diff --git a/rulesrc/scores/72_scores.cf b/rulesrc/scores/72_scores.cf
index 804e95d..ba3f82c 100644
--- a/rulesrc/scores/72_scores.cf
+++ b/rulesrc/scores/72_scores.cf
@@ -1,8 +1,8 @@
-score ACCT_PHISHING_MANY                    2.996 2.996 2.996 2.996
+score ACCT_PHISHING_MANY                    2.996 2.999 2.996 2.999
 score AC_BR_BONANZA                         0.001 0.001 0.001 0.001
 score AC_DIV_BONANZA                        0.001 0.001 0.001 0.001
-score AC_FROM_MANY_DOTS                     2.996 0.723 2.996 0.723
-score AC_HTML_NONSENSE_TAGS                 1.997 1.997 1.997 1.997
+score AC_FROM_MANY_DOTS                     2.996 2.999 2.996 2.999
+score AC_HTML_NONSENSE_TAGS                 1.997 1.999 1.997 1.999
 score AC_POST_EXTRAS                        1.000 1.000 1.000 1.000
 score AC_SPAMMY_URI_PATTERNS1               1.000 1.000 1.000 1.000
 score AC_SPAMMY_URI_PATTERNS10              1.000 1.000 1.000 1.000
@@ -13,47 +13,42 @@
 score AC_SPAMMY_URI_PATTERNS4               1.000 1.000 1.000 1.000
 score AC_SPAMMY_URI_PATTERNS8               1.000 1.000 1.000 1.000
 score AC_SPAMMY_URI_PATTERNS9               1.000 1.000 1.000 1.000
-score ADMITS_SPAM                           3.196 0.237 3.196 0.237
+score ADMITS_SPAM                           3.196 0.001 3.196 0.001
 score ADULT_DATING_COMPANY                  10.000 10.000 10.000 10.000
 score ADVANCE_FEE_2_NEW_FORM                1.000 1.000 1.000 1.000
-score ADVANCE_FEE_2_NEW_FRM_MNY             1.399 1.000 1.399 1.000
-score ADVANCE_FEE_2_NEW_MONEY               1.997 1.997 1.997 1.997
-score ADVANCE_FEE_3_NEW                     2.996 1.815 2.996 1.815
-score ADVANCE_FEE_3_NEW_MONEY               3.196 2.850 3.196 2.850
-score ADVANCE_FEE_4_NEW                     2.397 2.297 2.397 2.297
-score ADVANCE_FEE_4_NEW_MONEY               2.438 0.001 2.438 0.001
-score ADVANCE_FEE_5_NEW                     1.009 0.906 1.009 0.906
+score ADVANCE_FEE_2_NEW_FRM_MNY             1.264 1.000 1.264 1.000
+score ADVANCE_FEE_2_NEW_MONEY               1.997 1.999 1.997 1.999
+score ADVANCE_FEE_3_NEW                     2.992 3.268 2.992 3.268
+score ADVANCE_FEE_3_NEW_MONEY               3.196 2.599 3.196 2.599
+score ADVANCE_FEE_4_NEW_MONEY               2.441 1.368 2.441 1.368
 score ADVANCE_FEE_5_NEW_FRM_MNY             0.001 0.001 0.001 0.001
 score ADVANCE_FEE_5_NEW_MONEY               0.001 0.001 0.001 0.001
-score AD_PREFS                              0.498 0.498 0.498 0.498
+score AD_PREFS                              0.498 0.001 0.498 0.001
 score ALIBABA_IMG_NOT_RCVD_ALI              0.001 0.001 0.001 0.001
 score AMAZON_IMG_NOT_RCVD_AMZN              0.001 0.001 0.001 0.001
 score APP_DEVELOPMENT_FREEM                 1.000 1.000 1.000 1.000
 score APP_DEVELOPMENT_NORDNS                1.000 1.000 1.000 1.000
-score ARC_SIGNED                            0.001 0.001 0.001 0.001
-score ARC_VALID                             0.001 0.001 0.001 0.001
 score AXB_XMAILER_MIMEOLE_OL_024C2          0.001 0.001 0.001 0.001
-score AXB_XM_FORGED_OL2600                  1.628 1.805 1.628 1.805
 score BEBEE_IMG_NOT_RCVD_BB                 1.000 1.000 1.000 1.000
-score BIGNUM_EMAILS_FREEM                   0.001 0.001 0.001 0.001
-score BIGNUM_EMAILS_MANY                    2.996 2.996 2.996 2.996
+score BIGNUM_EMAILS_FREEM                   0.001 0.897 0.001 0.897
+score BIGNUM_EMAILS_MANY                    2.996 2.999 2.996 2.999
 score BITCOIN_BOMB                          1.000 1.000 1.000 1.000
-score BITCOIN_DEADLINE                      2.996 2.585 2.996 2.585
-score BITCOIN_EXTORT_01                     3.015 0.819 3.015 0.819
+score BITCOIN_DEADLINE                      2.997 1.503 2.997 1.503
+score BITCOIN_EXTORT_01                     2.788 2.977 2.788 2.977
 score BITCOIN_EXTORT_02                     1.000 1.000 1.000 1.000
 score BITCOIN_IMGUR                         1.000 1.000 1.000 1.000
-score BITCOIN_MALF_HTML                     2.591 1.720 2.591 1.720
-score BITCOIN_MALWARE                       2.611 1.130 2.611 1.130
-score BITCOIN_OBFU_SUBJ                     2.078 1.748 2.078 1.748
+score BITCOIN_MALF_HTML                     2.573 0.001 2.573 0.001
+score BITCOIN_MALWARE                       2.642 1.000 2.642 1.000
+score BITCOIN_OBFU_SUBJ                     0.549 1.191 0.549 1.191
 score BITCOIN_ONAN                          1.000 1.000 1.000 1.000
 score BITCOIN_PAY_ME                        1.000 1.000 1.000 1.000
 score BITCOIN_SPAM_01                       1.000 1.000 1.000 1.000
-score BITCOIN_SPAM_02                       2.450 2.497 2.450 2.497
-score BITCOIN_SPAM_03                       1.503 1.181 1.503 1.181
+score BITCOIN_SPAM_02                       2.107 2.499 2.107 2.499
+score BITCOIN_SPAM_03                       1.507 1.000 1.507 1.000
 score BITCOIN_SPAM_04                       1.000 1.000 1.000 1.000
-score BITCOIN_SPAM_05                       0.001 2.497 0.001 2.497
+score BITCOIN_SPAM_05                       0.001 2.011 0.001 2.011
 score BITCOIN_SPAM_06                       1.000 1.000 1.000 1.000
-score BITCOIN_SPAM_07                       2.996 3.265 2.996 3.265
+score BITCOIN_SPAM_07                       3.000 3.499 3.000 3.499
 score BITCOIN_SPAM_08                       1.000 1.000 1.000 1.000
 score BITCOIN_SPAM_09                       1.000 1.000 1.000 1.000
 score BITCOIN_SPAM_10                       1.000 1.000 1.000 1.000
@@ -61,178 +56,177 @@
 score BITCOIN_SPAM_12                       1.000 1.000 1.000 1.000
 score BITCOIN_SPF_ONLYALL                   0.001 1.000 0.001 1.000
 score BITCOIN_XPRIO                         0.001 0.001 0.001 0.001
-score BITCOIN_YOUR_INFO                     2.996 2.996 2.996 2.996
-score BODY_SINGLE_URI                       2.497 2.154 2.497 2.154
+score BITCOIN_YOUR_INFO                     2.996 2.999 2.996 2.999
+score BODY_SINGLE_URI                       2.497 0.001 2.497 0.001
 score BODY_SINGLE_WORD                      0.001 0.001 0.001 0.001
-score BODY_URI_ONLY                         2.170 0.001 2.170 0.001
+score BODY_URI_ONLY                         2.169 0.001 2.169 0.001
 score BOGUS_MIME_VERSION                    3.496 1.000 3.496 1.000
 score BOGUS_MSM_HDRS                        1.000 1.000 1.000 1.000
 score BOMB_FREEM                            1.000 1.000 1.000 1.000
 score BOMB_MONEY                            1.000 1.000 1.000 1.000
 score BTC_ORG                               1.000 1.000 1.000 1.000
 score BULK_RE_SUSP_NTLD                     1.000 1.000 1.000 1.000
-score CANT_SEE_AD                           2.466 1.562 2.466 1.562
-score CK_HELO_GENERIC                       0.249 0.248 0.249 0.248
+score CANT_SEE_AD                           1.329 1.000 1.329 1.000
+score CK_HELO_GENERIC                       0.248 0.249 0.248 0.249
 score COMMENT_GIBBERISH                     1.000 1.000 1.000 1.000
-score COMPENSATION                          1.498 1.498 1.498 1.498
+score COMPENSATION                          1.498 1.000 1.498 1.000
 score CONTENT_AFTER_HTML                    1.000 1.000 1.000 1.000
 score CONTENT_AFTER_HTML_WEAK               1.000 1.000 1.000 1.000
 score CTE_8BIT_MISMATCH                     0.998 0.001 0.998 0.001
-score DATE_IN_FUTURE_Q_PLUS                 3.895 3.795 3.895 3.795
+score DATE_IN_FUTURE_Q_PLUS                 3.895 2.499 3.895 2.499
 score DAY_I_EARNED                          1.000 1.000 1.000 1.000
 score DEAR_BENEFICIARY                      0.001 0.001 0.001 0.001
 score DKIMWL_BL                             0.001 1.000 0.001 1.000
 score DKIMWL_BLOCKED                        0.001 0.001 0.001 0.001
-score DKIMWL_WL_HIGH                        0.001 -0.157 0.001 -0.157
+score DKIMWL_WL_HIGH                        0.001 -0.001 0.001 -0.001
 score DKIMWL_WL_MED                         0.001 -0.001 0.001 -0.001
 score DKIMWL_WL_MEDHI                       0.001 -0.001 0.001 -0.001
 score DOS_BODY_HIGH_NO_MID                  0.001 0.001 0.001 0.001
 score DOTGOV_IMAGE                          1.000 1.000 1.000 1.000
-score DSN_NO_MIMEVERSION                    1.998 1.997 1.998 1.997
+score DSN_NO_MIMEVERSION                    1.997 1.000 1.997 1.000
 score DYNAMIC_IMGUR                         1.000 1.000 1.000 1.000
 score EBAY_IMG_NOT_RCVD_EBAY                1.000 1.000 1.000 1.000
-score ENCRYPTED_MESSAGE                     -0.998 -0.998 -0.998 -0.998
-score END_FUTURE_EMAILS                     2.497 2.497 2.497 2.497
+score ENCRYPTED_MESSAGE                     -0.999 -1.000 -0.999 -1.000
+score END_FUTURE_EMAILS                     2.497 2.500 2.497 2.500
 score ENVFROM_GOOG_TRIX                     1.000 1.000 1.000 1.000
 score FACEBOOK_IMG_NOT_RCVD_FB              1.000 1.000 1.000 1.000
-score FAKE_REPLY_A1                         1.417 0.001 1.417 0.001
-score FAKE_REPLY_B                          1.017 0.001 1.017 0.001
+score FAKE_REPLY_A1                         2.307 0.001 2.307 0.001
+score FAKE_REPLY_B                          3.469 0.621 3.469 0.621
 score FBI_MONEY                             1.000 1.000 1.000 1.000
 score FBI_SPOOF                             1.000 1.000 1.000 1.000
-score FILL_THIS_FORM                        0.701 0.001 0.701 0.001
+score FILL_THIS_FORM                        0.797 0.001 0.797 0.001
 score FONT_INVIS_DIRECT                     0.001 0.001 0.001 0.001
 score FONT_INVIS_DOTGOV                     1.000 1.000 1.000 1.000
 score FONT_INVIS_HTML_NOHTML                1.000 1.000 1.000 1.000
-score FONT_INVIS_LONG_LINE                  2.996 2.996 2.996 2.996
-score FONT_INVIS_MSGID                      1.249 0.287 1.249 0.287
+score FONT_INVIS_LONG_LINE                  2.996 2.999 2.996 2.999
+score FONT_INVIS_MSGID                      0.677 0.001 0.677 0.001
 score FONT_INVIS_NORDNS                     1.000 1.000 1.000 1.000
-score FONT_INVIS_POSTEXTRAS                 0.155 2.182 0.155 2.182
-score FORM_FRAUD                            0.288 0.001 0.288 0.001
-score FORM_FRAUD_3                          2.499 2.397 2.499 2.397
+score FONT_INVIS_POSTEXTRAS                 0.163 1.387 0.163 1.387
+score FORGED_SPF_HELO                       0.001 0.472 0.001 0.472
+score FORM_FRAUD                            0.195 1.000 0.195 1.000
 score FORM_FRAUD_5                          0.001 0.001 0.001 0.001
 score FOUND_YOU                             1.000 1.000 1.000 1.000
-score FREEMAIL_FORGED_FROMDOMAIN            0.248 0.248 0.248 0.248
+score FREEMAIL_FORGED_FROMDOMAIN            0.249 0.249 0.249 0.249
 score FREEM_FRNUM_UNICD_EMPTY               1.000 1.000 1.000 1.000
 score FRNAME_IN_MSG_XPRIO_NO_SUB            1.000 1.000 1.000 1.000
 score FROM_2_EMAILS_SHORT                   0.001 0.001 0.001 0.001
-score FROM_ADDR_WS                          2.996 2.996 2.996 2.996
+score FROM_ADDR_WS                          2.996 2.999 2.996 2.999
 score FROM_BANK_NOAUTH                      0.001 1.000 0.001 1.000
 score FROM_FMBLA_NDBLOCKED                  0.001 0.001 0.001 0.001
-score FROM_FMBLA_NEWDOM                     0.001 0.446 0.001 0.446
-score FROM_FMBLA_NEWDOM14                   0.001 0.998 0.001 0.998
-score FROM_FMBLA_NEWDOM28                   0.001 0.798 0.001 0.798
-score FROM_GOV_DKIM_AU                      0.001 -0.787 0.001 -0.787
+score FROM_FMBLA_NEWDOM                     0.001 1.000 0.001 1.000
+score FROM_FMBLA_NEWDOM14                   0.001 1.000 0.001 1.000
+score FROM_FMBLA_NEWDOM28                   0.001 0.728 0.001 0.728
+score FROM_GOV_DKIM_AU                      0.001 -0.001 0.001 -0.001
 score FROM_GOV_REPLYTO_FREEMAIL             0.001 1.000 0.001 1.000
 score FROM_GOV_SPOOF                        0.001 1.000 0.001 1.000
-score FROM_IN_TO_AND_SUBJ                   1.998 1.897 1.998 1.897
+score FROM_IN_TO_AND_SUBJ                   1.997 1.900 1.997 1.900
 score FROM_MISSPACED                        0.001 0.001 0.001 0.001
-score FROM_MISSP_DYNIP                      1.747 2.596 1.747 2.596
-score FROM_MISSP_EH_MATCH                   0.001 0.555 0.001 0.555
-score FROM_MISSP_FREEMAIL                   3.145 3.196 3.145 3.196
+score FROM_MISSP_DYNIP                      1.750 2.299 1.750 2.299
+score FROM_MISSP_EH_MATCH                   0.001 1.549 0.001 1.549
+score FROM_MISSP_FREEMAIL                   3.143 2.999 3.143 2.999
 score FROM_MISSP_MSFT                       0.001 0.001 0.001 0.001
-score FROM_MISSP_REPLYTO                    1.406 0.001 1.406 0.001
+score FROM_MISSP_REPLYTO                    1.399 0.253 1.399 0.253
 score FROM_MISSP_SPF_FAIL                   0.001 0.001 0.001 0.001
 score FROM_MISSP_USER                       0.001 0.001 0.001 0.001
 score FROM_MULTI_NORDNS                     0.001 0.001 0.001 0.001
 score FROM_NEWDOM_BTC                       0.001 1.000 0.001 1.000
-score FROM_NTLD_LINKBAIT                    0.294 0.001 0.294 0.001
-score FROM_NTLD_REPLY_FREEMAIL              0.001 1.000 0.001 1.000
+score FROM_NTLD_LINKBAIT                    0.380 1.000 0.380 1.000
+score FROM_NTLD_REPLY_FREEMAIL              0.189 1.000 0.189 1.000
 score FROM_NUMBERO_NEWDOMAIN                0.001 1.000 0.001 1.000
-score FROM_PAYPAL_SPOOF                     0.001 0.001 0.001 0.001
-score FROM_SUSPICIOUS_NTLD                  0.498 0.190 0.498 0.190
-score FROM_SUSPICIOUS_NTLD_FP               1.998 1.997 1.998 1.997
-score FROM_UNBAL1                           1.731 0.855 1.731 0.855
-score FROM_UNBAL2                           3.197 3.096 3.197 3.096
-score FROM_WSP_TRAIL                        3.396 2.689 3.396 2.689
+score FROM_PAYPAL_SPOOF                     0.001 1.179 0.001 1.179
+score FROM_SUSPICIOUS_NTLD                  0.498 0.001 0.498 0.001
+score FROM_SUSPICIOUS_NTLD_FP               1.997 1.999 1.997 1.999
+score FROM_UNBAL1                           1.613 0.565 1.613 0.565
+score FROM_UNBAL2                           3.196 1.000 3.196 1.000
+score FROM_WSP_TRAIL                        3.396 3.299 3.396 3.299
 score FSL_BULK_SIG                          0.001 0.001 0.001 0.001
 score FSL_CTYPE_WIN1251                     0.001 0.001 0.001 0.001
 score FSL_HELO_FAKE                         2.599 0.001 2.599 0.001
 score FSL_NEW_HELO_USER                     0.001 0.001 0.001 0.001
 score FUZZY_AMAZON                          0.001 0.001 0.001 0.001
 score GAPPY_SALES_LEADS_FREEM               1.000 1.000 1.000 1.000
-score GB_BITCOIN_NH                         1.481 2.996 1.481 2.996
-score GB_CUSTOM_HTM_URI                     1.498 0.823 1.498 0.823
-score GB_FAKE_RF_SHORT                      1.939 1.997 1.939 1.997
+score GB_BITCOIN_NH                         1.710 1.025 1.710 1.025
+score GB_CUSTOM_HTM_URI                     1.498 1.077 1.498 1.077
+score GB_FAKE_RF_SHORT                      1.938 1.999 1.938 1.999
 score GB_FORGED_MUA_POSTFIX                 1.000 1.000 1.000 1.000
 score GB_FREEMAIL_DISPTO                    0.001 0.001 0.001 0.001
 score GB_FREEMAIL_DISPTO_NOTFREEM           0.500 0.500 0.500 0.500
 score GB_GOOGLE_OBFUR                       0.750 0.750 0.750 0.750
-score GB_GOOGLE_TRANSL                      0.748 0.748 0.748 0.748
+score GB_GOOGLE_TRANSL                      0.748 0.749 0.748 0.749
 score GB_HASHBL_BTC                         0.001 0.001 0.001 0.001
 score GB_STORAGE_GOOGLE_EMAIL               1.000 1.000 1.000 1.000
 score GOOGLE_DOCS_PHISH                     1.000 1.000 1.000 1.000
 score GOOGLE_DOCS_PHISH_MANY                1.000 1.000 1.000 1.000
 score GOOGLE_DOC_SUSP                       1.000 1.000 1.000 1.000
 score GOOGLE_DRIVE_REPLY_BAD_NTLD           1.000 1.000 1.000 1.000
-score GOOG_MALWARE_DNLD                     4.854 2.112 4.854 2.112
-score GOOG_REDIR_HTML_ONLY                  1.997 1.997 1.997 1.997
-score GOOG_REDIR_NORDNS                     2.600 3.096 2.600 3.096
+score GOOG_MALWARE_DNLD                     3.006 3.084 3.006 3.084
+score GOOG_REDIR_HTML_ONLY                  1.997 1.999 1.997 1.999
