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 2020/01/16 05:33:25 UTC
svn commit: r1872857 [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=1872857&r1=1872856&r2=1872857&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Thu Jan 16 05:33:25 2020
@@ -5,208 +5,206 @@ score AC_BR_BONANZA 0.0
score AC_DIV_BONANZA 0.001
score AC_FROM_MANY_DOTS 2.999
score AC_HTML_NONSENSE_TAGS 1.999
-score ADMITS_SPAM 0.699
+score ADMITS_SPAM 0.700
score ADVANCE_FEE_2_NEW_MONEY 1.999
-score ADVANCE_FEE_3_NEW 3.449
-score ADVANCE_FEE_3_NEW_MONEY 1.661
+score ADVANCE_FEE_3_NEW 3.450
+score ADVANCE_FEE_3_NEW_MONEY 2.699
score ADVANCE_FEE_4_NEW 2.152
-score ADVANCE_FEE_4_NEW_FRM_MNY 1.499
+score ADVANCE_FEE_4_NEW_FRM_MNY 1.478
score ADVANCE_FEE_4_NEW_MONEY 2.699
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score ADVANCE_FEE_5_NEW_MONEY 1.664
+score ADVANCE_FEE_5_NEW_MONEY 1.240
score AD_PREFS 0.499
-score ALIBABA_IMG_NOT_RCVD_ALI 2.265
-score AMAZON_IMG_NOT_RCVD_AMZN 2.294
+score ALIBABA_IMG_NOT_RCVD_ALI 1.704
+score AMAZON_IMG_NOT_RCVD_AMZN 2.291
score APOSTROPHE_TOCC 0.999
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
score BITCOIN_DEADLINE 0.001
-score BITCOIN_EXTORT_01 2.791
+score BITCOIN_EXTORT_01 3.214
score BITCOIN_MALWARE 0.001
score BITCOIN_SPAM_02 0.001
score BITCOIN_SPAM_03 2.500
score BITCOIN_SPAM_05 2.499
-score BITCOIN_SPAM_07 2.889
-score BITCOIN_SPAM_08 1.617
-score BITCOIN_SPAM_09 1.230
-score BODY_EMPTY 1.421
-score BODY_SINGLE_URI 2.031
-score BODY_SINGLE_WORD 1.386
-score BODY_URI_ONLY 0.999
-score BOGUS_MSM_HDRS 2.640
-score CANT_SEE_AD 2.027
+score BITCOIN_SPAM_07 0.983
+score BITCOIN_SPAM_08 0.001
+score BITCOIN_SPAM_09 1.233
+score BODY_EMPTY 1.625
+score BODY_SINGLE_URI 2.499
+score BODY_SINGLE_WORD 1.390
+score BODY_URI_ONLY 1.000
+score BOGUS_MSM_HDRS 0.522
+score CANT_SEE_AD 1.806
score CK_HELO_DYNAMIC_SPLIT_IP 0.001
score CK_HELO_GENERIC 0.250
-score DATE_IN_FUTURE_96_Q 2.280
+score DATE_IN_FUTURE_96_Q 2.231
score DEAR_BENEFICIARY 0.001
-score DKIMWL_BL 2.306
+score DKIMWL_BL 2.300
score DKIMWL_WL_HIGH -0.001
-score DKIMWL_WL_MED -0.001
-score DX_TEXT_03 2.599
-score EBAY_IMG_NOT_RCVD_EBAY 0.452
-score END_FUTURE_EMAILS 1.398
+score DKIMWL_WL_MED -0.001 # force non-zero
+score DX_TEXT_03 2.699
+score EBAY_IMG_NOT_RCVD_EBAY 0.553
+score END_FUTURE_EMAILS 1.393
score FILL_THIS_FORM 0.001
-score FORGED_RELAY_MUA_TO_MX 3.498
+score FORGED_RELAY_MUA_TO_MX 3.617
score FORGED_SPF_HELO 1.899
score FORM_FRAUD 0.999
-score FORM_FRAUD_5 2.799
+score FORM_FRAUD_5 0.001
score FOUND_YOU 3.249
score FREEMAIL_FORGED_FROMDOMAIN 0.250
score FROMSPACE 0.001
-score FROM_2_EMAILS_SHORT 1.431
-score FROM_ADDR_WS 0.001
+score FROM_2_EMAILS_SHORT 1.380
+score FROM_ADDR_WS 0.661
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_GOV_SPOOF 0.001
score FROM_MISSPACED 0.001
-score FROM_MISSP_DYNIP 3.768
+score FROM_MISSP_DYNIP 3.948
score FROM_MISSP_EH_MATCH 0.001
