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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2019/11/23 05:46:29 UTC
svn commit: r1870209 [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=1870209&r1=1870208&r2=1870209&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Sat Nov 23 05:46:29 2019
@@ -3,205 +3,205 @@
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001
-score AC_FROM_MANY_DOTS 2.709
-score ADVANCE_FEE_2_NEW_MONEY 1.296
-score ADVANCE_FEE_3_NEW 3.466
+score AC_FROM_MANY_DOTS 2.710
+score ADVANCE_FEE_2_NEW_MONEY 1.073
+score ADVANCE_FEE_3_NEW 3.467
score ADVANCE_FEE_3_NEW_MONEY 2.799
-score ADVANCE_FEE_4_NEW 2.157
+score ADVANCE_FEE_4_NEW 2.213
score ADVANCE_FEE_4_NEW_MONEY 2.699
-score ADVANCE_FEE_5_NEW 1.724
-score ADVANCE_FEE_5_NEW_FRM_MNY 0.306
+score ADVANCE_FEE_5_NEW 1.775
+score ADVANCE_FEE_5_NEW_FRM_MNY 0.360
score AD_PREFS 0.499
score ALIBABA_IMG_NOT_RCVD_ALI 2.500
score AMAZON_IMG_NOT_RCVD_AMZN 2.499
-score AXB_XMAILER_MIMEOLE_OL_024C2 2.265
-score BITCOIN_DEADLINE 2.228
-score BITCOIN_EXTORT_01 2.398
-score BITCOIN_SPAM_02 1.857
-score BITCOIN_SPAM_05 2.214
-score BITCOIN_SPAM_07 2.561
-score BITCOIN_SPAM_08 0.006
+score AXB_XMAILER_MIMEOLE_OL_024C2 2.744
+score BITCOIN_DEADLINE 2.223
+score BITCOIN_EXTORT_01 2.273
+score BITCOIN_SPAM_02 1.770
+score BITCOIN_SPAM_05 1.438
+score BITCOIN_SPAM_07 2.696
+score BITCOIN_SPAM_08 0.128
score BITCOIN_SPAM_09 1.499
-score BODY_EMPTY 0.059
-score BODY_SINGLE_URI 1.174
-score BODY_SINGLE_WORD 1.392
-score BODY_URI_ONLY 1.000
-score BOGUS_MSM_HDRS 2.919
+score BODY_EMPTY 0.063
+score BODY_SINGLE_URI 2.121
+score BODY_SINGLE_WORD 1.445
+score BODY_URI_ONLY 0.999
+score BOGUS_MSM_HDRS 2.926
score CK_HELO_DYNAMIC_SPLIT_IP 0.001
score CK_HELO_GENERIC 0.249
score DEAR_BENEFICIARY 2.899
-score DKIMWL_BL 3.000
-score DKIMWL_WL_HIGH -0.001
-score DKIMWL_WL_MED -0.001 # force non-zero
+score DKIMWL_BL 2.999
+score DKIMWL_WL_HIGH -0.001 # force non-zero
+score DKIMWL_WL_MED -0.001
score DOS_OUTLOOK_TO_MX_IMAGE 2.899
-score DRUGS_ERECTILE_SHORT_SHORTNER 1.270
-score DX_TEXT_03 1.799
-score EBAY_IMG_NOT_RCVD_EBAY 0.319
-score END_FUTURE_EMAILS 0.370
-score FILL_THIS_FORM 0.190
-score FORGED_RELAY_MUA_TO_MX 3.030
-score FORGED_SPF_HELO 1.341
+score DRUGS_ERECTILE_SHORT_SHORTNER 0.302
+score DX_TEXT_03 1.800
+score EBAY_IMG_NOT_RCVD_EBAY 2.211
+score END_FUTURE_EMAILS 0.673
+score FILL_THIS_FORM 0.125
+score FORGED_RELAY_MUA_TO_MX 3.060
+score FORGED_SPF_HELO 1.319
score FORM_FRAUD 0.999
-score FORM_FRAUD_5 0.159
-score FREEMAIL_FORGED_FROMDOMAIN 0.249
+score FORM_FRAUD_5 0.292
+score FREEMAIL_FORGED_FROMDOMAIN 0.197
score FROMSPACE 0.001 # force non-zero
score FROM_2_EMAILS_SHORT 0.001
-score FROM_ADDR_WS 0.459
+score FROM_ADDR_WS 0.001
score FROM_FMBLA_NEWDOM 1.499
-score FROM_FMBLA_NEWDOM14 1.000
+score FROM_FMBLA_NEWDOM14 0.999
score FROM_FMBLA_NEWDOM28 0.800
score FROM_GOV_DKIM_AU -0.001