+score GOOG_REDIR_NORDNS                     2.595 3.199 2.595 3.199
 score GOOG_STO_EMAIL_PHISH                  1.000 1.000 1.000 1.000
 score GOOG_STO_HTML_PHISH                   1.000 1.000 1.000 1.000
 score GOOG_STO_HTML_PHISH_MANY              1.000 1.000 1.000 1.000
-score GOOG_STO_IMG_HTML                     2.997 2.996 2.997 2.996
-score GOOG_STO_IMG_NOHTML                   2.065 2.497 2.065 2.497
-score GOOG_STO_NOIMG_HTML                   2.996 2.996 2.996 2.996
+score GOOG_STO_IMG_HTML                     2.996 2.999 2.996 2.999
+score GOOG_STO_IMG_NOHTML                   2.054 2.499 2.054 2.499
+score GOOG_STO_NOIMG_HTML                   2.996 2.949 2.996 2.949
 score HAS_X_NO_RELAY                        1.000 1.000 1.000 1.000
-score HAS_X_OUTGOING_SPAM_STAT              0.649 0.793 0.649 0.793
-score HDRS_LCASE                            0.098 0.098 0.098 0.098
+score HAS_X_OUTGOING_SPAM_STAT              0.646 1.999 0.646 1.999
+score HDRS_LCASE                            0.098 0.100 0.098 0.100
 score HDRS_MISSP                            2.497 0.001 2.497 0.001
 score HDR_ORDER_FTSDMCXX_DIRECT             0.001 0.001 0.001 0.001
 score HDR_ORDER_FTSDMCXX_NORDNS             0.001 0.001 0.001 0.001
-score HEADER_FROM_DIFFERENT_DOMAINS         0.249 0.248 0.249 0.248
+score HEADER_FROM_DIFFERENT_DOMAINS         0.248 0.250 0.248 0.250
 score HELO_NO_DOMAIN                        0.001 0.001 0.001 0.001
 score HEXHASH_WORD                          1.000 1.000 1.000 1.000
 score HK_CTE_RAW                            1.000 1.000 1.000 1.000
-score HK_LOTTO                              0.001 0.001 0.001 0.001
-score HK_NAME_MR_MRS                        0.998 0.998 0.998 0.998
+score HK_LOTTO                              0.001 1.000 0.001 1.000
+score HK_NAME_MR_MRS                        0.998 0.999 0.998 0.999
 score HK_RANDOM_ENVFROM                     0.001 0.001 0.001 0.001
-score HK_RANDOM_FROM                        0.999 0.001 0.999 0.001
-score HK_RANDOM_REPLYTO                     0.998 0.998 0.998 0.998
+score HK_RANDOM_FROM                        0.998 0.001 0.998 0.001
+score HK_RANDOM_REPLYTO                     0.998 0.999 0.998 0.999
 score HK_RCVD_IP_MULTICAST                  1.000 1.000 1.000 1.000
 score HK_SCAM                               1.997 0.001 1.997 0.001
 score HOSTED_IMG_DIRECT_MX                  0.899 0.001 0.899 0.001
 score HOSTED_IMG_DQ_UNSUB                   1.000 1.000 1.000 1.000
 score HOSTED_IMG_FREEM                      1.000 1.000 1.000 1.000
 score HOSTED_IMG_MULTI                      1.000 1.000 1.000 1.000
-score HOSTED_IMG_MULTI_PUB_01               2.996 2.996 2.996 2.996
-score HTML_ENTITY_ASCII                     2.996 2.996 2.996 2.996
-score HTML_ENTITY_ASCII_TINY                2.996 1.932 2.996 1.932
-score HTML_FONT_TINY_NORDNS                 1.997 0.001 1.997 0.001
+score HOSTED_IMG_MULTI_PUB_01               2.996 2.999 2.996 2.999
+score HTML_ENTITY_ASCII                     2.996 2.999 2.996 2.999
+score HTML_ENTITY_ASCII_TINY                2.996 0.733 2.996 0.733
+score HTML_FONT_TINY_NORDNS                 1.997 0.328 1.997 0.328
 score HTML_OFF_PAGE                         1.795 0.001 1.795 0.001
 score HTML_SHRT_CMNT_OBFU_MANY              1.000 1.000 1.000 1.000
-score HTML_SINGLET_MANY                     2.497 2.497 2.497 2.497
-score HTML_TAG_BALANCE_CENTER               2.764 2.996 2.764 2.996
-score HTML_TEXT_INVISIBLE_FONT              1.233 1.897 1.233 1.897
+score HTML_SINGLET_MANY                     2.497 2.499 2.497 2.499
+score HTML_TAG_BALANCE_CENTER               2.763 2.699 2.763 2.699
+score HTML_TEXT_INVISIBLE_FONT              1.450 1.999 1.450 1.999
 score HTML_TEXT_INVISIBLE_STYLE             0.498 0.001 0.498 0.001
 score IMG_ONLY_FM_DOM_INFO                  1.000 1.000 1.000 1.000
-score JH_SPAMMY_HEADERS                     3.496 3.496 3.496 3.496
+score JH_SPAMMY_HEADERS                     3.496 3.499 3.496 3.499
 score JH_SPAMMY_PATTERN01                   1.000 1.000 1.000 1.000
 score JH_SPAMMY_PATTERN02                   1.000 1.000 1.000 1.000
-score KHOP_HELO_FCRDNS                      0.398 0.398 0.398 0.398
+score KHOP_HELO_FCRDNS                      0.399 0.001 0.399 0.001
 score LINKEDIN_IMG_NOT_RCVD_LNKN            1.000 1.000 1.000 1.000
 score LIST_PRTL_PUMPDUMP                    1.000 1.000 1.000 1.000
 score LIST_PRTL_SAME_USER                   1.000 1.000 1.000 1.000
-score LONG_HEX_URI                          2.996 2.535 2.996 2.535
+score LONG_HEX_URI                          2.996 2.760 2.996 2.760
 score LONG_IMG_URI                          0.001 0.001 0.001 0.001
-score LONG_INVISIBLE_TEXT                   2.996 2.674 2.996 2.674
+score LONG_INVISIBLE_TEXT                   2.996 2.999 2.996 2.999
 score LOTS_OF_MONEY                         0.010 0.010 0.010 0.010
-score LOTTO_AGENT                           1.000 1.274 1.000 1.274
+score LOTTO_AGENT                           1.000 1.000 1.000 1.000
 score LUCRATIVE                             1.000 1.000 1.000 1.000
-score MALFORMED_FREEMAIL                    2.891 2.282 2.891 2.282
+score MALFORMED_FREEMAIL                    2.892 2.599 2.892 2.599
 score MALF_HTML_B64                         1.000 1.000 1.000 1.000
-score MALWARE_NORDNS                        2.402 0.097 2.402 0.097
+score MALWARE_NORDNS                        2.090 1.117 2.090 1.117
 score MALWARE_PASSWORD                      1.000 1.000 1.000 1.000
-score MANY_HDRS_LCASE                       0.099 0.024 0.099 0.024
-score MANY_SPAN_IN_TEXT                     2.696 2.696 2.696 2.696
-score MILLION_HUNDRED                       0.001 0.001 0.001 0.001
+score MANY_HDRS_LCASE                       0.099 0.100 0.099 0.100
+score MILLION_HUNDRED                       0.001 0.897 0.001 0.897
 score MILLION_USD                           0.001 0.001 0.001 0.001
 score MIMEOLE_DIRECT_TO_MX                  0.001 0.001 0.001 0.001
-score MIME_NO_TEXT                          1.000 1.999 1.000 1.999
+score MIME_NO_TEXT                          1.000 1.000 1.000 1.000
 score MIXED_AREA_CASE                       1.000 1.000 1.000 1.000
-score MIXED_CENTER_CASE                     1.000 1.241 1.000 1.241
-score MIXED_ES                              2.397 2.397 2.397 2.397
+score MIXED_CENTER_CASE                     1.000 1.000 1.000 1.000
+score MIXED_ES                              2.397 2.299 2.397 2.299
 score MIXED_FONT_CASE                       1.000 1.000 1.000 1.000
-score MIXED_HREF_CASE                       1.999 1.132 1.999 1.132
+score MIXED_HREF_CASE                       1.794 1.654 1.794 1.654
 score MIXED_IMG_CASE                        1.000 1.000 1.000 1.000
 score MONERO_DEADLINE                       1.000 1.000 1.000 1.000
 score MONERO_EXTORT_01                      1.000 1.000 1.000 1.000
@@ -240,77 +234,66 @@
 score MONERO_PAY_ME                         1.000 1.000 1.000 1.000
 score MONEY_FORM                            0.001 0.001 0.001 0.001
 score MONEY_FORM_SHORT                      0.001 0.001 0.001 0.001
-score MONEY_FRAUD_3                         0.237 0.001 0.237 0.001
-score MONEY_FRAUD_5                         1.785 2.696 1.785 2.696
-score MONEY_FRAUD_8                         0.001 0.001 0.001 0.001
-score MONEY_FREEMAIL_REPTO                  2.996 1.585 2.996 1.585
-score MONEY_FROM_41                         1.997 1.997 1.997 1.997
+score MONEY_FRAUD_3                         0.229 0.001 0.229 0.001
+score MONEY_FRAUD_5                         1.789 0.192 1.789 0.192
+score MONEY_FRAUD_8                         0.001 0.319 0.001 0.319
+score MONEY_FREEMAIL_REPTO                  2.996 0.182 2.996 0.182
+score MONEY_FROM_41                         1.998 1.000 1.998 1.000
 score MONEY_FROM_MISSP                      0.001 0.001 0.001 0.001
 score MSGID_DOLLARS_URI_IMG                 1.000 1.000 1.000 1.000
 score MSGID_HDR_MALF                        1.000 1.000 1.000 1.000
-score MSMAIL_PRI_ABNORMAL                   1.498 0.774 1.498 0.774
-score MSM_PRIO_REPTO                        1.906 1.626 1.906 1.626
-score NAME_EMAIL_DIFF                       1.715 0.001 1.715 0.001
-score NA_DOLLARS                            1.498 0.001 1.498 0.001
+score MSMAIL_PRI_ABNORMAL                   1.498 1.499 1.498 1.499
+score MSM_PRIO_REPTO                        1.826 1.000 1.826 1.000
+score NAME_EMAIL_DIFF                       1.727 0.001 1.727 0.001
+score NA_DOLLARS                            1.498 0.158 1.498 0.158
 score NEWEGG_IMG_NOT_RCVD_NEGG              1.000 1.000 1.000 1.000
 score NEW_PRODUCTS                          1.000 1.000 1.000 1.000
-score NICE_REPLY_A                          -0.001 -0.095 -0.001 -0.095
+score NICE_REPLY_A                          -0.008 -0.091 -0.008 -0.091
 score NO_FM_NAME_IP_HOSTN                   0.001 0.001 0.001 0.001
 score NSL_RCVD_FROM_USER                    0.001 0.001 0.001 0.001
 score NSL_RCVD_HELO_USER                    0.001 0.001 0.001 0.001
-score NUMBEREND_LINKBAIT                    0.999 0.399 0.999 0.399
+score NUMBEREND_LINKBAIT                    0.878 1.000 0.878 1.000
 score OBFU_BITCOIN                          1.000 1.000 1.000 1.000
-score OBFU_TEXT_ATTACH                      0.946 0.001 0.946 0.001
-score ODD_FREEM_REPTO                       2.996 2.996 2.996 2.996
+score OBFU_TEXT_ATTACH                      0.030 1.337 0.030 1.337
+score ODD_FREEM_REPTO                       2.996 2.290 2.996 2.290
 score PDS_BTC_ID                            0.498 0.001 0.498 0.001
 score PDS_BTC_MSGID                         0.001 0.001 0.001 0.001
-score PDS_DBL_URL_TNB_RUNON                 1.997 1.757 1.997 1.757
-score PDS_EMPTYSUBJ_URISHRT                 1.000 0.467 1.000 0.467
-score PDS_FRNOM_TODOM_DBL_URL               1.496 1.498 1.496 1.498
-score PDS_FRNOM_TODOM_NAKED_TO              1.498 1.498 1.498 1.498
-score PDS_FROM_2_EMAILS                     2.349 2.535 2.349 2.535
-score PDS_FROM_2_EMAILS_SHRTNER             0.703 0.001 0.703 0.001
-score PDS_FROM_NAME_TO_DOMAIN               1.997 1.554 1.997 1.554
+score PDS_DBL_URL_TNB_RUNON                 1.997 1.000 1.997 1.000
+score PDS_FRNOM_TODOM_DBL_URL               1.499 1.499 1.499 1.499
+score PDS_FRNOM_TODOM_NAKED_TO              1.498 1.499 1.498 1.499
+score PDS_FROM_2_EMAILS                     2.353 2.576 2.353 2.576
+score PDS_FROM_2_EMAILS_SHRTNER             1.260 1.000 1.260 1.000
+score PDS_FROM_NAME_TO_DOMAIN               1.997 1.999 1.997 1.999
 score PDS_HELO_SPF_FAIL                     0.001 1.000 0.001 1.000
 score PDS_HP_HELO_NORDNS                    0.001 0.001 0.001 0.001
 score PDS_OTHER_BAD_TLD                     1.997 0.001 1.997 0.001
 score PDS_RDNS_DYNAMIC_FP                   0.010 0.001 0.010 0.001
-score PDS_SHORTFWD_URISHRT                  0.533 1.000 0.533 1.000
-score PDS_TINYSUBJ_URISHRT                  1.498 0.749 1.498 0.749
-score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE     1.997 0.105 1.997 0.105
-score PDS_TO_EQ_FROM_NAME                   1.725 0.001 1.725 0.001
+score PDS_SHORTFWD_URISHRT                  1.499 1.000 1.499 1.000
+score PDS_TINYSUBJ_URISHRT                  1.498 1.499 1.498 1.499
+score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE     1.997 0.001 1.997 0.001
+score PDS_TO_EQ_FROM_NAME                   1.708 0.001 1.708 0.001
 score PHISH_AZURE_CLOUDAPP                  3.500 3.500 3.500 3.500
 score PHISH_FBASEAPP                        1.000 1.000 1.000 1.000
 score PHP_NOVER_MUA                         1.000 1.000 1.000 1.000
-score PHP_ORIG_SCRIPT                       1.471 0.001 1.471 0.001
-score PHP_SCRIPT                            2.497 2.497 2.497 2.497
+score PHP_ORIG_SCRIPT                       1.485 0.001 1.485 0.001
+score PHP_SCRIPT                            2.497 2.499 2.497 2.499
 score PHP_SCRIPT_MUA                        1.000 1.000 1.000 1.000
-score POSSIBLE_GMAIL_PHISHER                1.549 2.053 1.549 2.053
+score POSSIBLE_GMAIL_PHISHER                1.550 2.199 1.550 2.199
 score PP_MIME_FAKE_ASCII_TEXT               0.998 0.001 0.998 0.001
 score PP_TOO_MUCH_UNICODE02                 0.500 0.500 0.500 0.500
 score PP_TOO_MUCH_UNICODE05                 1.000 1.000 1.000 1.000
 score PUMPDUMP                              1.000 1.000 1.000 1.000
 score PUMPDUMP_MULTI                        1.000 1.000 1.000 1.000
 score RAND_HEADER_LIST_SPOOF                1.000 1.000 1.000 1.000
-score RAND_HEADER_MANY                      1.000 1.000 1.000 1.000
-score RAND_MKTG_HEADER                      1.997 1.997 1.997 1.997
+score RAND_HEADER_MANY                      1.000 0.001 1.000 0.001
+score RAND_MKTG_HEADER                      1.997 1.999 1.997 1.999
 score RATWARE_NO_RDNS                       0.001 0.001 0.001 0.001
 score RCVD_DOTEDU_SHORT                     1.000 1.000 1.000 1.000
 score RCVD_DOTEDU_SUSP_URI                  1.000 1.000 1.000 1.000
-score RCVD_IN_MSPIKE_BL                     0.001 0.001 0.001 0.001
 score RCVD_IN_MSPIKE_H2                     0.001 -0.001 0.001 -0.001
-score RCVD_IN_MSPIKE_H3                     0.001 0.001 0.001 0.001
-score RCVD_IN_MSPIKE_H4                     0.001 0.001 0.001 0.001
-score RCVD_IN_MSPIKE_H5                     0.001 0.001 0.001 0.001
-score RCVD_IN_MSPIKE_L2                     0.001 0.001 0.001 0.001
-score RCVD_IN_MSPIKE_L3                     0.001 0.001 0.001 0.001
-score RCVD_IN_MSPIKE_L4                     0.001 0.001 0.001 0.001
-score RCVD_IN_MSPIKE_L5                     0.001 0.001 0.001 0.001
-score RCVD_IN_MSPIKE_WL                     0.001 0.001 0.001 0.001
-score RCVD_IN_MSPIKE_ZBI                    0.001 0.001 0.001 0.001
 score RDNS_NUM_TLD_ATCHNX                   1.000 1.000 1.000 1.000
 score RDNS_NUM_TLD_XM                       1.000 1.000 1.000 1.000
-score READY_TO_SHIP                         1.248 0.417 1.248 0.417
+score READY_TO_SHIP                         1.248 0.637 1.248 0.637
 score REPTO_419_FRAUD                       1.000 1.000 1.000 1.000
 score REPTO_419_FRAUD_AOL                   1.000 1.000 1.000 1.000
 score REPTO_419_FRAUD_AOL_LOOSE             1.000 1.000 1.000 1.000
@@ -326,105 +309,98 @@
 score REPTO_419_FRAUD_YJ                    1.000 1.000 1.000 1.000
 score REPTO_419_FRAUD_YN                    1.000 1.000 1.000 1.000
 score REPTO_INFONUMSCOM                     1.000 1.000 1.000 1.000
-score RISK_FREE                             2.131 0.001 2.131 0.001
 score SCC_BODY_SINGLE_WORD                  0.001 0.001 0.001 0.001
-score SCC_BODY_URI_ONLY                     1.344 0.683 1.344 0.683
-score SCC_CANSPAM_1                         1.795 2.886 1.795 2.886
-score SCC_CANSPAM_2                         3.296 3.196 3.296 3.196
+score SCC_BODY_URI_ONLY                     1.343 1.439 1.343 1.439
+score SCC_CANSPAM_1                         2.397 1.332 2.397 1.332
+score SCC_CANSPAM_2                         3.296 3.299 3.296 3.299
 score SCC_ISEMM_LID_1                       1.000 1.000 1.000 1.000
 score SCC_ISEMM_LID_1A                      1.000 1.000 1.000 1.000
-score SCC_ISEMM_LID_1B                      1.498 1.498 1.498 1.498
-score SCC_SPAMMER_ADDR_2                    0.945 1.554 0.945 1.554
-score SCC_SPECIAL_GUID                      0.955 1.550 0.955 1.550
-score SENDGRID_REDIR                        1.499 1.082 1.499 1.082
+score SCC_ISEMM_LID_1B                      1.498 1.007 1.498 1.007
+score SCC_SPAMMER_ADDR_2                    0.719 2.799 0.719 2.799
+score SCC_SPECIAL_GUID                      1.225 1.251 1.225 1.251
+score SENDGRID_REDIR                        1.498 1.007 1.498 1.007
 score SENDGRID_REDIR_PHISH                  1.000 1.000 1.000 1.000
 score SEO_SUSP_NTLD                         1.000 1.000 1.000 1.000
-score SERGIO_SUBJECT_PORN014                2.502 0.545 2.502 0.545
-score SERGIO_SUBJECT_VIAGRA01               3.769 0.001 3.769 0.001
-score SHOPIFY_IMG_NOT_RCVD_SFY              2.038 2.497 2.038 2.497
