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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2022/06/18 02:48:03 UTC
svn commit: r1902028 [2/2] - in /spamassassin/trunk/rulesrc/scores: 72_scores.cf scores-set0 scores-set1 scores-set2 scores-set3 stats-set0 stats-set1
Modified: spamassassin/trunk/rulesrc/scores/scores-set3
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/scores-set3?rev=1902028&r1=1902027&r2=1902028&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Sat Jun 18 02:48:03 2022
@@ -5,96 +5,96 @@ score AC_BR_BONANZA 0.0
score AC_DIV_BONANZA 0.001
score AC_FROM_MANY_DOTS 2.996
score AC_HTML_NONSENSE_TAGS 1.997
-score ADMITS_SPAM 2.996
-score ADVANCE_FEE_2_NEW_FRM_MNY 0.774
+score ADMITS_SPAM 2.896
+score ADVANCE_FEE_2_NEW_FRM_MNY 1.811
score ADVANCE_FEE_2_NEW_MONEY 1.997
score ADVANCE_FEE_3_NEW 3.496
-score ADVANCE_FEE_3_NEW_FRM_MNY 1.048
+score ADVANCE_FEE_3_NEW_FRM_MNY 0.767
score ADVANCE_FEE_3_NEW_MONEY 0.001
-score ADVANCE_FEE_4_NEW 2.297
+score ADVANCE_FEE_4_NEW 2.197
score ADVANCE_FEE_4_NEW_FRM_MNY 0.001
score ADVANCE_FEE_4_NEW_MONEY 2.696
score ADVANCE_FEE_5_NEW 2.397
-score ADVANCE_FEE_5_NEW_FRM_MNY 0.001 # force non-zero
-score ADVANCE_FEE_5_NEW_MONEY 0.001
+score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
+score ADVANCE_FEE_5_NEW_MONEY 0.001 # force non-zero
score AD_PREFS 0.001
score ALIBABA_IMG_NOT_RCVD_ALI 2.497
score AMAZON_IMG_NOT_RCVD_AMZN 1.965
score APOSTROPHE_TOCC 0.998
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score BIGNUM_EMAILS_FREEM 2.369
-score BITCOIN_EXTORT_01 3.746
+score BIGNUM_EMAILS_FREEM 2.662
+score BITCOIN_EXTORT_01 3.524
score BITCOIN_MALF_HTML 3.496
score BITCOIN_MALWARE 3.496
score BITCOIN_ONAN 2.996
-score BITCOIN_PAY_ME 1.212
score BITCOIN_SPAM_01 2.497
-score BITCOIN_SPAM_02 1.429
-score BITCOIN_SPAM_03 2.431
+score BITCOIN_SPAM_02 1.439
+score BITCOIN_SPAM_03 2.435
score BITCOIN_SPAM_05 0.001
-score BITCOIN_SPAM_09 0.752
-score BITCOIN_XPRIO 0.711
-score BITCOIN_YOUR_INFO 2.065
+score BITCOIN_SPAM_09 0.973
+score BITCOIN_XPRIO 0.712
+score BITCOIN_YOUR_INFO 2.063
score BODY_EMAIL_419_FRAUD_GM 2.497
score BODY_SINGLE_URI 0.001
score BODY_SINGLE_WORD 0.001
-score BODY_URI_ONLY 0.909
-score BOGUS_MSM_HDRS 2.999
+score BODY_URI_ONLY 0.925
+score BOGUS_MSM_HDRS 1.076
score CONTENT_AFTER_HTML 2.497
score CONTENT_AFTER_HTML_WEAK 1.498
score CTE_8BIT_MISMATCH 0.001
score DEAR_BENEFICIARY 0.001
-score DKIMWL_WL_HIGH -0.572
-score DKIMWL_WL_MED -0.001
+score DKIMWL_WL_HIGH -0.571
+score DKIMWL_WL_MED -0.001 # force non-zero
score DKIMWL_WL_MEDHI -0.001
score DX_TEXT_03 1.398
-score ENCRYPTED_MESSAGE -0.998
+score ENCRYPTED_MESSAGE -0.999
score END_FUTURE_EMAILS 2.497
-score FILL_THIS_FORM 0.001 # force non-zero
+score FILL_THIS_FORM 0.001
score FONT_INVIS_DIRECT 0.001
score FONT_INVIS_MSGID 0.001
-score FONT_INVIS_POSTEXTRAS 2.175
+score FONT_INVIS_POSTEXTRAS 2.181
score FORGED_SPF_HELO 0.001
score FORM_FRAUD 0.998
score FORM_FRAUD_3 2.498
score FORM_FRAUD_5 0.001
