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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2019/07/26 05:10:13 UTC
svn commit: r1863770 [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=1863770&r1=1863769&r2=1863770&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Fri Jul 26 05:10:13 2019
@@ -3,22 +3,22 @@
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001
-score AC_FROM_MANY_DOTS 2.893
+score AC_FROM_MANY_DOTS 2.723
score AC_HTML_NONSENSE_TAGS 1.999
-score ADVANCE_FEE_2_NEW_MONEY 2.000
-score ADVANCE_FEE_3_NEW 3.469
-score ADVANCE_FEE_3_NEW_MONEY 0.529
-score ADVANCE_FEE_4_NEW 2.403
-score ADVANCE_FEE_4_NEW_FRM_MNY 2.223
-score ADVANCE_FEE_4_NEW_MONEY 2.799
-score ADVANCE_FEE_5_NEW 2.517
-score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score ADVANCE_FEE_5_NEW_MONEY 0.754
+score ADVANCE_FEE_2_NEW_MONEY 1.999
+score ADVANCE_FEE_3_NEW 3.466
+score ADVANCE_FEE_3_NEW_MONEY 0.803
+score ADVANCE_FEE_4_NEW 2.404
+score ADVANCE_FEE_4_NEW_FRM_MNY 2.188
+score ADVANCE_FEE_4_NEW_MONEY 2.700
+score ADVANCE_FEE_5_NEW 2.640
+score ADVANCE_FEE_5_NEW_FRM_MNY 0.910
+score ADVANCE_FEE_5_NEW_MONEY 0.758
score AD_PREFS 0.499
score AMAZON_IMG_NOT_RCVD_AMZN 0.001
-score AXB_XMAILER_MIMEOLE_OL_024C2 3.579
-score AXB_XMAILER_MIMEOLE_OL_1ECD5 2.275
-score BIGNUM_EMAILS 2.196
+score AXB_XMAILER_MIMEOLE_OL_024C2 3.581
+score AXB_XMAILER_MIMEOLE_OL_1ECD5 2.579
+score BIGNUM_EMAILS 1.981
score BITCOIN_DEADLINE 2.999
score BITCOIN_EXTORT_01 4.999
score BITCOIN_MALWARE 3.499
@@ -28,155 +28,153 @@ score BITCOIN_SPAM_02 2.4
score BITCOIN_SPAM_03 2.499
score BITCOIN_SPAM_04 1.499
score BITCOIN_SPAM_05 2.499
-score BITCOIN_SPAM_06 0.001
+score BITCOIN_SPAM_06 0.241
score BITCOIN_SPAM_07 3.499
score BITCOIN_SPAM_08 2.500
-score BITCOIN_SPAM_09 0.278
+score BITCOIN_SPAM_09 0.258
score BODY_EMPTY 0.001
-score BODY_URI_ONLY 0.999
-score BOGUS_MSM_HDRS 0.702
-score CANT_SEE_AD 1.874
-score CK_HELO_DYNAMIC_SPLIT_IP 0.050
-score CK_HELO_GENERIC 0.249
+score BODY_URI_ONLY 1.000
+score BOGUS_MSM_HDRS 2.744
+score CANT_SEE_AD 0.481
+score CK_HELO_DYNAMIC_SPLIT_IP 0.245
+score CK_HELO_GENERIC 0.250
score DATE_IN_FUTURE_96_Q 2.799
-score DEAR_BENEFICIARY 2.999
-score DKIMWL_BL 2.795
+score DEAR_BENEFICIARY 2.597
+score DKIMWL_BL 2.999
score DKIMWL_WL_HIGH -0.001
-score DKIMWL_WL_MED -0.001
+score DKIMWL_WL_MED -0.001 # force non-zero
score DKIMWL_WL_MEDHI -0.001
-score DRUGS_ERECTILE_SHORT_SHORTNER 1.499
-score DX_TEXT_03 1.200
-score FAKE_REPLY_A1 3.199
-score FILL_THIS_FORM 0.001 # force non-zero
+score DRUGS_ERECTILE_SHORT_SHORTNER 0.001
+score DX_TEXT_03 1.199
+score FAKE_REPLY_A1 3.099
+score FILL_THIS_FORM 0.001
score FORM_FRAUD 0.999
-score FORM_FRAUD_3 0.384
-score FORM_FRAUD_5 2.795
+score FORM_FRAUD_3 0.591
+score FORM_FRAUD_5 3.032
score FOUND_YOU 3.249
-score FREEMAIL_FORGED_FROMDOMAIN 0.001 # force non-zero
-score FROMSPACE 0.001