-score SHORTENED_URL_SRC                     2.796 2.696 2.796 2.696
-score SHORTENER_SHORT_IMG                   0.001 0.001 0.001 0.001
+score SERGIO_SUBJECT_PORN014                2.523 2.830 2.523 2.830
+score SERGIO_SUBJECT_VIAGRA01               3.416 0.001 3.416 0.001
+score SHOPIFY_IMG_NOT_RCVD_SFY              2.043 2.499 2.043 2.499
+score SHORTENER_SHORT_IMG                   0.001 1.000 0.001 1.000
 score SHORT_IMG_SUSP_NTLD                   1.000 1.000 1.000 1.000
-score SHORT_SHORTNER                        1.997 1.620 1.997 1.620
+score SHORT_SHORTNER                        1.997 0.202 1.997 0.202
 score SPOOFED_FREEMAIL                      0.001 0.001 0.001 0.001
 score SPOOFED_FREEMAIL_NO_RDNS              0.001 0.001 0.001 0.001
-score SPOOFED_FREEM_REPTO                   0.001 2.497 0.001 2.497
+score SPOOFED_FREEM_REPTO                   0.001 0.001 0.001 0.001
 score SPOOFED_FREEM_REPTO_CHN               0.001 1.000 0.001 1.000
 score SPOOFED_FREEM_REPTO_RUS               0.001 1.000 0.001 1.000
 score SPOOF_GMAIL_MID                       1.498 0.001 1.498 0.001
 score STATIC_XPRIO_OLE                      0.001 0.001 0.001 0.001
 score STOCK_TIP                             1.000 1.000 1.000 1.000
-score SUBJ_ATTENTION                        0.498 0.001 0.498 0.001
+score SUBJ_ATTENTION                        0.498 0.500 0.498 0.500
 score SUBJ_BRKN_WORDNUMS                    1.000 1.000 1.000 1.000
-score SURBL_BLOCKED                         0.001 0.001 0.001 0.001
-score SUSP_UTF8_WORD_COMBO                  2.996 2.996 2.996 2.996
-score SUSP_UTF8_WORD_FROM                   1.997 0.001 1.997 0.001
-score SUSP_UTF8_WORD_SUBJ                   1.748 0.459 1.748 0.459
+score SUSP_UTF8_WORD_COMBO                  2.997 2.999 2.997 2.999
+score SUSP_UTF8_WORD_FROM                   1.998 1.000 1.998 1.000
+score SUSP_UTF8_WORD_SUBJ                   1.747 0.367 1.747 0.367
 score SYSADMIN                              1.000 1.000 1.000 1.000
 score TAGSTAT_IMG_NOT_RCVD_TGST             1.000 1.000 1.000 1.000
 score TARINGANET_IMG_NOT_RCVD_TN            1.000 1.000 1.000 1.000
-score THIS_AD                               1.298 1.198 1.298 1.198
-score THIS_IS_ADV_SUSP_NTLD                 0.001 1.167 0.001 1.167
+score THIS_AD                               1.298 0.999 1.298 0.999
+score THIS_IS_ADV_SUSP_NTLD                 0.001 1.000 0.001 1.000
 score TONLINE_FAKE_DKIM                     1.000 1.000 1.000 1.000
-score TO_EQ_FM_DIRECT_MX                    0.001 0.001 0.001 0.001
-score TO_EQ_FM_DOM_HTML_IMG                 2.297 2.120 2.297 2.120
-score TO_EQ_FM_DOM_SPF_FAIL                 0.001 0.001 0.001 0.001
+score TO_EQ_FM_DIRECT_MX                    0.001 0.231 0.001 0.231
+score TO_EQ_FM_DOM_SPF_FAIL                 0.001 0.023 0.001 0.023
+score TO_EQ_FM_HTML_ONLY                    0.001 2.199 0.001 2.199
 score TO_EQ_FM_SPF_FAIL                     0.001 0.001 0.001 0.001
-score TO_IN_SUBJ                            0.099 0.098 0.099 0.098
-score TO_NAME_SUBJ_NO_RDNS                  1.000 2.996 1.000 2.996
-score TO_NO_BRKTS_FROM_MSSP                 2.497 1.865 2.497 1.865
-score TO_NO_BRKTS_HTML_IMG                  1.997 1.997 1.997 1.997
-score TO_NO_BRKTS_HTML_ONLY                 1.997 1.997 1.997 1.997
-score TO_NO_BRKTS_MSFT                      1.249 0.001 1.249 0.001
-score TO_NO_BRKTS_NORDNS_HTML               1.998 1.997 1.998 1.997
-score TO_NO_BRKTS_PCNT                      2.497 2.497 2.497 2.497
-score TVD_IP_HEX                            0.001 2.168 0.001 2.168
-score TVD_IP_SING_HEX                       1.583 1.592 1.583 1.592
-score TVD_SPACE_ENCODED                     2.497 1.540 2.497 1.540
-score TVD_SPACE_ENC_FM_MIME                 1.141 0.001 1.141 0.001
-score TVD_SPACE_RATIO_MINFP                 1.102 0.001 1.102 0.001
+score TO_IN_SUBJ                            0.098 0.100 0.098 0.100
+score TO_NAME_SUBJ_NO_RDNS                  1.000 1.000 1.000 1.000
+score TO_NO_BRKTS_FROM_MSSP                 2.497 0.435 2.497 0.435
+score TO_NO_BRKTS_HTML_IMG                  1.997 1.999 1.997 1.999
+score TO_NO_BRKTS_HTML_ONLY                 1.998 1.999 1.998 1.999
+score TO_NO_BRKTS_MSFT                      1.249 1.177 1.249 1.177
+score TO_NO_BRKTS_NORDNS_HTML               1.997 1.999 1.997 1.999
+score TO_NO_BRKTS_PCNT                      2.497 2.499 2.497 2.499
+score TVD_SPACE_ENCODED                     2.497 0.001 2.497 0.001
+score TVD_SPACE_ENC_FM_MIME                 0.527 1.000 0.527 1.000
+score TVD_SPACE_RATIO_MINFP                 1.101 0.001 1.101 0.001
 score TW_GIBBERISH_MANY                     1.000 1.000 1.000 1.000
 score UC_GIBBERISH_OBFU                     1.000 1.000 1.000 1.000
-score UNDISC_FREEM                          3.096 2.896 3.096 2.896
-score UNDISC_MONEY                          3.096 2.896 3.096 2.896
-score UNICODE_OBFU_ASC                      2.497 2.497 2.497 2.497
+score UNDISC_FREEM                          3.096 2.699 3.096 2.699
+score UNDISC_MONEY                          3.096 1.347 3.096 1.347
+score UNICODE_OBFU_ASC                      2.497 2.499 2.497 2.499
 score UNICODE_OBFU_ZW                       1.000 1.000 1.000 1.000
 score UNSUB_GOOG_FORM                       1.000 1.000 1.000 1.000
 score URI_ADOBESPARK                        1.000 1.000 1.000 1.000
-score URI_AZURE_CLOUDAPP                    2.996 2.996 2.996 2.996
-score URI_BUFFLY                            1.401 1.999 1.401 1.999
+score URI_AZURE_CLOUDAPP                    2.996 1.000 2.996 1.000
+score URI_BUFFLY                            0.609 1.000 0.609 1.000
 score URI_DASHGOVEDU                        1.000 1.000 1.000 1.000
 score URI_DATA                              1.000 1.000 1.000 1.000
-score URI_DOTEDU                            1.997 1.997 1.997 1.997
+score URI_DOTEDU                            1.997 1.999 1.997 1.999
 score URI_DOTEDU_ENTITY                     1.000 1.000 1.000 1.000
 score URI_FIREBASEAPP                       1.000 1.000 1.000 1.000
-score URI_GOOGLE_PROXY                      2.497 2.397 2.497 2.397
+score URI_GOOGLE_PROXY                      2.497 2.700 2.497 2.700
 score URI_GOOG_STO_SPAMMY                   3.000 3.000 3.000 3.000
-score URI_HEX_IP                            1.299 1.383 1.299 1.383
+score URI_HEX_IP                            0.834 1.000 0.834 1.000
 score URI_IMG_WP_REDIR                      1.000 1.000 1.000 1.000
-score URI_IN_URI_10                         2.297 2.297 2.297 2.297
 score URI_LONG_REPEAT                       1.000 1.000 1.000 1.000
-score URI_ONLY_MSGID_MALF                   0.368 1.997 0.368 1.997
+score URI_ONLY_MSGID_MALF                   0.376 1.999 0.376 1.999
 score URI_OPTOUT_3LD                        1.000 1.000 1.000 1.000
-score URI_PHISH                             3.995 3.991 3.995 3.991
+score URI_PHISH                             3.995 3.922 3.995 3.922
 score URI_PHP_REDIR                         1.000 1.000 1.000 1.000
-score URI_TRY_3LD                           1.997 1.521 1.997 1.521
+score URI_TRY_3LD                           1.997 1.680 1.997 1.680
 score URI_TRY_USME                          1.000 1.000 1.000 1.000
-score URI_WPADMIN                           2.497 2.397 2.497 2.397
-score URI_WP_DIRINDEX                       3.496 3.496 3.496 3.496
-score URI_WP_HACKED                         3.497 1.142 3.497 1.142
-score URI_WP_HACKED_2                       1.106 2.011 1.106 2.011
+score URI_WPADMIN                           2.497 2.299 2.497 2.299
+score URI_WP_DIRINDEX                       3.496 1.000 3.496 1.000
+score URI_WP_HACKED                         3.496 1.537 3.496 1.537
+score URI_WP_HACKED_2                       1.091 2.499 1.091 2.499
 score USB_DRIVES                            1.000 1.000 1.000 1.000
-score VFY_ACCT_NORDNS                       1.795 0.001 1.795 0.001
+score VFY_ACCT_NORDNS                       1.727 2.622 1.727 2.622
 score VPS_NO_NTLD                           1.000 1.000 1.000 1.000
 score WALMART_IMG_NOT_RCVD_WAL              1.000 1.000 1.000 1.000
-score WORD_INVIS                            0.136 0.781 0.136 0.781
-score WORD_INVIS_MANY                       2.938 2.996 2.938 2.996
+score WORD_INVIS                            0.717 0.504 0.717 0.504
+score WORD_INVIS_MANY                       2.725 2.997 2.725 2.997
 score XFER_LOTSA_MONEY                      0.001 0.001 0.001 0.001
-score XM_DIGITS_ONLY                        1.830 1.000 1.830 1.000
+score XM_DIGITS_ONLY                        0.940 2.631 0.940 2.631
 score XM_RANDOM                             0.001 0.001 0.001 0.001
-score XM_RECPTID                            2.996 1.857 2.996 1.857
-score XPRIO                                 0.698 0.001 0.698 0.001
+score XM_RECPTID                            2.996 2.021 2.996 2.021
+score XPRIO                                 0.797 0.001 0.797 0.001
 score XPRIO_SHORT_SUBJ                      1.000 1.000 1.000 1.000
-score YOUR_PERMISSION                       1.458 2.462 1.458 2.462
-score YOU_INHERIT                           1.266 1.401 1.266 1.401
+score YOUR_PERMISSION                       1.649 1.396 1.649 1.396
diff --git a/rulesrc/scores/scores-set0 b/rulesrc/scores/scores-set0
index d6a20f2..7f3d4dd 100644
--- a/rulesrc/scores/scores-set0
+++ b/rulesrc/scores/scores-set0
@@ -6,101 +6,101 @@
 score AC_FROM_MANY_DOTS              2.996
 score AC_HTML_NONSENSE_TAGS          1.997
 score ADMITS_SPAM                    3.196
-score ADVANCE_FEE_2_NEW_FRM_MNY      1.399
+score ADVANCE_FEE_2_NEW_FRM_MNY      1.264
 score ADVANCE_FEE_2_NEW_MONEY        1.997
-score ADVANCE_FEE_3_NEW              2.996
+score ADVANCE_FEE_3_NEW              2.992
 score ADVANCE_FEE_3_NEW_MONEY        3.196
 score ADVANCE_FEE_4_NEW              2.397
-score ADVANCE_FEE_4_NEW_MONEY        2.438
-score ADVANCE_FEE_5_NEW              1.009
+score ADVANCE_FEE_4_NEW_MONEY        2.441
+score ADVANCE_FEE_5_NEW              0.997
 score ADVANCE_FEE_5_NEW_FRM_MNY      0.001
 score ADVANCE_FEE_5_NEW_MONEY        0.001
 score AD_PREFS                       0.498
 score ALIBABA_IMG_NOT_RCVD_ALI       0.001
-score AMAZON_IMG_NOT_RCVD_AMZN       0.001 # force non-zero
+score AMAZON_IMG_NOT_RCVD_AMZN       0.001
 score AXB_XMAILER_MIMEOLE_OL_024C2   0.001
-score AXB_XM_FORGED_OL2600           1.628
+score AXB_XM_FORGED_OL2600           1.921
 score BIGNUM_EMAILS_FREEM            0.001
 score BIGNUM_EMAILS_MANY             2.996
-score BITCOIN_DEADLINE               2.996
-score BITCOIN_EXTORT_01              3.015
-score BITCOIN_MALF_HTML              2.591
-score BITCOIN_MALWARE                2.611
-score BITCOIN_OBFU_SUBJ              2.078
-score BITCOIN_SPAM_02                2.450
-score BITCOIN_SPAM_03                1.503
-score BITCOIN_SPAM_07                2.996
+score BITCOIN_DEADLINE               2.997
+score BITCOIN_EXTORT_01              2.788
+score BITCOIN_MALF_HTML              2.573
+score BITCOIN_MALWARE                2.642
+score BITCOIN_OBFU_SUBJ              0.549
+score BITCOIN_SPAM_02                2.107
+score BITCOIN_SPAM_03                1.507
+score BITCOIN_SPAM_07                3.000
 score BITCOIN_XPRIO                  0.001
 score BITCOIN_YOUR_INFO              2.996
 score BODY_SINGLE_URI                2.497
 score BODY_SINGLE_WORD               0.001
-score BODY_URI_ONLY                  2.170
+score BODY_URI_ONLY                  2.169
 score BOGUS_MIME_VERSION             3.496
-score CANT_SEE_AD                    2.466
-score CK_HELO_GENERIC                0.249
+score CANT_SEE_AD                    1.329
+score CK_HELO_GENERIC                0.248
 score COMPENSATION                   1.498
 score CTE_8BIT_MISMATCH              0.998
 score DATE_IN_FUTURE_Q_PLUS          3.895
 score DEAR_BENEFICIARY               0.001
 score DOS_BODY_HIGH_NO_MID           0.001
-score DSN_NO_MIMEVERSION             1.998
-score ENCRYPTED_MESSAGE              -0.998
+score DSN_NO_MIMEVERSION             1.997
+score ENCRYPTED_MESSAGE              -0.999
 score END_FUTURE_EMAILS              2.497
-score FAKE_REPLY_A1                  1.417
-score FAKE_REPLY_B                   1.017
-score FILL_THIS_FORM                 0.701
+score FAKE_REPLY_A1                  2.307
+score FAKE_REPLY_B                   3.469
+score FILL_THIS_FORM                 0.797
 score FONT_INVIS_DIRECT              0.001
 score FONT_INVIS_LONG_LINE           2.996
-score FONT_INVIS_MSGID               1.249
-score FONT_INVIS_POSTEXTRAS          0.155
-score FORM_FRAUD                     0.288
-score FORM_FRAUD_3                   2.499
+score FONT_INVIS_MSGID               0.677
+score FONT_INVIS_POSTEXTRAS          0.163
+score FORM_FRAUD                     0.195
+score FORM_FRAUD_3                   2.490
 score FORM_FRAUD_5                   0.001
-score FREEMAIL_FORGED_FROMDOMAIN     0.248
+score FREEMAIL_FORGED_FROMDOMAIN     0.249
 score FROM_2_EMAILS_SHORT            0.001
 score FROM_ADDR_WS                   2.996
-score FROM_IN_TO_AND_SUBJ            1.998
+score FROM_IN_TO_AND_SUBJ            1.997
 score FROM_MISSPACED                 0.001
-score FROM_MISSP_DYNIP               1.747
+score FROM_MISSP_DYNIP               1.750
 score FROM_MISSP_EH_MATCH            0.001
-score FROM_MISSP_FREEMAIL            3.145
+score FROM_MISSP_FREEMAIL            3.143
 score FROM_MISSP_MSFT                0.001
-score FROM_MISSP_REPLYTO             1.406
+score FROM_MISSP_REPLYTO             1.399
 score FROM_MISSP_USER                0.001
 score FROM_MULTI_NORDNS              0.001
-score FROM_NTLD_LINKBAIT             0.294
-score FROM_NTLD_REPLY_FREEMAIL       0.001
+score FROM_NTLD_LINKBAIT             0.380
+score FROM_NTLD_REPLY_FREEMAIL       0.189
 score FROM_SUSPICIOUS_NTLD           0.498
-score FROM_SUSPICIOUS_NTLD_FP        1.998
-score FROM_UNBAL1                    1.731
-score FROM_UNBAL2                    3.197
+score FROM_SUSPICIOUS_NTLD_FP        1.997
+score FROM_UNBAL1                    1.613
+score FROM_UNBAL2                    3.196
 score FROM_WSP_TRAIL                 3.396
 score FSL_CTYPE_WIN1251              0.001
 score FSL_HELO_FAKE                  2.599
 score FSL_NEW_HELO_USER              0.001
 score FUZZY_AMAZON                   0.001
-score GB_BITCOIN_NH                  1.481
+score GB_BITCOIN_NH                  1.710
 score GB_CUSTOM_HTM_URI              1.498
-score GB_FAKE_RF_SHORT               1.939
+score GB_FAKE_RF_SHORT               1.938
 score GB_FREEMAIL_DISPTO             0.001
 score GB_GOOGLE_TRANSL               0.748
-score GOOG_MALWARE_DNLD              4.854
+score GOOG_MALWARE_DNLD              3.006
 score GOOG_REDIR_HTML_ONLY           1.997
-score GOOG_REDIR_NORDNS              2.600
-score GOOG_STO_IMG_HTML              2.997
-score GOOG_STO_IMG_NOHTML            2.065
+score GOOG_REDIR_NORDNS              2.595
+score GOOG_STO_IMG_HTML              2.996
+score GOOG_STO_IMG_NOHTML            2.054
 score GOOG_STO_NOIMG_HTML            2.996
-score HAS_X_OUTGOING_SPAM_STAT       0.649
+score HAS_X_OUTGOING_SPAM_STAT       0.646
 score HDRS_LCASE                     0.098
 score HDRS_MISSP                     2.497
 score HDR_ORDER_FTSDMCXX_DIRECT      0.001
-score HDR_ORDER_FTSDMCXX_NORDNS      0.001 # force non-zero
-score HEADER_FROM_DIFFERENT_DOMAINS  0.249
-score HELO_NO_DOMAIN                 0.001 # force non-zero
+score HDR_ORDER_FTSDMCXX_NORDNS      0.001
+score HEADER_FROM_DIFFERENT_DOMAINS  0.248
+score HELO_NO_DOMAIN                 0.001
 score HK_LOTTO                       0.001
 score HK_NAME_MR_MRS                 0.998
 score HK_RANDOM_ENVFROM              0.001
-score HK_RANDOM_FROM                 0.999
+score HK_RANDOM_FROM                 0.998
 score HK_RANDOM_REPLYTO              0.998
 score HK_SCAM                        1.997
 score HOSTED_IMG_DIRECT_MX           0.899
@@ -110,77 +110,77 @@
 score HTML_FONT_TINY_NORDNS          1.997
