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| # current error = 0.5285708144281 | |
| # current error = 0.52857081431571 | |
| . | |
| . | |
| . | |
| # StochasticGradient: you have reached the maximum number of iterations | |
| # training error = 0.52857081431571 | |
| SYMBOL OLD_SCORE NEW_SCORE | |
| R_MIXED_CHARSET 5 4.65 | |
| FORGED_MUA_THEBAT_BOUN 2 2.40 | |
| FORGED_MUA_THEBAT_MSGID_UNKNOWN 3 2.89 | |
| MID_BARE_IP 2 1.74 | |
| FROM_EXCESS_BASE64 1.5 1.06 | |
| SUBJ_ALL_CAPS 3 2.67 | |
| FAKE_REPLY_C 6 5.79 | |
| TO_DOM_EQ_FROM_DOM 0 -0.17 | |
| R_BAD_CTE_7BIT 4 3.57 | |
| SUSPICIOUS_RECIPS 1.5 1.12 | |
| FORGED_OUTLOOK_HTML 5 4.87 | |
| MV_CASE 0.5 0.40 | |
| R_SUSPICIOUS_URL 5 5.13 | |
| BROKEN_HEADERS 10 10.41 | |
| FAKE_REPLY 1 0.13 | |
| SUBJECT_ENDS_EXCLAIM 0 -0.19 | |
| RATWARE_MS_HASH 2 2.78 | |
| RCPT_COUNT_GT_50 0 0.40 | |
| PREVIOUSLY_DELIVERED 0 -0.02 | |
| SUBJECT_HAS_EXCLAIM 0 -0.14 | |
| FROM_EQ_ENVFROM 0 1.66 | |
| INTRODUCTION 2 1.65 | |
| REPTO_QUOTE_YAHOO 2 1.55 | |
| R_UNDISC_RCPT 3 2.66 | |
| MIME_HTML_ONLY 0.2 0.06 | |
| FORGED_MUA_MAILLIST 0 0.17 | |
| TAGGED_RCPT 0 -0.01 | |
| URI_COUNT_ODD 1 1.16 | |
| HEADER_FORGED_MDN 2 2.13 | |
| MISSING_TO 2 2.09 | |
| FROM_EXCESS_QP 1.2 1.47 | |
| TO_DN_EQ_ADDR_SOME 0 -0.49 | |
| FROM_DN_EQ_ADDR 1 1.26 | |
| HAS_XAW 0 0.17 | |
| REPLYTO_ADDR_EQ_FROM 0 -0.40 | |
| HAS_ATTACHMENT 0 0.08 | |
| HAS_ORG_HEADER 0 -0.48 | |
| HTML_SHORT_LINK_IMG_1 2 2.33 | |
| REPLYTO_EQ_FROM 0 -0.32 | |
| RCVD_COUNT_FIVE 0 0.53 | |
| HAS_X_PRIO_ONE 0 0.82 | |
| PRECEDENCE_BULK 0 0.14 | |
| RCPT_COUNT_THREE 0 0.25 | |
| TO_EXCESS_BASE64 1.5 1.21 | |
| RCVD_COUNT_TWO 0 -0.47 | |
| MID_RHS_IP_LITERAL 0.5 0.16 | |
| ARC_NA 0 1.37 | |
| RCVD_COUNT_SEVEN 0 1.55 | |
| DATE_IN_FUTURE 4 4.36 | |
| RCPT_COUNT_SEVEN 0 0.21 | |
| FORGED_MUA_KMAIL_MSGID 3 3.14 | |
| MIME_BASE64_TEXT 0 -0.44 | |
| TO_EQ_FROM 0 0.46 | |
| MISSING_SUBJECT 2 1.54 | |
| INVALID_MSGID 1.7 1.98 | |
| MID_MISSING_BRACKETS 0.5 0.57 | |
| SUBJECT_NEEDS_ENCODING 1 0.89 | |
| FROM_NO_DN 0 1.55 | |
| MIME_GOOD -0.1 0.74 | |
| MIME_HEADER_CTYPE_ONLY 2 2.00 | |
| EXT_CSS 1 1.16 | |
| RCVD_COUNT_THREE 0 -0.11 | |
| RCPT_COUNT_TWO 0 -0.24 | |
| TO_DN_ALL 0 -0.39 | |
| HFILTER_HOSTNAME_4 2.5 2.14 | |
| HAS_REPLYTO 0 -0.04 | |
| INVALID_RCPT_8BIT 6 5.99 | |
| MID_RHS_MATCH_FROM 0 -0.39 | |