score FROM_GOV_SPOOF 0.001
-score FROM_MISSPACED 0.374
-score FROM_MISSP_DYNIP 1.703
-score FROM_MISSP_EH_MATCH 1.226
-score FROM_MISSP_FREEMAIL 1.857
-score FROM_MISSP_MSFT 1.918
+score FROM_MISSPACED 1.113
+score FROM_MISSP_DYNIP 1.288
+score FROM_MISSP_EH_MATCH 1.227
+score FROM_MISSP_FREEMAIL 2.645
+score FROM_MISSP_MSFT 2.805
score FROM_MISSP_REPLYTO 2.499
score FROM_MISSP_SPF_FAIL 1.999
-score FROM_MISSP_TO_UNDISC 1.143
-score FROM_MISSP_USER 2.596
+score FROM_MISSP_TO_UNDISC 2.313
+score FROM_MISSP_USER 1.646
score FROM_MISSP_XPRIO 2.499
score FROM_NAME_EQ_TO_G_DRIVE 0.001
-score FROM_NTLD_REPLY_FREEMAIL 0.965
+score FROM_NTLD_REPLY_FREEMAIL 1.092
score FROM_PAYPAL_SPOOF 1.599
-score FROM_SUSPICIOUS_NTLD 0.334
-score FROM_SUSPICIOUS_NTLD_FP 1.738
-score FSL_BULK_SIG 0.138
-score FSL_CTYPE_WIN1251 0.606
-score FSL_HELO_FAKE 1.792
+score FROM_SUSPICIOUS_NTLD 0.351
+score FROM_SUSPICIOUS_NTLD_FP 1.689
+score FSL_BULK_SIG 0.139
+score FSL_CTYPE_WIN1251 1.797
+score FSL_HELO_FAKE 1.788
score FSL_NEW_HELO_USER 1.999
score FSL_THIS_IS_ADV 2.999
score FUZZY_BITCOIN 2.599
-score FUZZY_CLICK_HERE 3.099
-score GB_BITCOIN_CP 2.146
-score GB_BITCOIN_NH 2.203
-score GB_FREEMAIL_DISPTO 0.001 # force non-zero
-score GB_GOOGLE_OBFU 0.061
+score FUZZY_CLICK_HERE 1.974
+score GB_BITCOIN_CP 2.410
+score GB_BITCOIN_NH 2.326
+score GB_FREEMAIL_DISPTO 0.001
+score GB_GOOGLE_OBFU 0.095
score GOOG_REDIR_HTML_ONLY 1.999
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 HEADER_FROM_DIFFERENT_DOMAINS 0.249
+score HEADER_FROM_DIFFERENT_DOMAINS 0.250
score HELO_MISC_IP 0.067
score HELO_NO_DOMAIN 0.001
-score HK_LOTTO 0.384
+score HK_LOTTO 0.566
score HK_NAME_MR_MRS 0.999
score HK_RANDOM_FROM 0.999
score HK_RANDOM_REPLYTO 0.999
-score HK_RCVD_IP_MULTICAST 0.500
+score HK_RCVD_IP_MULTICAST 0.503
score HK_SCAM 1.999
-score HOSTED_IMG_DIRECT_MX 3.061
+score HOSTED_IMG_DIRECT_MX 2.262
score HOSTED_IMG_FREEM 0.001
-score HOSTED_IMG_MULTI 1.346
+score HOSTED_IMG_MULTI 1.821
score HTML_OFF_PAGE 3.000
-score HTML_SINGLET_MANY 1.518
-score HTML_TEXT_INVISIBLE_STYLE 1.922
-score IMG_ONLY_FM_DOM_INFO 1.730
+score HTML_SINGLET_MANY 1.494
+score HTML_TEXT_INVISIBLE_STYLE 1.954
+score IMG_ONLY_FM_DOM_INFO 2.499
score KB_FORGED_MOZ4 0.001
-score KHOP_FAKE_EBAY 0.855
-score KHOP_HELO_FCRDNS 0.400
-score LIST_PRTL_SAME_USER 0.001
-score LONG_HEX_URI 2.294
-score LONG_IMG_URI 0.974
+score KHOP_FAKE_EBAY 0.641
+score KHOP_HELO_FCRDNS 0.399
+score LIST_PRTL_SAME_USER 0.001 # force non-zero
+score LONG_HEX_URI 2.289
+score LONG_IMG_URI 0.975
score LOTS_OF_MONEY 0.010
-score MALFORMED_FREEMAIL 1.075
+score MALFORMED_FREEMAIL 1.125
score MALF_HTML_B64 3.499
-score MALWARE_NORDNS 2.210
-score MALWARE_PASSWORD 3.378
-score MANY_HDRS_LCASE 0.099
+score MALWARE_NORDNS 2.776
+score MALWARE_PASSWORD 3.194
+score MANY_HDRS_LCASE 0.100
score MAY_BE_FORGED 0.001
-score MILLION_HUNDRED 2.348