 score HTML_OFF_PAGE                  1.795
 score HTML_SINGLET_MANY              2.497
-score HTML_TAG_BALANCE_CENTER        2.764
-score HTML_TEXT_INVISIBLE_FONT       1.233
+score HTML_TAG_BALANCE_CENTER        2.763
+score HTML_TEXT_INVISIBLE_FONT       1.450
 score HTML_TEXT_INVISIBLE_STYLE      0.498
 score JH_SPAMMY_HEADERS              3.496
-score KHOP_HELO_FCRDNS               0.398
+score KHOP_HELO_FCRDNS               0.399
 score LONG_HEX_URI                   2.996
 score LONG_IMG_URI                   0.001
 score LONG_INVISIBLE_TEXT            2.996
 score LOTS_OF_MONEY                  0.010
-score MALFORMED_FREEMAIL             2.891
-score MALWARE_NORDNS                 2.402
+score MALFORMED_FREEMAIL             2.892
+score MALWARE_NORDNS                 2.090
 score MANY_HDRS_LCASE                0.099
 score MANY_SPAN_IN_TEXT              2.696
 score MILLION_HUNDRED                0.001
 score MILLION_USD                    0.001
-score MIMEOLE_DIRECT_TO_MX           0.001
+score MIMEOLE_DIRECT_TO_MX           0.001 # force non-zero
 score MIXED_ES                       2.397
-score MIXED_HREF_CASE                1.999
+score MIXED_HREF_CASE                1.794
 score MONEY_FORM                     0.001
-score MONEY_FORM_SHORT               0.001 # force non-zero
-score MONEY_FRAUD_3                  0.237
-score MONEY_FRAUD_5                  1.785
+score MONEY_FORM_SHORT               0.001
+score MONEY_FRAUD_3                  0.229
+score MONEY_FRAUD_5                  1.789
 score MONEY_FRAUD_8                  0.001
 score MONEY_FREEMAIL_REPTO           2.996
-score MONEY_FROM_41                  1.997
+score MONEY_FROM_41                  1.998
 score MONEY_FROM_MISSP               0.001
 score MSMAIL_PRI_ABNORMAL            1.498
-score MSM_PRIO_REPTO                 1.906
-score NAME_EMAIL_DIFF                1.715
+score MSM_PRIO_REPTO                 1.826
+score NAME_EMAIL_DIFF                1.727
 score NA_DOLLARS                     1.498
-score NICE_REPLY_A                   -0.001
+score NICE_REPLY_A                   -0.008
 score NO_FM_NAME_IP_HOSTN            0.001
 score NSL_RCVD_FROM_USER             0.001
 score NSL_RCVD_HELO_USER             0.001
-score NUMBEREND_LINKBAIT             0.999
-score OBFU_TEXT_ATTACH               0.946
+score NUMBEREND_LINKBAIT             0.878
+score OBFU_TEXT_ATTACH               0.030
 score ODD_FREEM_REPTO                2.996
 score PDS_BTC_ID                     0.498
 score PDS_BTC_MSGID                  0.001
 score PDS_DBL_URL_TNB_RUNON          1.997
-score PDS_FRNOM_TODOM_DBL_URL        1.496
+score PDS_FRNOM_TODOM_DBL_URL        1.499
 score PDS_FRNOM_TODOM_NAKED_TO       1.498
-score PDS_FROM_2_EMAILS              2.349
-score PDS_FROM_2_EMAILS_SHRTNER      0.703
+score PDS_FROM_2_EMAILS              2.353
+score PDS_FROM_2_EMAILS_SHRTNER      1.260
 score PDS_FROM_NAME_TO_DOMAIN        1.997
 score PDS_HP_HELO_NORDNS             0.001
 score PDS_OTHER_BAD_TLD              1.997
 score PDS_RDNS_DYNAMIC_FP            0.010
-score PDS_SHORTFWD_URISHRT           0.533
+score PDS_SHORTFWD_URISHRT           1.499
 score PDS_TINYSUBJ_URISHRT           1.498
 score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.997
-score PDS_TO_EQ_FROM_NAME            1.725
-score PHP_ORIG_SCRIPT                1.471
+score PDS_TO_EQ_FROM_NAME            1.708
+score PHP_ORIG_SCRIPT                1.485
 score PHP_SCRIPT                     2.497
-score POSSIBLE_GMAIL_PHISHER         1.549
+score POSSIBLE_GMAIL_PHISHER         1.550
 score PP_MIME_FAKE_ASCII_TEXT        0.998
 score RAND_MKTG_HEADER               1.997
 score RATWARE_NO_RDNS                0.001
 score READY_TO_SHIP                  1.248
-score RISK_FREE                      2.131
+score RISK_FREE                      2.259
 score SCC_BODY_SINGLE_WORD           0.001
-score SCC_BODY_URI_ONLY              1.344
-score SCC_CANSPAM_1                  1.795
+score SCC_BODY_URI_ONLY              1.343
+score SCC_CANSPAM_1                  2.397
 score SCC_CANSPAM_2                  3.296
 score SCC_ISEMM_LID_1B               1.498
-score SCC_SPAMMER_ADDR_2             0.945
-score SCC_SPECIAL_GUID               0.955
-score SENDGRID_REDIR                 1.499
-score SERGIO_SUBJECT_PORN014         2.502
-score SERGIO_SUBJECT_VIAGRA01        3.769
-score SHOPIFY_IMG_NOT_RCVD_SFY       2.038
+score SCC_SPAMMER_ADDR_2             0.719
+score SCC_SPECIAL_GUID               1.225
+score SENDGRID_REDIR                 1.498
+score SERGIO_SUBJECT_PORN014         2.523
+score SERGIO_SUBJECT_VIAGRA01        3.416
+score SHOPIFY_IMG_NOT_RCVD_SFY       2.043
 score SHORTENED_URL_SRC              2.796
 score SHORTENER_SHORT_IMG            0.001
 score SHORT_SHORTNER                 1.997
@@ -188,51 +188,51 @@
 score SPOOF_GMAIL_MID                1.498
 score STATIC_XPRIO_OLE               0.001
 score SUBJ_ATTENTION                 0.498
-score SUSP_UTF8_WORD_COMBO           2.996
-score SUSP_UTF8_WORD_FROM            1.997
-score SUSP_UTF8_WORD_SUBJ            1.748
+score SUSP_UTF8_WORD_COMBO           2.997
+score SUSP_UTF8_WORD_FROM            1.998
+score SUSP_UTF8_WORD_SUBJ            1.747
 score THIS_AD                        1.298
 score THIS_IS_ADV_SUSP_NTLD          0.001
 score TO_EQ_FM_DIRECT_MX             0.001
 score TO_EQ_FM_DOM_HTML_IMG          2.297
-score TO_IN_SUBJ                     0.099
+score TO_IN_SUBJ                     0.098
 score TO_NO_BRKTS_FROM_MSSP          2.497
 score TO_NO_BRKTS_HTML_IMG           1.997
-score TO_NO_BRKTS_HTML_ONLY          1.997
+score TO_NO_BRKTS_HTML_ONLY          1.998
 score TO_NO_BRKTS_MSFT               1.249
-score TO_NO_BRKTS_NORDNS_HTML        1.998
+score TO_NO_BRKTS_NORDNS_HTML        1.997
 score TO_NO_BRKTS_PCNT               2.497
-score TVD_IP_HEX                     0.001
-score TVD_IP_SING_HEX                1.583
+score TVD_IP_HEX                     0.738
+score TVD_IP_SING_HEX                1.827
 score TVD_SPACE_ENCODED              2.497
-score TVD_SPACE_ENC_FM_MIME          1.141
-score TVD_SPACE_RATIO_MINFP          1.102
+score TVD_SPACE_ENC_FM_MIME          0.527
+score TVD_SPACE_RATIO_MINFP          1.101
 score UNDISC_FREEM                   3.096
 score UNDISC_MONEY                   3.096
 score UNICODE_OBFU_ASC               2.497
 score URI_AZURE_CLOUDAPP             2.996
-score URI_BUFFLY                     1.401
+score URI_BUFFLY                     0.609
 score URI_DOTEDU                     1.997
 score URI_GOOGLE_PROXY               2.497
-score URI_HEX_IP                     1.299
+score URI_HEX_IP                     0.834
 score URI_IN_URI_10                  2.297
-score URI_ONLY_MSGID_MALF            0.368
+score URI_ONLY_MSGID_MALF            0.376
 score URI_PHISH                      3.995
 score URI_TRY_3LD                    1.997
 score URI_WPADMIN                    2.497
 score URI_WP_DIRINDEX                3.496
-score URI_WP_HACKED                  3.497
-score URI_WP_HACKED_2                1.106
-score VFY_ACCT_NORDNS                1.795
-score WORD_INVIS                     0.136
-score WORD_INVIS_MANY                2.938
+score URI_WP_HACKED                  3.496
+score URI_WP_HACKED_2                1.091
+score VFY_ACCT_NORDNS                1.727
+score WORD_INVIS                     0.717
+score WORD_INVIS_MANY                2.725
 score XFER_LOTSA_MONEY               0.001
-score XM_DIGITS_ONLY                 1.830
+score XM_DIGITS_ONLY                 0.940
 score XM_RANDOM                      0.001
 score XM_RECPTID                     2.996
-score XPRIO                          0.698
-score YOUR_PERMISSION                1.458
-score YOU_INHERIT                    1.266
+score XPRIO                          0.797
+score YOUR_PERMISSION                1.649
+score YOU_INHERIT                    0.731
 score AC_BR_BONANZA                  0.001
 score AC_POST_EXTRAS                 1.000
 score AC_SPAMMY_URI_PATTERNS1        1.000
@@ -328,7 +328,6 @@
 score NEWEGG_IMG_NOT_RCVD_NEGG       1.000
 score NEW_PRODUCTS                   1.000
 score OBFU_BITCOIN                   1.000
-score PDS_EMPTYSUBJ_URISHRT          1.000
 score PHISH_AZURE_CLOUDAPP           3.500
 score PHISH_FBASEAPP                 1.000
 score PHP_NOVER_MUA                  1.000
diff --git a/rulesrc/scores/scores-set1 b/rulesrc/scores/scores-set1
index f9680b9..07bfbaa 100644
--- a/rulesrc/scores/scores-set1
+++ b/rulesrc/scores/scores-set1
@@ -1,251 +1,216 @@
-# Using score set 1 logs for revision 1910082 from:
-# ham-net-ena-week0.r1910082.log ham-net-ena-week1.r1910082.log ham-net-ena-week2.r1910082.log ham-net-ena-week3.r1910082.log ham-net-ena-week4.r1910082.log ham-net-giovanni-ham.r1910082.log ham-net-giovanni-spammy.r1910082.log ham-net-giovanni-spam.r1910082.log ham-net-grenier.r1910082.log ham-net-hege.r1910082.log ham-net-jhardin.r1910082.log ham-net-llanga.r1910082.log ham-net-mmiroslaw-mails-ham.r1910082.log ham-net-mmiroslaw-mails-spam.r1910082.log ham-net-spamsponge.r1910082.log ham-net-thendrikx.r1910082.log ham-net-tsz-corpus.r1910082.log spam-net-ena-week0.r1910082.log spam-net-ena-week1.r1910082.log spam-net-ena-week2.r1910082.log spam-net-ena-week3.r1910082.log spam-net-ena-week4.r1910082.log spam-net-giovanni-ham.r1910082.log spam-net-giovanni-spammy.r1910082.log spam-net-giovanni-spam.r1910082.log spam-net-grenier.r1910082.log spam-net-hege.r1910082.log spam-net-jhardin.r1910082.log spam-net-llanga.r1910082.log spam-net-mmiroslaw-mails-ham.r1910082.log spam-net-mmiroslaw-mails-spam.r1910082.log spam-net-spamsponge.r1910082.log spam-net-thendrikx.r1910082.log spam-net-tsz-corpus.r1910082.log
+# Using score set 1 logs for revision 1910195 from:
+# ham-net-ena-week0.r1910195.log ham-net-ena-week1.r1910195.log ham-net-ena-week2.r1910195.log ham-net-ena-week3.r1910195.log ham-net-ena-week4.r1910195.log ham-net-giovanni-ham.r1910195.log ham-net-giovanni-spammy.r1910195.log ham-net-giovanni-spam.r1910195.log ham-net-grenier.r1910195.log ham-net-hege.r1910195.log ham-net-jhardin.r1910195.log ham-net-llanga.r1910195.log ham-net-mmiroslaw-mails-ham.r1910195.log ham-net-mmiroslaw-mails-spam.r1910195.log ham-net-spamsponge.r1910195.log ham-net-thendrikx.r1910195.log spam-net-ena-week0.r1910195.log spam-net-ena-week1.r1910195.log spam-net-ena-week2.r1910195.log spam-net-ena-week3.r1910195.log spam-net-ena-week4.r1910195.log spam-net-giovanni-ham.r1910195.log spam-net-giovanni-spammy.r1910195.log spam-net-giovanni-spam.r1910195.log spam-net-grenier.r1910195.log spam-net-hege.r1910195.log spam-net-jhardin.r1910195.log spam-net-llanga.r1910195.log spam-net-mmiroslaw-mails-ham.r1910195.log spam-net-mmiroslaw-mails-spam.r1910195.log spam-net-spamsponge.r1910195.log spam-net-thendrikx.r1910195.log
 
-score ACCT_PHISHING_MANY             2.996
-score AC_BR_BONANZA                  0.001 # force non-zero
+score ACCT_PHISHING_MANY             2.999
 score AC_DIV_BONANZA                 0.001
-score AC_FROM_MANY_DOTS              0.723
-score AC_HTML_NONSENSE_TAGS          1.997
-score ADMITS_SPAM                    0.237
-score ADVANCE_FEE_2_NEW_MONEY        1.997
-score ADVANCE_FEE_3_NEW              1.815
-score ADVANCE_FEE_3_NEW_MONEY        2.850
-score ADVANCE_FEE_4_NEW              2.297
-score ADVANCE_FEE_4_NEW_MONEY        0.001
-score ADVANCE_FEE_5_NEW              0.906
-score ADVANCE_FEE_5_NEW_FRM_MNY      0.001
+score AC_FROM_MANY_DOTS              2.999
+score AC_HTML_NONSENSE_TAGS          1.999
+score ADMITS_SPAM                    0.001
+score ADVANCE_FEE_2_NEW_MONEY        1.999
+score ADVANCE_FEE_3_NEW              3.268
+score ADVANCE_FEE_3_NEW_MONEY        2.599
+score ADVANCE_FEE_4_NEW_MONEY        1.368
+score ADVANCE_FEE_5_NEW_FRM_MNY      0.001 # force non-zero
 score ADVANCE_FEE_5_NEW_MONEY        0.001
-score AD_PREFS                       0.498
-score ALIBABA_IMG_NOT_RCVD_ALI       0.001
+score AD_PREFS                       0.001
+score ALIBABA_IMG_NOT_RCVD_ALI       0.001 # force non-zero
 score AMAZON_IMG_NOT_RCVD_AMZN       0.001
 score AXB_XMAILER_MIMEOLE_OL_024C2   0.001
-score AXB_XM_FORGED_OL2600           1.805
-score BIGNUM_EMAILS_FREEM            0.001
-score BIGNUM_EMAILS_MANY             2.996
-score BITCOIN_DEADLINE               2.585
-score BITCOIN_EXTORT_01              0.819
-score BITCOIN_MALF_HTML              1.720
-score BITCOIN_MALWARE                1.130
-score BITCOIN_OBFU_SUBJ              1.748
-score BITCOIN_SPAM_02                2.497
-score BITCOIN_SPAM_03                1.181
-score BITCOIN_SPAM_05                2.497
-score BITCOIN_SPAM_07                3.265
+score BIGNUM_EMAILS_FREEM            0.897
+score BIGNUM_EMAILS_MANY             2.999
+score BITCOIN_DEADLINE               1.503
+score BITCOIN_EXTORT_01              2.977
+score BITCOIN_MALF_HTML              0.001 # force non-zero
+score BITCOIN_OBFU_SUBJ              1.191
+score BITCOIN_SPAM_02                2.499
+score BITCOIN_SPAM_05                2.011
+score BITCOIN_SPAM_07                3.499
 score BITCOIN_XPRIO                  0.001
-score BITCOIN_YOUR_INFO              2.996
-score BODY_SINGLE_URI                2.154
+score BITCOIN_YOUR_INFO              2.999
+score BODY_SINGLE_URI                0.001
 score BODY_SINGLE_WORD               0.001
 score BODY_URI_ONLY                  0.001
-score CANT_SEE_AD                    1.562
-score CK_HELO_GENERIC                0.248
-score COMPENSATION                   1.498
+score CK_HELO_GENERIC                0.249
 score CTE_8BIT_MISMATCH              0.001
-score DATE_IN_FUTURE_Q_PLUS          3.795
-score DEAR_BENEFICIARY               0.001
-score DKIMWL_WL_HIGH                 -0.157
+score DATE_IN_FUTURE_Q_PLUS          2.499
+score DEAR_BENEFICIARY               0.001 # force non-zero
+score DKIMWL_WL_HIGH                 -0.001
 score DKIMWL_WL_MED                  -0.001
 score DKIMWL_WL_MEDHI                -0.001
-score DSN_NO_MIMEVERSION             1.997
-score ENCRYPTED_MESSAGE              -0.998
-score END_FUTURE_EMAILS              2.497
+score DOS_BODY_HIGH_NO_MID           0.001 # force non-zero
+score END_FUTURE_EMAILS              2.500
 score FAKE_REPLY_A1                  0.001
-score FAKE_REPLY_B                   0.001
-score FILL_THIS_FORM                 0.001
-score FONT_INVIS_DIRECT              0.001
-score FONT_INVIS_LONG_LINE           2.996
-score FONT_INVIS_MSGID               0.287
-score FONT_INVIS_POSTEXTRAS          2.182
-score FORGED_SPF_HELO                0.001
-score FORM_FRAUD                     0.001
-score FORM_FRAUD_3                   2.397
+score FAKE_REPLY_B                   0.621
+score FILL_THIS_FORM                 0.001 # force non-zero
+score FONT_INVIS_DIRECT              0.001 # force non-zero
+score FONT_INVIS_LONG_LINE           2.999
+score FONT_INVIS_MSGID               0.001
+score FONT_INVIS_POSTEXTRAS          1.387
+score FORGED_SPF_HELO                0.472
 score FORM_FRAUD_5                   0.001
-score FREEMAIL_FORGED_FROMDOMAIN     0.248
+score FREEMAIL_FORGED_FROMDOMAIN     0.249
 score FROM_2_EMAILS_SHORT            0.001
-score FROM_ADDR_WS                   2.996
-score FROM_FMBLA_NEWDOM              0.446
-score FROM_FMBLA_NEWDOM14            0.998
-score FROM_FMBLA_NEWDOM28            0.798
-score FROM_GOV_DKIM_AU               -0.787
-score FROM_IN_TO_AND_SUBJ            1.897
+score FROM_ADDR_WS                   2.999
+score FROM_FMBLA_NEWDOM28            0.728
+score FROM_GOV_DKIM_AU               -0.001
+score FROM_IN_TO_AND_SUBJ            1.900
 score FROM_MISSPACED                 0.001
-score FROM_MISSP_DYNIP               2.596
-score FROM_MISSP_EH_MATCH            0.555
-score FROM_MISSP_FREEMAIL            3.196
-score FROM_MISSP_MSFT                0.001
-score FROM_MISSP_REPLYTO             0.001
+score FROM_MISSP_DYNIP               2.299
+score FROM_MISSP_EH_MATCH            1.549
+score FROM_MISSP_FREEMAIL            2.999
+score FROM_MISSP_MSFT                0.001 # force non-zero