score FREEMAIL_FORGED_FROMDOMAIN 0.248
-score FROM_2_EMAILS_SHORT 2.999
+score FROM_2_EMAILS_SHORT 2.214
score FROM_ADDR_WS 2.996
-score FROM_FMBLA_NEWDOM 0.301
+score FROM_FMBLA_NEWDOM 0.300
score FROM_FMBLA_NEWDOM14 0.998
score FROM_FMBLA_NEWDOM28 0.798
-score FROM_GOV_DKIM_AU -0.001
+score FROM_GOV_DKIM_AU -0.169
score FROM_GOV_SPOOF 0.998
score FROM_MISSPACED 0.001
-score FROM_MISSP_DYNIP 1.097
-score FROM_MISSP_EH_MATCH 0.598
+score FROM_MISSP_DYNIP 2.197
+score FROM_MISSP_EH_MATCH 0.600
score FROM_MISSP_FREEMAIL 0.001
score FROM_MISSP_MSFT 0.001
-score FROM_MISSP_SPF_FAIL 0.275
+score FROM_MISSP_SPF_FAIL 0.274
score FROM_MISSP_TO_UNDISC 0.001
-score FROM_MISSP_USER 0.001
-score FROM_MULTI_NORDNS 1.894
-score FROM_NTLD_LINKBAIT 1.695
-score FROM_NTLD_REPLY_FREEMAIL 0.396
-score FROM_PAYPAL_SPOOF 0.576
+score FROM_MISSP_USER 0.001 # force non-zero
+score FROM_MULTI_NORDNS 1.892
+score FROM_NTLD_LINKBAIT 0.001
+score FROM_NTLD_REPLY_FREEMAIL 0.701
+score FROM_PAYPAL_SPOOF 0.250
score FROM_SUSPICIOUS_NTLD 0.498
score FROM_SUSPICIOUS_NTLD_FP 1.997
score FSL_BULK_SIG 0.001
score FSL_CTYPE_WIN1251 0.001
score FSL_NEW_HELO_USER 0.001
+score FUZZY_AMAZON 1.188
score GB_BITCOIN_CP 2.996
score GB_FAKE_RF_SHORT 1.997
score GB_FREEMAIL_DISPTO 0.450
-score GB_HASHBL_BTC 1.777
+score GB_HASHBL_BTC 1.775
score GB_URI_FLEEK_STO_HTM 0.998
score GOOG_REDIR_HTML_ONLY 1.997
-score GOOG_REDIR_NORDNS 3.116
-score GOOG_STO_EMAIL_PHISH 2.997
+score GOOG_REDIR_NORDNS 3.124
+score GOOG_STO_EMAIL_PHISH 2.996
score GOOG_STO_IMG_NOHTML 2.497
score GOOG_STO_NOIMG_HTML 2.996
-score HDRS_LCASE_IMGONLY 0.098
-score HDRS_MISSP 0.803
+score HDRS_LCASE_IMGONLY 0.099
+score HDRS_MISSP 0.812
score HDR_ORDER_FTSDMCXX_DIRECT 0.001
score HDR_ORDER_FTSDMCXX_NORDNS 0.001
score HEADER_FROM_DIFFERENT_DOMAINS 0.249
@@ -105,124 +105,122 @@ score HK_RANDOM_ENVFROM 0.9
score HK_RANDOM_FROM 0.998
score HK_RANDOM_REPLYTO 0.998
score HK_SCAM 0.001
-score HOSTED_IMG_DIRECT_MX 3.497
+score HOSTED_IMG_DIRECT_MX 3.496
score HOSTED_IMG_FREEM 2.030
score HOSTED_IMG_MULTI_PUB_01 2.996
-score HTML_ENTITY_ASCII 2.996
+score HTML_ENTITY_ASCII 2.997
score HTML_OFF_PAGE 2.996
-score HTML_SINGLET_MANY 1.666
+score HTML_SINGLET_MANY 1.984
score HTML_TAG_BALANCE_CENTER 2.896
score HTML_TEXT_INVISIBLE_FONT 1.997
-score HTML_TEXT_INVISIBLE_STYLE 2.694
+score HTML_TEXT_INVISIBLE_STYLE 2.692
score JH_SPAMMY_HEADERS 3.496
-score JH_SPAMMY_PATTERN01 1.384
-score KHOP_HELO_FCRDNS 0.001 # force non-zero
+score JH_SPAMMY_PATTERN01 0.281
+score KHOP_HELO_FCRDNS 0.001
score LONGLN_LOW_CONTRAST 2.497
-score LONG_HEX_URI 1.518
-score LONG_IMG_URI 0.990
-score LONG_INVISIBLE_TEXT 0.858
+score LONG_HEX_URI 1.513
+score LONG_IMG_URI 0.942
+score LONG_INVISIBLE_TEXT 0.856
score LOTS_OF_MONEY 0.010
score LOTTO_AGENT 1.498
score LOTTO_DEPT 1.997
-score MALFORMED_FREEMAIL 1.893
+score MALFORMED_FREEMAIL 1.891
score MALW_ATTACH 2.297
-score MANY_SPAN_IN_TEXT 1.137
-score MAY_BE_FORGED 1.996
+score MANY_SPAN_IN_TEXT 1.139
