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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2019/09/13 06:15:12 UTC
svn commit: r1866875 [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=1866875&r1=1866874&r2=1866875&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Fri Sep 13 06:15:11 2019
@@ -3,213 +3,211 @@
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001
-score AC_FROM_MANY_DOTS 3.000
+score AC_FROM_MANY_DOTS 2.999
score AC_HTML_NONSENSE_TAGS 1.999
-score AC_SPAMMY_URI_PATTERNS8 1.937
-score ADVANCE_FEE_2_NEW_MONEY 1.929
-score ADVANCE_FEE_3_NEW 3.467
-score ADVANCE_FEE_3_NEW_FRM_MNY 2.890
+score AC_SPAMMY_URI_PATTERNS8 2.248
+score ADVANCE_FEE_2_NEW_MONEY 1.863
+score ADVANCE_FEE_3_NEW 3.461
+score ADVANCE_FEE_3_NEW_FRM_MNY 2.307
score ADVANCE_FEE_3_NEW_MONEY 0.001
-score ADVANCE_FEE_4_NEW 2.650
-score ADVANCE_FEE_4_NEW_MONEY 1.250
-score ADVANCE_FEE_5_NEW_FRM_MNY 0.181
-score ADVANCE_FEE_5_NEW_MONEY 1.007
+score ADVANCE_FEE_4_NEW 2.644
+score ADVANCE_FEE_4_NEW_MONEY 1.252
+score ADVANCE_FEE_5_NEW_FRM_MNY 0.148
+score ADVANCE_FEE_5_NEW_MONEY 1.013
score AD_PREFS 0.499
score ALIBABA_IMG_NOT_RCVD_ALI 0.001
-score AMAZON_IMG_NOT_RCVD_AMZN 1.259
+score AMAZON_IMG_NOT_RCVD_AMZN 1.100
score AXB_XMAILER_MIMEOLE_OL_024C2 4.299
-score BIGNUM_EMAILS 1.130
+score BIGNUM_EMAILS 2.456
score BITCOIN_EXTORT_01 4.999
-score BITCOIN_MALWARE 2.847
+score BITCOIN_MALWARE 3.499
score BITCOIN_PAY_ME 2.999
score BITCOIN_SPAM_01 1.766
score BITCOIN_SPAM_02 2.499
-score BITCOIN_SPAM_05 1.622
-score BITCOIN_SPAM_06 0.016
+score BITCOIN_SPAM_05 1.656
+score BITCOIN_SPAM_06 0.375
score BITCOIN_SPAM_07 3.499
-score BITCOIN_SPAM_08 0.001 # force non-zero
-score BITCOIN_SPAM_09 0.873
+score BITCOIN_SPAM_08 0.001
+score BITCOIN_SPAM_09 0.001
score BODY_EMPTY 0.001
-score BODY_SINGLE_URI 2.499
+score BODY_SINGLE_URI 2.500
score BODY_URI_ONLY 0.999
-score BOGUS_MSM_HDRS 2.999
+score BOGUS_MSM_HDRS 2.994
score CK_HELO_DYNAMIC_SPLIT_IP 0.001
-score CK_HELO_GENERIC 0.249
+score CK_HELO_GENERIC 0.250
score DATE_IN_FUTURE_96_Q 2.999
-score DEAR_BENEFICIARY 1.646
-score DKIMWL_BL 2.999
+score DEAR_BENEFICIARY 1.848
+score DKIMWL_BL 3.000
score DKIMWL_WL_HIGH -0.001
score DKIMWL_WL_MED -0.001
score DKIMWL_WL_MEDHI -0.001
-score DRUGS_ERECTILE_SHORT_SHORTNER 0.001
-score DX_TEXT_03 1.099
-score EBAY_IMG_NOT_RCVD_EBAY 1.838
-score END_FUTURE_EMAILS 2.414
+score DRUGS_ERECTILE_SHORT_SHORTNER 1.377
+score DX_TEXT_03 0.999
+score EBAY_IMG_NOT_RCVD_EBAY 1.418
+score END_FUTURE_EMAILS 2.349
score FAKE_REPLY_A1 3.199
-score FILL_THIS_FORM 0.011
-score FORGED_RELAY_MUA_TO_MX 3.496
+score FILL_THIS_FORM 0.175
+score FORGED_RELAY_MUA_TO_MX 3.500
score FORGED_SPF_HELO 1.099
score FORM_FRAUD 0.999
-score FORM_FRAUD_5 3.389
-score FOUND_YOU 3.249
+score FORM_FRAUD_5 3.680
+score FOUND_YOU 3.250
score FREEMAIL_FORGED_FROMDOMAIN 0.001
score FROMSPACE 0.001 # force non-zero
score FROM_2_EMAILS_SHORT 0.001