+score FROM_MISSP_REPLYTO             0.253
 score FROM_MISSP_SPF_FAIL            0.001
 score FROM_MISSP_USER                0.001
 score FROM_MULTI_NORDNS              0.001
-score FROM_NTLD_LINKBAIT             0.001
-score FROM_PAYPAL_SPOOF              0.001
-score FROM_SUSPICIOUS_NTLD           0.190
-score FROM_SUSPICIOUS_NTLD_FP        1.997
-score FROM_UNBAL1                    0.855
-score FROM_UNBAL2                    3.096
-score FROM_WSP_TRAIL                 2.689
-score FSL_BULK_SIG                   0.001
+score FROM_PAYPAL_SPOOF              1.179
+score FROM_SUSPICIOUS_NTLD           0.001
+score FROM_SUSPICIOUS_NTLD_FP        1.999
+score FROM_UNBAL1                    0.565
+score FROM_UNBAL2                    1.000
+score FROM_WSP_TRAIL                 3.299
+score FSL_BULK_SIG                   0.001 # force non-zero
 score FSL_CTYPE_WIN1251              0.001
+score FSL_HELO_FAKE                  0.001 # force non-zero
 score FSL_NEW_HELO_USER              0.001
 score FUZZY_AMAZON                   0.001
-score GB_BITCOIN_NH                  2.996
-score GB_CUSTOM_HTM_URI              0.823
-score GB_FAKE_RF_SHORT               1.997
+score GB_BITCOIN_NH                  1.025
+score GB_CUSTOM_HTM_URI              1.077
+score GB_FAKE_RF_SHORT               1.999
 score GB_FREEMAIL_DISPTO             0.001
-score GB_GOOGLE_TRANSL               0.748
+score GB_GOOGLE_TRANSL               0.749
 score GB_HASHBL_BTC                  0.001
-score GOOG_MALWARE_DNLD              2.112
-score GOOG_REDIR_HTML_ONLY           1.997
-score GOOG_REDIR_NORDNS              3.096
-score GOOG_STO_IMG_HTML              2.996
-score GOOG_STO_IMG_NOHTML            2.497
-score GOOG_STO_NOIMG_HTML            2.996
-score HAS_X_OUTGOING_SPAM_STAT       0.793
-score HDRS_LCASE                     0.098
+score GOOG_MALWARE_DNLD              3.084
+score GOOG_REDIR_HTML_ONLY           1.999
+score GOOG_REDIR_NORDNS              3.199
+score GOOG_STO_IMG_HTML              2.999
+score GOOG_STO_IMG_NOHTML            2.499
+score GOOG_STO_NOIMG_HTML            2.949
+score HAS_X_OUTGOING_SPAM_STAT       1.999
 score HDRS_MISSP                     0.001
-score HDR_ORDER_FTSDMCXX_DIRECT      0.001
+score HDR_ORDER_FTSDMCXX_DIRECT      0.001 # force non-zero
 score HDR_ORDER_FTSDMCXX_NORDNS      0.001
-score HEADER_FROM_DIFFERENT_DOMAINS  0.248
+score HEADER_FROM_DIFFERENT_DOMAINS  0.250
 score HELO_NO_DOMAIN                 0.001
-score HK_LOTTO                       0.001
-score HK_NAME_MR_MRS                 0.998
+score HK_NAME_MR_MRS                 0.999
 score HK_RANDOM_ENVFROM              0.001
 score HK_RANDOM_FROM                 0.001
-score HK_RANDOM_REPLYTO              0.998
+score HK_RANDOM_REPLYTO              0.999
 score HK_SCAM                        0.001
-score HOSTED_IMG_DIRECT_MX           0.001
-score HOSTED_IMG_MULTI_PUB_01        2.996
-score HTML_ENTITY_ASCII              2.996
-score HTML_ENTITY_ASCII_TINY         1.932
-score HTML_FONT_TINY_NORDNS          0.001
+score HOSTED_IMG_DIRECT_MX           0.001 # force non-zero
+score HOSTED_IMG_MULTI_PUB_01        2.999
+score HTML_ENTITY_ASCII              2.999
+score HTML_ENTITY_ASCII_TINY         0.733
+score HTML_FONT_TINY_NORDNS          0.328
 score HTML_OFF_PAGE                  0.001
-score HTML_SINGLET_MANY              2.497
-score HTML_TAG_BALANCE_CENTER        2.996
-score HTML_TEXT_INVISIBLE_FONT       1.897
+score HTML_SINGLET_MANY              2.499
+score HTML_TAG_BALANCE_CENTER        2.699
+score HTML_TEXT_INVISIBLE_FONT       1.999
 score HTML_TEXT_INVISIBLE_STYLE      0.001
-score JH_SPAMMY_HEADERS              3.496
-score KHOP_HELO_FCRDNS               0.398
-score LONG_HEX_URI                   2.535
+score JH_SPAMMY_HEADERS              3.499
+score KHOP_HELO_FCRDNS               0.001 # force non-zero
+score LONG_HEX_URI                   2.760
 score LONG_IMG_URI                   0.001
-score LONG_INVISIBLE_TEXT            2.674
+score LONG_INVISIBLE_TEXT            2.999
 score LOTS_OF_MONEY                  0.010
-score LOTTO_AGENT                    1.274
-score MALFORMED_FREEMAIL             2.282
-score MALWARE_NORDNS                 0.097
-score MANY_HDRS_LCASE                0.024
-score MANY_SPAN_IN_TEXT              2.696
-score MILLION_HUNDRED                0.001
-score MILLION_USD                    0.001
+score MALFORMED_FREEMAIL             2.599
+score MALWARE_NORDNS                 1.117
+score MILLION_HUNDRED                0.897
+score MILLION_USD                    0.001 # force non-zero
 score MIMEOLE_DIRECT_TO_MX           0.001
-score MIME_NO_TEXT                   1.999
-score MIXED_CENTER_CASE              1.241
-score MIXED_ES                       2.397
-score MIXED_HREF_CASE                1.132
+score MIXED_ES                       2.299
+score MIXED_HREF_CASE                1.654
 score MONEY_FORM                     0.001
-score MONEY_FORM_SHORT               0.001
+score MONEY_FORM_SHORT               0.001 # force non-zero
 score MONEY_FRAUD_3                  0.001
-score MONEY_FRAUD_5                  2.696
-score MONEY_FRAUD_8                  0.001
-score MONEY_FREEMAIL_REPTO           1.585
-score MONEY_FROM_41                  1.997
+score MONEY_FRAUD_5                  0.192
+score MONEY_FRAUD_8                  0.319
+score MONEY_FREEMAIL_REPTO           0.182
 score MONEY_FROM_MISSP               0.001
-score MSMAIL_PRI_ABNORMAL            0.774
-score MSM_PRIO_REPTO                 1.626
+score MSMAIL_PRI_ABNORMAL            1.499
 score NAME_EMAIL_DIFF                0.001
-score NA_DOLLARS                     0.001
-score NICE_REPLY_A                   -0.095
+score NA_DOLLARS                     0.158
+score NICE_REPLY_A                   -0.091
 score NO_FM_NAME_IP_HOSTN            0.001
 score NSL_RCVD_FROM_USER             0.001
 score NSL_RCVD_HELO_USER             0.001
-score NUMBEREND_LINKBAIT             0.399
-score OBFU_TEXT_ATTACH               0.001
-score ODD_FREEM_REPTO                2.996
+score OBFU_TEXT_ATTACH               1.337
+score ODD_FREEM_REPTO                2.290
 score PDS_BTC_ID                     0.001
 score PDS_BTC_MSGID                  0.001
-score PDS_DBL_URL_TNB_RUNON          1.757
-score PDS_EMPTYSUBJ_URISHRT          0.467
-score PDS_FRNOM_TODOM_DBL_URL        1.498
-score PDS_FRNOM_TODOM_NAKED_TO       1.498
-score PDS_FROM_2_EMAILS              2.535
-score PDS_FROM_2_EMAILS_SHRTNER      0.001
-score PDS_FROM_NAME_TO_DOMAIN        1.554
+score PDS_FRNOM_TODOM_DBL_URL        1.499
+score PDS_FRNOM_TODOM_NAKED_TO       1.499
+score PDS_FROM_2_EMAILS              2.576
+score PDS_FROM_NAME_TO_DOMAIN        1.999
 score PDS_HP_HELO_NORDNS             0.001
+score PDS_OTHER_BAD_TLD              0.001 # force non-zero
 score PDS_RDNS_DYNAMIC_FP            0.001 # force non-zero
-score PDS_TINYSUBJ_URISHRT           0.749
-score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 0.105
+score PDS_TINYSUBJ_URISHRT           1.499
+score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 0.001
 score PDS_TO_EQ_FROM_NAME            0.001
 score PHP_ORIG_SCRIPT                0.001
-score PHP_SCRIPT                     2.497
-score POSSIBLE_GMAIL_PHISHER         2.053
+score PHP_SCRIPT                     2.499
+score POSSIBLE_GMAIL_PHISHER         2.199
 score PP_MIME_FAKE_ASCII_TEXT        0.001
-score RAND_MKTG_HEADER               1.997
+score RAND_HEADER_MANY               0.001
+score RAND_MKTG_HEADER               1.999
 score RATWARE_NO_RDNS                0.001
 score RCVD_IN_MSPIKE_H2              -0.001
-score READY_TO_SHIP                  0.417
-score RISK_FREE                      0.001
+score READY_TO_SHIP                  0.637
 score SCC_BODY_SINGLE_WORD           0.001
-score SCC_BODY_URI_ONLY              0.683
-score SCC_CANSPAM_1                  2.886
-score SCC_CANSPAM_2                  3.196
-score SCC_ISEMM_LID_1B               1.498
-score SCC_SPAMMER_ADDR_2             1.554
-score SCC_SPECIAL_GUID               1.550
-score SENDGRID_REDIR                 1.082
-score SERGIO_SUBJECT_PORN014         0.545
+score SCC_BODY_URI_ONLY              1.439
+score SCC_CANSPAM_1                  1.332
+score SCC_CANSPAM_2                  3.299
+score SCC_ISEMM_LID_1B               1.007
+score SCC_SPAMMER_ADDR_2             2.799
+score SCC_SPECIAL_GUID               1.251
+score SENDGRID_REDIR                 1.007
+score SERGIO_SUBJECT_PORN014         2.830
 score SERGIO_SUBJECT_VIAGRA01        0.001
-score SHOPIFY_IMG_NOT_RCVD_SFY       2.497
-score SHORTENED_URL_SRC              2.696
-score SHORTENER_SHORT_IMG            0.001
-score SHORT_SHORTNER                 1.620
+score SHOPIFY_IMG_NOT_RCVD_SFY       2.499
+score SHORT_SHORTNER                 0.202
 score SPOOFED_FREEMAIL               0.001
 score SPOOFED_FREEMAIL_NO_RDNS       0.001
-score SPOOFED_FREEM_REPTO            2.497
+score SPOOFED_FREEM_REPTO            0.001
 score SPOOF_GMAIL_MID                0.001
 score STATIC_XPRIO_OLE               0.001
-score SUSP_UTF8_WORD_COMBO           2.996
-score SUSP_UTF8_WORD_SUBJ            0.459
-score THIS_AD                        1.198
-score THIS_IS_ADV_SUSP_NTLD          1.167
-score TO_EQ_FM_DIRECT_MX             0.001
-score TO_EQ_FM_DOM_HTML_IMG          2.120
-score TO_EQ_FM_DOM_SPF_FAIL          0.001
+score SUSP_UTF8_WORD_COMBO           2.999
+score SUSP_UTF8_WORD_SUBJ            0.367
+score THIS_AD                        0.999
+score TO_EQ_FM_DIRECT_MX             0.231
+score TO_EQ_FM_DOM_SPF_FAIL          0.023
+score TO_EQ_FM_HTML_ONLY             2.199
 score TO_EQ_FM_SPF_FAIL              0.001
-score TO_IN_SUBJ                     0.098
-score TO_NAME_SUBJ_NO_RDNS           2.996
-score TO_NO_BRKTS_FROM_MSSP          1.865
-score TO_NO_BRKTS_HTML_IMG           1.997
-score TO_NO_BRKTS_HTML_ONLY          1.997
-score TO_NO_BRKTS_MSFT               0.001
-score TO_NO_BRKTS_NORDNS_HTML        1.997
-score TO_NO_BRKTS_PCNT               2.497
-score TVD_IP_HEX                     2.168
-score TVD_IP_SING_HEX                1.592
-score TVD_SPACE_ENCODED              1.540
+score TO_IN_SUBJ                     0.100
+score TO_NO_BRKTS_FROM_MSSP          0.435
+score TO_NO_BRKTS_HTML_IMG           1.999
+score TO_NO_BRKTS_HTML_ONLY          1.999
+score TO_NO_BRKTS_MSFT               1.177
+score TO_NO_BRKTS_NORDNS_HTML        1.999
+score TO_NO_BRKTS_PCNT               2.499
+score TVD_SPACE_ENCODED              0.001
 score TVD_SPACE_RATIO_MINFP          0.001
-score UNDISC_FREEM                   2.896
-score UNDISC_MONEY                   2.896
-score UNICODE_OBFU_ASC               2.497
-score URI_AZURE_CLOUDAPP             2.996
-score URI_BUFFLY                     1.999
-score URI_DOTEDU                     1.997
-score URI_GOOGLE_PROXY               2.397
-score URI_HEX_IP                     1.383
-score URI_IN_URI_10                  2.297
-score URI_ONLY_MSGID_MALF            1.997
-score URI_PHISH                      3.991
-score URI_TRY_3LD                    1.521
-score URI_WPADMIN                    2.397
-score URI_WP_DIRINDEX                3.496
-score URI_WP_HACKED                  1.142
-score URI_WP_HACKED_2                2.011
-score VFY_ACCT_NORDNS                0.001
-score WORD_INVIS                     0.781
-score WORD_INVIS_MANY                2.996
+score UNDISC_FREEM                   2.699
+score UNDISC_MONEY                   1.347
+score UNICODE_OBFU_ASC               2.499
+score URI_DOTEDU                     1.999
+score URI_GOOGLE_PROXY               2.700
+score URI_ONLY_MSGID_MALF            1.999
+score URI_PHISH                      3.922
+score URI_TRY_3LD                    1.680
+score URI_WPADMIN                    2.299
+score URI_WP_HACKED                  1.537
+score URI_WP_HACKED_2                2.499
+score VFY_ACCT_NORDNS                2.622
+score WORD_INVIS                     0.504
+score WORD_INVIS_MANY                2.997
 score XFER_LOTSA_MONEY               0.001
+score XM_DIGITS_ONLY                 2.631
 score XM_RANDOM                      0.001
-score XM_RECPTID                     1.857
+score XM_RECPTID                     2.021
 score XPRIO                          0.001
-score YOUR_PERMISSION                2.462
-score YOU_INHERIT                    1.401
+score YOUR_PERMISSION                1.396
+score AC_BR_BONANZA                  0.001
 score AC_POST_EXTRAS                 1.000
 score AC_SPAMMY_URI_PATTERNS1        1.000
 score AC_SPAMMY_URI_PATTERNS10       1.000
@@ -265,9 +230,11 @@
 score BITCOIN_BOMB                   1.000
 score BITCOIN_EXTORT_02              1.000
 score BITCOIN_IMGUR                  1.000
+score BITCOIN_MALWARE                1.000
 score BITCOIN_ONAN                   1.000
 score BITCOIN_PAY_ME                 1.000
 score BITCOIN_SPAM_01                1.000
+score BITCOIN_SPAM_03                1.000
 score BITCOIN_SPAM_04                1.000
 score BITCOIN_SPAM_06                1.000
 score BITCOIN_SPAM_08                1.000
@@ -282,15 +249,19 @@
 score BOMB_MONEY                     1.000
 score BTC_ORG                        1.000
 score BULK_RE_SUSP_NTLD              1.000
+score CANT_SEE_AD                    1.000
 score COMMENT_GIBBERISH              1.000
+score COMPENSATION                   1.000
 score CONTENT_AFTER_HTML             1.000
 score CONTENT_AFTER_HTML_WEAK        1.000
 score DAY_I_EARNED                   1.000
 score DKIMWL_BL                      1.000
 score DKIMWL_BLOCKED                 0.001
 score DOTGOV_IMAGE                   1.000
+score DSN_NO_MIMEVERSION             1.000
 score DYNAMIC_IMGUR                  1.000
 score EBAY_IMG_NOT_RCVD_EBAY         1.000
+score ENCRYPTED_MESSAGE              -1.000
 score ENVFROM_GOOG_TRIX              1.000
 score FACEBOOK_IMG_NOT_RCVD_FB       1.000
 score FBI_MONEY                      1.000
@@ -298,14 +269,18 @@
 score FONT_INVIS_DOTGOV              1.000
 score FONT_INVIS_HTML_NOHTML         1.000
 score FONT_INVIS_NORDNS              1.000
+score FORM_FRAUD                     1.000
 score FOUND_YOU                      1.000
 score FREEM_FRNUM_UNICD_EMPTY        1.000
 score FRNAME_IN_MSG_XPRIO_NO_SUB     1.000
 score FROM_BANK_NOAUTH               1.000
 score FROM_FMBLA_NDBLOCKED           0.001
+score FROM_FMBLA_NEWDOM              1.000
+score FROM_FMBLA_NEWDOM14            1.000
 score FROM_GOV_REPLYTO_FREEMAIL      1.000
 score FROM_GOV_SPOOF                 1.000
 score FROM_NEWDOM_BTC                1.000
+score FROM_NTLD_LINKBAIT             1.000
 score FROM_NTLD_REPLY_FREEMAIL       1.000
 score FROM_NUMBERO_NEWDOMAIN         1.000
 score GAPPY_SALES_LEADS_FREEM        1.000
@@ -321,8 +296,10 @@
 score GOOG_STO_HTML_PHISH            1.000
 score GOOG_STO_HTML_PHISH_MANY       1.000
 score HAS_X_NO_RELAY                 1.000
+score HDRS_LCASE                     0.100
 score HEXHASH_WORD                   1.000
 score HK_CTE_RAW                     1.000
+score HK_LOTTO                       1.000
 score HK_RCVD_IP_MULTICAST           1.000
 score HOSTED_IMG_DQ_UNSUB            1.000
 score HOSTED_IMG_FREEM               1.000
@@ -334,21 +311,30 @@
 score LINKEDIN_IMG_NOT_RCVD_LNKN     1.000
 score LIST_PRTL_PUMPDUMP             1.000
 score LIST_PRTL_SAME_USER            1.000
+score LOTTO_AGENT                    1.000
 score LUCRATIVE                      1.000
 score MALF_HTML_B64                  1.000
 score MALWARE_PASSWORD               1.000
+score MANY_HDRS_LCASE                0.100
+score MIME_NO_TEXT                   1.000
 score MIXED_AREA_CASE                1.000
+score MIXED_CENTER_CASE              1.000
 score MIXED_FONT_CASE                1.000
 score MIXED_IMG_CASE                 1.000
 score MONERO_DEADLINE                1.000
 score MONERO_EXTORT_01               1.000
 score MONERO_MALWARE                 1.000
 score MONERO_PAY_ME                  1.000
+score MONEY_FROM_41                  1.000
