You are viewing a plain text version of this content. The canonical link for it is here.
Posted to commits@spamassassin.apache.org by sp...@apache.org on 2019/09/05 05:15:10 UTC
svn commit: r1866431 [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=1866431&r1=1866430&r2=1866431&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Thu Sep 5 05:15:10 2019
@@ -4,85 +4,86 @@
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001
score AC_FROM_MANY_DOTS 2.999
-score AC_HTML_NONSENSE_TAGS 1.999
-score AC_SPAMMY_URI_PATTERNS8 1.527
+score AC_HTML_NONSENSE_TAGS 1.286
+score AC_SPAMMY_URI_PATTERNS8 3.518
score ADVANCE_FEE_2_NEW_MONEY 1.999
-score ADVANCE_FEE_3_NEW 3.463
-score ADVANCE_FEE_3_NEW_FRM_MNY 2.630
-score ADVANCE_FEE_3_NEW_MONEY 0.906
-score ADVANCE_FEE_4_NEW 2.373
-score ADVANCE_FEE_4_NEW_FRM_MNY 2.600
-score ADVANCE_FEE_4_NEW_MONEY 1.279
-score ADVANCE_FEE_5_NEW 1.933
+score ADVANCE_FEE_3_NEW 3.462
+score ADVANCE_FEE_3_NEW_FRM_MNY 2.131
+score ADVANCE_FEE_3_NEW_MONEY 1.560
+score ADVANCE_FEE_4_NEW 2.378
+score ADVANCE_FEE_4_NEW_FRM_MNY 2.599
+score ADVANCE_FEE_4_NEW_MONEY 1.801
+score ADVANCE_FEE_5_NEW 1.948
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score ADVANCE_FEE_5_NEW_MONEY 2.184
+score ADVANCE_FEE_5_NEW_MONEY 2.306
score AD_PREFS 0.499
score ALIBABA_IMG_NOT_RCVD_ALI 0.001
-score AMAZON_IMG_NOT_RCVD_AMZN 0.530
+score AMAZON_IMG_NOT_RCVD_AMZN 0.586
score AXB_XMAILER_MIMEOLE_OL_024C2 3.725
-score BIGNUM_EMAILS 2.797
+score BIGNUM_EMAILS 2.798
score BITCOIN_EXTORT_01 4.999
-score BITCOIN_MALWARE 3.284
+score BITCOIN_MALWARE 2.984
score BITCOIN_PAY_ME 2.999
-score BITCOIN_SPAM_01 1.767
+score BITCOIN_SPAM_01 1.761
score BITCOIN_SPAM_02 2.499
score BITCOIN_SPAM_05 2.499
-score BITCOIN_SPAM_06 0.261
-score BITCOIN_SPAM_07 3.392
-score BODY_EMPTY 0.001
-score BODY_SINGLE_URI 0.750
-score BODY_SINGLE_WORD 2.227
+score BITCOIN_SPAM_06 0.762
+score BITCOIN_SPAM_07 3.341
+score BODY_EMPTY 0.001 # force non-zero
+score BODY_SINGLE_URI 0.566
+score BODY_SINGLE_WORD 2.151
score BODY_URI_ONLY 0.999
-score BOGUS_MSM_HDRS 2.999
-score CK_HELO_DYNAMIC_SPLIT_IP 0.277
-score CK_HELO_GENERIC 0.250
-score DATE_IN_FUTURE_96_Q 2.899
-score DEAR_BENEFICIARY 2.999
+score BOGUS_MSM_HDRS 2.949
+score CK_HELO_DYNAMIC_SPLIT_IP 0.386
+score CK_HELO_GENERIC 0.249
+score DATE_IN_FUTURE_96_Q 2.900
+score DEAR_BENEFICIARY 3.000
score DKIMWL_BL 2.999
score DKIMWL_WL_HIGH -0.001
-score DKIMWL_WL_MED -0.001 # force non-zero
-score DKIMWL_WL_MEDHI -0.001
-score DRUGS_ERECTILE_SHORT_SHORTNER 1.026
-score DUP_SUSP_HDR 0.445
+score DKIMWL_WL_MED -0.001
+score DKIMWL_WL_MEDHI -0.001 # force non-zero
+score DRUGS_ERECTILE_SHORT_SHORTNER 0.857
+score DUP_SUSP_HDR 2.056
score DX_TEXT_01 2.799
score DX_TEXT_03 1.099
+score EBAY_IMG_NOT_RCVD_EBAY 2.034
score FAKE_REPLY_A1 3.100
-score FILL_THIS_FORM 0.001
-score FORGED_RELAY_MUA_TO_MX 3.799
+score FILL_THIS_FORM 0.001 # force non-zero
+score FORGED_RELAY_MUA_TO_MX 3.700
score FORM_FRAUD 0.999
