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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2022/12/29 02:43:15 UTC
svn commit: r1906255 [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=1906255&r1=1906254&r2=1906255&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Thu Dec 29 02:43:14 2022
@@ -3,189 +3,185 @@
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001 # force non-zero
-score AC_FROM_MANY_DOTS 2.999
-score AC_HTML_NONSENSE_TAGS 1.999
+score AC_FROM_MANY_DOTS 2.996
+score AC_HTML_NONSENSE_TAGS 1.998
score ADMITS_SPAM 0.001
-score ADVANCE_FEE_2_NEW_MONEY 2.000
-score ADVANCE_FEE_3_NEW 3.499
-score ADVANCE_FEE_3_NEW_MONEY 2.699
-score ADVANCE_FEE_4_NEW 2.299
+score ADVANCE_FEE_2_NEW_MONEY 1.997
+score ADVANCE_FEE_3_NEW 3.496
+score ADVANCE_FEE_3_NEW_MONEY 2.596
+score ADVANCE_FEE_4_NEW 2.297
score ADVANCE_FEE_4_NEW_MONEY 0.001
-score ADVANCE_FEE_5_NEW_FRM_MNY 2.431
-score ADVANCE_FEE_5_NEW_MONEY 0.486
+score ADVANCE_FEE_5_NEW_FRM_MNY 2.499
+score ADVANCE_FEE_5_NEW_MONEY 1.798
score AD_PREFS 0.001
score AMAZON_IMG_NOT_RCVD_AMZN 0.001
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score BAT_BDRY_TO_MALF 2.053
-score BIGNUM_EMAILS_FREEM 0.382
-score BIGNUM_EMAILS_MANY 2.999
-score BITCOIN_DEADLINE 1.716
-score BITCOIN_EXTORT_01 0.993
-score BITCOIN_MALF_HTML 2.647
+score BAT_BDRY_TO_MALF 1.800
+score BIGNUM_EMAILS_FREEM 0.210
+score BIGNUM_EMAILS_MANY 2.997
+score BITCOIN_DEADLINE 1.719
+score BITCOIN_EXTORT_01 1.118
+score BITCOIN_MALF_HTML 2.642
score BITCOIN_MALWARE 0.001
-score BITCOIN_SPAM_02 0.633
+score BITCOIN_SPAM_02 0.631
score BITCOIN_SPAM_03 0.001
-score BITCOIN_SPAM_05 0.753
+score BITCOIN_SPAM_05 1.912
score BITCOIN_XPRIO 0.001
score BITCOIN_YOUR_INFO 0.001
-score BODY_URI_ONLY 0.541
-score CK_HELO_GENERIC 0.250
+score BODY_URI_ONLY 1.955
+score CK_HELO_GENERIC 0.249
score CTE_8BIT_MISMATCH 0.001
score DEAR_BENEFICIARY 2.699
score DKIMWL_WL_HIGH -0.001
score DKIMWL_WL_MED -0.001
score DKIMWL_WL_MEDHI -0.001
score ENCRYPTED_MESSAGE -0.999
-score END_FUTURE_EMAILS 2.499
-score FILL_THIS_FORM 0.599
+score END_FUTURE_EMAILS 2.498
+score FILL_THIS_FORM 0.598
score FONT_INVIS_DIRECT 0.001
-score FONT_INVIS_LONG_LINE 2.999
-score FONT_INVIS_MSGID 1.450
-score FONT_INVIS_NORDNS 1.918
-score FONT_INVIS_POSTEXTRAS 2.908
-score FORGED_SPF_HELO 1.065
+score FONT_INVIS_LONG_LINE 2.996
+score FONT_INVIS_MSGID 1.353
+score FONT_INVIS_NORDNS 1.913
+score FONT_INVIS_POSTEXTRAS 2.896
+score FORGED_SPF_HELO 1.064
score FORM_FRAUD_5 0.001
score FREEMAIL_FORGED_FROMDOMAIN 0.001
-score FROM_ADDR_WS 2.999
-score FROM_FMBLA_NEWDOM14 0.001
+score FROM_ADDR_WS 2.996
score FROM_FMBLA_NEWDOM28 0.799
score FROM_GOV_DKIM_AU -0.001
-score FROM_MISSPACED 0.001
+score FROM_MISSPACED 0.001 # force non-zero
score FROM_MISSP_EH_MATCH 0.001
-score FROM_MISSP_FREEMAIL 0.997
+score FROM_MISSP_FREEMAIL 0.992