 score MSGID_DOLLARS_URI_IMG          1.000
 score MSGID_HDR_MALF                 1.000
+score MSM_PRIO_REPTO                 1.000
 score NEWEGG_IMG_NOT_RCVD_NEGG       1.000
 score NEW_PRODUCTS                   1.000
+score NUMBEREND_LINKBAIT             1.000
 score OBFU_BITCOIN                   1.000
+score PDS_DBL_URL_TNB_RUNON          1.000
+score PDS_FROM_2_EMAILS_SHRTNER      1.000
 score PDS_HELO_SPF_FAIL              1.000
 score PDS_SHORTFWD_URISHRT           1.000
 score PHISH_AZURE_CLOUDAPP           3.500
@@ -360,7 +346,6 @@
 score PUMPDUMP                       1.000
 score PUMPDUMP_MULTI                 1.000
 score RAND_HEADER_LIST_SPOOF         1.000
-score RAND_HEADER_MANY               1.000
 score RCVD_DOTEDU_SHORT              1.000
 score RCVD_DOTEDU_SUSP_URI           1.000
 score RDNS_NUM_TLD_ATCHNX            1.000
@@ -384,32 +369,41 @@
 score SCC_ISEMM_LID_1A               1.000
 score SENDGRID_REDIR_PHISH           1.000
 score SEO_SUSP_NTLD                  1.000
+score SHORTENER_SHORT_IMG            1.000
 score SHORT_IMG_SUSP_NTLD            1.000
 score SPOOFED_FREEM_REPTO_CHN        1.000
 score SPOOFED_FREEM_REPTO_RUS        1.000
 score STOCK_TIP                      1.000
+score SUBJ_ATTENTION                 0.500
 score SUBJ_BRKN_WORDNUMS             1.000
+score SUSP_UTF8_WORD_FROM            1.000
 score SYSADMIN                       1.000
 score TAGSTAT_IMG_NOT_RCVD_TGST      1.000
 score TARINGANET_IMG_NOT_RCVD_TN     1.000
+score THIS_IS_ADV_SUSP_NTLD          1.000
 score TONLINE_FAKE_DKIM              1.000
+score TO_NAME_SUBJ_NO_RDNS           1.000
+score TVD_SPACE_ENC_FM_MIME          1.000
 score TW_GIBBERISH_MANY              1.000
 score UC_GIBBERISH_OBFU              1.000
 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_BUFFLY                     1.000
 score URI_DASHGOVEDU                 1.000
 score URI_DATA                       1.000
 score URI_DOTEDU_ENTITY              1.000
 score URI_FIREBASEAPP                1.000
 score URI_GOOG_STO_SPAMMY            3.000
+score URI_HEX_IP                     1.000
 score URI_IMG_WP_REDIR               1.000
 score URI_LONG_REPEAT                1.000
 score URI_OPTOUT_3LD                 1.000
 score URI_PHP_REDIR                  1.000
 score URI_TRY_USME                   1.000
+score URI_WP_DIRINDEX                1.000
 score USB_DRIVES                     1.000
 score VPS_NO_NTLD                    1.000
 score WALMART_IMG_NOT_RCVD_WAL       1.000
-score XM_DIGITS_ONLY                 1.000
 score XPRIO_SHORT_SUBJ               1.000
diff --git a/rulesrc/scores/scores-set2 b/rulesrc/scores/scores-set2
index d6a20f2..7f3d4dd 100644
--- a/rulesrc/scores/scores-set2
+++ b/rulesrc/scores/scores-set2
@@ -6,101 +6,101 @@
 score AC_FROM_MANY_DOTS              2.996
 score AC_HTML_NONSENSE_TAGS          1.997
 score ADMITS_SPAM                    3.196
-score ADVANCE_FEE_2_NEW_FRM_MNY      1.399
+score ADVANCE_FEE_2_NEW_FRM_MNY      1.264
 score ADVANCE_FEE_2_NEW_MONEY        1.997
-score ADVANCE_FEE_3_NEW              2.996
+score ADVANCE_FEE_3_NEW              2.992
 score ADVANCE_FEE_3_NEW_MONEY        3.196
 score ADVANCE_FEE_4_NEW              2.397
-score ADVANCE_FEE_4_NEW_MONEY        2.438
-score ADVANCE_FEE_5_NEW              1.009
+score ADVANCE_FEE_4_NEW_MONEY        2.441
+score ADVANCE_FEE_5_NEW              0.997
 score ADVANCE_FEE_5_NEW_FRM_MNY      0.001
 score ADVANCE_FEE_5_NEW_MONEY        0.001
 score AD_PREFS                       0.498
 score ALIBABA_IMG_NOT_RCVD_ALI       0.001
-score AMAZON_IMG_NOT_RCVD_AMZN       0.001 # force non-zero
+score AMAZON_IMG_NOT_RCVD_AMZN       0.001
 score AXB_XMAILER_MIMEOLE_OL_024C2   0.001
-score AXB_XM_FORGED_OL2600           1.628
+score AXB_XM_FORGED_OL2600           1.921
 score BIGNUM_EMAILS_FREEM            0.001
 score BIGNUM_EMAILS_MANY             2.996
-score BITCOIN_DEADLINE               2.996
-score BITCOIN_EXTORT_01              3.015
-score BITCOIN_MALF_HTML              2.591
-score BITCOIN_MALWARE                2.611
-score BITCOIN_OBFU_SUBJ              2.078
-score BITCOIN_SPAM_02                2.450
-score BITCOIN_SPAM_03                1.503
-score BITCOIN_SPAM_07                2.996
+score BITCOIN_DEADLINE               2.997
+score BITCOIN_EXTORT_01              2.788
+score BITCOIN_MALF_HTML              2.573
+score BITCOIN_MALWARE                2.642
+score BITCOIN_OBFU_SUBJ              0.549
+score BITCOIN_SPAM_02                2.107
+score BITCOIN_SPAM_03                1.507
+score BITCOIN_SPAM_07                3.000
 score BITCOIN_XPRIO                  0.001
 score BITCOIN_YOUR_INFO              2.996
 score BODY_SINGLE_URI                2.497
 score BODY_SINGLE_WORD               0.001
-score BODY_URI_ONLY                  2.170
+score BODY_URI_ONLY                  2.169
 score BOGUS_MIME_VERSION             3.496
-score CANT_SEE_AD                    2.466
-score CK_HELO_GENERIC                0.249
+score CANT_SEE_AD                    1.329
+score CK_HELO_GENERIC                0.248
 score COMPENSATION                   1.498
 score CTE_8BIT_MISMATCH              0.998
 score DATE_IN_FUTURE_Q_PLUS          3.895
 score DEAR_BENEFICIARY               0.001
 score DOS_BODY_HIGH_NO_MID           0.001
-score DSN_NO_MIMEVERSION             1.998
-score ENCRYPTED_MESSAGE              -0.998
+score DSN_NO_MIMEVERSION             1.997
+score ENCRYPTED_MESSAGE              -0.999
 score END_FUTURE_EMAILS              2.497
-score FAKE_REPLY_A1                  1.417
-score FAKE_REPLY_B                   1.017
-score FILL_THIS_FORM                 0.701
+score FAKE_REPLY_A1                  2.307
+score FAKE_REPLY_B                   3.469
+score FILL_THIS_FORM                 0.797
 score FONT_INVIS_DIRECT              0.001
 score FONT_INVIS_LONG_LINE           2.996
-score FONT_INVIS_MSGID               1.249
-score FONT_INVIS_POSTEXTRAS          0.155
-score FORM_FRAUD                     0.288
-score FORM_FRAUD_3                   2.499
+score FONT_INVIS_MSGID               0.677
+score FONT_INVIS_POSTEXTRAS          0.163
+score FORM_FRAUD                     0.195
+score FORM_FRAUD_3                   2.490
 score FORM_FRAUD_5                   0.001
-score FREEMAIL_FORGED_FROMDOMAIN     0.248
+score FREEMAIL_FORGED_FROMDOMAIN     0.249
 score FROM_2_EMAILS_SHORT            0.001
 score FROM_ADDR_WS                   2.996
-score FROM_IN_TO_AND_SUBJ            1.998
+score FROM_IN_TO_AND_SUBJ            1.997
 score FROM_MISSPACED                 0.001
-score FROM_MISSP_DYNIP               1.747
+score FROM_MISSP_DYNIP               1.750
 score FROM_MISSP_EH_MATCH            0.001
-score FROM_MISSP_FREEMAIL            3.145
+score FROM_MISSP_FREEMAIL            3.143
 score FROM_MISSP_MSFT                0.001
-score FROM_MISSP_REPLYTO             1.406
+score FROM_MISSP_REPLYTO             1.399
 score FROM_MISSP_USER                0.001
 score FROM_MULTI_NORDNS              0.001
-score FROM_NTLD_LINKBAIT             0.294
-score FROM_NTLD_REPLY_FREEMAIL       0.001
+score FROM_NTLD_LINKBAIT             0.380
+score FROM_NTLD_REPLY_FREEMAIL       0.189
 score FROM_SUSPICIOUS_NTLD           0.498
-score FROM_SUSPICIOUS_NTLD_FP        1.998
-score FROM_UNBAL1                    1.731
-score FROM_UNBAL2                    3.197
+score FROM_SUSPICIOUS_NTLD_FP        1.997
+score FROM_UNBAL1                    1.613
+score FROM_UNBAL2                    3.196
 score FROM_WSP_TRAIL                 3.396
 score FSL_CTYPE_WIN1251              0.001
 score FSL_HELO_FAKE                  2.599
 score FSL_NEW_HELO_USER              0.001
 score FUZZY_AMAZON                   0.001
-score GB_BITCOIN_NH                  1.481
+score GB_BITCOIN_NH                  1.710
 score GB_CUSTOM_HTM_URI              1.498
-score GB_FAKE_RF_SHORT               1.939
+score GB_FAKE_RF_SHORT               1.938
 score GB_FREEMAIL_DISPTO             0.001
 score GB_GOOGLE_TRANSL               0.748
-score GOOG_MALWARE_DNLD              4.854
+score GOOG_MALWARE_DNLD              3.006
 score GOOG_REDIR_HTML_ONLY           1.997
-score GOOG_REDIR_NORDNS              2.600
-score GOOG_STO_IMG_HTML              2.997
-score GOOG_STO_IMG_NOHTML            2.065
+score GOOG_REDIR_NORDNS              2.595
+score GOOG_STO_IMG_HTML              2.996
+score GOOG_STO_IMG_NOHTML            2.054
 score GOOG_STO_NOIMG_HTML            2.996
-score HAS_X_OUTGOING_SPAM_STAT       0.649
+score HAS_X_OUTGOING_SPAM_STAT       0.646
 score HDRS_LCASE                     0.098
 score HDRS_MISSP                     2.497
 score HDR_ORDER_FTSDMCXX_DIRECT      0.001
-score HDR_ORDER_FTSDMCXX_NORDNS      0.001 # force non-zero
-score HEADER_FROM_DIFFERENT_DOMAINS  0.249
-score HELO_NO_DOMAIN                 0.001 # force non-zero
+score HDR_ORDER_FTSDMCXX_NORDNS      0.001
+score HEADER_FROM_DIFFERENT_DOMAINS  0.248
+score HELO_NO_DOMAIN                 0.001
 score HK_LOTTO                       0.001
 score HK_NAME_MR_MRS                 0.998
 score HK_RANDOM_ENVFROM              0.001
-score HK_RANDOM_FROM                 0.999
+score HK_RANDOM_FROM                 0.998
 score HK_RANDOM_REPLYTO              0.998
 score HK_SCAM                        1.997
 score HOSTED_IMG_DIRECT_MX           0.899
@@ -110,77 +110,77 @@
 score HTML_FONT_TINY_NORDNS          1.997
 score HTML_OFF_PAGE                  1.795
 score HTML_SINGLET_MANY              2.497
-score HTML_TAG_BALANCE_CENTER        2.764
-score HTML_TEXT_INVISIBLE_FONT       1.233
+score HTML_TAG_BALANCE_CENTER        2.763
+score HTML_TEXT_INVISIBLE_FONT       1.450
 score HTML_TEXT_INVISIBLE_STYLE      0.498
 score JH_SPAMMY_HEADERS              3.496
-score KHOP_HELO_FCRDNS               0.398
+score KHOP_HELO_FCRDNS               0.399
 score LONG_HEX_URI                   2.996
 score LONG_IMG_URI                   0.001
 score LONG_INVISIBLE_TEXT            2.996
 score LOTS_OF_MONEY                  0.010
-score MALFORMED_FREEMAIL             2.891
-score MALWARE_NORDNS                 2.402
+score MALFORMED_FREEMAIL             2.892
+score MALWARE_NORDNS                 2.090
 score MANY_HDRS_LCASE                0.099
 score MANY_SPAN_IN_TEXT              2.696
 score MILLION_HUNDRED                0.001
 score MILLION_USD                    0.001
-score MIMEOLE_DIRECT_TO_MX           0.001
+score MIMEOLE_DIRECT_TO_MX           0.001 # force non-zero
 score MIXED_ES                       2.397
-score MIXED_HREF_CASE                1.999
+score MIXED_HREF_CASE                1.794
 score MONEY_FORM                     0.001
-score MONEY_FORM_SHORT               0.001 # force non-zero
-score MONEY_FRAUD_3                  0.237
-score MONEY_FRAUD_5                  1.785
+score MONEY_FORM_SHORT               0.001
+score MONEY_FRAUD_3                  0.229
+score MONEY_FRAUD_5                  1.789
 score MONEY_FRAUD_8                  0.001
 score MONEY_FREEMAIL_REPTO           2.996
-score MONEY_FROM_41                  1.997
+score MONEY_FROM_41                  1.998
 score MONEY_FROM_MISSP               0.001
 score MSMAIL_PRI_ABNORMAL            1.498
-score MSM_PRIO_REPTO                 1.906
-score NAME_EMAIL_DIFF                1.715
+score MSM_PRIO_REPTO                 1.826
+score NAME_EMAIL_DIFF                1.727
 score NA_DOLLARS                     1.498
-score NICE_REPLY_A                   -0.001
+score NICE_REPLY_A                   -0.008
 score NO_FM_NAME_IP_HOSTN            0.001
 score NSL_RCVD_FROM_USER             0.001
 score NSL_RCVD_HELO_USER             0.001
-score NUMBEREND_LINKBAIT             0.999
-score OBFU_TEXT_ATTACH               0.946
+score NUMBEREND_LINKBAIT             0.878
+score OBFU_TEXT_ATTACH               0.030
 score ODD_FREEM_REPTO                2.996
 score PDS_BTC_ID                     0.498
 score PDS_BTC_MSGID                  0.001
 score PDS_DBL_URL_TNB_RUNON          1.997
-score PDS_FRNOM_TODOM_DBL_URL        1.496
+score PDS_FRNOM_TODOM_DBL_URL        1.499
 score PDS_FRNOM_TODOM_NAKED_TO       1.498
-score PDS_FROM_2_EMAILS              2.349
-score PDS_FROM_2_EMAILS_SHRTNER      0.703
+score PDS_FROM_2_EMAILS              2.353
+score PDS_FROM_2_EMAILS_SHRTNER      1.260
 score PDS_FROM_NAME_TO_DOMAIN        1.997
 score PDS_HP_HELO_NORDNS             0.001
 score PDS_OTHER_BAD_TLD              1.997
 score PDS_RDNS_DYNAMIC_FP            0.010
-score PDS_SHORTFWD_URISHRT           0.533
+score PDS_SHORTFWD_URISHRT           1.499
 score PDS_TINYSUBJ_URISHRT           1.498
 score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.997
-score PDS_TO_EQ_FROM_NAME            1.725
-score PHP_ORIG_SCRIPT                1.471
+score PDS_TO_EQ_FROM_NAME            1.708
+score PHP_ORIG_SCRIPT                1.485
 score PHP_SCRIPT                     2.497
-score POSSIBLE_GMAIL_PHISHER         1.549
+score POSSIBLE_GMAIL_PHISHER         1.550
 score PP_MIME_FAKE_ASCII_TEXT        0.998
 score RAND_MKTG_HEADER               1.997
 score RATWARE_NO_RDNS                0.001
 score READY_TO_SHIP                  1.248
-score RISK_FREE                      2.131
+score RISK_FREE                      2.259
 score SCC_BODY_SINGLE_WORD           0.001
-score SCC_BODY_URI_ONLY              1.344
-score SCC_CANSPAM_1                  1.795
+score SCC_BODY_URI_ONLY              1.343
+score SCC_CANSPAM_1                  2.397
 score SCC_CANSPAM_2                  3.296
 score SCC_ISEMM_LID_1B               1.498
-score SCC_SPAMMER_ADDR_2             0.945
-score SCC_SPECIAL_GUID               0.955
-score SENDGRID_REDIR                 1.499
-score SERGIO_SUBJECT_PORN014         2.502
-score SERGIO_SUBJECT_VIAGRA01        3.769
-score SHOPIFY_IMG_NOT_RCVD_SFY       2.038
+score SCC_SPAMMER_ADDR_2             0.719
+score SCC_SPECIAL_GUID               1.225
+score SENDGRID_REDIR                 1.498
+score SERGIO_SUBJECT_PORN014         2.523
+score SERGIO_SUBJECT_VIAGRA01        3.416
+score SHOPIFY_IMG_NOT_RCVD_SFY       2.043
 score SHORTENED_URL_SRC              2.796
 score SHORTENER_SHORT_IMG            0.001
 score SHORT_SHORTNER                 1.997
@@ -188,51 +188,51 @@
 score SPOOF_GMAIL_MID                1.498
 score STATIC_XPRIO_OLE               0.001
 score SUBJ_ATTENTION                 0.498
-score SUSP_UTF8_WORD_COMBO           2.996
-score SUSP_UTF8_WORD_FROM            1.997
-score SUSP_UTF8_WORD_SUBJ            1.748
+score SUSP_UTF8_WORD_COMBO           2.997
+score SUSP_UTF8_WORD_FROM            1.998
+score SUSP_UTF8_WORD_SUBJ            1.747
 score THIS_AD                        1.298
 score THIS_IS_ADV_SUSP_NTLD          0.001
 score TO_EQ_FM_DIRECT_MX             0.001
 score TO_EQ_FM_DOM_HTML_IMG          2.297
-score TO_IN_SUBJ                     0.099
+score TO_IN_SUBJ                     0.098
 score TO_NO_BRKTS_FROM_MSSP          2.497
 score TO_NO_BRKTS_HTML_IMG           1.997
-score TO_NO_BRKTS_HTML_ONLY          1.997
+score TO_NO_BRKTS_HTML_ONLY          1.998
 score TO_NO_BRKTS_MSFT               1.249
-score TO_NO_BRKTS_NORDNS_HTML        1.998
+score TO_NO_BRKTS_NORDNS_HTML        1.997
 score TO_NO_BRKTS_PCNT               2.497
-score TVD_IP_HEX                     0.001
-score TVD_IP_SING_HEX                1.583
+score TVD_IP_HEX                     0.738
+score TVD_IP_SING_HEX                1.827
 score TVD_SPACE_ENCODED              2.497
-score TVD_SPACE_ENC_FM_MIME          1.141
-score TVD_SPACE_RATIO_MINFP          1.102
+score TVD_SPACE_ENC_FM_MIME          0.527
+score TVD_SPACE_RATIO_MINFP          1.101
 score UNDISC_FREEM                   3.096
 score UNDISC_MONEY                   3.096
 score UNICODE_OBFU_ASC               2.497
 score URI_AZURE_CLOUDAPP             2.996
-score URI_BUFFLY                     1.401
+score URI_BUFFLY                     0.609
 score URI_DOTEDU                     1.997
 score URI_GOOGLE_PROXY               2.497
-score URI_HEX_IP                     1.299
+score URI_HEX_IP                     0.834