-score FORM_FRAUD_5 3.310
+score FORM_FRAUD_5 2.054
score FOUND_YOU 3.249
-score FREEMAIL_FORGED_FROMDOMAIN 0.027
+score FREEMAIL_FORGED_FROMDOMAIN 0.025
score FROMSPACE 0.001
-score FROM_2_EMAILS_SHORT 1.225
-score FROM_ADDR_WS 2.188
-score FROM_FMBLA_NEWDOM 1.500
+score FROM_2_EMAILS_SHORT 1.999
+score FROM_ADDR_WS 2.105
+score FROM_FMBLA_NEWDOM 1.499
score FROM_FMBLA_NEWDOM14 0.999
-score FROM_FMBLA_NEWDOM28 0.800
+score FROM_FMBLA_NEWDOM28 0.799
score FROM_GOV_DKIM_AU -0.001
-score FROM_GOV_SPOOF 0.001
-score FROM_MISSPACED 0.001 # force non-zero
-score FROM_MISSP_EH_MATCH 1.999
-score FROM_MISSP_FREEMAIL 0.966
+score FROM_GOV_SPOOF 0.001 # force non-zero
+score FROM_MISSPACED 0.001
+score FROM_MISSP_EH_MATCH 1.694
+score FROM_MISSP_FREEMAIL 0.911
score FROM_MISSP_MSFT 0.001
-score FROM_MISSP_REPLYTO 2.248
-score FROM_MISSP_SPF_FAIL 1.906
+score FROM_MISSP_REPLYTO 2.246
+score FROM_MISSP_SPF_FAIL 1.999
score FROM_MISSP_TO_UNDISC 0.001
score FROM_MISSP_USER 0.001
-score FROM_MISSP_XPRIO 0.001
+score FROM_MISSP_XPRIO 2.033
score FROM_NAME_EQ_TO_G_DRIVE 0.001
-score FROM_NTLD_REPLY_FREEMAIL 1.898
-score FROM_PAYPAL_SPOOF 1.115
+score FROM_NTLD_REPLY_FREEMAIL 1.901
+score FROM_PAYPAL_SPOOF 0.418
score FROM_SUSPICIOUS_NTLD 0.499
-score FROM_WORDY 1.898
+score FROM_WORDY 1.894
score FROM_WSP_TRAIL 2.599
-score FSL_BULK_SIG 0.690
-score FSL_CTYPE_WIN1251 3.875
+score FSL_BULK_SIG 0.644
+score FSL_CTYPE_WIN1251 3.266
score FSL_HELO_FAKE 3.499
-score FSL_NEW_HELO_USER 1.522
-score FSL_THIS_IS_ADV 3.099
-score FUZZY_CLICK_HERE 2.212
-score FUZZY_UNSUBSCRIBE 2.506
+score FSL_NEW_HELO_USER 1.407
+score FSL_THIS_IS_ADV 2.999
+score FUZZY_CLICK_HERE 2.238
+score FUZZY_UNSUBSCRIBE 2.509
score GB_BITCOIN_CP 1.999
score GB_BITCOIN_NH 1.999
score GB_FREEMAIL_DISPTO 0.499
@@ -92,117 +93,117 @@ score HDRS_LCASE 0.1
score HDRS_LCASE_IMGONLY 0.100
score HDR_ORDER_FTSDMCXX_DIRECT 1.999
score HDR_ORDER_FTSDMCXX_NORDNS 3.499
-score HEADER_FROM_DIFFERENT_DOMAINS 0.249
-score HELO_MISC_IP 0.213
+score HEADER_FROM_DIFFERENT_DOMAINS 0.250
+score HELO_MISC_IP 0.250
score HELO_NO_DOMAIN 0.001
score HEXHASH_WORD 2.999
-score HK_LOTTO 0.001 # force non-zero
-score HK_NAME_MR_MRS 1.000
+score HK_LOTTO 0.001
+score HK_NAME_MR_MRS 0.999
score HK_RANDOM_FROM 0.999
score HK_RANDOM_REPLYTO 0.999
-score HK_RCVD_IP_MULTICAST 1.500
+score HK_RCVD_IP_MULTICAST 1.208
score HK_SCAM 1.999
score HK_WIN 0.001
-score HOSTED_IMG_DIRECT_MX 2.500
-score HOSTED_IMG_FREEM 3.082
+score HOSTED_IMG_DIRECT_MX 2.660
+score HOSTED_IMG_FREEM 3.027
score HTML_ENTITY_ASCII 2.999
-score HTML_OFF_PAGE 2.999
+score HTML_OFF_PAGE 3.000
score HTML_SINGLET_MANY 2.499
-score HTML_TEXT_INVISIBLE_STYLE 1.853
+score HTML_TEXT_INVISIBLE_STYLE 2.167
score IMG_ONLY_FM_DOM_INFO 2.500
-score KB_FORGED_MOZ4 0.001 # force non-zero
-score LIST_PRTL_SAME_USER 0.805
-score LONG_HEX_URI 1.614
-score LONG_IMG_URI 1.365
+score KB_FORGED_MOZ4 0.001
+score LIST_PRTL_SAME_USER 1.280
+score LONG_HEX_URI 1.616