-score FROM_ADDR_WS 2.500
+score FROM_ADDR_WS 2.392
score FROM_FMBLA_NEWDOM 1.499
-score FROM_FMBLA_NEWDOM14 0.999
-score FROM_FMBLA_NEWDOM28 0.799
-score FROM_GOV_DKIM_AU -0.001
+score FROM_FMBLA_NEWDOM14 1.000
+score FROM_FMBLA_NEWDOM28 0.800
+score FROM_GOV_DKIM_AU -0.001 # force non-zero
score FROM_GOV_SPOOF 0.001
score FROM_MISSPACED 1.999
-score FROM_MISSP_EH_MATCH 1.221
-score FROM_MISSP_FREEMAIL 0.468
-score FROM_MISSP_MSFT 3.269
-score FROM_MISSP_REPLYTO 1.892
-score FROM_MISSP_SPF_FAIL 1.999
-score FROM_MISSP_TO_UNDISC 0.939
-score FROM_MISSP_USER 2.139
+score FROM_MISSP_EH_MATCH 1.227
+score FROM_MISSP_FREEMAIL 0.867
+score FROM_MISSP_MSFT 1.589
+score FROM_MISSP_REPLYTO 1.493
+score FROM_MISSP_SPF_FAIL 1.382
+score FROM_MISSP_TO_UNDISC 2.327
+score FROM_MISSP_USER 2.311
score FROM_MISSP_XPRIO 2.499
score FROM_NAME_EQ_TO_G_DRIVE 0.001
-score FROM_NEWDOM_BTC 0.063
+score FROM_NEWDOM_BTC 0.895
score FROM_NTLD_REPLY_FREEMAIL 1.999
score FROM_SUSPICIOUS_NTLD 0.499
-score FROM_SUSPICIOUS_NTLD_FP 1.044
-score FSL_BULK_SIG 0.177
-score FSL_CTYPE_WIN1251 4.200
-score FSL_HELO_FAKE 1.649
+score FROM_SUSPICIOUS_NTLD_FP 1.148
+score FSL_BULK_SIG 0.145
+score FSL_CTYPE_WIN1251 4.199
+score FSL_HELO_FAKE 1.656
score FSL_NEW_HELO_USER 1.999
-score FUZZY_CLICK_HERE 1.750
-score GB_BITCOIN_CP 2.999
+score FUZZY_CLICK_HERE 1.871
+score GB_BITCOIN_CP 3.000
score GB_BITCOIN_NH 1.228
score GB_FREEMAIL_DISPTO 0.001
score GB_FREEMAIL_DISPTO_NOTFREEM 0.499
score GB_LINKED_IMG_NOT_RCVD_LINK 2.499
-score HDRS_LCASE 0.100
-score HDRS_LCASE_IMGONLY 0.099
+score HDRS_LCASE 0.099
+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 0.001
-score HELO_MISC_IP 0.001
-score HELO_NO_DOMAIN 0.001
+score HELO_MISC_IP 0.001 # force non-zero
+score HELO_NO_DOMAIN 0.001 # force non-zero
score HEXHASH_WORD 2.999
score HK_LOTTO 0.999
score HK_NAME_MR_MRS 0.999
-score HK_RANDOM_FROM 0.999
+score HK_RANDOM_FROM 1.000
score HK_RANDOM_REPLYTO 0.999
-score HK_RCVD_IP_MULTICAST 0.477
+score HK_RCVD_IP_MULTICAST 0.537
score HK_SCAM 1.999
-score HK_WIN 0.999
-score HOSTED_IMG_DIRECT_MX 1.776
-score HOSTED_IMG_FREEM 0.490
-score HOSTED_IMG_MULTI 0.913
-score HTML_ENTITY_ASCII 2.950
-score HTML_OFF_PAGE 2.999
+score HK_WIN 0.638
+score HOSTED_IMG_DIRECT_MX 3.196
+score HOSTED_IMG_FREEM 0.652
+score HOSTED_IMG_MULTI 1.835
+score HTML_ENTITY_ASCII 2.953
+score HTML_OFF_PAGE 2.947
score HTML_SINGLET_MANY 2.499
-score HTML_TEXT_INVISIBLE_STYLE 2.200
+score HTML_TEXT_INVISIBLE_STYLE 2.199
score IMG_ONLY_FM_DOM_INFO 2.499
-score KB_FORGED_MOZ4 0.001
-score KHOP_FAKE_EBAY 0.390
+score KB_FORGED_MOZ4 0.001 # force non-zero
+score KHOP_FAKE_EBAY 0.433
score KHOP_HELO_FCRDNS 0.400
-score LIST_PRTL_SAME_USER 0.575
-score LONG_HEX_URI 1.615
-score LONG_IMG_URI 1.367
+score LIST_PRTL_SAME_USER 0.307
+score LONG_HEX_URI 1.616
+score LONG_IMG_URI 1.366
score LOTS_OF_MONEY 0.010
-score LOTTO_DEPT 0.311
+score LOTTO_DEPT 0.413