score MILLION_HUNDRED 0.001
score MILLION_USD 0.001
score MIMEOLE_DIRECT_TO_MX 0.001
-score MIXED_ES 1.896
+score MIXED_ES 1.898
score MONEY_ATM_CARD 0.001
-score MONEY_FORM 0.001 # force non-zero
+score MONEY_FORM 0.001
score MONEY_FORM_SHORT 0.001
-score MONEY_FRAUD_3 2.795
+score MONEY_FRAUD_3 2.027
score MONEY_FRAUD_5 0.001
score MONEY_FRAUD_8 0.001
-score MONEY_FREEMAIL_REPTO 1.986
+score MONEY_FREEMAIL_REPTO 1.985
score MONEY_FROM_41 1.997
-score MONEY_FROM_MISSP 0.001 # force non-zero
+score MONEY_FROM_MISSP 0.001
score MSGID_HDR_MALF 3.496
-score MSMAIL_PRI_ABNORMAL 1.026
-score MSM_PRIO_REPTO 2.419
-score NAME_EMAIL_DIFF 0.001
-score NICE_REPLY_A -2.193
-score NORDNS_LOW_CONTRAST 1.020
-score NO_FM_NAME_IP_HOSTN 0.001
+score MSMAIL_PRI_ABNORMAL 1.459
+score MSM_PRIO_REPTO 2.499
+score NAME_EMAIL_DIFF 0.731
+score NICE_REPLY_A -1.794
+score NORDNS_LOW_CONTRAST 1.079
+score NO_FM_NAME_IP_HOSTN 0.001 # force non-zero
score NSL_RCVD_FROM_USER 0.001
-score NSL_RCVD_HELO_USER 1.520
-score NUMBEREND_LINKBAIT 0.251
-score ODD_FREEM_REPTO 2.623
+score NSL_RCVD_HELO_USER 1.385
+score NUMBEREND_LINKBAIT 0.687
+score ODD_FREEM_REPTO 2.544
score PDS_BTC_ID 0.498
score PDS_BTC_MSGID 0.001
score PDS_DBL_URL_TNB_RUNON 1.997
-score PDS_FROM_2_EMAILS 3.496
-score PDS_HELO_SPF_FAIL 0.031
-score PDS_OTHER_BAD_TLD 1.998
+score PDS_HELO_SPF_FAIL 0.001
+score PDS_OTHER_BAD_TLD 1.997
score PDS_TINYSUBJ_URISHRT 1.498
score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.997
-score PHP_ORIG_SCRIPT 2.145
+score PHP_ORIG_SCRIPT 2.110
score PHP_SCRIPT 2.497
-score PP_MIME_FAKE_ASCII_TEXT 0.001
+score PP_MIME_FAKE_ASCII_TEXT 0.001 # force non-zero
score RAND_MKTG_HEADER 1.997
-score RATWARE_NO_RDNS 1.826
-score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_XM 1.275
+score RATWARE_NO_RDNS 0.770
+score RCVD_IN_MSPIKE_H2 -0.001 # force non-zero
+score RDNS_NUM_TLD_XM 2.678
score REPTO_419_FRAUD_GM 2.996
score REPTO_419_FRAUD_GM_LOOSE 0.998
score REPTO_INFONUMSCOM 2.996
-score RISK_FREE 0.001
+score RISK_FREE 0.298
score SCC_BODY_SINGLE_WORD 0.001
score SCC_BODY_URI_ONLY 2.690
score SCC_CANSPAM_2 2.596
-score SCC_ISEMM_LID_1 2.850
+score SCC_ISEMM_LID_1 1.878
score SCC_THREE_WORD_MONTY 3.096
score SCRIPT_GIBBERISH 2.896
score SENDGRID_REDIR 1.499
-score SERGIO_SUBJECT_VIAGRA01 3.110
-score SHOPIFY_IMG_NOT_RCVD_SFY 2.075
+score SERGIO_SUBJECT_VIAGRA01 3.338
+score SHOPIFY_IMG_NOT_RCVD_SFY 2.085
score SHORTENER_SHORT_IMG 0.001
-score SHORT_IMG_SUSP_NTLD 0.802
+score SHORT_IMG_SUSP_NTLD 1.499
score SHORT_SHORTNER 1.998
score SPOOFED_FREEMAIL 1.997
score SPOOFED_FREEMAIL_NO_RDNS 0.001
score SPOOFED_FREEM_REPTO 2.497
-score SPOOF_GMAIL_MID 0.001 # force non-zero
+score SPOOF_GMAIL_MID 0.001
score STATIC_XPRIO_OLE 0.001
score SUBJ_ATTENTION 0.498
-score THIS_AD 1.098
-score TONOM_EQ_TOLOC_SHRT_SHRTNER 1.056
+score THIS_AD 1.099
+score TONOM_EQ_TOLOC_SHRT_SHRTNER 1.454
score TO_EQ_FM_DOM_SPF_FAIL 0.001
score TO_EQ_FM_SPF_FAIL 0.001
score TO_NAME_SUBJ_NO_RDNS 0.001
