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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2022/09/26 02:43:41 UTC
svn commit: r1904255 [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=1904255&r1=1904254&r2=1904255&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Mon Sep 26 02:43:41 2022
@@ -6,203 +6,201 @@ score AC_DIV_BONANZA 0.0
score AC_FROM_MANY_DOTS 2.999
score AC_HTML_NONSENSE_TAGS 1.999
score ADMITS_SPAM 2.199
-score ADVANCE_FEE_2_NEW_FORM 0.001 # force non-zero
-score ADVANCE_FEE_2_NEW_MONEY 0.001 # force non-zero
-score ADVANCE_FEE_3_NEW 3.499
-score ADVANCE_FEE_3_NEW_MONEY 2.101
-score ADVANCE_FEE_4_NEW_FRM_MNY 0.940
+score ADVANCE_FEE_2_NEW_FORM 0.001
+score ADVANCE_FEE_2_NEW_MONEY 0.001
+score ADVANCE_FEE_3_NEW 3.500
+score ADVANCE_FEE_3_NEW_MONEY 2.106
+score ADVANCE_FEE_4_NEW 2.199
+score ADVANCE_FEE_4_NEW_FRM_MNY 1.525
score ADVANCE_FEE_4_NEW_MONEY 0.001
-score ADVANCE_FEE_5_NEW 2.299
+score ADVANCE_FEE_5_NEW 2.300
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
score ADVANCE_FEE_5_NEW_MONEY 0.652
score AD_PREFS 0.001 # force non-zero
-score ALIBABA_IMG_NOT_RCVD_ALI 1.547
-score AMAZON_IMG_NOT_RCVD_AMZN 1.784
-score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score AXB_X_FF_SEZ_S 2.253
-score BIGNUM_EMAILS_FREEM 2.366
+score ALIBABA_IMG_NOT_RCVD_ALI 0.609
+score AMAZON_IMG_NOT_RCVD_AMZN 1.774
+score AXB_XMAILER_MIMEOLE_OL_024C2 0.001 # force non-zero
+score AXB_X_FF_SEZ_S 2.252
+score BIGNUM_EMAILS_FREEM 2.522
score BIGNUM_EMAILS_MANY 2.999
-score BITCOIN_EXTORT_01 4.999
-score BITCOIN_MALF_HTML 0.590
-score BITCOIN_MALWARE 0.001 # force non-zero
-score BITCOIN_ONAN 1.559
-score BITCOIN_SPAM_02 1.938
+score BITCOIN_EXTORT_01 4.723
+score BITCOIN_MALF_HTML 2.692
+score BITCOIN_MALWARE 0.001
+score BITCOIN_ONAN 1.725
+score BITCOIN_SPAM_02 2.315
score BITCOIN_SPAM_03 2.499
-score BITCOIN_SPAM_05 1.999
+score BITCOIN_SPAM_05 1.017
score BITCOIN_XPRIO 0.001 # force non-zero
-score BITCOIN_YOUR_INFO 1.493
-score BODY_URI_ONLY 1.960
+score BITCOIN_YOUR_INFO 1.496
+score BODY_URI_ONLY 1.963
score BOGUS_MSM_HDRS 2.999
score CK_HELO_GENERIC 0.001
-score CONTENT_AFTER_HTML 2.303
+score CONTENT_AFTER_HTML 2.488
score CTE_8BIT_MISMATCH 0.001
-score DATE_IN_FUTURE_Q_PLUS 2.399
+score DATE_IN_FUTURE_Q_PLUS 2.499
score DEAR_BENEFICIARY 2.999
score DKIMWL_WL_HIGH -0.082
-score DKIMWL_WL_MED -0.001 # force non-zero
+score DKIMWL_WL_MED -0.001
score DKIMWL_WL_MEDHI -0.001
-score DX_TEXT_03 0.400
-score DYNAMIC_IMGUR 2.010
+score DX_TEXT_03 0.399
+score DYNAMIC_IMGUR 2.786
score ENCRYPTED_MESSAGE -0.999
score END_FUTURE_EMAILS 2.499
-score FILL_THIS_FORM 1.499
+score FILL_THIS_FORM 1.600
score FONT_INVIS_DIRECT 0.001
-score FONT_INVIS_HTML_NOHTML 3.000
-score FONT_INVIS_LONG_LINE 2.999
-score FONT_INVIS_MSGID 1.143
-score FONT_INVIS_NORDNS 2.389
-score FONT_INVIS_POSTEXTRAS 3.230
-score FORGED_SPF_HELO 0.111
+score FONT_INVIS_HTML_NOHTML 2.999
+score FONT_INVIS_LONG_LINE 3.000