score FROM_MISSP_FREEMAIL 0.001
score FROM_MISSP_MSFT 0.001
-score FROM_MISSP_REPLYTO 0.492
-score FROM_MISSP_SPF_FAIL 1.935
-score FROM_MISSP_TO_UNDISC 1.458
-score FROM_MISSP_USER 2.341
-score FROM_MISSP_XPRIO 2.499
-score FROM_NTLD_LINKBAIT 1.938
-score FROM_NTLD_REPLY_FREEMAIL 1.999
-score FROM_PAYPAL_SPOOF 1.599
-score FROM_SUSPICIOUS_NTLD 0.473
-score FROM_SUSPICIOUS_NTLD_FP 1.744
-score FSL_BULK_SIG 0.840
+score FROM_MISSP_REPLYTO 0.490
+score FROM_MISSP_SPF_FAIL 1.805
+score FROM_MISSP_TO_UNDISC 0.589
+score FROM_MISSP_USER 3.099
+score FROM_MISSP_XPRIO 0.001
+score FROM_NTLD_LINKBAIT 1.748
+score FROM_NTLD_REPLY_FREEMAIL 0.686
+score FROM_PAYPAL_SPOOF 0.001
+score FROM_SUSPICIOUS_NTLD 0.468
+score FROM_SUSPICIOUS_NTLD_FP 1.560
+score FSL_BULK_SIG 0.843
score FSL_CTYPE_WIN1251 0.001
-score FSL_NEW_HELO_USER 1.572
-score FSL_THIS_IS_ADV 3.299
+score FSL_NEW_HELO_USER 0.171
+score FSL_THIS_IS_ADV 3.199
score FUZZY_BITCOIN 3.012
score FUZZY_BTC_WALLET 0.001
score FUZZY_CLICK_HERE 2.899
score FUZZY_SECURITY 3.728
score FUZZY_WALLET 0.001
score GB_BITCOIN_CP 2.999
-score GB_BITCOIN_NH 1.710
-score GB_FREEMAIL_DISPTO 0.044
-score GB_GOOGLE_OBFUS 0.749
+score GB_BITCOIN_NH 1.113
+score GB_FREEMAIL_DISPTO 0.043
+score GB_GOOGLE_OBFUS 0.750
score HDRS_LCASE 0.099
-score HDRS_LCASE_IMGONLY 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 0.249
+score HEADER_FROM_DIFFERENT_DOMAINS 0.250
score HELO_MISC_IP 0.001
score HELO_NO_DOMAIN 0.001 # force non-zero
-score HK_GOLDDUST 0.915
-score HK_LOTTO 0.969
-score HK_NAME_MR_MRS 1.000
-score HK_RANDOM_FROM 1.000
-score HK_RANDOM_REPLYTO 0.999
+score HK_GOLDDUST 2.083
+score HK_LOTTO 0.999
+score HK_NAME_MR_MRS 0.999
+score HK_RANDOM_FROM 0.999
+score HK_RANDOM_REPLYTO 1.000
score HK_SCAM 1.999
-score HOSTED_IMG_DIRECT_MX 1.333
-score HOSTED_IMG_MULTI 0.295
-score HTML_OFF_PAGE 1.289
-score HTML_SINGLET_MANY 1.487
-score HTML_TAG_BALANCE_CENTER 2.720
-score HTML_TEXT_INVISIBLE_STYLE 1.459
-score IMG_ONLY_FM_DOM_INFO 2.231
-score KB_FORGED_MOZ4 1.843
-score KHOP_FAKE_EBAY 0.690
-score KHOP_HELO_FCRDNS 0.275
-score LIST_PRTL_SAME_USER 0.495
-score LONG_HEX_URI 1.618
-score LONG_IMG_URI 0.976
+score HOSTED_IMG_DIRECT_MX 3.002
+score HOSTED_IMG_MULTI 2.276
+score HTML_OFF_PAGE 2.854
+score HTML_SINGLET_MANY 1.597
+score HTML_TAG_BALANCE_CENTER 2.556
+score HTML_TEXT_INVISIBLE_STYLE 1.352
+score IMG_ONLY_FM_DOM_INFO 2.113
+score KB_FORGED_MOZ4 3.899
+score KHOP_FAKE_EBAY 0.463
+score KHOP_HELO_FCRDNS 0.276
+score LIST_PRTL_SAME_USER 0.227
+score LONG_HEX_URI 1.616
+score LONG_IMG_URI 1.370
score LOTS_OF_MONEY 0.010
-score LOTTO_DEPT 1.159
-score MALF_HTML_B64 3.067
+score MALF_HTML_B64 3.199
score MALWARE_NORDNS 0.001
-score MAY_BE_FORGED 1.496
-score MILLION_HUNDRED 2.538
+score MAY_BE_FORGED 1.497
+score MILLION_HUNDRED 2.499
score MIMEOLE_DIRECT_TO_MX 1.999
score MONEY_ATM_CARD 2.699
-score MONEY_FORM 0.591
-score MONEY_FORM_SHORT 1.722
