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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2019/07/12 04:37:47 UTC
svn commit: r1862951 [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=1862951&r1=1862950&r2=1862951&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Fri Jul 12 04:37:47 2019
@@ -3,207 +3,208 @@
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001
-score AC_FROM_MANY_DOTS 2.253
-score AC_HTML_NONSENSE_TAGS 1.524
-score ADVANCE_FEE_2_NEW_MONEY 0.288
-score ADVANCE_FEE_3_NEW 3.467
-score ADVANCE_FEE_3_NEW_MONEY 1.522
-score ADVANCE_FEE_4_NEW 2.499
-score ADVANCE_FEE_4_NEW_FRM_MNY 1.930
+score AC_FROM_MANY_DOTS 1.880
+score AC_HTML_NONSENSE_TAGS 1.526
+score ADVANCE_FEE_2_NEW_MONEY 0.256
+score ADVANCE_FEE_3_NEW 3.459
+score ADVANCE_FEE_3_NEW_MONEY 1.698
+score ADVANCE_FEE_4_NEW 2.599
+score ADVANCE_FEE_4_NEW_FRM_MNY 0.650
score ADVANCE_FEE_4_NEW_MONEY 2.599
-score ADVANCE_FEE_5_NEW 0.001
+score ADVANCE_FEE_5_NEW 0.001 # force non-zero
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score ADVANCE_FEE_5_NEW_MONEY 1.201
-score AD_PREFS 0.102
-score AMAZON_IMG_NOT_RCVD_AMZN 1.680
+score ADVANCE_FEE_5_NEW_MONEY 1.184
+score AD_PREFS 0.477
+score AMAZON_IMG_NOT_RCVD_AMZN 1.681
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score AXB_XMAILER_MIMEOLE_OL_1ECD5 1.494
-score BIGNUM_EMAILS 2.511
+score AXB_XMAILER_MIMEOLE_OL_1ECD5 1.480
+score BIGNUM_EMAILS 2.144
score BITCOIN_DEADLINE 2.999
score BITCOIN_EXTORT_01 4.999
score BITCOIN_MALWARE 3.499
score BITCOIN_PAY_ME 2.999
score BITCOIN_SPAM_01 0.001
-score BITCOIN_SPAM_02 2.500
-score BITCOIN_SPAM_03 2.500
-score BITCOIN_SPAM_05 2.499
-score BITCOIN_SPAM_06 0.603
+score BITCOIN_SPAM_02 2.499
+score BITCOIN_SPAM_03 2.499
+score BITCOIN_SPAM_05 1.290
+score BITCOIN_SPAM_06 0.001
score BITCOIN_SPAM_07 3.393
-score BITCOIN_SPAM_08 2.500
-score BITCOIN_SPAM_09 1.499
-score BITCOIN_SPAM_11 0.915
-score BODY_SINGLE_URI 1.300
-score BODY_SINGLE_WORD 0.001
-score BODY_URI_ONLY 0.999
-score BOGUS_MSM_HDRS 1.423
-score CANT_SEE_AD 0.897
+score BITCOIN_SPAM_08 2.499
+score BITCOIN_SPAM_09 0.576
+score BITCOIN_SPAM_11 1.030
+score BODY_SINGLE_URI 1.295
+score BODY_SINGLE_WORD 0.001 # force non-zero
+score BODY_URI_ONLY 1.000
+score BOGUS_MSM_HDRS 2.724
+score CANT_SEE_AD 1.758
score CK_HELO_DYNAMIC_SPLIT_IP 0.001
score CK_HELO_GENERIC 0.001
-score DATE_IN_FUTURE_96_Q 2.279
-score DEAR_BENEFICIARY 1.687
+score DATE_IN_FUTURE_96_Q 1.936
+score DEAR_BENEFICIARY 1.827
score DKIMWL_BL 2.999
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 1.499
+score DRUGS_ERECTILE_SHORT_SHORTNER 0.961
score DX_TEXT_03 0.899
-score FAKE_REPLY_A1 3.199
+score FAKE_REPLY_A1 3.200
score FILL_THIS_FORM 0.001
-score FORM_FRAUD 0.999
-score FORM_FRAUD_3 1.583
-score FORM_FRAUD_5 2.777
+score FORM_FRAUD 0.233
+score FORM_FRAUD_3 1.475
+score FORM_FRAUD_5 2.999
score FOUND_YOU 0.001