+score FONT_INVIS_MSGID 1.129
+score FONT_INVIS_NORDNS 2.396
+score FONT_INVIS_POSTEXTRAS 3.419
+score FORGED_SPF_HELO 0.113
score FORM_FRAUD 0.999
-score FORM_FRAUD_5 2.799
-score FOUND_YOU 3.249
+score FORM_FRAUD_5 2.899
+score FOUND_YOU 3.067
score FREEMAIL_FORGED_FROMDOMAIN 0.249
-score FROM_2_EMAILS_SHORT 2.999
+score FROM_2_EMAILS_SHORT 3.000
score FROM_FMBLA_NEWDOM 0.001
score FROM_FMBLA_NEWDOM14 0.001
-score FROM_FMBLA_NEWDOM28 0.194
-score FROM_GOV_DKIM_AU -0.001
+score FROM_FMBLA_NEWDOM28 0.195
+score FROM_GOV_DKIM_AU -0.011
score FROM_MISSPACED 1.999
score FROM_MISSP_DYNIP 2.299
-score FROM_MISSP_EH_MATCH 0.703
+score FROM_MISSP_EH_MATCH 0.876
score FROM_MISSP_FREEMAIL 0.001
score FROM_MISSP_MSFT 0.001
score FROM_MISSP_SPF_FAIL 0.001
score FROM_MISSP_USER 0.001
-score FROM_MULTI_NORDNS 0.001 # force non-zero
-score FROM_PAYPAL_SPOOF 1.599
+score FROM_MULTI_NORDNS 0.001
+score FROM_PAYPAL_SPOOF 0.459
score FROM_SUSPICIOUS_NTLD 0.001
score FROM_SUSPICIOUS_NTLD_FP 1.999
-score FSL_BULK_SIG 0.001 # force non-zero
+score FSL_BULK_SIG 0.001
score FSL_CTYPE_WIN1251 0.001
score FSL_NEW_HELO_USER 0.001
-score FUZZY_AMAZON 2.499
-score GB_BITCOIN_CP 2.999
-score GB_FAKE_RF_SHORT 1.740
-score GB_FREEMAIL_DISPTO 0.248
-score GB_HASHBL_BTC 2.162
+score FUZZY_AMAZON 2.500
+score GB_BITCOIN_CP 2.902
+score GB_FAKE_RF_SHORT 1.720
+score GB_FREEMAIL_DISPTO 0.347
+score GB_HASHBL_BTC 2.150
score GB_URI_FLEEK_STO_HTM 0.999
score GOOG_REDIR_NORDNS 3.299
score GOOG_STO_NOIMG_HTML 2.999
-score HAS_X_OUTGOING_SPAM_STAT 0.796
-score HDRS_LCASE_IMGONLY 0.099
-score HDRS_MISSP 1.821
+score HAS_X_OUTGOING_SPAM_STAT 0.813
+score HDRS_LCASE_IMGONLY 0.100
+score HDRS_MISSP 1.814
score HDR_ORDER_FTSDMCXX_DIRECT 0.001
score HDR_ORDER_FTSDMCXX_NORDNS 0.001
-score HEADER_FROM_DIFFERENT_DOMAINS 0.249
+score HEADER_FROM_DIFFERENT_DOMAINS 0.250
score HELO_NO_DOMAIN 0.001
score HK_NAME_MR_MRS 0.999
score HK_RANDOM_ENVFROM 1.000
-score HK_RANDOM_FROM 0.999
-score HK_RANDOM_REPLYTO 0.999
-score HK_SCAM 0.904
-score HOSTED_IMG_DIRECT_MX 2.946
-score HOSTED_IMG_FREEM 3.214
-score HOSTED_IMG_MULTI_PUB_01 3.000
-score HTML_ENTITY_ASCII 3.000
+score HK_RANDOM_FROM 1.000
+score HK_RANDOM_REPLYTO 1.000
+score HK_SCAM 0.247
+score HOSTED_IMG_DIRECT_MX 2.737
+score HOSTED_IMG_FREEM 3.221
+score HOSTED_IMG_MULTI_PUB_01 2.999
+score HTML_ENTITY_ASCII 2.999
score HTML_OFF_PAGE 2.999
score HTML_SINGLET_MANY 1.650
score HTML_TAG_BALANCE_CENTER 3.499
-score HTML_TEXT_INVISIBLE_FONT 0.001
-score HTML_TEXT_INVISIBLE_STYLE 2.807
+score HTML_TEXT_INVISIBLE_FONT 0.110
+score HTML_TEXT_INVISIBLE_STYLE 2.806
score JH_SPAMMY_HEADERS 3.499
score KHOP_HELO_FCRDNS 0.399
-score LONG_HEX_URI 1.610
-score LONG_IMG_URI 0.949
-score LONG_INVISIBLE_TEXT 2.084
+score LONG_HEX_URI 1.588
+score LONG_IMG_URI 1.023
+score LONG_INVISIBLE_TEXT 2.105
score LOTS_OF_MONEY 0.010
-score LOTTO_DEPT 1.133
+score LOTTO_DEPT 1.631
score MALWARE_NORDNS 0.001
score MILLION_HUNDRED 0.001