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_NORDNS_HTML 1.203
score TO_NO_BRKTS_PCNT 2.497
score TVD_LONG_WORD5 2.896
-score TVD_RCVD_SPACE_BRACKET 0.726
-score UNDISC_FREEM 2.201
-score UNDISC_MONEY 0.753
-score UPPERCASE_URI 2.395
-score URI_DOTEDU 1.686
+score TVD_RCVD_SPACE_BRACKET 1.579
+score UNDISC_FREEM 2.266
+score UNDISC_MONEY 0.743
+score UPPERCASE_URI 2.149
+score URI_DOTEDU 1.684
score URI_FIREBASEAPP 2.996
-score URI_GOOGLE_PROXY 1.784
-score URI_OBFU_DOM 2.398
-score URI_ONLY_MSGID_MALF 1.124
+score URI_GOOGLE_PROXY 1.778
+score URI_OBFU_DOM 2.298
+score URI_ONLY_MSGID_MALF 1.235
score URI_PHISH 2.377
-score URI_PHP_REDIR 3.176
-score URI_TRY_3LD 0.153
+score URI_PHP_REDIR 3.169
+score URI_TRY_3LD 0.151
score URI_WPADMIN 2.197
-score URI_WP_HACKED 3.497
+score URI_WP_HACKED 3.496
score URI_WP_HACKED_2 2.497
-score WORD_INVIS_MANY 2.996
+score WORD_INVIS_MANY 2.997
score XFER_LOTSA_MONEY 0.998
-score XM_DIGITS_ONLY 2.340
+score XM_DIGITS_ONLY 2.567
score XM_RANDOM 2.497
-score XM_RECPTID 2.997
+score XM_RECPTID 2.996
score XPRIO 0.001
score YOUR_DELIVERY_ADDRESS 1.248
-score YOU_INHERIT 2.198
+score YOU_INHERIT 2.197
score AC_POST_EXTRAS 1.000
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
@@ -244,6 +242,7 @@ score BITCOIN_DEADLINE 1.0
score BITCOIN_EXTORT_02 1.000
score BITCOIN_IMGUR 1.000
score BITCOIN_OBFU_SUBJ 1.000
+score BITCOIN_PAY_ME 1.000
score BITCOIN_SPAM_04 1.000
score BITCOIN_SPAM_06 1.000
score BITCOIN_SPAM_07 1.000
@@ -368,7 +367,6 @@ score THIS_IS_ADV_SUSP_NTLD 1.0
score TONLINE_FAKE_DKIM 1.000
score TO_EQ_FM_DIRECT_MX 1.000
score TO_IN_SUBJ 0.100
-score TUMBLR_IMG_NOT_RCVD_TUMB 1.000
score TW_GIBBERISH_MANY 1.000
score UC_GIBBERISH_OBFU 1.000
score UNICODE_OBFU_ASC 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1902028&r1=1902027&r2=1902028&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Sat Jun 18 02:48:03 2022
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 348865 48.968% (99.685% of non-spam corpus)
-# Correctly spam: 280080 39.313% (77.270% of spam corpus)
-# False positives: 1102 0.155% (0.315% of nonspam, 40188 weighted)
-# False negatives: 82388 11.564% (22.730% of spam, 163399 weighted)
+# Correctly non-spam: 351211 50.037% (99.688% of non-spam corpus)
+# Correctly spam: 265588 37.838% (75.969% of spam corpus)
+# False positives: 1098 0.156% (0.312% of nonspam, 33555 weighted)
+# False negatives: 84011 11.969% (24.031% of spam, 166166 weighted)
# Average score for spam: 12.3 nonspam: 0.4
-# Average for false-pos: 7.0 false-neg: 2.0
-# TOTAL: 712435 100.00%
+# Average for false-pos: 6.2 false-neg: 2.0
+# TOTAL: 701908 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 43481 99.68%
-# Correctly spam: 34944 77.35%
-# False positives: 138 0.32%
-# False negatives: 10235 22.65%
-# TCR(l=50): 2.636650 SpamRecall: 77.346% SpamPrec: 99.607%
+# Correctly non-spam: 43785 99.67%
+# Correctly spam: 33178 76.13%
+# False positives: 147 0.33%
+# False negatives: 10402 23.87%