+score FREEMAIL_FORGED_FROMDOMAIN 0.001
+score FROMSPACE 0.275
score FROM_2_EMAILS_SHORT 1.999
-score FROM_ADDR_WS 2.999
+score FROM_ADDR_WS 3.000
score FROM_FMBLA_NEWDOM 1.499
-score FROM_FMBLA_NEWDOM14 1.000
-score FROM_FMBLA_NEWDOM28 0.800
-score FROM_GOV_DKIM_AU -0.001 # force non-zero
+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 0.700
-score FROM_MISSP_EH_MATCH 1.222
-score FROM_MISSP_FREEMAIL 0.001 # force non-zero
+score FROM_MISSP_DYNIP 1.993
+score FROM_MISSP_EH_MATCH 1.230
+score FROM_MISSP_FREEMAIL 0.001
score FROM_MISSP_MSFT 0.001
score FROM_MISSP_REPLYTO 0.001
-score FROM_MISSP_SPF_FAIL 1.999
+score FROM_MISSP_SPF_FAIL 1.365
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 0.373
+score FROM_NAME_EQ_TO_G_DRIVE 0.026
score FROM_NTLD_REPLY_FREEMAIL 1.997
score FROM_PAYPAL_SPOOF 1.599
-score FROM_SUSPICIOUS_NTLD 0.500
-score FROM_WORDY 0.927
-score FROM_WSP_TRAIL 2.387
-score FSL_BULK_SIG 0.591
+score FROM_SUSPICIOUS_NTLD 0.499
+score FROM_WORDY 1.527
+score FROM_WSP_TRAIL 2.222
+score FSL_BULK_SIG 0.596
score FSL_CTYPE_WIN1251 0.001
score FSL_HELO_FAKE 3.599
score FSL_NEW_HELO_USER 0.001
-score FSL_THIS_IS_ADV 3.105
+score FSL_THIS_IS_ADV 2.900
score FUZZY_CLICK_HERE 2.499
-score FUZZY_UNSUBSCRIBE 2.477
+score FUZZY_UNSUBSCRIBE 2.642
score GB_FORGED_MUA_POSTFIX 1.999
score GB_FREEMAIL_DISPTO 0.499
score GB_FREEMAIL_DISPTO_NOTFREEM 0.500
-score GB_GOOGLE_OBFU 0.750
+score GB_GOOGLE_OBFU 0.749
score GB_GOOG_IMG_NOT_RCVD_GOOG 2.499
-score GB_LINKED_IMG_NOT_RCVD_LINK 1.623
+score GB_LINKED_IMG_NOT_RCVD_LINK 2.499
score GOOG_REDIR_HTML_ONLY 1.999
-score GOOG_REDIR_NORDNS 0.163
-score HDRS_LCASE_IMGONLY 0.099
+score GOOG_REDIR_NORDNS 0.236
+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 0.250
score HELO_MISC_IP 0.001
score HELO_NO_DOMAIN 2.199
-score HEXHASH_WORD 2.666
-score HK_LOTTO 0.928
+score HEXHASH_WORD 2.664
+score HK_LOTTO 0.727
score HK_NAME_FM_MR_MRS 1.499
score HK_NAME_MR_MRS 0.999
score HK_RANDOM_FROM 0.999
score HK_RANDOM_REPLYTO 0.999
-score HK_RCVD_IP_MULTICAST 1.563
-score HK_SCAM 1.424
-score HOSTED_IMG_DIRECT_MX 1.478
+score HK_RCVD_IP_MULTICAST 1.557
+score HK_SCAM 1.425
+score HOSTED_IMG_DIRECT_MX 1.428
score HOSTED_IMG_FREEM 3.499
-score HTML_ENTITY_ASCII 2.949
-score HTML_OFF_PAGE 3.000
-score HTML_SINGLET_MANY 1.252
-score HTML_TEXT_INVISIBLE_STYLE 2.036
-score IMG_ALT_HSPACE_CID_ALIGN 2.599
-score IMG_ONLY_FM_DOM_INFO 2.499
+score HTML_ENTITY_ASCII 2.950
+score HTML_OFF_PAGE 2.999
+score HTML_SINGLET_MANY 1.563
+score HTML_TEXT_INVISIBLE_STYLE 2.416
+score IMG_ALT_HSPACE_CID_ALIGN 2.699
+score IMG_ONLY_FM_DOM_INFO 2.500
score KB_FORGED_MOZ4 0.001
-score LIST_PARTIAL_SHORT_MSG 2.499
-score LIST_PRTL_SAME_USER 1.278
-score LONG_HEX_URI 2.868
-score LONG_IMG_URI 1.619
+score LIST_PARTIAL_SHORT_MSG 2.500
+score LIST_PRTL_SAME_USER 1.281
+score LONG_HEX_URI 2.869
+score LONG_IMG_URI 1.612