score MIMEOLE_DIRECT_TO_MX 0.001
-score MIME_NO_TEXT 1.729
+score MIME_NO_TEXT 1.765
score MIXED_ES 2.099
-score MIXED_HREF_CASE 1.932
-score MONEY_ATM_CARD 0.001 # force non-zero
+score MIXED_HREF_CASE 0.275
+score MONEY_ATM_CARD 0.001
score MONEY_FORM 0.001
score MONEY_FORM_SHORT 2.499
-score MONEY_FRAUD_3 0.338
+score MONEY_FRAUD_3 0.001
score MONEY_FRAUD_5 2.899
score MONEY_FRAUD_8 0.001
-score MONEY_FREEMAIL_REPTO 1.836
+score MONEY_FREEMAIL_REPTO 1.737
score MONEY_FROM_MISSP 0.001
score MSMAIL_PRI_ABNORMAL 0.001
score NAME_EMAIL_DIFF 0.001
-score NA_DOLLARS 0.568
-score NICE_REPLY_A -3.766
+score NA_DOLLARS 0.312
+score NICE_REPLY_A -2.319
score NORDNS_LOW_CONTRAST 1.325
score NO_FM_NAME_IP_HOSTN 0.001
-score NSL_RCVD_FROM_USER 0.001
-score NSL_RCVD_HELO_USER 0.001 # force non-zero
-score NUMBERONLY_BITCOIN_EXP 1.322
-score OBFU_TEXT_ATTACH 0.125
-score ODD_FREEM_REPTO 2.671
+score NSL_RCVD_FROM_USER 0.001 # force non-zero
+score NSL_RCVD_HELO_USER 0.001
+score NUMBERONLY_BITCOIN_EXP 0.001
+score OBFU_TEXT_ATTACH 0.158
+score ODD_FREEM_REPTO 2.536
score PDS_BTC_ID 0.499
-score PDS_BTC_MSGID 0.001 # force non-zero
-score PDS_FROM_2_EMAILS 2.699
-score PDS_HELO_SPF_FAIL 1.316
+score PDS_BTC_MSGID 0.001
+score PDS_FROM_2_EMAILS 2.701
+score PDS_HELO_SPF_FAIL 0.027
score PDS_NAKED_TO_NUMERO 1.999
score PDS_NO_FULL_NAME_SPOOFED_URL 0.749
-score PDS_PHPEXP_BOT 1.499
-score PDS_PHP_EVAL 1.480
+score PDS_PHPEXP_BOT 1.021
+score PDS_PHP_EVAL 1.309
score PDS_SHORT_BOGUS_MSM_HDRS 1.999
score PDS_SHORT_SPOOFED_URL 1.999
-score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.398
+score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.394
score PHP_ORIG_SCRIPT 2.499
-score PHP_ORIG_SCRIPT_EVAL 1.354
-score PHP_SCRIPT 1.501
+score PHP_ORIG_SCRIPT_EVAL 2.999
+score PHP_SCRIPT 1.486
score PP_MIME_FAKE_ASCII_TEXT 0.001
score RAND_MKTG_HEADER 1.999
-score RATWARE_NO_RDNS 2.606
-score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_XM 1.308
+score RATWARE_NO_RDNS 1.556
+score RCVD_IN_MSPIKE_H2 -0.001 # force non-zero
+score RDNS_NUM_TLD_XM 0.698
score REPTO_419_FRAUD 0.001
score SCC_CANSPAM_2 0.001
score SCC_ISEMM_LID_1A 3.499
score SCC_ISEMM_LID_1B 0.001
score SENDGRID_REDIR 1.499
-score SERGIO_SUBJECT_VIAGRA01 1.564
-score SHOPIFY_IMG_NOT_RCVD_SFY 0.085
+score SERGIO_SUBJECT_VIAGRA01 2.965
+score SHOPIFY_IMG_NOT_RCVD_SFY 0.075
score SPOOFED_FREEMAIL 0.001
score SPOOFED_FREEMAIL_NO_RDNS 0.001
-score SPOOFED_FREEM_REPTO 2.030
+score SPOOFED_FREEM_REPTO 2.017
score SPOOF_GMAIL_MID 0.001
-score STATIC_XPRIO_OLE 1.024
-score THIS_AD 0.899
+score STATIC_XPRIO_OLE 0.095
+score THIS_AD 0.900
score TO_EQ_FM_DOM_SPF_FAIL 0.001
score TO_EQ_FM_SPF_FAIL 0.001
-score TO_NO_BRKTS_FROM_MSSP 2.050
+score TO_NO_BRKTS_FROM_MSSP 1.856
score TO_NO_BRKTS_HTML_IMG 1.999
-score TO_NO_BRKTS_HTML_ONLY 1.999
-score TO_NO_BRKTS_MSFT 0.001
-score TO_NO_BRKTS_NORDNS_HTML 1.824
-score TO_NO_BRKTS_PCNT 1.098
+score TO_NO_BRKTS_HTML_ONLY 2.000