+# TCR(l=50): 2.454935 SpamRecall: 76.131% SpamPrec: 99.559%
##### 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: 340756 97.37%
-# Correctly spam: 257620 71.07%
-# False positives: 9211 2.63%
-# False negatives: 104848 28.93%
-# TCR(l=50): 0.641085 SpamRecall: 71.074% SpamPrec: 96.548%
+# Correctly non-spam: 343043 97.37%
+# Correctly spam: 250922 71.77%
+# False positives: 9266 2.63%
+# False negatives: 98677 28.23%
+# TCR(l=50): 0.622088 SpamRecall: 71.774% SpamPrec: 96.439%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 42457 97.34%
-# Correctly spam: 32166 71.20%
-# False positives: 1162 2.66%
-# False negatives: 13013 28.80%
-# TCR(l=50): 0.635313 SpamRecall: 71.197% SpamPrec: 96.513%
+# Correctly non-spam: 42756 97.32%
+# Correctly spam: 31278 71.77%
+# False positives: 1176 2.68%
+# False negatives: 12302 28.23%
+# TCR(l=50): 0.612922 SpamRecall: 71.771% SpamPrec: 96.376%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1902028&r1=1902027&r2=1902028&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Sat Jun 18 02:48:03 2022
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 343977 48.660% (99.486% of non-spam corpus)
-# Correctly spam: 312183 44.163% (86.444% of spam corpus)
-# False positives: 1778 0.252% (0.514% of nonspam, 125334 weighted)
-# False negatives: 48958 6.926% (13.556% of spam, 101961 weighted)
-# Average score for spam: 18.9 nonspam: -0.8
-# Average for false-pos: 6.7 false-neg: 2.1
-# TOTAL: 706896 100.00%
+# Correctly non-spam: 343990 48.662% (99.490% of non-spam corpus)
+# Correctly spam: 311857 44.116% (86.353% of spam corpus)
+# False positives: 1765 0.250% (0.510% of nonspam, 124712 weighted)
+# False negatives: 49283 6.972% (13.647% of spam, 103400 weighted)
+# Average score for spam: 18.8 nonspam: -0.8
+# Average for false-pos: 6.8 false-neg: 2.1
+# TOTAL: 706895 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 42888 99.50%
-# Correctly spam: 39004 86.73%
+# Correctly spam: 38970 86.65%
# False positives: 215 0.50%
-# False negatives: 5968 13.27%
-# TCR(l=50): 2.690035 SpamRecall: 86.730% SpamPrec: 99.452%
+# False negatives: 6002 13.35%
+# TCR(l=50): 2.684575 SpamRecall: 86.654% SpamPrec: 99.451%
##### WITHOUT NEW RULES AND SCORES #####
Reading scores from "../rules-base"...
@@ -25,16 +25,16 @@ Reading per-message hit stat logs and sc
# SUMMARY for threshold 5.0:
# Correctly non-spam: 344198 99.55%
-# Correctly spam: 265820 73.61%
+# Correctly spam: 265819 73.61%
# False positives: 1557 0.45%
# False negatives: 95321 26.39%
-# TCR(l=50): 2.085459 SpamRecall: 73.606% SpamPrec: 99.418%
+# TCR(l=50): 2.085453 SpamRecall: 73.606% SpamPrec: 99.418%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 42896 99.52%
-# Correctly spam: 33198 73.82%
+# Correctly spam: 33213 73.85%
# False positives: 207 0.48%
-# False negatives: 11774 26.18%
-# TCR(l=50): 2.032725 SpamRecall: 73.819% SpamPrec: 99.380%
+# False negatives: 11759 26.15%
+# TCR(l=50): 2.034104 SpamRecall: 73.853% SpamPrec: 99.381%