+score LONG_IMG_URI 1.366
score LOTS_OF_MONEY 0.010
score L_8BIT_MISMATCH 0.010
-score MAILER_EQ_ORG 2.865
+score MAILER_EQ_ORG 0.348
score MALFORMED_FREEMAIL 2.226
-score MALF_HTML_B64 3.413
+score MALF_HTML_B64 3.025
score MANY_SPAN_IN_TEXT 2.599
-score MILLION_HUNDRED 2.226
-score MILLION_USD 1.508
+score MILLION_HUNDRED 2.183
+score MILLION_USD 1.477
score MIMEOLE_DIRECT_TO_MX 1.999
score MIME_NO_TEXT 1.999
-score MIXED_ES 2.399
-score MONEY_ATM_CARD 2.799
+score MIXED_ES 2.499
+score MONEY_ATM_CARD 2.899
score MONEY_FORM 0.001
score MONEY_FORM_SHORT 2.499
-score MONEY_FRAUD_3 1.028
-score MONEY_FRAUD_5 0.387
-score MONEY_FRAUD_8 0.087
+score MONEY_FRAUD_3 1.036
+score MONEY_FRAUD_5 0.001
+score MONEY_FRAUD_8 0.001
score MONEY_FROM_41 1.999
-score MONEY_FROM_MISSP 0.763
-score NORDNS_LOW_CONTRAST 1.858
-score NO_FM_NAME_IP_HOSTN 0.355
-score NSL_RCVD_FROM_USER 0.001 # force non-zero
-score NSL_RCVD_HELO_USER 1.019
-score NUMBERONLY_BITCOIN_EXP 0.001
-score OBFU_BITCOIN 3.000
+score MONEY_FROM_MISSP 0.819
+score NORDNS_LOW_CONTRAST 1.545
+score NO_FM_NAME_IP_HOSTN 0.362
+score NSL_RCVD_FROM_USER 0.001
+score NSL_RCVD_HELO_USER 1.778
+score NUMBERONLY_BITCOIN_EXP 0.562
+score OBFU_BITCOIN 2.999
score OFFER_ONLY_AMERICA 1.999
-score PDS_BTC_HACKER 1.784
+score PDS_BTC_HACKER 1.999
score PDS_BTC_NTLD 1.999
-score PDS_FROM_NAME_TO_DOMAIN 0.999
-score PDS_HELO_SPF_FAIL 1.999
+score PDS_FROM_NAME_TO_DOMAIN 1.000
+score PDS_HELO_SPF_FAIL 0.670
score PDS_HP_HELO_NORDNS 0.001
-score PDS_PHP_EVAL 1.499
+score PDS_PHP_EVAL 1.500
score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.999
-score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.121
+score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.184
score PDS_TONAME_EQ_TOLOCAL_SHORT 1.999
score PDS_TO_EQ_FROM_NAME 0.001
score PDS_X_PHP_WP_EXP 1.499
-score PHP_ORIG_SCRIPT 2.499
-score PP_MIME_FAKE_ASCII_TEXT 0.882
-score RATWARE_NO_RDNS 2.627
+score PHP_ORIG_SCRIPT 2.500
+score PP_MIME_FAKE_ASCII_TEXT 0.994
+score RATWARE_NO_RDNS 2.458
score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_XM 2.999
+score RDNS_NUM_TLD_XM 2.671
score SEO_SUSP_NTLD 1.199
score SERGIO_SUBJECT_PORN014 3.399
-score SERGIO_SUBJECT_VIAGRA01 2.649
+score SERGIO_SUBJECT_VIAGRA01 1.799
score SHORT_SHORTNER 1.999
score SINGLETS_LOW_CONTRAST 0.001
score SPOOFED_FREEMAIL_NO_RDNS 1.499
-score SPOOFED_FREEM_REPTO 2.479
-score STATIC_XPRIO_OLE 0.440
-score STOCK_LOW_CONTRAST 0.010
-score SUSPNTLD_EXPIRATION_EXTORT 1.999
-score THIS_AD 1.899
-score THIS_IS_ADV_SUSP_NTLD 1.499
-score THREAD_INDEX_HEX 0.902
-score TO_EQ_FM_DIRECT_MX 1.693
-score TO_EQ_FM_DOM_SPF_FAIL 1.167
-score TO_EQ_FM_SPF_FAIL 1.665
+score SPOOFED_FREEM_REPTO 2.499
+score STATIC_XPRIO_OLE 0.856
+score STOCK_LOW_CONTRAST 0.001
+score SUSPNTLD_EXPIRATION_EXTORT 1.988
+score THIS_AD 1.799
+score THIS_IS_ADV_SUSP_NTLD 0.107
+score THREAD_INDEX_HEX 0.122
+score TO_EQ_FM_DIRECT_MX 2.499
+score TO_EQ_FM_DOM_SPF_FAIL 0.118
+score TO_EQ_FM_SPF_FAIL 2.599