 score URI_IN_URI_10                  2.297
-score URI_ONLY_MSGID_MALF            0.368
+score URI_ONLY_MSGID_MALF            0.376
 score URI_PHISH                      3.995
 score URI_TRY_3LD                    1.997
 score URI_WPADMIN                    2.497
 score URI_WP_DIRINDEX                3.496
-score URI_WP_HACKED                  3.497
-score URI_WP_HACKED_2                1.106
-score VFY_ACCT_NORDNS                1.795
-score WORD_INVIS                     0.136
-score WORD_INVIS_MANY                2.938
+score URI_WP_HACKED                  3.496
+score URI_WP_HACKED_2                1.091
+score VFY_ACCT_NORDNS                1.727
+score WORD_INVIS                     0.717
+score WORD_INVIS_MANY                2.725
 score XFER_LOTSA_MONEY               0.001
-score XM_DIGITS_ONLY                 1.830
+score XM_DIGITS_ONLY                 0.940
 score XM_RANDOM                      0.001
 score XM_RECPTID                     2.996
-score XPRIO                          0.698
-score YOUR_PERMISSION                1.458
-score YOU_INHERIT                    1.266
+score XPRIO                          0.797
+score YOUR_PERMISSION                1.649
+score YOU_INHERIT                    0.731
 score AC_BR_BONANZA                  0.001
 score AC_POST_EXTRAS                 1.000
 score AC_SPAMMY_URI_PATTERNS1        1.000
@@ -328,7 +328,6 @@
 score NEWEGG_IMG_NOT_RCVD_NEGG       1.000
 score NEW_PRODUCTS                   1.000
 score OBFU_BITCOIN                   1.000
-score PDS_EMPTYSUBJ_URISHRT          1.000
 score PHISH_AZURE_CLOUDAPP           3.500
 score PHISH_FBASEAPP                 1.000
 score PHP_NOVER_MUA                  1.000
diff --git a/rulesrc/scores/scores-set3 b/rulesrc/scores/scores-set3
index f9680b9..07bfbaa 100644
--- a/rulesrc/scores/scores-set3
+++ b/rulesrc/scores/scores-set3
@@ -1,251 +1,216 @@
-# Using score set 1 logs for revision 1910082 from:
-# ham-net-ena-week0.r1910082.log ham-net-ena-week1.r1910082.log ham-net-ena-week2.r1910082.log ham-net-ena-week3.r1910082.log ham-net-ena-week4.r1910082.log ham-net-giovanni-ham.r1910082.log ham-net-giovanni-spammy.r1910082.log ham-net-giovanni-spam.r1910082.log ham-net-grenier.r1910082.log ham-net-hege.r1910082.log ham-net-jhardin.r1910082.log ham-net-llanga.r1910082.log ham-net-mmiroslaw-mails-ham.r1910082.log ham-net-mmiroslaw-mails-spam.r1910082.log ham-net-spamsponge.r1910082.log ham-net-thendrikx.r1910082.log ham-net-tsz-corpus.r1910082.log spam-net-ena-week0.r1910082.log spam-net-ena-week1.r1910082.log spam-net-ena-week2.r1910082.log spam-net-ena-week3.r1910082.log spam-net-ena-week4.r1910082.log spam-net-giovanni-ham.r1910082.log spam-net-giovanni-spammy.r1910082.log spam-net-giovanni-spam.r1910082.log spam-net-grenier.r1910082.log spam-net-hege.r1910082.log spam-net-jhardin.r1910082.log spam-net-llanga.r1910082.log spam-net-mmiroslaw-mails-ham.r1910082.log spam-net-mmiroslaw-mails-spam.r1910082.log spam-net-spamsponge.r1910082.log spam-net-thendrikx.r1910082.log spam-net-tsz-corpus.r1910082.log
+# Using score set 1 logs for revision 1910195 from:
+# ham-net-ena-week0.r1910195.log ham-net-ena-week1.r1910195.log ham-net-ena-week2.r1910195.log ham-net-ena-week3.r1910195.log ham-net-ena-week4.r1910195.log ham-net-giovanni-ham.r1910195.log ham-net-giovanni-spammy.r1910195.log ham-net-giovanni-spam.r1910195.log ham-net-grenier.r1910195.log ham-net-hege.r1910195.log ham-net-jhardin.r1910195.log ham-net-llanga.r1910195.log ham-net-mmiroslaw-mails-ham.r1910195.log ham-net-mmiroslaw-mails-spam.r1910195.log ham-net-spamsponge.r1910195.log ham-net-thendrikx.r1910195.log spam-net-ena-week0.r1910195.log spam-net-ena-week1.r1910195.log spam-net-ena-week2.r1910195.log spam-net-ena-week3.r1910195.log spam-net-ena-week4.r1910195.log spam-net-giovanni-ham.r1910195.log spam-net-giovanni-spammy.r1910195.log spam-net-giovanni-spam.r1910195.log spam-net-grenier.r1910195.log spam-net-hege.r1910195.log spam-net-jhardin.r1910195.log spam-net-llanga.r1910195.log spam-net-mmiroslaw-mails-ham.r1910195.log spam-net-mmiroslaw-mails-spam.r1910195.log spam-net-spamsponge.r1910195.log spam-net-thendrikx.r1910195.log
 
-score ACCT_PHISHING_MANY             2.996
-score AC_BR_BONANZA                  0.001 # force non-zero
+score ACCT_PHISHING_MANY             2.999
 score AC_DIV_BONANZA                 0.001
-score AC_FROM_MANY_DOTS              0.723
-score AC_HTML_NONSENSE_TAGS          1.997
-score ADMITS_SPAM                    0.237
-score ADVANCE_FEE_2_NEW_MONEY        1.997
-score ADVANCE_FEE_3_NEW              1.815
-score ADVANCE_FEE_3_NEW_MONEY        2.850
-score ADVANCE_FEE_4_NEW              2.297
-score ADVANCE_FEE_4_NEW_MONEY        0.001
-score ADVANCE_FEE_5_NEW              0.906
-score ADVANCE_FEE_5_NEW_FRM_MNY      0.001
+score AC_FROM_MANY_DOTS              2.999
+score AC_HTML_NONSENSE_TAGS          1.999
+score ADMITS_SPAM                    0.001
+score ADVANCE_FEE_2_NEW_MONEY        1.999
+score ADVANCE_FEE_3_NEW              3.268
+score ADVANCE_FEE_3_NEW_MONEY        2.599
+score ADVANCE_FEE_4_NEW_MONEY        1.368
+score ADVANCE_FEE_5_NEW_FRM_MNY      0.001 # force non-zero
 score ADVANCE_FEE_5_NEW_MONEY        0.001
-score AD_PREFS                       0.498
-score ALIBABA_IMG_NOT_RCVD_ALI       0.001
+score AD_PREFS                       0.001
+score ALIBABA_IMG_NOT_RCVD_ALI       0.001 # force non-zero
 score AMAZON_IMG_NOT_RCVD_AMZN       0.001
 score AXB_XMAILER_MIMEOLE_OL_024C2   0.001
-score AXB_XM_FORGED_OL2600           1.805
-score BIGNUM_EMAILS_FREEM            0.001
-score BIGNUM_EMAILS_MANY             2.996
-score BITCOIN_DEADLINE               2.585
-score BITCOIN_EXTORT_01              0.819
-score BITCOIN_MALF_HTML              1.720
-score BITCOIN_MALWARE                1.130
-score BITCOIN_OBFU_SUBJ              1.748
-score BITCOIN_SPAM_02                2.497
-score BITCOIN_SPAM_03                1.181
-score BITCOIN_SPAM_05                2.497
-score BITCOIN_SPAM_07                3.265
+score BIGNUM_EMAILS_FREEM            0.897
+score BIGNUM_EMAILS_MANY             2.999
+score BITCOIN_DEADLINE               1.503
+score BITCOIN_EXTORT_01              2.977
+score BITCOIN_MALF_HTML              0.001 # force non-zero
+score BITCOIN_OBFU_SUBJ              1.191
+score BITCOIN_SPAM_02                2.499
+score BITCOIN_SPAM_05                2.011
+score BITCOIN_SPAM_07                3.499
 score BITCOIN_XPRIO                  0.001
-score BITCOIN_YOUR_INFO              2.996
-score BODY_SINGLE_URI                2.154
+score BITCOIN_YOUR_INFO              2.999
+score BODY_SINGLE_URI                0.001
 score BODY_SINGLE_WORD               0.001
 score BODY_URI_ONLY                  0.001
-score CANT_SEE_AD                    1.562
-score CK_HELO_GENERIC                0.248
-score COMPENSATION                   1.498
+score CK_HELO_GENERIC                0.249
 score CTE_8BIT_MISMATCH              0.001
-score DATE_IN_FUTURE_Q_PLUS          3.795
-score DEAR_BENEFICIARY               0.001
-score DKIMWL_WL_HIGH                 -0.157
+score DATE_IN_FUTURE_Q_PLUS          2.499
+score DEAR_BENEFICIARY               0.001 # force non-zero
+score DKIMWL_WL_HIGH                 -0.001
 score DKIMWL_WL_MED                  -0.001
 score DKIMWL_WL_MEDHI                -0.001
-score DSN_NO_MIMEVERSION             1.997
-score ENCRYPTED_MESSAGE              -0.998
-score END_FUTURE_EMAILS              2.497
+score DOS_BODY_HIGH_NO_MID           0.001 # force non-zero
+score END_FUTURE_EMAILS              2.500
 score FAKE_REPLY_A1                  0.001
-score FAKE_REPLY_B                   0.001
-score FILL_THIS_FORM                 0.001
-score FONT_INVIS_DIRECT              0.001
-score FONT_INVIS_LONG_LINE           2.996
-score FONT_INVIS_MSGID               0.287
-score FONT_INVIS_POSTEXTRAS          2.182
-score FORGED_SPF_HELO                0.001
-score FORM_FRAUD                     0.001
-score FORM_FRAUD_3                   2.397
+score FAKE_REPLY_B                   0.621
+score FILL_THIS_FORM                 0.001 # force non-zero
+score FONT_INVIS_DIRECT              0.001 # force non-zero
+score FONT_INVIS_LONG_LINE           2.999
+score FONT_INVIS_MSGID               0.001
+score FONT_INVIS_POSTEXTRAS          1.387
+score FORGED_SPF_HELO                0.472
 score FORM_FRAUD_5                   0.001
-score FREEMAIL_FORGED_FROMDOMAIN     0.248
+score FREEMAIL_FORGED_FROMDOMAIN     0.249
 score FROM_2_EMAILS_SHORT            0.001
-score FROM_ADDR_WS                   2.996
-score FROM_FMBLA_NEWDOM              0.446
-score FROM_FMBLA_NEWDOM14            0.998
-score FROM_FMBLA_NEWDOM28            0.798
-score FROM_GOV_DKIM_AU               -0.787
-score FROM_IN_TO_AND_SUBJ            1.897
+score FROM_ADDR_WS                   2.999
+score FROM_FMBLA_NEWDOM28            0.728
+score FROM_GOV_DKIM_AU               -0.001
+score FROM_IN_TO_AND_SUBJ            1.900
 score FROM_MISSPACED                 0.001
-score FROM_MISSP_DYNIP               2.596
-score FROM_MISSP_EH_MATCH            0.555
-score FROM_MISSP_FREEMAIL            3.196
-score FROM_MISSP_MSFT                0.001
-score FROM_MISSP_REPLYTO             0.001
+score FROM_MISSP_DYNIP               2.299
+score FROM_MISSP_EH_MATCH            1.549
+score FROM_MISSP_FREEMAIL            2.999
+score FROM_MISSP_MSFT                0.001 # force non-zero
+score FROM_MISSP_REPLYTO             0.253
 score FROM_MISSP_SPF_FAIL            0.001
 score FROM_MISSP_USER                0.001
 score FROM_MULTI_NORDNS              0.001
-score FROM_NTLD_LINKBAIT             0.001
-score FROM_PAYPAL_SPOOF              0.001
-score FROM_SUSPICIOUS_NTLD           0.190
-score FROM_SUSPICIOUS_NTLD_FP        1.997
-score FROM_UNBAL1                    0.855
-score FROM_UNBAL2                    3.096
-score FROM_WSP_TRAIL                 2.689
-score FSL_BULK_SIG                   0.001
+score FROM_PAYPAL_SPOOF              1.179
+score FROM_SUSPICIOUS_NTLD           0.001
+score FROM_SUSPICIOUS_NTLD_FP        1.999
+score FROM_UNBAL1                    0.565
+score FROM_UNBAL2                    1.000
+score FROM_WSP_TRAIL                 3.299
+score FSL_BULK_SIG                   0.001 # force non-zero
 score FSL_CTYPE_WIN1251              0.001
+score FSL_HELO_FAKE                  0.001 # force non-zero
 score FSL_NEW_HELO_USER              0.001
 score FUZZY_AMAZON                   0.001
-score GB_BITCOIN_NH                  2.996
-score GB_CUSTOM_HTM_URI              0.823
-score GB_FAKE_RF_SHORT               1.997
+score GB_BITCOIN_NH                  1.025
+score GB_CUSTOM_HTM_URI              1.077
+score GB_FAKE_RF_SHORT               1.999
 score GB_FREEMAIL_DISPTO             0.001
-score GB_GOOGLE_TRANSL               0.748
+score GB_GOOGLE_TRANSL               0.749
 score GB_HASHBL_BTC                  0.001
-score GOOG_MALWARE_DNLD              2.112
-score GOOG_REDIR_HTML_ONLY           1.997
-score GOOG_REDIR_NORDNS              3.096
-score GOOG_STO_IMG_HTML              2.996
-score GOOG_STO_IMG_NOHTML            2.497
-score GOOG_STO_NOIMG_HTML            2.996
-score HAS_X_OUTGOING_SPAM_STAT       0.793
-score HDRS_LCASE                     0.098
+score GOOG_MALWARE_DNLD              3.084
+score GOOG_REDIR_HTML_ONLY           1.999
+score GOOG_REDIR_NORDNS              3.199
+score GOOG_STO_IMG_HTML              2.999
+score GOOG_STO_IMG_NOHTML            2.499
+score GOOG_STO_NOIMG_HTML            2.949
+score HAS_X_OUTGOING_SPAM_STAT       1.999
 score HDRS_MISSP                     0.001
-score HDR_ORDER_FTSDMCXX_DIRECT      0.001
+score HDR_ORDER_FTSDMCXX_DIRECT      0.001 # force non-zero
 score HDR_ORDER_FTSDMCXX_NORDNS      0.001
-score HEADER_FROM_DIFFERENT_DOMAINS  0.248
+score HEADER_FROM_DIFFERENT_DOMAINS  0.250
 score HELO_NO_DOMAIN                 0.001
-score HK_LOTTO                       0.001
-score HK_NAME_MR_MRS                 0.998
+score HK_NAME_MR_MRS                 0.999
 score HK_RANDOM_ENVFROM              0.001
 score HK_RANDOM_FROM                 0.001
-score HK_RANDOM_REPLYTO              0.998
+score HK_RANDOM_REPLYTO              0.999
 score HK_SCAM                        0.001
-score HOSTED_IMG_DIRECT_MX           0.001
-score HOSTED_IMG_MULTI_PUB_01        2.996
-score HTML_ENTITY_ASCII              2.996
-score HTML_ENTITY_ASCII_TINY         1.932
-score HTML_FONT_TINY_NORDNS          0.001
+score HOSTED_IMG_DIRECT_MX           0.001 # force non-zero
+score HOSTED_IMG_MULTI_PUB_01        2.999
+score HTML_ENTITY_ASCII              2.999
+score HTML_ENTITY_ASCII_TINY         0.733
+score HTML_FONT_TINY_NORDNS          0.328
 score HTML_OFF_PAGE                  0.001
-score HTML_SINGLET_MANY              2.497
-score HTML_TAG_BALANCE_CENTER        2.996
-score HTML_TEXT_INVISIBLE_FONT       1.897
+score HTML_SINGLET_MANY              2.499
+score HTML_TAG_BALANCE_CENTER        2.699
+score HTML_TEXT_INVISIBLE_FONT       1.999
 score HTML_TEXT_INVISIBLE_STYLE      0.001
-score JH_SPAMMY_HEADERS              3.496
-score KHOP_HELO_FCRDNS               0.398
-score LONG_HEX_URI                   2.535
+score JH_SPAMMY_HEADERS              3.499
+score KHOP_HELO_FCRDNS               0.001 # force non-zero
+score LONG_HEX_URI                   2.760
 score LONG_IMG_URI                   0.001
-score LONG_INVISIBLE_TEXT            2.674
+score LONG_INVISIBLE_TEXT            2.999
 score LOTS_OF_MONEY                  0.010
-score LOTTO_AGENT                    1.274
-score MALFORMED_FREEMAIL             2.282
-score MALWARE_NORDNS                 0.097
-score MANY_HDRS_LCASE                0.024
-score MANY_SPAN_IN_TEXT              2.696
-score MILLION_HUNDRED                0.001
-score MILLION_USD                    0.001
+score MALFORMED_FREEMAIL             2.599
+score MALWARE_NORDNS                 1.117
+score MILLION_HUNDRED                0.897
+score MILLION_USD                    0.001 # force non-zero
 score MIMEOLE_DIRECT_TO_MX           0.001
-score MIME_NO_TEXT                   1.999
-score MIXED_CENTER_CASE              1.241
-score MIXED_ES                       2.397
-score MIXED_HREF_CASE                1.132
+score MIXED_ES                       2.299
+score MIXED_HREF_CASE                1.654
 score MONEY_FORM                     0.001
-score MONEY_FORM_SHORT               0.001
+score MONEY_FORM_SHORT               0.001 # force non-zero
 score MONEY_FRAUD_3                  0.001
-score MONEY_FRAUD_5                  2.696
-score MONEY_FRAUD_8                  0.001
-score MONEY_FREEMAIL_REPTO           1.585
-score MONEY_FROM_41                  1.997
+score MONEY_FRAUD_5                  0.192
+score MONEY_FRAUD_8                  0.319
+score MONEY_FREEMAIL_REPTO           0.182
 score MONEY_FROM_MISSP               0.001
-score MSMAIL_PRI_ABNORMAL            0.774
-score MSM_PRIO_REPTO                 1.626
+score MSMAIL_PRI_ABNORMAL            1.499
 score NAME_EMAIL_DIFF                0.001
-score NA_DOLLARS                     0.001
-score NICE_REPLY_A                   -0.095
+score NA_DOLLARS                     0.158
+score NICE_REPLY_A                   -0.091
 score NO_FM_NAME_IP_HOSTN            0.001
 score NSL_RCVD_FROM_USER             0.001
 score NSL_RCVD_HELO_USER             0.001
-score NUMBEREND_LINKBAIT             0.399
-score OBFU_TEXT_ATTACH               0.001
-score ODD_FREEM_REPTO                2.996
+score OBFU_TEXT_ATTACH               1.337
+score ODD_FREEM_REPTO                2.290
 score PDS_BTC_ID                     0.001
 score PDS_BTC_MSGID                  0.001
-score PDS_DBL_URL_TNB_RUNON          1.757
-score PDS_EMPTYSUBJ_URISHRT          0.467
-score PDS_FRNOM_TODOM_DBL_URL        1.498
-score PDS_FRNOM_TODOM_NAKED_TO       1.498
-score PDS_FROM_2_EMAILS              2.535
-score PDS_FROM_2_EMAILS_SHRTNER      0.001
-score PDS_FROM_NAME_TO_DOMAIN        1.554
+score PDS_FRNOM_TODOM_DBL_URL        1.499
+score PDS_FRNOM_TODOM_NAKED_TO       1.499
