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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2019/08/21 05:02:01 UTC
svn commit: r1865597 [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=1865597&r1=1865596&r2=1865597&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Wed Aug 21 05:02:01 2019
@@ -4,86 +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 1.832
-score AC_SPAMMY_URI_PATTERNS8 2.653
-score ADVANCE_FEE_2_NEW_FRM_MNY 1.424
-score ADVANCE_FEE_2_NEW_MONEY 1.884
-score ADVANCE_FEE_3_NEW 3.469
-score ADVANCE_FEE_3_NEW_MONEY 1.839
-score ADVANCE_FEE_4_NEW 2.156
-score ADVANCE_FEE_4_NEW_FRM_MNY 0.496
-score ADVANCE_FEE_4_NEW_MONEY 2.486
-score ADVANCE_FEE_5_NEW 1.723
-score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score ADVANCE_FEE_5_NEW_MONEY 1.971
-score AD_PREFS 0.499
-score ALIBABA_IMG_NOT_RCVD_ALI 0.001 # force non-zero
-score AMAZON_IMG_NOT_RCVD_AMZN 0.001
+score AC_HTML_NONSENSE_TAGS 0.903
+score AC_SPAMMY_URI_PATTERNS8 3.861
+score ADVANCE_FEE_2_NEW_FRM_MNY 0.203
+score ADVANCE_FEE_2_NEW_MONEY 1.907
+score ADVANCE_FEE_3_NEW 3.468
+score ADVANCE_FEE_3_NEW_MONEY 1.938
+score ADVANCE_FEE_4_NEW 2.155
+score ADVANCE_FEE_4_NEW_FRM_MNY 0.747
+score ADVANCE_FEE_4_NEW_MONEY 2.483
+score ADVANCE_FEE_5_NEW 1.724
+score ADVANCE_FEE_5_NEW_FRM_MNY 0.053
+score ADVANCE_FEE_5_NEW_MONEY 1.982
+score AD_PREFS 0.500
+score ALIBABA_IMG_NOT_RCVD_ALI 0.001
+score AMAZON_IMG_NOT_RCVD_AMZN 0.007
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score AXB_XMAILER_MIMEOLE_OL_1ECD5 0.555
-score BIGNUM_EMAILS 2.999
+score AXB_XMAILER_MIMEOLE_OL_1ECD5 1.673
+score BIGNUM_EMAILS 2.942
score BITCOIN_DEADLINE 2.999
-score BITCOIN_EXTORT_01 4.999
-score BITCOIN_MALWARE 2.260
+score BITCOIN_EXTORT_01 4.997
+score BITCOIN_MALWARE 2.467
score BITCOIN_PAY_ME 2.999
score BITCOIN_SPAM_01 0.001
score BITCOIN_SPAM_02 2.499
score BITCOIN_SPAM_03 2.499
score BITCOIN_SPAM_04 1.499
-score BITCOIN_SPAM_05 2.426
-score BITCOIN_SPAM_06 1.043
+score BITCOIN_SPAM_05 2.254
+score BITCOIN_SPAM_06 0.737
score BITCOIN_SPAM_07 3.499
-score BITCOIN_SPAM_08 2.311
+score BITCOIN_SPAM_08 2.312
score BODY_EMPTY 0.001
-score BODY_URI_ONLY 0.999
-score BOGUS_MSM_HDRS 2.945
-score CK_HELO_DYNAMIC_SPLIT_IP 0.969
+score BODY_URI_ONLY 1.000
+score BOGUS_MSM_HDRS 2.999
+score CK_HELO_DYNAMIC_SPLIT_IP 1.023
score CK_HELO_GENERIC 0.250
-score DATE_IN_FUTURE_96_Q 2.999
-score DEAR_BENEFICIARY 2.843
-score DKIMWL_BL 2.518
+score DATE_IN_FUTURE_96_Q 2.900
+score DEAR_BENEFICIARY 2.915
+score DKIMWL_BL 2.513
score DKIMWL_WL_HIGH -0.001
-score DKIMWL_WL_MED -0.001 # force non-zero
+score DKIMWL_WL_MED -0.001
score DKIMWL_WL_MEDHI -0.001
-score DRUGS_ERECTILE_SHORT_SHORTNER 0.001
+score DRUGS_ERECTILE_SHORT_SHORTNER 0.035
score DX_TEXT_03 0.899
score FAKE_REPLY_A1 3.199
score FILL_THIS_FORM 0.001
score FORGED_RELAY_MUA_TO_MX 3.799