+score TO_NO_BRKTS_NORDNS_HTML 1.825
+score TO_NO_BRKTS_PCNT 2.212
score TVD_APPROVED 1.898
-score TVD_RCVD_SPACE_BRACKET 1.117
-score TVD_SPACE_ENCODED 0.001
-score TVD_SPACE_RATIO_MINFP 0.001
+score TVD_RCVD_SPACE_BRACKET 0.942
score UNDISC_FREEM 3.099
-score UNDISC_MONEY 2.167
+score UNDISC_MONEY 2.238
score UNICODE_OBFU_ASC 2.499
score UPPERCASE_URI 2.421
score URI_DOTEDU 1.999
score URI_FIREBASEAPP 2.999
-score URI_GOOGLE_PROXY 2.199
+score URI_GOOGLE_PROXY 2.200
score URI_OBFU_DOM 2.299
-score URI_PHISH 3.698
-score URI_PHP_REDIR 3.297
-score URI_TRY_3LD 1.983
-score URI_WPADMIN 2.200
-score URI_WP_HACKED_2 2.500
+score URI_PHISH 3.699
+score URI_PHP_REDIR 3.299
+score URI_TRY_3LD 1.982
+score URI_WPADMIN 2.199
+score URI_WP_HACKED_2 2.499
score VFY_ACCT_NORDNS 2.999
-score WORD_INVIS 0.798
-score XFER_LOTSA_MONEY 1.000
-score XM_RANDOM 2.499
+score WORD_INVIS 0.807
+score XFER_LOTSA_MONEY 0.999
+score XM_RANDOM 2.500
score XM_RECPTID 2.999
score XPRIO 0.001
-score XPRIO_SHORT_SUBJ 1.678
-score YOUR_DELIVERY_ADDRESS 1.249
-score YOU_INHERIT 1.205
+score XPRIO_SHORT_SUBJ 0.376
+score YOUR_DELIVERY_ADDRESS 1.250
+score YOU_INHERIT 1.299
score AC_POST_EXTRAS 1.000
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
@@ -241,7 +239,6 @@ score BTC_ORG 1.0
score BULK_RE_SUSP_NTLD 1.000
score CANT_SEE_AD 1.000
score COMMENT_GIBBERISH 1.000
-score COMPENSATION 1.000
score CONTENT_AFTER_HTML_WEAK 1.000
score DAY_I_EARNED 1.000
score DKIMWL_BL 1.000
@@ -281,7 +278,6 @@ score GOOG_STO_HTML_PHISH_MANY 1.0
score GOOG_STO_IMG_HTML 1.000
score GOOG_STO_IMG_NOHTML 1.000
score HAS_X_NO_RELAY 1.000
-score HDRS_LCASE 0.100
score HEXHASH_WORD 1.000
score HK_CTE_RAW 1.000
score HK_RCVD_IP_MULTICAST 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1904255&r1=1904254&r2=1904255&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Mon Sep 26 02:43:41 2022
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 307103 63.492% (99.686% of non-spam corpus)
-# Correctly spam: 137994 28.530% (78.578% of spam corpus)
-# False positives: 967 0.200% (0.314% of nonspam, 19001 weighted)
-# False negatives: 37620 7.778% (21.422% of spam, 54931 weighted)
-# Average score for spam: 11.4 nonspam: 0.6
-# Average for false-pos: 6.9 false-neg: 1.5
-# TOTAL: 483684 100.00%
+# Correctly non-spam: 312827 64.665% (99.682% of non-spam corpus)
+# Correctly spam: 132904 27.473% (78.206% of spam corpus)
+# False positives: 997 0.206% (0.318% of nonspam, 18489 weighted)
+# False negatives: 37038 7.656% (21.794% of spam, 54765 weighted)
+# Average score for spam: 11.1 nonspam: 0.5
+# Average for false-pos: 6.8 false-neg: 1.5
+# TOTAL: 483766 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 38302 99.67%
-# Correctly spam: 17208 77.94%
-# False positives: 125 0.33%
-# False negatives: 4871 22.06%
-# TCR(l=50): 1.985343 SpamRecall: 77.938% SpamPrec: 99.279%
+# Correctly non-spam: 39030 99.69%
+# Correctly spam: 16568 77.41%
+# False positives: 123 0.31%
+# False negatives: 4836 22.59%