score TO_IN_SUBJ 0.099
score TO_NAME_SUBJ_NO_RDNS 0.001
score TO_NO_BRKTS_DYNIP 3.099
-score TO_NO_BRKTS_FROM_MSSP 2.499
-score TO_NO_BRKTS_HTML_IMG 1.721
+score TO_NO_BRKTS_FROM_MSSP 2.500
+score TO_NO_BRKTS_HTML_IMG 1.993
score TO_NO_BRKTS_HTML_ONLY 1.999
-score TO_NO_BRKTS_MSFT 2.435
+score TO_NO_BRKTS_MSFT 2.283
score TO_NO_BRKTS_NORDNS_HTML 1.999
score TO_NO_BRKTS_PCNT 2.499
score TVD_APP_LOAN 2.799
-score TVD_IP_OCT 1.247
-score TVD_SPACE_ENCODED 0.001
+score TVD_IP_OCT 1.417
+score TVD_SPACE_ENCODED 0.001 # force non-zero
score TVD_SPACE_RATIO_MINFP 2.499
-score TVD_SUBJ_FINGER_07 2.268
+score TVD_SUBJ_FINGER_07 2.074
score UNICODE_OBFU_ASC 2.499
score UNICODE_OBFU_DOM_NO_BODY 3.749
-score UNICODE_OBFU_ZW 2.436
-score URI_GOOGLE_PROXY 2.200
+score UNICODE_OBFU_ZW 0.785
+score URI_GOOGLE_PROXY 2.199
score URI_HEX_IP 2.499
-score URI_IMG_WP_REDIR 0.651
-score URI_ONLY_MSGID_MALF 1.506
-score URI_PHISH 3.991
+score URI_IMG_WP_REDIR 2.999
+score URI_ONLY_MSGID_MALF 1.496
+score URI_PHISH 3.995
score URI_PHP_REDIR 3.499
score URI_TRY_3LD 1.999
score URI_WP_DIRINDEX 3.499
score URI_WP_HACKED 3.499
-score URI_WP_HACKED_2 2.499
-score XPRIO 0.418
-score XPRIO_SHORT_SUBJ 2.267
+score URI_WP_HACKED_2 2.500
+score XPRIO 0.422
+score XPRIO_SHORT_SUBJ 1.738
score XPRIO_URL_SHORTNER 0.999
-score ZW_OBFU_BITCOIN 1.478
+score ZW_OBFU_BITCOIN 2.024
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
score AC_SPAMMY_URI_PATTERNS11 1.000
@@ -232,7 +233,6 @@ score COMMENT_GIBBERISH 1.0
score COMPENSATION 1.000
score DAY_I_EARNED 1.000
score DKIMWL_BLOCKED 0.001
-score EBAY_IMG_NOT_RCVD_EBAY 1.000
score ENCRYPTED_MESSAGE -1.000
score FBI_MONEY 1.000
score FBI_SPOOF 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1866431&r1=1866430&r2=1866431&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Thu Sep 5 05:15:10 2019
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 522180 42.827% (99.660% of non-spam corpus)
-# Correctly spam: 539492 44.247% (77.590% of spam corpus)
-# False positives: 1783 0.146% (0.340% of nonspam, 70807 weighted)
-# False negatives: 155819 12.780% (22.410% of spam, 384244 weighted)
-# Average score for spam: 11.2 nonspam: 0.6
-# Average for false-pos: 6.0 false-neg: 2.5
-# TOTAL: 1219274 100.00%
+# Correctly non-spam: 527993 43.023% (99.614% of non-spam corpus)
+# Correctly spam: 544623 44.378% (78.117% of spam corpus)
+# False positives: 2045 0.167% (0.386% of nonspam, 78992 weighted)
+# False negatives: 152570 12.432% (21.883% of spam, 377312 weighted)
+# Average score for spam: 12.3 nonspam: 0.6
+# Average for false-pos: 5.9 false-neg: 2.5
+# TOTAL: 1227231 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 65143 99.58%
-# Correctly spam: 67344 77.66%
-# False positives: 276 0.42%
-# False negatives: 19368 22.34%
-# TCR(l=50): 2.614327 SpamRecall: 77.664% SpamPrec: 99.592%
+# Correctly non-spam: 65917 99.55%
+# Correctly spam: 68376 78.62%
+# False positives: 301 0.45%
+# False negatives: 18592 21.38%