score FORM_FRAUD 0.999
-score FORM_FRAUD_3 1.446
-score FORM_FRAUD_5 2.999
+score FORM_FRAUD_3 1.764
+score FORM_FRAUD_5 1.794
score FOUND_YOU 3.249
-score FREEMAIL_FORGED_FROMDOMAIN 0.250
-score FROMSPACE 0.149
+score FREEMAIL_FORGED_FROMDOMAIN 0.249
+score FROMSPACE 0.076
score FROM_2_EMAILS_SHORT 1.999
-score FROM_ADDR_WS 2.099
-score FROM_FMBLA_NEWDOM 1.500
-score FROM_FMBLA_NEWDOM14 1.000
-score FROM_FMBLA_NEWDOM28 0.800
+score FROM_ADDR_WS 2.100
+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 # force non-zero
+score FROM_GOV_SPOOF 0.001
score FROM_MISSPACED 0.001
-score FROM_MISSP_DYNIP 2.788
-score FROM_MISSP_EH_MATCH 1.227
-score FROM_MISSP_FREEMAIL 0.899
+score FROM_MISSP_DYNIP 1.947
+score FROM_MISSP_EH_MATCH 1.224
+score FROM_MISSP_FREEMAIL 1.373
score FROM_MISSP_MSFT 0.001
-score FROM_MISSP_REPLYTO 1.496
+score FROM_MISSP_REPLYTO 1.599
score FROM_MISSP_SPF_FAIL 1.999
score FROM_MISSP_TO_UNDISC 0.001 # force non-zero
-score FROM_MISSP_USER 0.001 # force non-zero
-score FROM_MISSP_XPRIO 1.996
+score FROM_MISSP_USER 0.001
+score FROM_MISSP_XPRIO 0.744
score FROM_NAME_EQ_TO_G_DRIVE 0.724
-score FROM_NTLD_REPLY_FREEMAIL 1.997
-score FROM_PAYPAL_SPOOF 1.599
+score FROM_NTLD_REPLY_FREEMAIL 1.999
+score FROM_PAYPAL_SPOOF 1.600
score FROM_SUSPICIOUS_NTLD 0.499
score FROM_WSP_TRAIL 2.699
-score FSL_BULK_SIG 1.598
-score FSL_CTYPE_WIN1251 0.626
+score FSL_BULK_SIG 1.597
+score FSL_CTYPE_WIN1251 3.158
score FSL_HELO_FAKE 3.199
-score FSL_NEW_HELO_USER 1.999
+score FSL_NEW_HELO_USER 2.000
score FSL_THIS_IS_ADV 3.099
-score FUZZY_CLICK_HERE 2.599
+score FUZZY_CLICK_HERE 1.968
score FUZZY_UNSUBSCRIBE 2.699
score GB_BITCOIN_CP_EN 1.999
score GB_BITCOIN_CP_IT 1.999
@@ -93,111 +93,110 @@ score GB_GOOG_IMG_NOT_RCVD_GOOG 2.4
score HDRS_LCASE 0.100
score HDRS_LCASE_IMGONLY 0.100
score HDR_ORDER_FTSDMCXX_DIRECT 1.999
-score HDR_ORDER_FTSDMCXX_NORDNS 3.499
+score HDR_ORDER_FTSDMCXX_NORDNS 1.983
score HEADER_FROM_DIFFERENT_DOMAINS 0.249
score HELO_MISC_IP 0.001
score HELO_NO_DOMAIN 0.715
-score HEXHASH_WORD 3.000
+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_REPLYTO 0.999
-score HK_RCVD_IP_MULTICAST 0.361
+score HK_RANDOM_REPLYTO 0.500
+score HK_RCVD_IP_MULTICAST 0.163
score HK_SCAM 1.999
-score HOSTED_IMG_DIRECT_MX 3.244
-score HTML_ENTITY_ASCII 2.545
+score HOSTED_IMG_DIRECT_MX 3.330
+score HTML_ENTITY_ASCII 2.224
score HTML_OFF_PAGE 2.999
-score HTML_SINGLET_MANY 2.499
-score HTML_TEXT_INVISIBLE_STYLE 2.269
-score IMG_ONLY_FM_DOM_INFO 2.500
+score HTML_SINGLET_MANY 2.500
+score HTML_TEXT_INVISIBLE_STYLE 2.273
+score IMG_ONLY_FM_DOM_INFO 2.499
score KB_FORGED_MOZ4 0.001
score LIST_PARTIAL_SHORT_MSG 2.499
-score LIST_PRTL_SAME_USER 0.555
-score LONG_HEX_URI 1.698
-score LONG_IMG_URI 0.464
+score LIST_PRTL_SAME_USER 0.849
+score LONG_HEX_URI 1.617
+score LONG_IMG_URI 0.463
score LOTS_OF_MONEY 0.010