+# TCR(l=50): 1.948298 SpamRecall: 77.406% SpamPrec: 99.263%
##### 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: 299406 97.19%
-# Correctly spam: 106231 60.49%
-# False positives: 8664 2.81%
-# False negatives: 69383 39.51%
-# TCR(l=50): 0.349423 SpamRecall: 60.491% SpamPrec: 92.459%
+# Correctly non-spam: 305284 97.28%
+# Correctly spam: 100426 59.09%
+# False positives: 8540 2.72%
+# False negatives: 69516 40.91%
+# TCR(l=50): 0.342269 SpamRecall: 59.094% SpamPrec: 92.163%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 37347 97.19%
-# Correctly spam: 13208 59.82%
-# False positives: 1080 2.81%
-# False negatives: 8871 40.18%
-# TCR(l=50): 0.351179 SpamRecall: 59.822% SpamPrec: 92.441%
+# Correctly non-spam: 38140 97.41%
+# Correctly spam: 12548 58.62%
+# False positives: 1013 2.59%
+# False negatives: 8856 41.38%
+# TCR(l=50): 0.359695 SpamRecall: 58.625% SpamPrec: 92.530%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1904255&r1=1904254&r2=1904255&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Mon Sep 26 02:43:41 2022
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 317181 64.021% (99.618% of non-spam corpus)
-# Correctly spam: 146600 29.590% (82.809% of spam corpus)
-# False positives: 1216 0.245% (0.382% of nonspam, 51167 weighted)
-# False negatives: 30433 6.143% (17.191% of spam, 55947 weighted)
-# Average score for spam: 18.2 nonspam: -0.8
-# Average for false-pos: 7.6 false-neg: 1.8
-# TOTAL: 495430 100.00%
+# Correctly non-spam: 317173 64.020% (99.616% of non-spam corpus)
+# Correctly spam: 146838 29.639% (82.944% of spam corpus)
+# False positives: 1224 0.247% (0.384% of nonspam, 51375 weighted)
+# False negatives: 30194 6.095% (17.056% of spam, 54748 weighted)
+# Average score for spam: 18.0 nonspam: -0.8
+# Average for false-pos: 7.5 false-neg: 1.8
+# TOTAL: 495429 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 39516 99.59%
-# Correctly spam: 18472 83.00%
-# False positives: 161 0.41%
-# False negatives: 3784 17.00%
-# TCR(l=50): 1.880683 SpamRecall: 82.998% SpamPrec: 99.136%
+# Correctly non-spam: 39514 99.59%
+# Correctly spam: 18464 82.96%
+# False positives: 163 0.41%
+# False negatives: 3792 17.04%
+# TCR(l=50): 1.863674 SpamRecall: 82.962% SpamPrec: 99.125%
##### 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: 317249 99.64%
-# Correctly spam: 120663 68.16%
+# Correctly spam: 120647 68.15%
# False positives: 1148 0.36%
-# False negatives: 56370 31.84%
-# TCR(l=50): 1.556060 SpamRecall: 68.158% SpamPrec: 99.058%
+# False negatives: 56385 31.85%
+# TCR(l=50): 1.555847 SpamRecall: 68.150% SpamPrec: 99.057%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 39528 99.62%
-# Correctly spam: 15286 68.68%
+# Correctly spam: 15269 68.61%
# False positives: 149 0.38%
-# False negatives: 6970 31.32%
-# TCR(l=50): 1.543412 SpamRecall: 68.683% SpamPrec: 99.035%
+# False negatives: 6987 31.39%
+# TCR(l=50): 1.541595 SpamRecall: 68.606% SpamPrec: 99.034%