-score FREEMAIL_FORGED_FROMDOMAIN 0.249
-score FROMSPACE 0.206
-score FROM_2_EMAILS_SHORT 0.905
-score FROM_ADDR_WS 2.099
+score FREEMAIL_FORGED_FROMDOMAIN 0.222
+score FROMSPACE 0.195
+score FROM_2_EMAILS_SHORT 0.914
+score FROM_ADDR_WS 2.098
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 # force non-zero
-score FROM_IN_TO_AND_SUBJ 2.291
+score FROM_GOV_DKIM_AU -0.001
+score FROM_IN_TO_AND_SUBJ 0.852
score FROM_MISSPACED 0.001
-score FROM_MISSP_DYNIP 1.440
-score FROM_MISSP_EH_MATCH 0.531
+score FROM_MISSP_DYNIP 1.156
+score FROM_MISSP_EH_MATCH 0.693
score FROM_MISSP_FREEMAIL 0.001
score FROM_MISSP_MSFT 0.001
-score FROM_MISSP_PHISH 3.173
-score FROM_MISSP_REPLYTO 0.001 # force non-zero
-score FROM_MISSP_SPF_FAIL 1.187
+score FROM_MISSP_PHISH 2.846
+score FROM_MISSP_REPLYTO 0.001
+score FROM_MISSP_SPF_FAIL 1.193
score FROM_MISSP_TO_UNDISC 0.001
score FROM_MISSP_USER 0.001
score FROM_MISSP_XPRIO 0.001
score FROM_NAME_EQ_TO_G_DRIVE 0.001
-score FROM_NTLD_REPLY_FREEMAIL 0.745
+score FROM_NTLD_REPLY_FREEMAIL 0.747
score FROM_PAYPAL_SPOOF 1.599
score FROM_SUSPICIOUS_NTLD 0.499
-score FROM_WORDY 2.005
-score FROM_WORDY_SHORT 2.400
+score FROM_WORDY 2.379
+score FROM_WORDY_SHORT 0.583
score FROM_WSP_TRAIL 2.699
-score FSL_BULK_SIG 0.209
+score FSL_BULK_SIG 0.221
score FSL_CTYPE_WIN1251 0.001
score FSL_HELO_FAKE 3.199
score FSL_NEW_HELO_USER 0.001
-score FSL_THIS_IS_ADV 3.099
-score FUZZY_CLICK_HERE 2.261
-score FUZZY_UNSUBSCRIBE 2.600
+score FSL_THIS_IS_ADV 3.100
+score FUZZY_CLICK_HERE 2.561
+score FUZZY_UNSUBSCRIBE 2.699
score GB_FORGED_MUA_POSTFIX 1.999
score GB_FREEMAIL_DISPTO 0.499
score GB_FREEMAIL_DISPTO_NOTFREEM 0.499
score GB_GOOG_IMG_NOT_RCVD_GOOG 2.499
score GB_LINKED_IMG_NOT_RCVD_LINK 0.001
score HDRS_LCASE_IMGONLY 0.100
-score HDR_ORDER_FTSDMCXX_DIRECT 0.935
-score HDR_ORDER_FTSDMCXX_NORDNS 1.225
-score HEADER_FROM_DIFFERENT_DOMAINS 0.249
+score HDR_ORDER_FTSDMCXX_DIRECT 1.999
+score HDR_ORDER_FTSDMCXX_NORDNS 1.222
+score HEADER_FROM_DIFFERENT_DOMAINS 0.250
score HELO_MISC_IP 0.001 # force non-zero
score HELO_NO_DOMAIN 2.199
-score HEXHASH_WORD 3.000
-score HK_LOTTO 1.000
+score HEXHASH_WORD 2.999
+score HK_LOTTO 0.999
score HK_NAME_FM_MR_MRS 1.499
-score HK_NAME_FROM 0.999
+score HK_NAME_FROM 1.000
score HK_NAME_MR_MRS 0.999
score HK_RANDOM_FROM 0.999
score HK_RANDOM_REPLYTO 0.999
-score HK_RCVD_IP_MULTICAST 0.170
+score HK_RCVD_IP_MULTICAST 1.590
score HK_SCAM 1.628
-score HOSTED_IMG_DIRECT_MX 2.590
-score HTML_ENTITY_ASCII 2.999
+score HOSTED_IMG_DIRECT_MX 2.001
+score HTML_ENTITY_ASCII 3.000
score HTML_OFF_PAGE 2.999
score HTML_SHRT_CMNT_OBFU_MANY 2.499
-score HTML_SINGLET_MANY 0.936
-score HTML_TEXT_INVISIBLE_STYLE 1.415
+score HTML_SINGLET_MANY 1.428
+score HTML_TEXT_INVISIBLE_STYLE 1.414
score IMG_ALT_HSPACE_CID_ALIGN 2.499
-score IMG_ONLY_FM_DOM_INFO 2.499
-score KB_FORGED_MOZ4 0.001 # force non-zero
+score IMG_ONLY_FM_DOM_INFO 2.500
+score KB_FORGED_MOZ4 0.001