score FROM_MISSP_MSFT 0.001
-score FROM_MISSP_REPLYTO 0.001 # force non-zero
-score FROM_MISSP_SPF_FAIL 0.001
+score FROM_MISSP_REPLYTO 0.001
+score FROM_MISSP_SPF_FAIL 0.001 # force non-zero
score FROM_MISSP_USER 0.001
-score FROM_PAYPAL_SPOOF 0.627
-score FROM_SUSPICIOUS_NTLD 0.499
-score FROM_SUSPICIOUS_NTLD_FP 1.999
-score FSL_BULK_SIG 0.001 # force non-zero
+score FROM_PAYPAL_SPOOF 1.270
+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_HAS_TINYURL 2.854
+score FSL_HAS_TINYURL 2.856
score FSL_NEW_HELO_USER 0.001
-score FUZZY_AMAZON 0.001
+score FUZZY_AMAZON 0.001 # force non-zero
score FUZZY_BITCOIN 0.001
score FUZZY_PORN 0.001
-score GB_BITCOIN_CP 2.220
-score GB_BITCOIN_NH 1.653
-score GB_CUSTOM_HTM_URI 0.032
-score GB_FAKE_RF_SHORT 1.999
-score GB_FREEMAIL_DISPTO 0.164
-score GB_HASHBL_BTC 0.001 # force non-zero
-score GB_URI_FLEEK_STO_HTM 0.999
-score GOOG_REDIR_HTML_ONLY 1.999
-score GOOG_REDIR_NORDNS 2.699
-score GOOG_STO_IMG_NOHTML 2.499
-score GOOG_STO_NOIMG_HTML 2.950
-score HAS_X_OUTGOING_SPAM_STAT 0.428
-score HDRS_LCASE_IMGONLY 0.100
-score HDRS_MISSP 2.499
+score GB_BITCOIN_CP 2.368
+score GB_BITCOIN_NH 1.524
+score GB_CUSTOM_HTM_URI 0.033
+score GB_FAKE_RF_SHORT 1.989
+score GB_FREEMAIL_DISPTO 0.163
+score GB_HASHBL_BTC 0.001
+score GB_URI_FLEEK_STO_HTM 0.998
+score GOOG_REDIR_HTML_ONLY 1.997
+score GOOG_REDIR_NORDNS 2.696
+score GOOG_STO_IMG_NOHTML 2.498
+score GOOG_STO_NOIMG_HTML 2.946
+score HAS_X_OUTGOING_SPAM_STAT 0.937
+score HDRS_LCASE_IMGONLY 0.099
+score HDRS_MISSP 2.497
score HDR_ORDER_FTSDMCXX_DIRECT 0.001
-score HDR_ORDER_FTSDMCXX_NORDNS 0.972
+score HDR_ORDER_FTSDMCXX_NORDNS 0.969
score HEADER_FROM_DIFFERENT_DOMAINS 0.249
-score HELO_NO_DOMAIN 0.001
-score HK_LOTTO 0.001 # force non-zero
+score HELO_NO_DOMAIN 0.001 # force non-zero
+score HK_LOTTO 0.001
score HK_RANDOM_ENVFROM 0.001
-score HK_RANDOM_FROM 0.999
-score HK_RANDOM_REPLYTO 1.000
-score HK_SCAM 1.999
+score HK_RANDOM_FROM 0.998
+score HK_RANDOM_REPLYTO 0.998
+score HK_SCAM 1.997
score HOSTED_IMG_DIRECT_MX 0.001
-score HOSTED_IMG_FREEM 3.447
+score HOSTED_IMG_FREEM 3.443
score HOSTED_IMG_MULTI_PUB_01 0.001
-score HTML_ENTITY_ASCII 2.483
-score HTML_FONT_TINY_NORDNS 0.001
+score HTML_ENTITY_ASCII 2.309
score HTML_OFF_PAGE 0.001
-score HTML_TAG_BALANCE_CENTER 3.299
-score HTML_TEXT_INVISIBLE_FONT 1.100
-score JH_SPAMMY_HEADERS 3.499
-score KHOP_HELO_FCRDNS 0.001 # force non-zero
-score KHOP_JS_OBFUSCATION 3.099
-score LONG_HEX_URI 1.624
+score HTML_TEXT_INVISIBLE_FONT 1.196
+score JH_SPAMMY_HEADERS 3.497
+score KHOP_HELO_FCRDNS 0.001
+score KHOP_JS_OBFUSCATION 3.096
+score LONG_HEX_URI 1.615
score LONG_IMG_URI 0.001
-score LONG_INVISIBLE_TEXT 1.823
+score LONG_INVISIBLE_TEXT 1.828
score LOTS_OF_MONEY 0.010
-score LOTTO_DEPT 0.787
+score LOTTO_DEPT 1.017
score MALWARE_NORDNS 0.001
score MILLION_HUNDRED 0.001
-score MILLION_USD 0.812