-score MONEY_FRAUD_3 0.759
-score MONEY_FRAUD_5 1.627
-score MONEY_FRAUD_8 2.953
+score MONEY_FORM 0.863
+score MONEY_FORM_SHORT 1.602
+score MONEY_FRAUD_3 1.042
+score MONEY_FRAUD_5 0.001
+score MONEY_FRAUD_8 2.559
score MONEY_FROM_41 1.999
score MONEY_FROM_MISSP 1.999
-score NORDNS_LOW_CONTRAST 1.998
+score NORDNS_LOW_CONTRAST 2.026
score NO_FM_NAME_IP_HOSTN 0.001
-score NSL_RCVD_FROM_USER 2.650
+score NSL_RCVD_FROM_USER 3.049
score NSL_RCVD_HELO_USER 0.001
-score OBFU_BITCOIN 1.716
+score OBFU_BITCOIN 1.488
score PDS_BTC_ID 0.499
-score PDS_BTC_MSGID 0.999
-score PDS_BTC_NTLD 0.001
-score PDS_EMPTYSUBJ_URISHRT 1.228
+score PDS_BTC_MSGID 0.323
+score PDS_BTC_NTLD 0.946
+score PDS_EMPTYSUBJ_URISHRT 1.500
score PDS_FREEMAIL_REPLYTO_URISHRT 1.499
score PDS_FRNOM_TODOM_NAKED_TO 1.500
-score PDS_FROM_2_EMAILS 2.300
+score PDS_FROM_2_EMAILS 2.299
score PDS_FROM_NAME_TO_DOMAIN 0.999
-score PDS_HELO_SPF_FAIL 0.844
-score PDS_HP_HELO_NORDNS 0.001
-score PDS_OTHER_BAD_TLD 1.806
+score PDS_HELO_SPF_FAIL 1.297
+score PDS_HP_HELO_NORDNS 0.001 # force non-zero
+score PDS_OTHER_BAD_TLD 1.993
score PDS_PHPEXP_BOT 1.499
score PDS_PHPE_URISHORTENER 1.999
score PDS_PHP_EVAL 1.499
score PDS_SHORTFWD_URISHRT 1.499
-score PDS_SHORT_BOGUS_MSM_HDRS 1.549
-score PDS_TINYSUBJ_URISHRT 1.500
+score PDS_SHORT_BOGUS_MSM_HDRS 1.747
+score PDS_TINYSUBJ_URISHRT 1.499
score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.999
score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.999
score PDS_TONAME_EQ_TOLOCAL_SHORT 1.999
-score PDS_TONAME_EQ_TOLOCAL_VSHORT 0.999
-score PDS_TO_EQ_FROM_NAME 0.001 # force non-zero
+score PDS_TONAME_EQ_TOLOCAL_VSHORT 1.000
+score PDS_TO_EQ_FROM_NAME 0.001
score PHP_ORIG_SCRIPT 2.499
-score PP_MIME_FAKE_ASCII_TEXT 0.826
+score PP_MIME_FAKE_ASCII_TEXT 0.999
score RATWARE_NO_RDNS 2.999
score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_XM 2.814
-score SCRIPT_GIBBERISH 2.878
-score SERGIO_SUBJECT_PORN014 3.099
+score SCRIPT_GIBBERISH 3.067
+score SERGIO_SUBJECT_PORN014 2.999
score SERGIO_SUBJECT_VIAGRA01 0.001
-score SHORTENER_SHORT_IMG 2.334
-score SHORT_IMG_SUSP_NTLD 0.975
-score SHORT_SHORTNER 2.000
+score SHORTENER_SHORT_IMG 0.001
+score SHORT_IMG_SUSP_NTLD 1.370
+score SHORT_SHORTNER 1.999
score SINGLETS_LOW_CONTRAST 0.001
score SPOOFED_FREEMAIL 1.999
score SPOOFED_FREEMAIL_NO_RDNS 0.677
-score SPOOFED_FREEM_REPTO 0.829
-score STATIC_XPRIO_OLE 1.999
-score STOCK_LOW_CONTRAST 2.499
+score SPOOFED_FREEM_REPTO 1.750
+score STATIC_XPRIO_OLE 0.601
+score STOCK_LOW_CONTRAST 2.500
score STOX_BOUND_090909_B 0.001
-score SUBJ_OBFU_PUNCT_FEW 0.619
-score SUBJ_OBFU_PUNCT_MANY 1.084
+score SUBJ_OBFU_PUNCT_FEW 0.345
+score SUBJ_OBFU_PUNCT_MANY 1.387
score THIS_AD 1.699
-score THIS_IS_ADV_SUSP_NTLD 0.713
+score THIS_IS_ADV_SUSP_NTLD 0.891
score TONOM_EQ_TOLOC_SHRT_SHRTNER 1.499
score TO_EQ_FM_DIRECT_MX 2.499
score TO_EQ_FM_DOM_HTML_IMG 0.001