score LIST_PARTIAL_SHORT_MSG 2.499
-score LONG_HEX_URI 2.308
-score LONG_IMG_URI 0.463
+score LONG_HEX_URI 2.315
+score LONG_IMG_URI 0.465
score LOTS_OF_MONEY 0.010
score LUCRATIVE 1.999
-score MALFORMED_FREEMAIL 1.136
-score MALF_HTML_B64 2.078
-score MANY_SPAN_IN_TEXT 2.499
-score MILLION_HUNDRED 2.311
+score MALFORMED_FREEMAIL 1.169
+score MALF_HTML_B64 1.661
+score MANY_SPAN_IN_TEXT 2.541
+score MILLION_HUNDRED 2.380
score MILLION_USD 1.999
score MIMEOLE_DIRECT_TO_MX 1.999
-score MONEY_ATM_CARD 0.430
+score MONEY_ATM_CARD 1.676
score MONEY_FORM 0.001
-score MONEY_FORM_SHORT 2.500
-score MONEY_FRAUD_3 0.501
-score MONEY_FRAUD_5 0.631
+score MONEY_FORM_SHORT 2.499
+score MONEY_FRAUD_3 0.502
+score MONEY_FRAUD_5 0.449
score MONEY_FRAUD_8 3.099
score MONEY_FROM_41 1.999
score MONEY_FROM_MISSP 1.999
-score NORDNS_LOW_CONTRAST 0.220
-score NO_FM_NAME_IP_HOSTN 0.001
+score MSM_PRIO_REPTO 1.521
+score NORDNS_LOW_CONTRAST 0.223
+score NO_FM_NAME_IP_HOSTN 0.001 # force non-zero
score NSL_RCVD_FROM_USER 0.001
score NSL_RCVD_HELO_USER 2.799
score NUMBERONLY_BITCOIN_EXP 0.999
-score OBFU_BITCOIN 1.949
-score OBFU_TEXT_ATTACH 0.562
+score OBFU_BITCOIN 2.999
+score OBFU_TEXT_ATTACH 1.449
score PDS_DBL_URL_LINKBAIT 2.499
-score PDS_DBL_URL_TNB_RUNON 1.477
+score PDS_DBL_URL_TNB_RUNON 1.424
score PDS_HP_HELO_NORDNS 0.944
-score PDS_NO_HELO_DNS 1.294
-score PDS_PHP_EVAL 1.499
-score PDS_TO_EQ_FROM_NAME 0.316
-score PDS_URI_HIDDEN_HELO_NO_DOMAIN 1.426
+score PDS_NO_HELO_DNS 1.296
+score PDS_PHP_EVAL 1.500
+score PDS_TO_EQ_FROM_NAME 0.306
+score PDS_URI_HIDDEN_HELO_NO_DOMAIN 1.435
score PDS_X_PHP_WP_EXP 1.499
-score PHOTO_EDITING_DIRECT 1.741
+score PHOTO_EDITING_DIRECT 1.929
score PHP_ORIG_SCRIPT 2.499
score PP_MIME_FAKE_ASCII_TEXT 0.999
-score RATWARE_NO_RDNS 0.819
+score RATWARE_NO_RDNS 1.479
score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_ATCHNX 1.889
+score RDNS_NUM_TLD_ATCHNX 1.040
score RDNS_NUM_TLD_XM 2.999
score SEO_SUSP_NTLD 1.199
-score SERGIO_SUBJECT_PORN014 2.923
-score SERGIO_SUBJECT_VIAGRA01 2.441
-score SHORTENER_SHORT_IMG 2.461
+score SERGIO_SUBJECT_PORN014 2.265
+score SERGIO_SUBJECT_VIAGRA01 1.980
+score SHORTENER_SHORT_IMG 2.444
score SHORT_BODY_G_DRIVE_DYN 1.499
score SHORT_IMG_SUSP_NTLD 1.499
-score SINGLETS_LOW_CONTRAST 2.650
+score SINGLETS_LOW_CONTRAST 2.166
score SPOOFED_FREEMAIL_NO_RDNS 1.499
-score SPOOFED_FREEM_REPTO 2.023
+score SPOOFED_FREEM_REPTO 2.208
score STATIC_XPRIO_OLE 0.001
score STOCK_LOW_CONTRAST 0.001
-score TEQF_USR_POLITE 0.765
-score THIS_AD 0.050
-score THIS_IS_ADV_SUSP_NTLD 0.957
-score TO_EQ_FM_DIRECT_MX 1.527
+score TEQF_USR_POLITE 0.767
+score THIS_AD 0.033
+score THIS_IS_ADV_SUSP_NTLD 0.502
+score TO_EQ_FM_DIRECT_MX 1.525
score TO_EQ_FM_DOM_SPF_FAIL 0.001
-score TO_EQ_FM_SPF_FAIL 0.804
+score TO_EQ_FM_SPF_FAIL 0.619
score TO_IN_SUBJ 0.099
score TO_NAME_SUBJ_NO_RDNS 0.001
score TO_NO_BRKTS_DYNIP 2.999