+score PDS_FROM_2_EMAILS              2.576
+score PDS_FROM_NAME_TO_DOMAIN        1.999
 score PDS_HP_HELO_NORDNS             0.001
+score PDS_OTHER_BAD_TLD              0.001 # force non-zero
 score PDS_RDNS_DYNAMIC_FP            0.001 # force non-zero
-score PDS_TINYSUBJ_URISHRT           0.749
-score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 0.105
+score PDS_TINYSUBJ_URISHRT           1.499
+score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 0.001
 score PDS_TO_EQ_FROM_NAME            0.001
 score PHP_ORIG_SCRIPT                0.001
-score PHP_SCRIPT                     2.497
-score POSSIBLE_GMAIL_PHISHER         2.053
+score PHP_SCRIPT                     2.499
+score POSSIBLE_GMAIL_PHISHER         2.199
 score PP_MIME_FAKE_ASCII_TEXT        0.001
-score RAND_MKTG_HEADER               1.997
+score RAND_HEADER_MANY               0.001
+score RAND_MKTG_HEADER               1.999
 score RATWARE_NO_RDNS                0.001
 score RCVD_IN_MSPIKE_H2              -0.001
-score READY_TO_SHIP                  0.417
-score RISK_FREE                      0.001
+score READY_TO_SHIP                  0.637
 score SCC_BODY_SINGLE_WORD           0.001
-score SCC_BODY_URI_ONLY              0.683
-score SCC_CANSPAM_1                  2.886
-score SCC_CANSPAM_2                  3.196
-score SCC_ISEMM_LID_1B               1.498
-score SCC_SPAMMER_ADDR_2             1.554
-score SCC_SPECIAL_GUID               1.550
-score SENDGRID_REDIR                 1.082
-score SERGIO_SUBJECT_PORN014         0.545
+score SCC_BODY_URI_ONLY              1.439
+score SCC_CANSPAM_1                  1.332
+score SCC_CANSPAM_2                  3.299
+score SCC_ISEMM_LID_1B               1.007
+score SCC_SPAMMER_ADDR_2             2.799
+score SCC_SPECIAL_GUID               1.251
+score SENDGRID_REDIR                 1.007
+score SERGIO_SUBJECT_PORN014         2.830
 score SERGIO_SUBJECT_VIAGRA01        0.001
-score SHOPIFY_IMG_NOT_RCVD_SFY       2.497
-score SHORTENED_URL_SRC              2.696
-score SHORTENER_SHORT_IMG            0.001
-score SHORT_SHORTNER                 1.620
+score SHOPIFY_IMG_NOT_RCVD_SFY       2.499
+score SHORT_SHORTNER                 0.202
 score SPOOFED_FREEMAIL               0.001
 score SPOOFED_FREEMAIL_NO_RDNS       0.001
-score SPOOFED_FREEM_REPTO            2.497
+score SPOOFED_FREEM_REPTO            0.001
 score SPOOF_GMAIL_MID                0.001
 score STATIC_XPRIO_OLE               0.001
-score SUSP_UTF8_WORD_COMBO           2.996
-score SUSP_UTF8_WORD_SUBJ            0.459
-score THIS_AD                        1.198
-score THIS_IS_ADV_SUSP_NTLD          1.167
-score TO_EQ_FM_DIRECT_MX             0.001
-score TO_EQ_FM_DOM_HTML_IMG          2.120
-score TO_EQ_FM_DOM_SPF_FAIL          0.001
+score SUSP_UTF8_WORD_COMBO           2.999
+score SUSP_UTF8_WORD_SUBJ            0.367
+score THIS_AD                        0.999
+score TO_EQ_FM_DIRECT_MX             0.231
+score TO_EQ_FM_DOM_SPF_FAIL          0.023
+score TO_EQ_FM_HTML_ONLY             2.199
 score TO_EQ_FM_SPF_FAIL              0.001
-score TO_IN_SUBJ                     0.098
-score TO_NAME_SUBJ_NO_RDNS           2.996
-score TO_NO_BRKTS_FROM_MSSP          1.865
-score TO_NO_BRKTS_HTML_IMG           1.997
-score TO_NO_BRKTS_HTML_ONLY          1.997
-score TO_NO_BRKTS_MSFT               0.001
-score TO_NO_BRKTS_NORDNS_HTML        1.997
-score TO_NO_BRKTS_PCNT               2.497
-score TVD_IP_HEX                     2.168
-score TVD_IP_SING_HEX                1.592
-score TVD_SPACE_ENCODED              1.540
+score TO_IN_SUBJ                     0.100
+score TO_NO_BRKTS_FROM_MSSP          0.435
+score TO_NO_BRKTS_HTML_IMG           1.999
+score TO_NO_BRKTS_HTML_ONLY          1.999
+score TO_NO_BRKTS_MSFT               1.177
+score TO_NO_BRKTS_NORDNS_HTML        1.999
+score TO_NO_BRKTS_PCNT               2.499
+score TVD_SPACE_ENCODED              0.001
 score TVD_SPACE_RATIO_MINFP          0.001
-score UNDISC_FREEM                   2.896
-score UNDISC_MONEY                   2.896
-score UNICODE_OBFU_ASC               2.497
-score URI_AZURE_CLOUDAPP             2.996
-score URI_BUFFLY                     1.999
-score URI_DOTEDU                     1.997
-score URI_GOOGLE_PROXY               2.397
-score URI_HEX_IP                     1.383
-score URI_IN_URI_10                  2.297
-score URI_ONLY_MSGID_MALF            1.997
-score URI_PHISH                      3.991
-score URI_TRY_3LD                    1.521
-score URI_WPADMIN                    2.397
-score URI_WP_DIRINDEX                3.496
-score URI_WP_HACKED                  1.142
-score URI_WP_HACKED_2                2.011
-score VFY_ACCT_NORDNS                0.001
-score WORD_INVIS                     0.781
-score WORD_INVIS_MANY                2.996
+score UNDISC_FREEM                   2.699
+score UNDISC_MONEY                   1.347
+score UNICODE_OBFU_ASC               2.499
+score URI_DOTEDU                     1.999
+score URI_GOOGLE_PROXY               2.700
+score URI_ONLY_MSGID_MALF            1.999
+score URI_PHISH                      3.922
+score URI_TRY_3LD                    1.680
+score URI_WPADMIN                    2.299
+score URI_WP_HACKED                  1.537
+score URI_WP_HACKED_2                2.499
+score VFY_ACCT_NORDNS                2.622
+score WORD_INVIS                     0.504
+score WORD_INVIS_MANY                2.997
 score XFER_LOTSA_MONEY               0.001
+score XM_DIGITS_ONLY                 2.631
 score XM_RANDOM                      0.001
-score XM_RECPTID                     1.857
+score XM_RECPTID                     2.021
 score XPRIO                          0.001
-score YOUR_PERMISSION                2.462
-score YOU_INHERIT                    1.401
+score YOUR_PERMISSION                1.396
+score AC_BR_BONANZA                  0.001
 score AC_POST_EXTRAS                 1.000
 score AC_SPAMMY_URI_PATTERNS1        1.000
 score AC_SPAMMY_URI_PATTERNS10       1.000
@@ -265,9 +230,11 @@
 score BITCOIN_BOMB                   1.000
 score BITCOIN_EXTORT_02              1.000
 score BITCOIN_IMGUR                  1.000
+score BITCOIN_MALWARE                1.000
 score BITCOIN_ONAN                   1.000
 score BITCOIN_PAY_ME                 1.000
 score BITCOIN_SPAM_01                1.000
+score BITCOIN_SPAM_03                1.000
 score BITCOIN_SPAM_04                1.000
 score BITCOIN_SPAM_06                1.000
 score BITCOIN_SPAM_08                1.000
@@ -282,15 +249,19 @@
 score BOMB_MONEY                     1.000
 score BTC_ORG                        1.000
 score BULK_RE_SUSP_NTLD              1.000
+score CANT_SEE_AD                    1.000
 score COMMENT_GIBBERISH              1.000
+score COMPENSATION                   1.000
 score CONTENT_AFTER_HTML             1.000
 score CONTENT_AFTER_HTML_WEAK        1.000
 score DAY_I_EARNED                   1.000
 score DKIMWL_BL                      1.000
 score DKIMWL_BLOCKED                 0.001
 score DOTGOV_IMAGE                   1.000
+score DSN_NO_MIMEVERSION             1.000
 score DYNAMIC_IMGUR                  1.000
 score EBAY_IMG_NOT_RCVD_EBAY         1.000
+score ENCRYPTED_MESSAGE              -1.000
 score ENVFROM_GOOG_TRIX              1.000
 score FACEBOOK_IMG_NOT_RCVD_FB       1.000
 score FBI_MONEY                      1.000
@@ -298,14 +269,18 @@
 score FONT_INVIS_DOTGOV              1.000
 score FONT_INVIS_HTML_NOHTML         1.000
 score FONT_INVIS_NORDNS              1.000
+score FORM_FRAUD                     1.000
 score FOUND_YOU                      1.000
 score FREEM_FRNUM_UNICD_EMPTY        1.000
 score FRNAME_IN_MSG_XPRIO_NO_SUB     1.000
 score FROM_BANK_NOAUTH               1.000
 score FROM_FMBLA_NDBLOCKED           0.001
+score FROM_FMBLA_NEWDOM              1.000
+score FROM_FMBLA_NEWDOM14            1.000
 score FROM_GOV_REPLYTO_FREEMAIL      1.000
 score FROM_GOV_SPOOF                 1.000
 score FROM_NEWDOM_BTC                1.000
+score FROM_NTLD_LINKBAIT             1.000
 score FROM_NTLD_REPLY_FREEMAIL       1.000
 score FROM_NUMBERO_NEWDOMAIN         1.000
 score GAPPY_SALES_LEADS_FREEM        1.000
@@ -321,8 +296,10 @@
 score GOOG_STO_HTML_PHISH            1.000
 score GOOG_STO_HTML_PHISH_MANY       1.000
 score HAS_X_NO_RELAY                 1.000
+score HDRS_LCASE                     0.100
 score HEXHASH_WORD                   1.000
 score HK_CTE_RAW                     1.000
+score HK_LOTTO                       1.000
 score HK_RCVD_IP_MULTICAST           1.000
 score HOSTED_IMG_DQ_UNSUB            1.000
 score HOSTED_IMG_FREEM               1.000
@@ -334,21 +311,30 @@
 score LINKEDIN_IMG_NOT_RCVD_LNKN     1.000
 score LIST_PRTL_PUMPDUMP             1.000
 score LIST_PRTL_SAME_USER            1.000
+score LOTTO_AGENT                    1.000
 score LUCRATIVE                      1.000
 score MALF_HTML_B64                  1.000
 score MALWARE_PASSWORD               1.000
+score MANY_HDRS_LCASE                0.100
+score MIME_NO_TEXT                   1.000
 score MIXED_AREA_CASE                1.000
+score MIXED_CENTER_CASE              1.000
 score MIXED_FONT_CASE                1.000
 score MIXED_IMG_CASE                 1.000
 score MONERO_DEADLINE                1.000
 score MONERO_EXTORT_01               1.000
 score MONERO_MALWARE                 1.000
 score MONERO_PAY_ME                  1.000
+score MONEY_FROM_41                  1.000
 score MSGID_DOLLARS_URI_IMG          1.000
 score MSGID_HDR_MALF                 1.000
+score MSM_PRIO_REPTO                 1.000
 score NEWEGG_IMG_NOT_RCVD_NEGG       1.000
 score NEW_PRODUCTS                   1.000
+score NUMBEREND_LINKBAIT             1.000
 score OBFU_BITCOIN                   1.000
+score PDS_DBL_URL_TNB_RUNON          1.000
+score PDS_FROM_2_EMAILS_SHRTNER      1.000
 score PDS_HELO_SPF_FAIL              1.000
 score PDS_SHORTFWD_URISHRT           1.000
 score PHISH_AZURE_CLOUDAPP           3.500
@@ -360,7 +346,6 @@
 score PUMPDUMP                       1.000
 score PUMPDUMP_MULTI                 1.000
 score RAND_HEADER_LIST_SPOOF         1.000
-score RAND_HEADER_MANY               1.000
 score RCVD_DOTEDU_SHORT              1.000
 score RCVD_DOTEDU_SUSP_URI           1.000
 score RDNS_NUM_TLD_ATCHNX            1.000
@@ -384,32 +369,41 @@
 score SCC_ISEMM_LID_1A               1.000
 score SENDGRID_REDIR_PHISH           1.000
 score SEO_SUSP_NTLD                  1.000
+score SHORTENER_SHORT_IMG            1.000
 score SHORT_IMG_SUSP_NTLD            1.000
 score SPOOFED_FREEM_REPTO_CHN        1.000
 score SPOOFED_FREEM_REPTO_RUS        1.000
 score STOCK_TIP                      1.000
+score SUBJ_ATTENTION                 0.500
 score SUBJ_BRKN_WORDNUMS             1.000
+score SUSP_UTF8_WORD_FROM            1.000
 score SYSADMIN                       1.000
 score TAGSTAT_IMG_NOT_RCVD_TGST      1.000
 score TARINGANET_IMG_NOT_RCVD_TN     1.000
+score THIS_IS_ADV_SUSP_NTLD          1.000
 score TONLINE_FAKE_DKIM              1.000
+score TO_NAME_SUBJ_NO_RDNS           1.000
+score TVD_SPACE_ENC_FM_MIME          1.000
 score TW_GIBBERISH_MANY              1.000
 score UC_GIBBERISH_OBFU              1.000
 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_BUFFLY                     1.000
 score URI_DASHGOVEDU                 1.000
 score URI_DATA                       1.000
 score URI_DOTEDU_ENTITY              1.000
 score URI_FIREBASEAPP                1.000
 score URI_GOOG_STO_SPAMMY            3.000
+score URI_HEX_IP                     1.000
 score URI_IMG_WP_REDIR               1.000
 score URI_LONG_REPEAT                1.000
 score URI_OPTOUT_3LD                 1.000
 score URI_PHP_REDIR                  1.000
 score URI_TRY_USME                   1.000
+score URI_WP_DIRINDEX                1.000
 score USB_DRIVES                     1.000
 score VPS_NO_NTLD                    1.000
 score WALMART_IMG_NOT_RCVD_WAL       1.000
-score XM_DIGITS_ONLY                 1.000
 score XPRIO_SHORT_SUBJ               1.000
diff --git a/rulesrc/scores/stats-set0 b/rulesrc/scores/stats-set0
index 9516dc5..852ed20 100644
--- a/rulesrc/scores/stats-set0
+++ b/rulesrc/scores/stats-set0
@@ -1,10 +1,10 @@
 ##### WITH NEW RULES AND SCORES #####
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam: 393967  53.671%  (99.292% of non-spam corpus)
-# Correctly spam:     209236  28.505%  (62.039% of spam corpus)
-# False positives:      2811  0.383%  (0.708% of nonspam,  82774 weighted)
-# False negatives:    128029  17.442%  (37.961% of spam, 204925 weighted)
+# Correctly non-spam: 393953  53.669%  (99.288% of non-spam corpus)
+# Correctly spam:     209211  28.501%  (62.032% of spam corpus)
+# False positives:      2825  0.385%  (0.712% of nonspam,  83040 weighted)
+# False negatives:    128054  17.445%  (37.968% of spam, 205009 weighted)
 # Average score for spam:  8.9    nonspam: 0.7
 # Average for false-pos:   6.9  false-neg: 1.6
 # TOTAL:              734043  100.00%
@@ -13,11 +13,11 @@
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  49125  99.26%
-# Correctly spam:      25993  61.83%
-# False positives:       365  0.74%
-# False negatives:     16044  38.17%
-# TCR(l=50): 1.225783  SpamRecall: 61.834%  SpamPrec: 98.615%
+# Correctly non-spam:  49124  99.26%
+# Correctly spam:      26035  61.93%
+# False positives:       366  0.74%
+# False negatives:     16002  38.07%
+# TCR(l=50): 1.225497  SpamRecall: 61.934%  SpamPrec: 98.614%
 
 ##### WITHOUT NEW RULES AND SCORES #####
 Reading scores from "../rules-base"...
diff --git a/rulesrc/scores/stats-set1 b/rulesrc/scores/stats-set1
index 2006dcf..1092a15 100644
--- a/rulesrc/scores/stats-set1
+++ b/rulesrc/scores/stats-set1
@@ -1,40 +1,40 @@
 ##### WITH NEW RULES AND SCORES #####
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam: 397961  58.574%  (98.926% of non-spam corpus)
-# Correctly spam:     218587  32.173%  (78.876% of spam corpus)
-# False positives:      4322  0.636%  (1.074% of nonspam, 329925 weighted)
-# False negatives:     58541  8.616%  (21.124% of spam,  93038 weighted)
-# Average score for spam:  13.8    nonspam: -0.2
-# Average for false-pos:   11.1  false-neg: 1.6
-# TOTAL:              679411  100.00%
+# Correctly non-spam: 369749  73.360%  (98.864% of non-spam corpus)
+# Correctly spam:      90824  18.020%  (69.851% of spam corpus)
+# False positives:      4248  0.843%  (1.136% of nonspam, 164290 weighted)
+# False negatives:     39202  7.778%  (30.149% of spam,  50892 weighted)
+# Average score for spam:  15.2    nonspam: -0.2
+# Average for false-pos:   11.1  false-neg: 1.3
+# TOTAL:              504023  100.00%
 
 Reading scores from "tmprules"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  49578  98.80%
-# Correctly spam:      27287  78.72%
-# False positives:       602  1.20%
-# False negatives:      7376  21.28%
-# TCR(l=50): 0.924939  SpamRecall: 78.721%  SpamPrec: 97.841%
+# Correctly non-spam:  46048  98.85%
+# Correctly spam:      11409  69.92%
+# False positives:       538  1.15%
+# False negatives:      4908  30.08%
+# TCR(l=50): 0.512984  SpamRecall: 69.921%  SpamPrec: 95.497%
 
 ##### 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: 398758  99.12%
-# Correctly spam:     134662  48.59%
-# False positives:      3525  0.88%
-# False negatives:    142466  51.41%
-# TCR(l=50): 0.869514  SpamRecall: 48.592%  SpamPrec: 97.449%
+# Correctly non-spam: 370563  99.08%
+# Correctly spam:      77134  59.32%
+# False positives:      3434  0.92%
+# False negatives:     52892  40.68%
+# TCR(l=50): 0.578943  SpamRecall: 59.322%  SpamPrec: 95.738%
 Reading scores from "../rules-base"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  49680  99.00%
-# Correctly spam:      16831  48.56%
-# False positives:       500  1.00%
-# False negatives:     17832  51.44%
-# TCR(l=50): 0.809278  SpamRecall: 48.556%  SpamPrec: 97.115%
+# Correctly non-spam:  46154  99.07%
+# Correctly spam:       9684  59.35%
+# False positives:       432  0.93%
+# False negatives:      6633  40.65%
+# TCR(l=50): 0.577941  SpamRecall: 59.349%  SpamPrec: 95.730%