-score TO_EQ_FM_DOM_HTML_ONLY 0.575
-score TO_EQ_FM_DOM_SPF_FAIL 1.007
-score TO_EQ_FM_HTML_ONLY 0.219
-score TO_EQ_FM_SPF_FAIL 0.926
+score TO_EQ_FM_DOM_HTML_ONLY 0.325
+score TO_EQ_FM_DOM_SPF_FAIL 0.905
+score TO_EQ_FM_HTML_ONLY 0.738
+score TO_EQ_FM_SPF_FAIL 1.026
score TO_IN_SUBJ 0.100
-score TO_NAME_SUBJ_NO_RDNS 2.896
-score TO_NO_BRKTS_FROM_MSSP 2.499
+score TO_NAME_SUBJ_NO_RDNS 2.897
+score TO_NO_BRKTS_FROM_MSSP 2.500
score TO_NO_BRKTS_HTML_IMG 1.999
score TO_NO_BRKTS_HTML_ONLY 1.999
-score TO_NO_BRKTS_MSFT 1.989
-score TO_NO_BRKTS_NORDNS_HTML 1.627
+score TO_NO_BRKTS_MSFT 1.726
+score TO_NO_BRKTS_NORDNS_HTML 1.597
score TO_NO_BRKTS_PCNT 2.499
score TVD_SPACE_ENCODED 0.001
score TVD_SPACE_RATIO_MINFP 2.499
score UNICODE_OBFU_ASC 2.499
-score UPGRADE_MAILBOX 1.433
+score UPGRADE_MAILBOX 0.001
score URI_BUFFLY 1.999
score URI_GOOGLE_PROXY 2.499
-score URI_ONLY_MSGID_MALF 0.471
-score URI_PHISH 3.292
+score URI_ONLY_MSGID_MALF 1.371
+score URI_PHISH 3.108
score URI_PHP_REDIR 3.499
score URI_TRY_3LD 1.999
score URI_WP_DIRINDEX 3.048
score URI_WP_HACKED_2 2.500
-score XPRIO_SHORT_SUBJ 1.788
+score XPRIO_SHORT_SUBJ 2.500
score XPRIO_URL_SHORTNER 0.999
-score YOU_INHERIT 2.023
+score YOU_INHERIT 2.024
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
score AC_SPAMMY_URI_PATTERNS11 1.000
@@ -293,6 +291,7 @@ score PUMPDUMP 1.0
score PUMPDUMP_MULTI 1.000
score RAND_HEADER_MANY 1.000
score RDNS_NUM_TLD_ATCHNX 1.000
+score RDNS_NUM_TLD_XM 1.000
score SEO_SUSP_NTLD 1.000
score SHOPIFY_IMG_NOT_RCVD_SFY 1.000
score SPOOFED_FREEM_REPTO_CHN 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1872857&r1=1872856&r2=1872857&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Thu Jan 16 05:33:25 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 707816 54.974% (99.599% of non-spam corpus)
-# Correctly spam: 441877 34.319% (76.596% of spam corpus)
-# False positives: 2847 0.221% (0.401% of nonspam, 68374 weighted)
-# False negatives: 135016 10.486% (23.404% of spam, 271927 weighted)
-# Average score for spam: 10.9 nonspam: 0.6
+# Correctly non-spam: 707682 54.966% (99.582% of non-spam corpus)
+# Correctly spam: 442343 34.357% (76.683% of spam corpus)
+# False positives: 2971 0.231% (0.418% of nonspam, 70949 weighted)
+# False negatives: 134504 10.447% (23.317% of spam, 269169 weighted)
+# Average score for spam: 10.7 nonspam: 0.6
# Average for false-pos: 5.9 false-neg: 2.0
-# TOTAL: 1287556 100.00%
+# TOTAL: 1287500 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 88252 99.52%
-# Correctly spam: 55151 76.59%
-# False positives: 427 0.48%
-# False negatives: 16854 23.41%
-# TCR(l=50): 1.884750 SpamRecall: 76.593% SpamPrec: 99.232%
+# Correctly non-spam: 88306 99.58%
+# Correctly spam: 55212 76.69%
+# False positives: 371 0.42%
+# False negatives: 16786 23.31%
+# TCR(l=50): 2.037525 SpamRecall: 76.685% SpamPrec: 99.333%
##### 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: 694648 97.75%
-# Correctly spam: 236708 41.03%