-score TO_NO_BRKTS_FROM_MSSP 2.199
-score TO_NO_BRKTS_HTML_IMG 2.000
+score TO_NO_BRKTS_FROM_MSSP 1.731
+score TO_NO_BRKTS_HTML_IMG 1.999
score TO_NO_BRKTS_HTML_ONLY 1.999
-score TO_NO_BRKTS_MSFT 2.500
-score TO_NO_BRKTS_NORDNS_HTML 1.999
-score TVD_IP_HEX 0.990
-score TVD_IP_SING_HEX 2.404
-score TVD_SPACE_ENCODED 0.506
+score TO_NO_BRKTS_MSFT 2.499
+score TO_NO_BRKTS_NORDNS_HTML 2.000
+score TVD_IP_HEX 0.093
+score TVD_IP_SING_HEX 2.755
+score TVD_SPACE_ENCODED 0.050
score TVD_SPACE_RATIO_MINFP 2.499
score TVD_SUBJ_APPR_LOAN 2.699
-score UNICODE_OBFU_ASC 2.499
-score UNICODE_OBFU_ZW 1.923
-score URI_BUFFLY 1.999
+score UNICODE_OBFU_ASC 2.500
+score UNICODE_OBFU_ZW 1.820
+score URI_BUFFLY 1.403
score URI_GOOGLE_PROXY 1.799
-score URI_HEX_IP 2.263
+score URI_HEX_IP 0.312
score URI_ONLY_MSGID_MALF 1.999
score URI_PHISH 3.999
-score URI_PHP_REDIR 2.615
-score URI_TRY_3LD 0.001 # force non-zero
+score URI_PHP_REDIR 2.617
+score URI_TRY_3LD 0.001
score URI_WPADMIN 2.399
score URI_WP_DIRINDEX 3.499
-score URI_WP_HACKED 1.754
+score URI_WP_HACKED 1.915
score URI_WP_HACKED_2 2.499
-score XPRIO 0.490
-score XPRIO_SHORT_SUBJ 0.547
-score YOU_INHERIT 0.025
-score ZW_OBFU_BITCOIN 2.044
+score XPRIO 0.489
+score XPRIO_SHORT_SUBJ 0.864
+score YOU_INHERIT 0.023
+score ZW_OBFU_BITCOIN 1.517
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
score AC_SPAMMY_URI_PATTERNS11 1.000
@@ -258,7 +259,6 @@ score LIST_PRTL_PUMPDUMP 1.0
score LIST_PRTL_SAME_USER 1.000
score LOTTO_AGENT 1.000
score MIME_NO_TEXT 1.000
-score MSM_PRIO_REPTO 1.000
score OFFER_ONLY_AMERICA 1.000
score PDS_HIDDEN_UK_BUSINESSLOAN 1.000
score PDS_PHP_RUNTIME_FUNC 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1862951&r1=1862950&r2=1862951&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Fri Jul 12 04:37:47 2019
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 458363 40.197% (99.452% of non-spam corpus)
-# Correctly spam: 537927 47.174% (79.175% of spam corpus)
-# False positives: 2524 0.221% (0.548% of nonspam, 108157 weighted)
-# False negatives: 141488 12.408% (20.825% of spam, 294648 weighted)
-# Average score for spam: 10.6 nonspam: 0.7
+# Correctly non-spam: 463657 40.979% (99.442% of non-spam corpus)
+# Correctly spam: 536497 47.417% (80.654% of spam corpus)
+# False positives: 2602 0.230% (0.558% of nonspam, 107403 weighted)
+# False negatives: 128687 11.374% (19.346% of spam, 275042 weighted)
+# Average score for spam: 10.8 nonspam: 0.7
# Average for false-pos: 5.8 false-neg: 2.1
-# TOTAL: 1140302 100.00%
+# TOTAL: 1131443 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 57132 99.42%
-# Correctly spam: 67281 79.38%
-# False positives: 333 0.58%
-# False negatives: 17479 20.62%
-# TCR(l=50): 2.483518 SpamRecall: 79.378% SpamPrec: 99.507%
+# Correctly non-spam: 57814 99.40%
+# Correctly spam: 67021 80.78%
+# False positives: 350 0.60%
+# False negatives: 15951 19.22%