+score MILLION_HUNDRED 2.378
score MIMEOLE_DIRECT_TO_MX 1.999
score MIXED_ES 2.499
score MONEY_ATM_CARD 2.599
-score MONEY_FORM_SHORT 1.933
+score MONEY_FORM_SHORT 2.081
score MONEY_FRAUD_3 0.001
score MONEY_FRAUD_5 0.001
score MONEY_FRAUD_8 3.099
score MONEY_FROM_41 1.999
-score MONEY_FROM_MISSP 1.999
-score NORDNS_LOW_CONTRAST 1.788
-score NO_FM_NAME_IP_HOSTN 0.960
-score NSL_RCVD_FROM_USER 2.590
-score NSL_RCVD_HELO_USER 1.389
-score NUMBERONLY_BITCOIN_EXP 1.999
+score MONEY_FROM_MISSP 1.239
+score NORDNS_LOW_CONTRAST 1.758
+score NO_FM_NAME_IP_HOSTN 0.979
+score NSL_RCVD_FROM_USER 1.208
+score NSL_RCVD_HELO_USER 1.616
+score NUMBERONLY_BITCOIN_EXP 1.800
score OBFU_BITCOIN 2.999
score ONLINE_MKTG_CNSLT 2.899
score PDS_BTC_ID 0.499
-score PDS_BTC_NTLD 2.000
-score PDS_DBL_URL_TNB_RUNON 1.268
-score PDS_FRNOM_TODOM_NAKED_TO 1.500
-score PDS_FROM_2_EMAILS 1.799
+score PDS_BTC_NTLD 1.976
+score PDS_DBL_URL_TNB_RUNON 0.734
+score PDS_FRNOM_TODOM_NAKED_TO 1.499
+score PDS_FROM_2_EMAILS 1.181
score PDS_FROM_NAME_TO_DOMAIN 0.999
-score PDS_HP_HELO_NORDNS 0.001 # force non-zero
-score PDS_NAKED_TO_NUMERO 1.920
+score PDS_HP_HELO_NORDNS 0.001
+score PDS_NAKED_TO_NUMERO 1.999
score PDS_PHPEXP_BOT 1.499
score PDS_PHPE_URISHORTENER 1.999
-score PDS_PHP_EVAL 1.499
+score PDS_PHP_EVAL 1.500
score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.999
-score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.719
+score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.672
score PDS_TONAME_EQ_TOLOCAL_SHORT 1.999
score PDS_TONAME_EQ_TOLOCAL_VSHORT 1.000
-score PDS_TO_EQ_FROM_NAME 3.097
+score PDS_TO_EQ_FROM_NAME 3.199
score PDS_X_PHP_WP_EXP 1.499
-score PHP_ORIG_SCRIPT 2.041
-score PP_MIME_FAKE_ASCII_TEXT 0.816
+score PHP_ORIG_SCRIPT 2.038
+score PP_MIME_FAKE_ASCII_TEXT 0.831
score RATWARE_NO_RDNS 2.999
score RCVD_IN_MSPIKE_H2 -0.001
-score RISK_FREE 0.524
-score SEO_SUSP_NTLD 1.024
+score RISK_FREE 0.475
+score SEO_SUSP_NTLD 0.001
score SERGIO_SUBJECT_PORN014 3.199
-score SERGIO_SUBJECT_VIAGRA01 2.777
+score SERGIO_SUBJECT_VIAGRA01 2.775
score SHOPIFY_IMG_NOT_RCVD_SFY 2.499
-score SHORTENER_SHORT_IMG 0.539
-score SHORT_IMG_SUSP_NTLD 0.225
+score SHORTENER_SHORT_IMG 1.486
+score SHORT_IMG_SUSP_NTLD 0.764
score SHORT_SHORTNER 1.999
-score SINGLETS_LOW_CONTRAST 0.001 # force non-zero
+score SINGLETS_LOW_CONTRAST 0.001
score SPOOFED_FREEMAIL 1.999
score SPOOFED_FREEMAIL_NO_RDNS 0.723
score SPOOFED_FREEM_REPTO 2.499
-score STATIC_XPRIO_OLE 1.339
+score STATIC_XPRIO_OLE 1.179
score STOCK_LOW_CONTRAST 2.499
-score SUBJ_OBFU_PUNCT_FEW 0.750
-score SUBJ_OBFU_PUNCT_MANY 1.102
+score SUBJ_OBFU_PUNCT_FEW 0.721
+score SUBJ_OBFU_PUNCT_MANY 1.749
score THIS_AD 1.799
-score TONOM_EQ_TOLOC_SHRT_PSHRTNER 0.677
+score TONOM_EQ_TOLOC_SHRT_PSHRTNER 0.724
score TONOM_EQ_TOLOC_SHRT_SHRTNER 1.499
-score TO_EQ_FM_DIRECT_MX 2.500
-score TO_EQ_FM_DOM_HTML_IMG 0.416
-score TO_EQ_FM_DOM_HTML_ONLY 0.406