-score MAILER_EQ_ORG 2.195
-score MALF_HTML_B64 0.791
+score MAILER_EQ_ORG 0.458
+score MALF_HTML_B64 1.071
score MANY_SPAN_IN_TEXT 2.599
-score MILLION_HUNDRED 2.899
+score MILLION_HUNDRED 2.799
score MIMEOLE_DIRECT_TO_MX 1.999
score MIXED_ES 2.699
score MONEY_ATM_CARD 2.799
-score MONEY_FORM 1.481
+score MONEY_FORM 1.484
score MONEY_FORM_SHORT 2.499
-score MONEY_FRAUD_3 2.033
-score MONEY_FRAUD_5 1.462
+score MONEY_FRAUD_3 2.009
+score MONEY_FRAUD_5 1.367
score MONEY_FRAUD_8 3.099
score MONEY_FROM_41 1.999
-score MONEY_FROM_MISSP 0.608
-score NORDNS_LOW_CONTRAST 1.253
+score MONEY_FROM_MISSP 0.634
+score NORDNS_LOW_CONTRAST 1.249
score NO_FM_NAME_IP_HOSTN 0.001
score NSL_RCVD_FROM_USER 0.001
-score NSL_RCVD_HELO_USER 0.319
-score NUMBERONLY_BITCOIN_EXP 0.357
-score OBFU_BITCOIN 2.999
-score OFFER_ONLY_AMERICA 1.919
+score NSL_RCVD_HELO_USER 1.712
+score NUMBERONLY_BITCOIN_EXP 0.090
+score OBFU_BITCOIN 3.000
+score OFFER_ONLY_AMERICA 0.339
score PDS_BITCOIN_HACKER 1.999
-score PDS_HP_HELO_NORDNS 0.001
-score PDS_PHP_EVAL 1.499
+score PDS_HP_HELO_NORDNS 0.001 # force non-zero
+score PDS_PHP_EVAL 1.500
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_TO_EQ_FROM_NAME 0.001
score PDS_X_PHP_WP_EXP 1.499
-score PHP_ORIG_SCRIPT 2.499
+score PHP_ORIG_SCRIPT 2.500
score PP_MIME_FAKE_ASCII_TEXT 0.001
-score RATWARE_NO_RDNS 2.360
+score RATWARE_NO_RDNS 2.833
score RCVD_IN_MSPIKE_H2 -0.001
score RDNS_NUM_TLD_XM 2.999
score SEO_SUSP_NTLD 1.199
score SERGIO_SUBJECT_PORN014 3.099
-score SERGIO_SUBJECT_VIAGRA01 0.001
-score SHORT_BODY_G_DRIVE_DYN 1.290
+score SERGIO_SUBJECT_VIAGRA01 0.001 # force non-zero
+score SHORT_BODY_G_DRIVE_DYN 1.435
score SHORT_SHORTNER 1.999
score SINGLETS_LOW_CONTRAST 0.001
score SPOOFED_FREEMAIL_NO_RDNS 1.498
-score SPOOFED_FREEM_REPTO 2.429
-score STATIC_XPRIO_OLE 0.233
-score STOCK_LOW_CONTRAST 0.001
-score SUSPNTLD_EXPIRATION_EXTORT 2.000
-score TEQF_USR_POLITE 1.853
+score SPOOFED_FREEM_REPTO 2.499
+score STATIC_XPRIO_OLE 1.596
+score STOCK_LOW_CONTRAST 0.001 # force non-zero
+score SUSPNTLD_EXPIRATION_EXTORT 1.999
+score TEQF_USR_POLITE 1.852
score THIS_AD 1.799
-score THIS_IS_ADV_SUSP_NTLD 1.499
-score THREAD_INDEX_HEX 0.093
+score THIS_IS_ADV_SUSP_NTLD 0.158
+score THREAD_INDEX_HEX 1.386
score TO_EQ_FM_DIRECT_MX 2.499
-score TO_EQ_FM_DOM_SPF_FAIL 1.136
-score TO_EQ_FM_SPF_FAIL 2.696
-score TO_IN_SUBJ 0.099
+score TO_EQ_FM_DOM_SPF_FAIL 1.161
+score TO_EQ_FM_SPF_FAIL 2.671
+score TO_IN_SUBJ 0.100
score TO_NAME_SUBJ_NO_RDNS 0.001
-score TO_NO_BRKTS_DYNIP 2.695
+score TO_NO_BRKTS_DYNIP 2.686
score TO_NO_BRKTS_FROM_MSSP 2.499
-score TO_NO_BRKTS_HTML_IMG 1.991
+score TO_NO_BRKTS_HTML_IMG 1.726
score TO_NO_BRKTS_HTML_ONLY 1.999
-score TO_NO_BRKTS_MSFT 2.500
-score TO_NO_BRKTS_NORDNS_HTML 1.999
+score TO_NO_BRKTS_MSFT 2.499
+score TO_NO_BRKTS_NORDNS_HTML 2.000
score TO_NO_BRKTS_PCNT 2.499