score LOTS_OF_MONEY 0.010
score LUCRATIVE 1.999
-score MALFORMED_FREEMAIL 1.975
-score MALF_HTML_B64 3.313
-score MANY_SPAN_IN_TEXT 2.264
+score MALFORMED_FREEMAIL 1.988
+score MALF_HTML_B64 2.190
+score MANY_SPAN_IN_TEXT 2.167
score MILLION_HUNDRED 2.999
-score MILLION_USD 1.999
score MIMEOLE_DIRECT_TO_MX 1.999
-score MIXED_ES 2.399
-score MONEY_ATM_CARD 0.768
-score MONEY_FORM 0.594
+score MIXED_ES 2.299
+score MONEY_ATM_CARD 2.799
+score MONEY_FORM 0.592
score MONEY_FORM_SHORT 2.499
-score MONEY_FRAUD_3 0.001 # force non-zero
-score MONEY_FRAUD_5 1.034
+score MONEY_FRAUD_3 0.001
+score MONEY_FRAUD_5 0.735
score MONEY_FRAUD_8 3.199
score MONEY_FROM_41 1.999
score MONEY_FROM_MISSP 1.999
-score NORDNS_LOW_CONTRAST 1.673
-score NO_FM_NAME_IP_HOSTN 0.001 # force non-zero
+score NORDNS_LOW_CONTRAST 1.295
+score NO_FM_NAME_IP_HOSTN 0.001
score NSL_RCVD_FROM_USER 0.001
-score NSL_RCVD_HELO_USER 1.827
-score NUMBERONLY_BITCOIN_EXP 0.714
+score NSL_RCVD_HELO_USER 3.100
+score NUMBERONLY_BITCOIN_EXP 0.582
score OBFU_BITCOIN 2.999
-score OFFER_ONLY_AMERICA 1.999
-score PDS_DBL_URL_ILLEGAL_CHARS 1.212
-score PDS_DBL_URL_LINKBAIT 2.500
+score OFFER_ONLY_AMERICA 1.478
+score PDS_DBL_URL_ILLEGAL_CHARS 0.001
+score PDS_DBL_URL_LINKBAIT 2.499
score PDS_DBL_URL_TNB_RUNON 1.999
score PDS_HP_HELO_NORDNS 0.001
score PDS_PHP_EVAL 1.499
-score PDS_TO_EQ_FROM_NAME 0.355
-score PDS_URI_HIDDEN_HELO_NO_DOMAIN 1.674
+score PDS_TO_EQ_FROM_NAME 0.701
score PDS_X_PHP_WP_EXP 1.499
-score PHOTO_EDITING_DIRECT 2.384
+score PHOTO_EDITING_DIRECT 2.495
score PHP_ORIG_SCRIPT 2.499
-score PP_MIME_FAKE_ASCII_TEXT 0.001
-score RATWARE_NO_RDNS 2.839
+score PP_MIME_FAKE_ASCII_TEXT 0.001 # force non-zero
+score RATWARE_NO_RDNS 2.644
score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_XM 2.999
-score RISK_FREE 2.699
-score RP_8BIT 1.406
-score SEO_SUSP_NTLD 1.200
+score RDNS_NUM_TLD_XM 3.000
+score RISK_FREE 2.456
+score RP_8BIT 0.984
+score SEO_SUSP_NTLD 1.199
score SERGIO_SUBJECT_PORN014 3.399
score SERGIO_SUBJECT_VIAGRA01 0.001
-score SHORTENER_SHORT_IMG 1.632
+score SHORTENER_SHORT_IMG 1.627
score SHORT_BODY_G_DRIVE_DYN 1.499
-score SHORT_IMG_SUSP_NTLD 0.001
-score SINGLETS_LOW_CONTRAST 0.792
-score SPOOFED_FREEMAIL_NO_RDNS 1.498
+score SHORT_IMG_SUSP_NTLD 0.254
+score SINGLETS_LOW_CONTRAST 0.856
+score SPOOFED_FREEMAIL_NO_RDNS 1.499
score SPOOFED_FREEM_REPTO 2.499
-score SPOOFED_FREEM_REPTO_CHN 1.949
+score SPOOFED_FREEM_REPTO_CHN 1.892
score STATIC_XPRIO_OLE 1.999
-score STOCK_LOW_CONTRAST 0.001
-score STOX_BOUND_090909_B 1.087
+score STOCK_LOW_CONTRAST 0.001 # force non-zero
+score STOX_BOUND_090909_B 1.086
score THIS_AD 1.799
-score THIS_IS_ADV_SUSP_NTLD 1.499
-score TO_EQ_FM_DIRECT_MX 1.595
-score TO_EQ_FM_DOM_SPF_FAIL 1.071
-score TO_EQ_FM_SPF_FAIL 1.761
+score THIS_IS_ADV_SUSP_NTLD 0.136
+score TO_EQ_FM_DIRECT_MX 1.589
+score TO_EQ_FM_DOM_SPF_FAIL 0.863
