spam: 197716 43.01%
-# False positives: 7647 3.53%
-# False negatives: 261940 56.99%
-# TCR(l=50): 0.713430 SpamRecall: 43.014% SpamPrec: 96.276%
+# Correctly non-spam: 208914 96.37%
+# Correctly spam: 198379 43.24%
+# False positives: 7859 3.63%
+# False negatives: 260449 56.76%
+# TCR(l=50): 0.702217 SpamRecall: 43.236% SpamPrec: 96.189%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 26076 96.15%
-# Correctly spam: 24685 43.08%
-# False positives: 1043 3.85%
-# False negatives: 32618 56.92%
-# TCR(l=50): 0.675998 SpamRecall: 43.078% SpamPrec: 95.946%
+# Correctly non-spam: 26184 96.39%
+# Correctly spam: 24634 43.05%
+# False positives: 981 3.61%
+# False negatives: 32590 56.95%
+# TCR(l=50): 0.700931 SpamRecall: 43.048% SpamPrec: 96.170%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1919507&r1=1919506&r2=1919507&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Thu Jul 25 02:48:05 2024
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 184313 34.382% (99.015% of non-spam corpus)
-# Correctly spam: 293468 54.745% (83.867% of spam corpus)
-# False positives: 1833 0.342% (0.985% of nonspam, 280047 weighted)
-# False negatives: 56453 10.531% (16.133% of spam, 125408 weighted)
-# Average score for spam: 12.3 nonspam: -0.4
-# Average for false-pos: 8.1 false-neg: 2.2
-# TOTAL: 536067 100.00%
+# Correctly non-spam: 184317 34.383% (99.017% of non-spam corpus)
+# Correctly spam: 298973 55.772% (85.441% of spam corpus)
+# False positives: 1829 0.341% (0.983% of nonspam, 279340 weighted)
+# False negatives: 50945 9.504% (14.559% of spam, 97175 weighted)
+# Average score for spam: 12.4 nonspam: -0.4
+# Average for false-pos: 8.1 false-neg: 1.9
+# TOTAL: 536064 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 23111 98.92%
-# Correctly spam: 37240 85.39%
-# False positives: 253 1.08%
-# False negatives: 6372 14.61%
-# TCR(l=50): 2.292714 SpamRecall: 85.389% SpamPrec: 99.325%
+# Correctly non-spam: 23110 98.91%
+# Correctly spam: 37276 85.47%
+# False positives: 254 1.09%
+# False negatives: 6336 14.53%
+# TCR(l=50): 2.291028 SpamRecall: 85.472% SpamPrec: 99.323%
##### 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: 184993 99.38%
-# Correctly spam: 192265 54.95%
+# Correctly spam: 192438 55.00%
# False positives: 1153 0.62%
-# False negatives: 157656 45.05%
-# TCR(l=50): 1.625226 SpamRecall: 54.945% SpamPrec: 99.404%
+# False negatives: 157480 45.00%
+# TCR(l=50): 1.626542 SpamRecall: 54.995% SpamPrec: 99.404%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 23228 99.42%
-# Correctly spam: 23982 54.99%
+# Correctly spam: 23823 54.62%
# False positives: 136 0.58%
-# False negatives: 19630 45.01%
-# TCR(l=50): 1.650095 SpamRecall: 54.989% SpamPrec: 99.436%
+# False negatives: 19789 45.38%
+# TCR(l=50): 1.640227 SpamRecall: 54.625% SpamPrec: 99.432%