+# TCR(l=50): 2.585102 SpamRecall: 78.622% SpamPrec: 99.562%
##### 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: 509805 97.30%
-# Correctly spam: 304410 43.78%
-# False positives: 14158 2.70%
-# False negatives: 390901 56.22%
-# TCR(l=50): 0.632791 SpamRecall: 43.780% SpamPrec: 95.556%
+# Correctly non-spam: 516003 97.35%
+# Correctly spam: 321380 46.10%
+# False positives: 14035 2.65%
+# False negatives: 375813 53.90%
+# TCR(l=50): 0.647009 SpamRecall: 46.096% SpamPrec: 95.816%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 63617 97.25%
-# Correctly spam: 37762 43.55%
-# False positives: 1802 2.75%
-# False negatives: 48950 56.45%
-# TCR(l=50): 0.623603 SpamRecall: 43.549% SpamPrec: 95.445%
+# Correctly non-spam: 64464 97.35%
+# Correctly spam: 40122 46.13%
+# False positives: 1754 2.65%
+# False negatives: 46846 53.87%
+# TCR(l=50): 0.646381 SpamRecall: 46.134% SpamPrec: 95.811%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1866431&r1=1866430&r2=1866431&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Thu Sep 5 05:15:10 2019
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 538848 41.995% (99.902% of non-spam corpus)
-# Correctly spam: 668730 52.117% (89.913% of spam corpus)
-# False positives: 528 0.041% (0.098% of nonspam, 47518 weighted)
-# False negatives: 75024 5.847% (10.087% of spam, 161044 weighted)
-# Average score for spam: 15.5 nonspam: -2.2
-# Average for false-pos: 6.5 false-neg: 2.1
-# TOTAL: 1283130 100.00%
+# Correctly non-spam: 538838 41.997% (99.900% of non-spam corpus)
+# Correctly spam: 668506 52.103% (89.892% of spam corpus)
+# False positives: 538 0.042% (0.100% of nonspam, 48151 weighted)
+# False negatives: 75169 5.859% (10.108% of spam, 161703 weighted)
+# Average score for spam: 15.4 nonspam: -2.2
+# Average for false-pos: 6.5 false-neg: 2.2
+# TOTAL: 1283051 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 67303 99.89%
-# Correctly spam: 83451 89.97%
-# False positives: 71 0.11%
-# False negatives: 9304 10.03%
-# TCR(l=50): 7.216042 SpamRecall: 89.969% SpamPrec: 99.915%
+# Correctly non-spam: 67302 99.89%
+# Correctly spam: 83392 89.91%
+# False positives: 72 0.11%
+# False negatives: 9355 10.09%
+# TCR(l=50): 7.159166 SpamRecall: 89.913% SpamPrec: 99.914%
##### 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: 537440 99.64%
-# Correctly spam: 555882 74.74%
+# Correctly spam: 555972 74.76%
# False positives: 1936 0.36%
-# False negatives: 187872 25.26%
-# TCR(l=50): 2.612670 SpamRecall: 74.740% SpamPrec: 99.653%
+# False negatives: 187703 25.24%
+# TCR(l=50): 2.613944 SpamRecall: 74.760% SpamPrec: 99.653%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 67130 99.64%
-# Correctly spam: 69606 75.04%
+# Correctly spam: 69408 74.84%
# False positives: 244 0.36%
-# False negatives: 23149 24.96%
-# TCR(l=50): 2.623978 SpamRecall: 75.043% SpamPrec: 99.651%
+# False negatives: 23339 25.16%
+# TCR(l=50): 2.609725 SpamRecall: 74.836% SpamPrec: 99.650%