+score TO_EQ_FM_SPF_FAIL 1.969
score TO_IN_SUBJ 0.100
score TO_NAME_SUBJ_NO_RDNS 0.583
score TO_NO_BRKTS_DYNIP 2.999
@@ -186,27 +184,26 @@ score TO_NO_BRKTS_HTML_ONLY 1.9
score TO_NO_BRKTS_MSFT 2.499
score TO_NO_BRKTS_NORDNS_HTML 1.999
score TO_NO_BRKTS_PCNT 2.499
-score TVD_IP_HEX 1.831
-score TVD_IP_SING_HEX 2.895
+score TVD_IP_HEX 1.929
+score TVD_IP_SING_HEX 0.541
score TVD_SPACE_ENCODED 1.079
-score TVD_SPACE_RATIO_MINFP 2.500
-score TVD_SUBJ_APPR_LOAN 2.499
+score TVD_SPACE_RATIO_MINFP 2.499
score TVD_SUBJ_NUM_OBFU_MINFP 2.799
-score UNICODE_OBFU_ZW 3.449
+score UNICODE_OBFU_ZW 3.089
score URI_GOOGLE_PROXY 1.799
-score URI_HEX_IP 2.499
-score URI_ONLY_MSGID_MALF 0.726
+score URI_HEX_IP 2.428
+score URI_ONLY_MSGID_MALF 1.278
score URI_PHISH 3.999
score URI_PHP_REDIR 3.499
score URI_TRY_3LD 0.001
score URI_WPADMIN 2.399
-score URI_WP_HACKED 3.499
-score URI_WP_HACKED_2 2.500
-score XPRIO 0.294
-score XPRIO_SHORT_SUBJ 0.001
+score URI_WP_HACKED 3.500
+score URI_WP_HACKED_2 2.499
+score XPRIO 0.298
+score XPRIO_SHORT_SUBJ 0.001 # force non-zero
score XPRIO_URL_SHORTNER 0.999
-score YOU_INHERIT 0.027
-score ZW_OBFU_BITCOIN 0.959
+score YOU_INHERIT 1.110
+score ZW_OBFU_BITCOIN 0.742
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
score AC_SPAMMY_URI_PATTERNS11 1.000
@@ -241,7 +238,6 @@ score FRNAME_IN_MSG_XPRIO_NO_SUB 1.0
score FROM_BANK_NOAUTH 1.000
score FROM_FMBLA_NDBLOCKED 0.001
score FROM_GOV_REPLYTO_FREEMAIL 1.000
-score FROM_MISSP_PHISH 1.000
score FROM_NTLD_LINKBAIT 1.000
score FROM_NUMBERO_NEWDOMAIN 1.000
score FROM_NUMERIC_TLD 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1863770&r1=1863769&r2=1863770&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Fri Jul 26 05:10:13 2019
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 478502 39.388% (99.555% of non-spam corpus)
-# Correctly spam: 571131 47.013% (77.790% of spam corpus)
-# False positives: 2141 0.176% (0.445% of nonspam, 94272 weighted)
-# False negatives: 163064 13.423% (22.210% of spam, 354248 weighted)
-# Average score for spam: 10.1 nonspam: 0.6
-# Average for false-pos: 5.8 false-neg: 2.2
-# TOTAL: 1214838 100.00%
+# Correctly non-spam: 479996 39.440% (99.567% of non-spam corpus)
+# Correctly spam: 578329 47.520% (78.690% of spam corpus)
+# False positives: 2087 0.171% (0.433% of nonspam, 91139 weighted)
+# False negatives: 156620 12.869% (21.310% of spam, 353602 weighted)
+# Average score for spam: 9.9 nonspam: 0.6
+# Average for false-pos: 5.7 false-neg: 2.3
+# TOTAL: 1217032 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 59724 99.56%
-# Correctly spam: 71195 77.76%
-# False positives: 261 0.44%
-# False negatives: 20362 22.24%
-# TCR(l=50): 2.740243 SpamRecall: 77.760% SpamPrec: 99.635%
+# Correctly non-spam: 59897 99.55%
+# Correctly spam: 71953 78.51%
+# False positives: 269 0.45%
+# False negatives: 19692 21.49%
+# TCR(l=50): 2.765222 SpamRecall: 78.513% SpamPrec: 99.628%