-score TVD_IP_SING_HEX 1.687
+score TVD_IP_SING_HEX 2.580
score TVD_SPACE_ENCODED 0.001
score TVD_SPACE_RATIO_MINFP 2.499
-score UNICODE_OBFU_ASC 2.500
+score UNICODE_OBFU_ASC 2.499
score UNICODE_OBFU_DOM_NO_BODY 3.749
-score UNICODE_OBFU_ZW 2.145
-score URI_GOOGLE_PROXY 1.900
-score URI_HEX_IP 1.868
-score URI_IMG_WP_REDIR 2.136
+score UNICODE_OBFU_ZW 2.303
+score URI_GOOGLE_PROXY 1.899
+score URI_HEX_IP 2.333
+score URI_IMG_WP_REDIR 0.831
score URI_ONLY_MSGID_MALF 1.999
-score URI_PHISH 3.790
+score URI_PHISH 3.810
score URI_PHP_REDIR 3.499
-score URI_TRY_3LD 2.000
-score URI_WP_DIRINDEX 3.499
-score URI_WP_HACKED 3.499
+score URI_TRY_3LD 1.999
+score URI_WP_HACKED 3.500
score URI_WP_HACKED_2 2.499
-score XPRIO 2.249
-score XPRIO_SHORT_SUBJ 2.019
+score XPRIO 2.173
+score XPRIO_SHORT_SUBJ 2.102
score XPRIO_URL_SHORTNER 0.999
-score YOU_INHERIT 1.875
-score ZW_OBFU_BITCOIN 2.499
+score YOU_INHERIT 1.870
+score ZW_OBFU_BITCOIN 1.549
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
score AC_SPAMMY_URI_PATTERNS11 1.000
@@ -239,7 +238,6 @@ score FROM_NUMERIC_TLD 1.0
score FROM_WORDY 1.000
score FROM_WORDY_SHORT 1.000
score GAPPY_SALES_LEADS_FREEM 1.000
-score GB_BITCOIN_CP_DE 1.000
score GB_FORGED_MUA_POSTFIX 1.000
score GB_GOOGLE_OBFU 0.750
score GB_LINKED_IMG_NOT_RCVD_LINK 1.000
@@ -276,5 +274,6 @@ score TW_GIBBERISH_MANY 1.0
score UC_GIBBERISH_OBFU 1.000
score URI_DATA 1.000
score URI_OPTOUT_3LD 1.000
+score URI_WP_DIRINDEX 1.000
score USB_DRIVES 1.000
score VPS_NO_NTLD 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1865597&r1=1865596&r2=1865597&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Wed Aug 21 05:02:01 2019
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 520292 46.497% (99.628% of non-spam corpus)
-# Correctly spam: 464221 41.486% (77.791% of spam corpus)
-# False positives: 1943 0.174% (0.372% of nonspam, 64712 weighted)
-# False negatives: 132533 11.844% (22.209% of spam, 297111 weighted)
-# Average score for spam: 11.1 nonspam: 0.6
-# Average for false-pos: 5.8 false-neg: 2.2
-# TOTAL: 1118989 100.00%
+# Correctly non-spam: 530435 46.399% (99.658% of non-spam corpus)
+# Correctly spam: 475515 41.595% (77.831% of spam corpus)
+# False positives: 1820 0.159% (0.342% of nonspam, 61685 weighted)
+# False negatives: 135444 11.848% (22.169% of spam, 297391 weighted)
+# Average score for spam: 10.9 nonspam: 0.6
+# Average for false-pos: 5.9 false-neg: 2.2
+# TOTAL: 1143214 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 64961 99.61%
-# Correctly spam: 57869 77.63%
-# False positives: 256 0.39%
-# False negatives: 16671 22.37%
-# TCR(l=50): 2.529266 SpamRecall: 77.635% SpamPrec: 99.560%
+# Correctly non-spam: 66285 99.69%
+# Correctly spam: 59461 77.90%
+# False positives: 204 0.31%
+# False negatives: 16872 22.10%
+# TCR(l=50): 2.819629 SpamRecall: 77.897% SpamPrec: 99.658%