+# TCR(l=50): 2.480404 SpamRecall: 80.775% SpamPrec: 99.480%
##### 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: 444926 96.54%
-# Correctly spam: 311028 45.78%
-# False positives: 15961 3.46%
-# False negatives: 368387 54.22%
-# TCR(l=50): 0.582470 SpamRecall: 45.779% SpamPrec: 95.119%
+# Correctly non-spam: 450024 96.52%
+# Correctly spam: 305075 45.86%
+# False positives: 16235 3.48%
+# False negatives: 360109 54.14%
+# TCR(l=50): 0.567631 SpamRecall: 45.863% SpamPrec: 94.947%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 55559 96.68%
-# Correctly spam: 38809 45.79%
-# False positives: 1906 3.32%
-# False negatives: 45951 54.21%
-# TCR(l=50): 0.600067 SpamRecall: 45.787% SpamPrec: 95.319%
+# Correctly non-spam: 56125 96.49%
+# Correctly spam: 38401 46.28%
+# False positives: 2039 3.51%
+# False negatives: 44571 53.72%
+# TCR(l=50): 0.566281 SpamRecall: 46.282% SpamPrec: 94.958%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1862951&r1=1862950&r2=1862951&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Fri Jul 12 04:37:47 2019
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 390701 48.108% (99.857% of non-spam corpus)
-# Correctly spam: 388750 47.868% (92.367% of spam corpus)
-# False positives: 558 0.069% (0.143% of nonspam, 53103 weighted)
-# False negatives: 32126 3.956% (7.633% of spam, 73377 weighted)
-# Average score for spam: 16.8 nonspam: -2.0
+# Correctly non-spam: 390698 48.111% (99.857% of non-spam corpus)
+# Correctly spam: 388632 47.857% (92.353% of spam corpus)
+# False positives: 561 0.069% (0.143% of nonspam, 53259 weighted)
+# False negatives: 32179 3.963% (7.647% of spam, 73435 weighted)
+# Average score for spam: 17.2 nonspam: -2.0
# Average for false-pos: 8.8 false-neg: 2.3
-# TOTAL: 812135 100.00%
+# TOTAL: 812070 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 48720 99.86%
-# Correctly spam: 48497 92.49%
-# False positives: 70 0.14%
-# False negatives: 3939 7.51%
-# TCR(l=50): 7.048797 SpamRecall: 92.488% SpamPrec: 99.856%
+# Correctly non-spam: 48719 99.85%
+# Correctly spam: 48435 92.38%
+# False positives: 71 0.15%
+# False negatives: 3995 7.62%
+# TCR(l=50): 6.948973 SpamRecall: 92.380% SpamPrec: 99.854%
##### 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: 389484 99.55%
-# Correctly spam: 332116 78.91%
+# Correctly spam: 332093 78.92%
# False positives: 1775 0.45%
-# False negatives: 88760 21.09%
-# TCR(l=50): 2.370999 SpamRecall: 78.911% SpamPrec: 99.468%
+# False negatives: 88718 21.08%
+# TCR(l=50): 2.371194 SpamRecall: 78.917% SpamPrec: 99.468%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 48542 99.49%
-# Correctly spam: 41420 78.99%
+# Correctly spam: 41275 78.72%
# False positives: 248 0.51%
-# False negatives: 11016 21.01%
-# TCR(l=50): 2.239324 SpamRecall: 78.992% SpamPrec: 99.405%
+# False negatives: 11155 21.28%
+# TCR(l=50): 2.225854 SpamRecall: 78.724% SpamPrec: 99.403%