-score TO_EQ_FM_DOM_SPF_FAIL 0.432
-score TO_EQ_FM_HTML_ONLY 0.462
-score TO_EQ_FM_SPF_FAIL 1.134
-score TO_IN_SUBJ 0.100
-score TO_NAME_SUBJ_NO_RDNS 1.475
-score TO_NO_BRKTS_DYNIP 3.499
-score TO_NO_BRKTS_FROM_MSSP 2.500
-score TO_NO_BRKTS_HTML_IMG 1.999
+score TO_EQ_FM_DIRECT_MX 2.499
+score TO_EQ_FM_DOM_HTML_IMG 0.588
+score TO_EQ_FM_DOM_HTML_ONLY 0.607
+score TO_EQ_FM_DOM_SPF_FAIL 0.619
+score TO_EQ_FM_HTML_ONLY 0.091
+score TO_EQ_FM_SPF_FAIL 1.208
+score TO_IN_SUBJ 0.099
+score TO_NAME_SUBJ_NO_RDNS 1.468
+score TO_NO_BRKTS_DYNIP 3.500
+score TO_NO_BRKTS_FROM_MSSP 2.499
+score TO_NO_BRKTS_HTML_IMG 1.994
score TO_NO_BRKTS_HTML_ONLY 1.999
score TO_NO_BRKTS_MSFT 2.499
-score TO_NO_BRKTS_NORDNS_HTML 1.834
-score TVD_IP_HEX 2.338
-score TVD_IP_OCT 2.899
-score TVD_IP_SING_HEX 1.029
+score TO_NO_BRKTS_NORDNS_HTML 1.863
+score TVD_IP_OCT 0.605
+score TVD_IP_SING_HEX 2.240
score TVD_SPACE_ENCODED 0.001
score TVD_SPACE_RATIO_MINFP 2.499
score UNICODE_OBFU_ASC 2.499
score UNICODE_OBFU_DOM_NO_BODY 3.749
-score UPGRADE_MAILBOX 1.031
+score UPGRADE_MAILBOX 1.256
score URI_GOOGLE_PROXY 2.299
-score URI_HEX_IP 0.272
-score URI_ONLY_MSGID_MALF 0.784
-score URI_PHISH 3.566
+score URI_HEX_IP 0.595
+score URI_ONLY_MSGID_MALF 0.899
+score URI_PHISH 3.342
score URI_PHP_REDIR 3.499
score URI_TRY_3LD 0.711
score URI_WP_HACKED 3.499
score URI_WP_HACKED_2 2.499
-score US_DOLLARS_3 1.360
-score XPRIO_SHORT_SUBJ 1.830
-score XPRIO_URL_SHORTNER 0.265
+score US_DOLLARS_3 1.382
+score XPRIO_SHORT_SUBJ 1.828
+score XPRIO_URL_SHORTNER 0.004
+score YOU_INHERIT 2.599
score AC_HTML_NONSENSE_TAGS 1.000
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1870209&r1=1870208&r2=1870209&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Sat Nov 23 05:46:29 2019
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 667253 39.313% (99.513% of non-spam corpus)
-# Correctly spam: 841088 49.555% (81.916% of spam corpus)
-# False positives: 3268 0.193% (0.487% of nonspam, 143129 weighted)
-# False negatives: 185679 10.940% (18.084% of spam, 407982 weighted)
+# Correctly non-spam: 614573 43.452% (99.550% of non-spam corpus)
+# Correctly spam: 645176 45.616% (80.948% of spam corpus)
+# False positives: 2777 0.196% (0.450% of nonspam, 103985 weighted)
+# False negatives: 151847 10.736% (19.052% of spam, 340499 weighted)
# Average score for spam: 10.3 nonspam: 0.6
-# Average for false-pos: 5.7 false-neg: 2.2
-# TOTAL: 1697288 100.00%
+# Average for false-pos: 5.8 false-neg: 2.2
+# TOTAL: 1414373 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 83262 99.49%
-# Correctly spam: 105184 82.08%
-# False positives: 428 0.51%
-# False negatives: 22960 17.92%
-# TCR(l=50): 2.888729 SpamRecall: 82.083% SpamPrec: 99.595%
+# Correctly non-spam: 76754 99.53%
+# Correctly spam: 80673 81.25%
+# False positives: 360 0.47%
+# False negatives: 18622 18.75%
+# TCR(l=50): 2.711348 SpamRecall: 81.246% SpamPrec: 99.556%