##### 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: 463922 96.52%
-# Correctly spam: 362403 49.36%
-# False positives: 16721 3.48%
-# False negatives: 371792 50.64%
-# TCR(l=50): 0.607857 SpamRecall: 49.361% SpamPrec: 95.590%
+# Correctly non-spam: 465448 96.55%
+# Correctly spam: 364446 49.59%
+# False positives: 16635 3.45%
+# False negatives: 370503 50.41%
+# TCR(l=50): 0.611310 SpamRecall: 49.588% SpamPrec: 95.635%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 57942 96.59%
-# Correctly spam: 45289 49.47%
-# False positives: 2043 3.41%
-# False negatives: 46268 50.53%
-# TCR(l=50): 0.616886 SpamRecall: 49.465% SpamPrec: 95.684%
+# Correctly non-spam: 58086 96.54%
+# Correctly spam: 45461 49.61%
+# False positives: 2080 3.46%
+# False negatives: 46184 50.39%
+# TCR(l=50): 0.610218 SpamRecall: 49.606% SpamPrec: 95.625%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1863770&r1=1863769&r2=1863770&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Fri Jul 26 05:10:13 2019
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 477898 43.271% (99.647% of non-spam corpus)
-# Correctly spam: 558100 50.533% (89.319% of spam corpus)
-# False positives: 1694 0.153% (0.353% of nonspam, 206084 weighted)
-# False negatives: 66736 6.043% (10.681% of spam, 135857 weighted)
+# Correctly non-spam: 477902 43.274% (99.648% of non-spam corpus)
+# Correctly spam: 557979 50.525% (89.309% of spam corpus)
+# False positives: 1690 0.153% (0.352% of nonspam, 205857 weighted)
+# False negatives: 66792 6.048% (10.691% of spam, 136022 weighted)
# Average score for spam: 15.6 nonspam: -2.0
-# Average for false-pos: 9.3 false-neg: 2.0
-# TOTAL: 1104428 100.00%
+# Average for false-pos: 9.4 false-neg: 2.0
+# TOTAL: 1104363 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 59664 99.67%
-# Correctly spam: 69703 89.33%
-# False positives: 197 0.33%
-# False negatives: 8322 10.67%
-# TCR(l=50): 4.293694 SpamRecall: 89.334% SpamPrec: 99.718%
+# Correctly non-spam: 59665 99.67%
+# Correctly spam: 69692 89.32%
+# False positives: 196 0.33%
+# False negatives: 8329 10.68%
+# TCR(l=50): 4.303657 SpamRecall: 89.325% SpamPrec: 99.720%
##### 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: 476652 99.39%
-# Correctly spam: 455856 72.96%
+# Correctly spam: 455734 72.94%
# False positives: 2940 0.61%
-# False negatives: 168980 27.04%
-# TCR(l=50): 1.977454 SpamRecall: 72.956% SpamPrec: 99.359%
+# False negatives: 169037 27.06%
+# TCR(l=50): 1.976892 SpamRecall: 72.944% SpamPrec: 99.359%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 59512 99.42%
-# Correctly spam: 57053 73.12%
+# Correctly spam: 57028 73.09%
# False positives: 349 0.58%
-# False negatives: 20972 26.88%
-# TCR(l=50): 2.030738 SpamRecall: 73.121% SpamPrec: 99.392%
+# False negatives: 20993 26.91%
+# TCR(l=50): 2.029524 SpamRecall: 73.093% SpamPrec: 99.392%