-score MIMEOLE_DIRECT_TO_MX 0.001
-score MIXED_ES 1.148
-score MIXED_IMG_CASE 2.999
-score MONEY_ATM_CARD 2.500
+score MILLION_USD 0.733
+score MIMEOLE_DIRECT_TO_MX 0.001 # force non-zero
+score MIXED_ES 1.154
+score MIXED_IMG_CASE 2.996
+score MONEY_ATM_CARD 2.497
score MONEY_FORM 0.001 # force non-zero
score MONEY_FORM_SHORT 0.001
-score MONEY_FRAUD_3 2.599
+score MONEY_FRAUD_3 2.497
score MONEY_FRAUD_5 0.001
score MONEY_FRAUD_8 0.001
-score MONEY_FREEMAIL_REPTO 1.379
+score MONEY_FREEMAIL_REPTO 1.211
score MONEY_FROM_MISSP 0.001
-score MSMAIL_PRI_ABNORMAL 1.499
-score NA_DOLLARS 0.617
-score NICE_REPLY_A -1.147
+score MSMAIL_PRI_ABNORMAL 1.404
+score NA_DOLLARS 0.818
+score NICE_REPLY_A -1.149
score NORDNS_LOW_CONTRAST 0.001
-score NO_FM_NAME_IP_HOSTN 0.001
-score NSL_RCVD_FROM_USER 0.001
+score NO_FM_NAME_IP_HOSTN 0.001 # force non-zero
+score NSL_RCVD_FROM_USER 0.001 # force non-zero
score NSL_RCVD_HELO_USER 0.001
-score NUMBERONLY_BITCOIN_EXP 1.726
+score NUMBERONLY_BITCOIN_EXP 1.999
score OBFU_BITCOIN 0.001
-score OBFU_TEXT_ATTACH 1.398
-score ODD_FREEM_REPTO 2.337
+score OBFU_TEXT_ATTACH 1.109
+score ODD_FREEM_REPTO 2.272
score PDS_BTC_ID 0.001
score PDS_BTC_MSGID 0.001
-score PDS_NAKED_TO_NUMERO 0.980
-score PDS_NO_FULL_NAME_SPOOFED_URL 0.750
+score PDS_NAKED_TO_NUMERO 1.999
score PDS_RDNS_DYNAMIC_FP 0.001 # force non-zero
-score PDS_SHORT_SPOOFED_URL 2.000
+score PDS_SHORT_SPOOFED_URL 1.997
score PHP_ORIG_SCRIPT 0.001
-score PHP_SCRIPT 2.119
+score PHP_SCRIPT 1.606
score PP_MIME_FAKE_ASCII_TEXT 0.001
-score RAND_MKTG_HEADER 1.999
+score RAND_MKTG_HEADER 1.997
score RATWARE_NO_RDNS 0.001
score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_XM 2.999
+score RDNS_NUM_TLD_XM 2.996
score SCC_ISEMM_LID_1B 0.702
-score SENDGRID_REDIR 1.067
-score SERGIO_SUBJECT_VIAGRA01 2.933
-score SHOPIFY_IMG_NOT_RCVD_SFY 2.499
-score SHORTENER_SHORT_IMG 1.298
-score SHORT_SHORTNER 1.999
+score SENDGRID_REDIR 1.038
+score SERGIO_SUBJECT_VIAGRA01 1.771
+score SHOPIFY_IMG_NOT_RCVD_SFY 2.497
+score SHORTENER_SHORT_IMG 1.170
+score SHORT_SHORTNER 1.997
score SPOOFED_FREEMAIL 0.001
score SPOOFED_FREEMAIL_NO_RDNS 0.001
score SPOOF_GMAIL_MID 0.001
score STATIC_XPRIO_OLE 0.001
-score SUSP_UTF8_WORD_SUBJ 1.999
-score THIS_AD 2.199
+score SUSP_UTF8_WORD_SUBJ 1.997
+score THIS_AD 2.197
score TO_EQ_FM_DOM_SPF_FAIL 0.001
-score TO_EQ_FM_SPF_FAIL 0.001
-score TO_NAME_SUBJ_NO_RDNS 2.319
-score TO_NO_BRKTS_FROM_MSSP 2.499
-score TO_NO_BRKTS_HTML_IMG 1.999
-score TO_NO_BRKTS_HTML_ONLY 2.000
+score TO_EQ_FM_SPF_FAIL 0.001 # force non-zero
+score TO_NAME_SUBJ_NO_RDNS 2.928
+score TO_NO_BRKTS_FROM_MSSP 2.497
+score TO_NO_BRKTS_HTML_IMG 1.998
+score TO_NO_BRKTS_HTML_ONLY 1.997
score TO_NO_BRKTS_MSFT 0.001
-score TO_NO_BRKTS_NORDNS_HTML 1.999
-score TO_NO_BRKTS_PCNT 2.499
-score TVD_GET_STOCK 2.599
-score TVD_IP_HEX 2.008
-score TVD_RCVD_SPACE_BRACKET 1.027