score L_8BIT_MISMATCH 0.010
-score MAILER_EQ_ORG 0.703
-score MALFORMED_FREEMAIL 0.951
-score MALF_HTML_B64 2.931
-score MANY_SPAN_IN_TEXT 2.599
-score MAY_BE_FORGED 0.001
-score MILLION_HUNDRED 1.187
+score MAILER_EQ_ORG 0.777
+score MALFORMED_FREEMAIL 0.912
+score MALF_HTML_B64 2.187
+score MANY_SPAN_IN_TEXT 2.499
+score MAY_BE_FORGED 0.001 # force non-zero
+score MILLION_HUNDRED 1.183
score MILLION_USD 0.001
score MIMEOLE_DIRECT_TO_MX 1.999
-score MIXED_ES 2.499
-score MONEY_ATM_CARD 2.799
-score MONEY_FORM 0.315
-score MONEY_FORM_SHORT 2.075
-score MONEY_FRAUD_3 1.669
-score MONEY_FRAUD_5 2.825
+score MONEY_ATM_CARD 1.959
+score MONEY_FORM 0.152
+score MONEY_FORM_SHORT 2.079
+score MONEY_FRAUD_3 1.628
+score MONEY_FRAUD_5 2.870
score MONEY_FRAUD_8 3.099
score MONEY_FROM_41 1.999
-score MONEY_FROM_MISSP 1.533
+score MONEY_FROM_MISSP 1.135
score NEWEGG_IMG_NOT_RCVD_NEGG 2.499
-score NORDNS_LOW_CONTRAST 1.024
+score NORDNS_LOW_CONTRAST 1.023
score NO_FM_NAME_IP_HOSTN 0.001 # force non-zero
-score NSL_RCVD_FROM_USER 2.558
-score NSL_RCVD_HELO_USER 0.323
-score NUMBERONLY_BITCOIN_EXP 0.711
+score NSL_RCVD_FROM_USER 2.242
+score NSL_RCVD_HELO_USER 1.156
+score NUMBERONLY_BITCOIN_EXP 0.999
score OBFU_BITCOIN 2.999
score OFFER_ONLY_AMERICA 1.999
-score PDS_BTC_HACKER 1.556
+score PDS_BTC_HACKER 1.999
score PDS_BTC_NTLD 1.999
score PDS_FROM_2_EMAILS 1.599
-score PDS_FROM_NAME_TO_DOMAIN 1.000
-score PDS_HELO_SPF_FAIL 1.149
-score PDS_HP_HELO_NORDNS 0.001
+score PDS_FROM_NAME_TO_DOMAIN 0.999
+score PDS_HELO_SPF_FAIL 0.202
+score PDS_HP_HELO_NORDNS 0.001 # force non-zero
score PDS_PHP_EVAL 1.499
score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.999
-score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.847
+score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.887
score PDS_TONAME_EQ_TOLOCAL_SHORT 1.999
-score PDS_TO_EQ_FROM_NAME 0.001 # force non-zero
-score PDS_X_PHP_WP_EXP 0.463
+score PDS_TO_EQ_FROM_NAME 0.001
+score PDS_X_PHP_WP_EXP 0.497
score PHP_ORIG_SCRIPT 2.499
score PP_MIME_FAKE_ASCII_TEXT 0.001
-score RATWARE_NO_RDNS 2.362
+score RATWARE_NO_RDNS 2.522
score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_XM 2.790
-score SEO_SUSP_NTLD 1.126
+score RDNS_NUM_TLD_XM 1.155
+score SEO_SUSP_NTLD 0.826
score SERGIO_SUBJECT_PORN014 3.499
score SERGIO_SUBJECT_VIAGRA01 0.001
score SHOPIFY_IMG_NOT_RCVD_SFY 2.499
-score SHORT_SHORTNER 1.255
+score SHORT_SHORTNER 1.489
score SINGLETS_LOW_CONTRAST 0.001
-score SPOOFED_FREEMAIL 2.045
+score SPOOFED_FREEMAIL 2.043
score SPOOFED_FREEMAIL_NO_RDNS 1.499
-score SPOOFED_FREEM_REPTO 1.952
-score SPOOFED_FREEM_REPTO_CHN 2.876
-score STATIC_XPRIO_OLE 1.041
-score STOCK_LOW_CONTRAST 0.104
+score SPOOFED_FREEM_REPTO 1.953
+score SPOOFED_FREEM_REPTO_CHN 0.694
+score STATIC_XPRIO_OLE 1.999
+score STOCK_LOW_CONTRAST 0.001
score SUBJ_OBFU_PUNCT_FEW 0.749
score SUBJ_OBFU_PUNCT_MANY 0.001
-score SUSPNTLD_EXPIRATION_EXTORT 1.198
-score THIS_AD 1.699