##### 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: 654629 97.63%
-# Correctly spam: 421765 41.08%
-# False positives: 15892 2.37%
-# False negatives: 605002 58.92%
-# TCR(l=50): 0.733614 SpamRecall: 41.077% SpamPrec: 96.369%
+# Correctly non-spam: 603993 97.84%
+# Correctly spam: 315185 39.55%
+# False positives: 13357 2.16%
+# False negatives: 481838 60.45%
+# TCR(l=50): 0.693252 SpamRecall: 39.545% SpamPrec: 95.934%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 81679 97.60%
-# Correctly spam: 52706 41.13%
-# False positives: 2011 2.40%
-# False negatives: 75438 58.87%
-# TCR(l=50): 0.728141 SpamRecall: 41.130% SpamPrec: 96.325%
+# Correctly non-spam: 75490 97.89%
+# Correctly spam: 39329 39.61%
+# False positives: 1624 2.11%
+# False negatives: 59966 60.39%
+# TCR(l=50): 0.703392 SpamRecall: 39.608% SpamPrec: 96.034%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1870209&r1=1870208&r2=1870209&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Sat Nov 23 05:46:29 2019
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 650026 41.597% (99.849% of non-spam corpus)
-# Correctly spam: 841289 53.837% (92.280% of spam corpus)
-# False positives: 983 0.063% (0.151% of nonspam, 83307 weighted)
-# False negatives: 70376 4.504% (7.720% of spam, 123420 weighted)
-# Average score for spam: 16.3 nonspam: -2.3
-# Average for false-pos: 6.1 false-neg: 1.8
-# TOTAL: 1562674 100.00%
+# Correctly non-spam: 650018 41.599% (99.848% of non-spam corpus)
+# Correctly spam: 841650 53.863% (92.330% of spam corpus)
+# False positives: 991 0.063% (0.152% of nonspam, 83875 weighted)
+# False negatives: 69920 4.475% (7.670% of spam, 121206 weighted)
+# Average score for spam: 16.1 nonspam: -2.3
+# Average for false-pos: 6.0 false-neg: 1.7
+# TOTAL: 1562579 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 81098 99.86%
-# Correctly spam: 104949 92.24%
-# False positives: 117 0.14%
-# False negatives: 8834 7.76%
-# TCR(l=50): 7.748774 SpamRecall: 92.236% SpamPrec: 99.889%
+# Correctly non-spam: 81095 99.85%
+# Correctly spam: 104997 92.29%
+# False positives: 120 0.15%
+# False negatives: 8774 7.71%
+# TCR(l=50): 7.700758 SpamRecall: 92.288% SpamPrec: 99.886%
##### 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: 648934 99.68%
-# Correctly spam: 599950 65.81%
+# Correctly spam: 600055 65.83%
# False positives: 2075 0.32%
-# False negatives: 311715 34.19%
-# TCR(l=50): 2.194324 SpamRecall: 65.808% SpamPrec: 99.655%
+# False negatives: 311515 34.17%
+# TCR(l=50): 2.195152 SpamRecall: 65.827% SpamPrec: 99.655%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 80958 99.68%
-# Correctly spam: 74681 65.63%
+# Correctly spam: 74861 65.80%
# False positives: 257 0.32%
-# False negatives: 39102 34.37%
-# TCR(l=50): 2.190156 SpamRecall: 65.635% SpamPrec: 99.657%
+# False negatives: 38910 34.20%
+# TCR(l=50): 2.198049 SpamRecall: 65.800% SpamPrec: 99.658%