-score TVD_SPACE_RATIO_MINFP 0.001
-score UNDISC_FREEM 2.699
-score UNDISC_MONEY 2.799
-score UNICODE_OBFU_ASC 2.499
-score URI_DOTEDU 1.696
-score URI_GOOGLE_PROXY 2.099
-score URI_ONLY_MSGID_MALF 1.999
-score URI_PHISH 3.397
-score URI_TRY_3LD 0.640
-score URI_WPADMIN 2.299
-score URI_WP_HACKED_2 2.499
+score TO_NO_BRKTS_NORDNS_HTML 1.997
+score TO_NO_BRKTS_PCNT 2.497
+score TVD_GET_STOCK 2.596
+score TVD_IP_HEX 0.732
+score TVD_RCVD_SPACE_BRACKET 0.436
+score TVD_SPACE_ENCODED 0.001
+score UNDISC_FREEM 2.696
+score UNDISC_MONEY 2.796
+score UNICODE_OBFU_ASC 2.497
+score URI_DOTEDU 0.852
+score URI_GOOGLE_PROXY 2.097
+score URI_ONLY_MSGID_MALF 0.922
+score URI_PHISH 3.393
+score URI_TRY_3LD 0.636
+score URI_WPADMIN 2.297
+score URI_WP_HACKED_2 2.497
score VFY_ACCT_NORDNS 2.999
-score WORD_INVIS 0.249
-score WORD_INVIS_MANY 2.999
-score XFER_LOTSA_MONEY 0.999
-score XM_RANDOM 1.074
-score XPRIO 0.001
-score XPRIO_URL_SHORTNER 0.627
+score WORD_INVIS 0.352
+score WORD_INVIS_MANY 2.996
+score XFER_LOTSA_MONEY 0.998
+score XM_RANDOM 1.077
+score XPRIO 0.001 # force non-zero
+score XPRIO_URL_SHORTNER 0.684
score AC_POST_EXTRAS 1.000
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
@@ -227,7 +223,6 @@ score BTC_ORG 1.0
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
@@ -249,6 +244,7 @@ score FRNAME_IN_MSG_XPRIO_NO_SUB 1.0
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
@@ -305,6 +301,7 @@ score NEW_PRODUCTS 1.0
score PDS_BTC_NTLD 1.000
score PDS_DBL_URL_TNB_RUNON 1.000
score PDS_HELO_SPF_FAIL 1.000
+score PDS_NO_FULL_NAME_SPOOFED_URL 0.750
score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.000
score PHISH_AZURE_CLOUDAPP 3.500
score PHISH_FBASEAPP 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1906255&r1=1906254&r2=1906255&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Thu Dec 29 02:43:14 2022
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 299369 67.781% (99.617% of non-spam corpus)
-# Correctly spam: 103768 23.495% (73.517% of spam corpus)
-# False positives: 1151 0.261% (0.383% of nonspam, 19548 weighted)
-# False negatives: 37381 8.464% (26.483% of spam, 51337 weighted)
-# Average score for spam: 10.9 nonspam: 0.6
+# Correctly non-spam: 297758 68.601% (99.637% of non-spam corpus)
+# Correctly spam: 97782 22.528% (72.323% of spam corpus)
+# False positives: 1086 0.250% (0.363% of nonspam, 17776 weighted)
+# False negatives: 37420 8.621% (27.677% of spam, 50771 weighted)
+# Average score for spam: 11.0 nonspam: 0.7
# Average for false-pos: 7.2 false-neg: 1.4
-# TOTAL: 441669 100.00%
+# TOTAL: 434046 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 37346 99.57%
-# Correctly spam: 13089 73.94%
-# False positives: 161 0.43%
-# False negatives: 4614 26.06%
-# TCR(l=50): 1.397900 SpamRecall: 73.937% SpamPrec: 98.785%
+# Correctly non-spam: 37148 99.60%
+# Correctly spam: 12371 73.05%
+# False positives: 151 0.40%