-score THIS_IS_ADV_SUSP_NTLD 1.499
+score SUSPNTLD_EXPIRATION_EXTORT 1.999
+score THIS_AD 1.352
+score THIS_IS_ADV_SUSP_NTLD 1.500
score TO_EQ_FM_DIRECT_MX 2.499
score TO_EQ_FM_DOM_HTML_IMG 0.001
-score TO_EQ_FM_DOM_HTML_ONLY 0.001
+score TO_EQ_FM_DOM_HTML_ONLY 0.663
score TO_EQ_FM_DOM_SPF_FAIL 0.001
-score TO_EQ_FM_HTML_ONLY 0.674
-score TO_EQ_FM_SPF_FAIL 1.824
-score TO_IN_SUBJ 0.099
-score TO_NAME_SUBJ_NO_RDNS 0.001
+score TO_EQ_FM_HTML_ONLY 0.309
+score TO_EQ_FM_SPF_FAIL 1.593
+score TO_IN_SUBJ 0.100
+score TO_NAME_SUBJ_NO_RDNS 0.001 # force non-zero
score TO_NO_BRKTS_FROM_MSSP 2.499
score TO_NO_BRKTS_HTML_IMG 1.993
score TO_NO_BRKTS_HTML_ONLY 1.999
score TO_NO_BRKTS_MSFT 2.499
score TO_NO_BRKTS_NORDNS_HTML 1.999
-score TO_NO_BRKTS_PCNT 2.500
-score TVD_APP_LOAN 1.431
-score TVD_IP_OCT 0.917
+score TO_NO_BRKTS_PCNT 2.499
+score TVD_APP_LOAN 2.782
score TVD_SPACE_ENCODED 0.001
score TVD_SPACE_RATIO_MINFP 2.499
-score TVD_SUBJ_FINGER_07 2.799
+score TVD_SUBJ_FINGER_07 2.181
score UNICODE_OBFU_ASC 2.499
score UNICODE_OBFU_DOM_NO_BODY 3.749
-score UNICODE_OBFU_ZW 1.452
-score UPGRADE_MAILBOX 1.614
-score URI_GOOGLE_PROXY 1.900
-score URI_ONLY_MSGID_MALF 1.495
-score URI_PHISH 2.984
+score UNICODE_OBFU_ZW 0.914
+score UPGRADE_MAILBOX 1.576
+score URI_GOOGLE_PROXY 1.899
+score URI_ONLY_MSGID_MALF 1.493
+score URI_PHISH 3.022
score URI_PHP_REDIR 3.499
-score URI_TRY_3LD 0.937
-score URI_WP_HACKED 3.500
+score URI_TRY_3LD 0.936
+score URI_WP_HACKED 3.499
score URI_WP_HACKED_2 2.499
score US_DOLLARS_3 1.999
score XPRIO_SHORT_SUBJ 2.499
-score XPRIO_URL_SHORTNER 1.000
-score ZW_OBFU_BITCOIN 0.837
+score XPRIO_URL_SHORTNER 0.999
+score ZW_OBFU_BITCOIN 2.279
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
score AC_SPAMMY_URI_PATTERNS11 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1866875&r1=1866874&r2=1866875&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Fri Sep 13 06:15:11 2019
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 570744 33.521% (99.649% of non-spam corpus)
-# Correctly spam: 959598 56.359% (84.928% of spam corpus)
-# False positives: 2012 0.118% (0.351% of nonspam, 117081 weighted)
-# False negatives: 170300 10.002% (15.072% of spam, 431461 weighted)
-# Average score for spam: 13.7 nonspam: 0.6
-# Average for false-pos: 5.9 false-neg: 2.5
-# TOTAL: 1702654 100.00%
+# Correctly non-spam: 570648 34.910% (99.588% of non-spam corpus)
+# Correctly spam: 906719 55.469% (85.409% of spam corpus)
+# False positives: 2362 0.144% (0.412% of nonspam, 126174 weighted)
+# False negatives: 154904 9.476% (14.591% of spam, 377876 weighted)
+# Average score for spam: 13.9 nonspam: 0.6
+# Average for false-pos: 5.8 false-neg: 2.4
+# TOTAL: 1634633 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 71180 99.57%
-# Correctly spam: 120012 85.13%
-# False positives: 306 0.43%
-# False negatives: 20971 14.87%
-# TCR(l=50): 3.886934 SpamRecall: 85.125% SpamPrec: 99.746%