| MISSING_MIMEOLE 2 3.46 | |
| RCVD_ILLEGAL_CHARS 4 4.49 | |
| TAGGED_FROM 0 -0.38 | |
| HAS_X_PRIO_FIVE 0 -0.38 | |
| MID_CONTAINS_FROM 1 0.99 | |
| HTTP_TO_IP 1 1.21 | |
| CT_EXTRA_SEMI 1 0.84 | |
| REPLYTO_DN_EQ_FROM_DN 0 0.48 | |
| MISSING_MIME_VERSION 2 4.13 | |
| PHISHING 7 7.28 | |
| TO_EXCESS_QP 1.2 0.88 | |
| MID_RHS_WWW 0.5 0.93 | |
| URL_IN_SUBJECT 4 4.24 | |
| RCVD_COUNT_ONE 0 -0.34 | |
| SUBJECT_HAS_QUESTION 0 -0.48 | |
| FORGED_OUTLOOK_TAGS 2.1 2.19 | |
| FROM_HAS_DN 0 0.16 | |
| CTYPE_MIXED_BOGUS 0.1 0.01 | |
| R_SUSPICIOUS_IMAGES 5 5.46 | |
| RCPT_COUNT_TWELVE 0 0.43 | |
| SUBJECT_ENDS_SPACES 0.5 0.76 | |
| INVALID_FROM_8BIT 6 6.40 | |
| SUBJ_EXCESS_QP 1.2 1.67 | |
| FORGED_MUA_OUTLOOK 3 2.52 | |
| TO_DN_NONE 0 3.64 | |
| MIME_MA_MISSING_HTML 1 0.66 | |
| CTE_CASE 0.5 0.86 | |
| TO_MATCH_ENVRCPT_ALL 0 -0.18 | |
| RCPT_COUNT_FIVE 0 0.34 | |
| HAS_X_ANTIABUSE 0 -0.00 | |
| RCVD_COUNT_TWELVE 0 0.34 | |
| HTML_SHORT_LINK_IMG_3 0.5 0.38 | |
| ENVFROM_SERVICE_ACCT 1 1.05 | |
| MIME_MA_MISSING_TEXT 2 2.31 | |
| MID_RHS_NOT_FQDN 0.5 0.01 | |
| FROM_NEQ_ENVFROM 0 0.53 | |
| HAS_WP_URI 0 0.39 | |
| HTML_SHORT_LINK_IMG_2 1 0.62 | |
| HFILTER_URL_ONLY 2.2 2.28 | |
| MIME_UNKNOWN 0.1 0.57 | |
| MIME_BAD_ATTACHMENT 4 4.33 | |
| TO_DN_SOME 0 -0.88 | |
| RCPT_COUNT_ONE 0 2.45 | |
| HAS_XOIP 0 -0.44 | |
| R_PARTS_DIFFER 1 0.72 | |
| SUBJECT_HAS_CURRENCY 1 1.46 | |
| RCPT_COUNT_ZERO 0 0.27 | |
| FROM_NAME_EXCESS_SPACE 1 0.81 | |
| RCVD_NO_TLS_LAST 0 1.66 | |
| REPLYTO_DOM_EQ_FROM_DOM 0 0.38 | |
| REPLYTO_DOM_NEQ_FROM_DOM 0 -0.07 | |
| MAILLIST -0.2 -2.06 | |
| FROM_NAME_HAS_TITLE 1 1.25 | |
| R_MISSING_CHARSET 2.5 2.67 | |
| DATE_IN_PAST 1 2.93 | |
| R_DKIM_NA 0 -0.48 | |
| R_SPF_DNSFAIL 0 2.21 | |
| SUBJECT_ENDS_QUESTION 1 0.82 | |
| HAS_X_PRIO_THREE 0 0.45 | |
| BROKEN_CONTENT_TYPE 1.5 1.52 | |
| ONCE_RECEIVED 4 3.71 | |
| TO_DN_EQ_ADDR_ALL 0 -0.46 | |
| Class changes | |
| MIME_GOOD -0.1 0.74 | |
| Pre-rescore test stats | |
| Statistics at threshold: 15 | |
| F-score: 0.05 | |
| False positive rate: 0.00 % | |
| False negative rate: 97.65 % | |
| Overall accuracy: 44.67 % | |
| Post-rescore test stats | |
| Statistics at threshold: 15 | |
| F-score: 0.83 | |
| False positive rate: 18.46 % | |
| False negative rate: 18.82 % | |
| Overall accuracy: 81.33 % |
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