+# False negatives: 4565 26.95%
+# TCR(l=50): 1.397936 SpamRecall: 73.046% SpamPrec: 98.794%
##### 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: 293867 97.79%
-# Correctly spam: 85139 60.32%
-# False positives: 6653 2.21%
-# False negatives: 56010 39.68%
-# TCR(l=50): 0.363168 SpamRecall: 60.319% SpamPrec: 92.752%
+# Correctly non-spam: 292288 97.81%
+# Correctly spam: 85085 62.93%
+# False positives: 6556 2.19%
+# False negatives: 50117 37.07%
+# TCR(l=50): 0.357756 SpamRecall: 62.932% SpamPrec: 92.846%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 36692 97.83%
-# Correctly spam: 10733 60.63%
-# False positives: 815 2.17%
-# False negatives: 6970 39.37%
-# TCR(l=50): 0.370977 SpamRecall: 60.628% SpamPrec: 92.943%
+# Correctly non-spam: 36457 97.74%
+# Correctly spam: 10812 63.84%
+# False positives: 842 2.26%
+# False negatives: 6124 36.16%
+# TCR(l=50): 0.351194 SpamRecall: 63.840% SpamPrec: 92.775%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1906255&r1=1906254&r2=1906255&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Thu Dec 29 02:43:14 2022
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 300353 66.028% (99.248% of non-spam corpus)
-# Correctly spam: 118510 26.053% (77.837% of spam corpus)
-# False positives: 2276 0.500% (0.752% of nonspam, 99038 weighted)
-# False negatives: 33745 7.418% (22.163% of spam, 53025 weighted)
+# Correctly non-spam: 300365 66.031% (99.252% of non-spam corpus)
+# Correctly spam: 118439 26.037% (77.791% of spam corpus)
+# False positives: 2264 0.498% (0.748% of nonspam, 98718 weighted)
+# False negatives: 33814 7.434% (22.209% of spam, 53359 weighted)
# Average score for spam: 14.7 nonspam: -0.0
-# Average for false-pos: 8.6 false-neg: 1.6
-# TOTAL: 454884 100.00%
+# Average for false-pos: 8.7 false-neg: 1.6
+# TOTAL: 454882 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 37473 99.21%
+# Correctly non-spam: 37482 99.23%
# Correctly spam: 14856 77.59%
-# False positives: 300 0.79%
+# False positives: 291 0.77%
# False negatives: 4290 22.41%
-# TCR(l=50): 0.992535 SpamRecall: 77.593% SpamPrec: 98.021%
+# TCR(l=50): 1.016242 SpamRecall: 77.593% SpamPrec: 98.079%
##### 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: 300547 99.31%
-# Correctly spam: 111488 73.22%
+# Correctly spam: 111496 73.23%
# False positives: 2082 0.69%
-# False negatives: 40767 26.78%
-# TCR(l=50): 1.050999 SpamRecall: 73.225% SpamPrec: 98.167%
+# False negatives: 40757 26.77%
+# TCR(l=50): 1.051057 SpamRecall: 73.231% SpamPrec: 98.167%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 37516 99.32%
-# Correctly spam: 13951 72.87%
+# Correctly spam: 13952 72.87%
# False positives: 257 0.68%
-# False negatives: 5195 27.13%
-# TCR(l=50): 1.061014 SpamRecall: 72.866% SpamPrec: 98.191%
+# False negatives: 5194 27.13%
+# TCR(l=50): 1.061073 SpamRecall: 72.872% SpamPrec: 98.191%