##### 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: 506530 96.99%
-# Correctly spam: 264022 44.24%
-# False positives: 15705 3.01%
-# False negatives: 332732 55.76%
-# TCR(l=50): 0.533778 SpamRecall: 44.243% SpamPrec: 94.386%
+# Correctly non-spam: 516820 97.10%
+# Correctly spam: 270046 44.20%
+# False positives: 15435 2.90%
+# False negatives: 340913 55.80%
+# TCR(l=50): 0.549096 SpamRecall: 44.200% SpamPrec: 94.593%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 63270 97.01%
-# Correctly spam: 33101 44.41%
-# False positives: 1947 2.99%
-# False negatives: 41439 55.59%
-# TCR(l=50): 0.537074 SpamRecall: 44.407% SpamPrec: 94.445%
+# Correctly non-spam: 64580 97.13%
+# Correctly spam: 33614 44.04%
+# False positives: 1909 2.87%
+# False negatives: 42719 55.96%
+# TCR(l=50): 0.552461 SpamRecall: 44.036% SpamPrec: 94.626%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1865597&r1=1865596&r2=1865597&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Wed Aug 21 05:02:01 2019
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 523723 48.086% (99.882% of non-spam corpus)
-# Correctly spam: 513798 47.175% (90.971% of spam corpus)
-# False positives: 619 0.057% (0.118% of nonspam, 45013 weighted)
-# False negatives: 50993 4.682% (9.029% of spam, 103930 weighted)
-# Average score for spam: 16.8 nonspam: -2.2
-# Average for false-pos: 6.8 false-neg: 2.0
-# TOTAL: 1089133 100.00%
+# Correctly non-spam: 523718 48.089% (99.881% of non-spam corpus)
+# Correctly spam: 513623 47.162% (90.952% of spam corpus)
+# False positives: 624 0.057% (0.119% of nonspam, 45220 weighted)
+# False negatives: 51097 4.692% (9.048% of spam, 103974 weighted)
+# Average score for spam: 16.5 nonspam: -2.2
+# Average for false-pos: 6.7 false-neg: 2.0
+# TOTAL: 1089062 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 65403 99.89%
-# Correctly spam: 64060 90.84%
+# Correctly spam: 64180 91.01%
# False positives: 69 0.11%
-# False negatives: 6463 9.16%
-# TCR(l=50): 7.114193 SpamRecall: 90.836% SpamPrec: 99.892%
+# False negatives: 6337 8.99%
+# TCR(l=50): 7.205170 SpamRecall: 91.014% SpamPrec: 99.893%
##### 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: 522340 99.62%
-# Correctly spam: 438409 77.62%
+# Correctly spam: 438288 77.61%
# False positives: 2002 0.38%
-# False negatives: 126382 22.38%
-# TCR(l=50): 2.493757 SpamRecall: 77.623% SpamPrec: 99.545%
+# False negatives: 126432 22.39%
+# TCR(l=50): 2.492893 SpamRecall: 77.612% SpamPrec: 99.545%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 65263 99.68%
-# Correctly spam: 54543 77.34%
+# Correctly spam: 54809 77.72%
# False positives: 209 0.32%
-# False negatives: 15980 22.66%
-# TCR(l=50): 2.668294 SpamRecall: 77.341% SpamPrec: 99.618%
+# False negatives: 15708 22.28%
+# TCR(l=50): 2.695810 SpamRecall: 77.725% SpamPrec: 99.620%