-# False positives: 16015 2.25%
-# False negatives: 340185 58.97%
-# TCR(l=50): 0.505632 SpamRecall: 41.032% SpamPrec: 93.663%
+# Correctly non-spam: 694599 97.74%
+# Correctly spam: 236585 41.01%
+# False positives: 16054 2.26%
+# False negatives: 340262 58.99%
+# TCR(l=50): 0.504695 SpamRecall: 41.013% SpamPrec: 93.645%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 86657 97.72%
-# Correctly spam: 29400 40.83%
-# False positives: 2022 2.28%
-# False negatives: 42605 59.17%
-# TCR(l=50): 0.501061 SpamRecall: 40.830% SpamPrec: 93.565%
+# Correctly non-spam: 86642 97.71%
+# Correctly spam: 29429 40.87%
+# False positives: 2035 2.29%
+# False negatives: 42569 59.13%
+# TCR(l=50): 0.498881 SpamRecall: 40.875% SpamPrec: 93.532%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1872857&r1=1872856&r2=1872857&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Thu Jan 16 05:33:25 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 707757 55.320% (99.877% of non-spam corpus)
-# Correctly spam: 497041 38.850% (87.083% of spam corpus)
-# False positives: 874 0.068% (0.123% of nonspam, 45978 weighted)
-# False negatives: 73723 5.762% (12.917% of spam, 110981 weighted)
-# Average score for spam: 17.3 nonspam: -2.5
+# Correctly non-spam: 707741 55.321% (99.876% of non-spam corpus)
+# Correctly spam: 497001 38.848% (87.083% of spam corpus)
+# False positives: 880 0.069% (0.124% of nonspam, 46376 weighted)
+# False negatives: 73720 5.762% (12.917% of spam, 111422 weighted)
+# Average score for spam: 16.9 nonspam: -2.5
# Average for false-pos: 6.5 false-neg: 1.5
-# TOTAL: 1279395 100.00%
+# TOTAL: 1279342 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 88304 99.88%
-# Correctly spam: 62079 87.15%
-# False positives: 108 0.12%
-# False negatives: 9156 12.85%
-# TCR(l=50): 4.893858 SpamRecall: 87.147% SpamPrec: 99.826%
+# Correctly non-spam: 88116 99.67%
+# Correctly spam: 62153 87.26%
+# False positives: 295 0.33%
+# False negatives: 9077 12.74%
+# TCR(l=50): 2.989466 SpamRecall: 87.257% SpamPrec: 99.528%
##### 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: 706570 99.71%
-# Correctly spam: 375472 65.78%
-# False positives: 2061 0.29%
-# False negatives: 195292 34.22%
-# TCR(l=50): 1.913120 SpamRecall: 65.784% SpamPrec: 99.454%
+# Correctly non-spam: 706558 99.71%
+# Correctly spam: 375704 65.83%
+# False positives: 2063 0.29%
+# False negatives: 195017 34.17%
+# TCR(l=50): 1.914098 SpamRecall: 65.830% SpamPrec: 99.454%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 88149 99.70%
-# Correctly spam: 46800 65.70%
-# False positives: 263 0.30%
-# False negatives: 24435 34.30%
-# TCR(l=50): 1.895304 SpamRecall: 65.698% SpamPrec: 99.441%
+# Correctly non-spam: 88139 99.69%
+# Correctly spam: 46787 65.68%
+# False positives: 272 0.31%
+# False negatives: 24443 34.32%
+# TCR(l=50): 1.872355 SpamRecall: 65.684% SpamPrec: 99.422%