+# Correctly non-spam: 71193 99.54%
+# Correctly spam: 113493 85.64%
+# False positives: 327 0.46%
+# False negatives: 19038 14.36%
+# TCR(l=50): 3.745083 SpamRecall: 85.635% SpamPrec: 99.713%
##### 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: 557173 97.28%
-# Correctly spam: 540473 47.83%
-# False positives: 15583 2.72%
-# False negatives: 589425 52.17%
-# TCR(l=50): 0.825602 SpamRecall: 47.834% SpamPrec: 97.198%
+# Correctly non-spam: 557440 97.28%
+# Correctly spam: 506461 47.71%
+# False positives: 15570 2.72%
+# False negatives: 555162 52.29%
+# TCR(l=50): 0.796021 SpamRecall: 47.706% SpamPrec: 97.017%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 69557 97.30%
-# Correctly spam: 67378 47.79%
-# False positives: 1929 2.70%
-# False negatives: 73605 52.21%
-# TCR(l=50): 0.829044 SpamRecall: 47.792% SpamPrec: 97.217%
+# Correctly non-spam: 69580 97.29%
+# Correctly spam: 63461 47.88%
+# False positives: 1940 2.71%
+# False negatives: 69070 52.12%
+# TCR(l=50): 0.798043 SpamRecall: 47.884% SpamPrec: 97.034%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1866875&r1=1866874&r2=1866875&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Fri Sep 13 06:15:11 2019
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 565858 35.423% (99.888% of non-spam corpus)
-# Correctly spam: 959844 60.086% (93.102% of spam corpus)
-# False positives: 635 0.040% (0.112% of nonspam, 75626 weighted)
-# False negatives: 71116 4.452% (6.898% of spam, 138225 weighted)
+# Correctly non-spam: 565854 35.424% (99.887% of non-spam corpus)
+# Correctly spam: 959734 60.082% (93.099% of spam corpus)
+# False positives: 639 0.040% (0.113% of nonspam, 75949 weighted)
+# False negatives: 71138 4.453% (6.901% of spam, 137947 weighted)
# Average score for spam: 17.3 nonspam: -2.3
# Average for false-pos: 6.5 false-neg: 1.9
-# TOTAL: 1597453 100.00%
+# TOTAL: 1597365 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 70642 99.88%
-# Correctly spam: 119680 93.01%
+# Correctly spam: 119715 93.04%
# False positives: 83 0.12%
-# False negatives: 8992 6.99%
-# TCR(l=50): 9.790899 SpamRecall: 93.012% SpamPrec: 99.931%
+# False negatives: 8950 6.96%
+# TCR(l=50): 9.821756 SpamRecall: 93.044% SpamPrec: 99.931%
##### 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: 564448 99.64%
-# Correctly spam: 780529 75.71%
+# Correctly spam: 780525 75.72%
# False positives: 2045 0.36%
-# False negatives: 250431 24.29%
-# TCR(l=50): 2.923208 SpamRecall: 75.709% SpamPrec: 99.739%
+# False negatives: 250347 24.28%
+# TCR(l=50): 2.923655 SpamRecall: 75.715% SpamPrec: 99.739%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 70505 99.69%
-# Correctly spam: 97143 75.50%
+# Correctly spam: 97159 75.51%
# False positives: 220 0.31%
-# False negatives: 31529 24.50%
-# TCR(l=50): 3.025512 SpamRecall: 75.497% SpamPrec: 99.774%
+# False negatives: 31506 24.49%
+# TCR(l=50): 3.026984 SpamRecall: 75.513% SpamPrec: 99.774%