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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2020/03/26 06:23:32 UTC
svn commit: r1875693 [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=1875693&r1=1875692&r2=1875693&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Thu Mar 26 06:23:32 2020
@@ -4,55 +4,54 @@
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001
score AC_FROM_MANY_DOTS 0.350
-score ADMITS_SPAM 1.680
+score ADMITS_SPAM 1.653
score ADVANCE_FEE_2_NEW_MONEY 1.999
score ADVANCE_FEE_3_NEW 3.466
score ADVANCE_FEE_3_NEW_MONEY 0.001
-score ADVANCE_FEE_4_NEW_MONEY 1.107
-score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score AD_PREFS 0.256
-score AMAZON_IMG_NOT_RCVD_AMZN 2.055
+score ADVANCE_FEE_4_NEW_MONEY 1.028
+score AD_PREFS 0.499
+score AMAZON_IMG_NOT_RCVD_AMZN 2.044
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score BITCOIN_EXTORT_01 1.740
-score BITCOIN_SPAM_01 1.268
-score BITCOIN_SPAM_02 2.499
+score BITCOIN_EXTORT_01 1.608
+score BITCOIN_SPAM_01 1.267
+score BITCOIN_SPAM_02 2.500
score BITCOIN_SPAM_03 2.499
score BITCOIN_SPAM_04 1.499
score BITCOIN_SPAM_05 2.499
-score BITCOIN_SPAM_06 0.331
-score BITCOIN_SPAM_07 0.348
-score BODY_EMPTY 0.221
+score BITCOIN_SPAM_06 1.499
+score BITCOIN_SPAM_07 0.314
+score BODY_EMPTY 0.223
score BODY_SINGLE_URI 2.499
-score BODY_SINGLE_WORD 0.772
-score BODY_URI_ONLY 1.000
-score BOGUS_MSM_HDRS 1.953
+score BODY_SINGLE_WORD 0.777
+score BODY_URI_ONLY 0.999
+score BOGUS_MSM_HDRS 2.508
score CANT_SEE_AD 2.499
-score CK_HELO_DYNAMIC_SPLIT_IP 0.035
-score CK_HELO_GENERIC 0.250
-score CTE_8BIT_MISMATCH 1.000
-score DEAR_BENEFICIARY 0.001
-score DKIMWL_BL 2.305
-score DKIMWL_WL_HIGH -0.001
+score CK_HELO_DYNAMIC_SPLIT_IP 0.032
+score CK_HELO_GENERIC 0.249
+score CTE_8BIT_MISMATCH 0.999
+score DEAR_BENEFICIARY 0.001 # force non-zero
+score DKIMWL_BL 2.309
+score DKIMWL_WL_HIGH -0.001 # force non-zero
score DKIMWL_WL_MED -0.001
-score DKIMWL_WL_MEDHI -0.001
+score DKIMWL_WL_MEDHI -0.001 # force non-zero
score DX_TEXT_03 0.799
score END_FUTURE_EMAILS 2.499
score FILL_THIS_FORM 0.001
-score FORGED_RELAY_MUA_TO_MX 3.307
-score FORGED_SPF_HELO 1.186
-score FORM_FRAUD_5 0.001
+score FORGED_RELAY_MUA_TO_MX 3.382
+score FORGED_SPF_HELO 1.112
+score FORM_FRAUD_5 0.001 # force non-zero
score FOUND_YOU 3.249
score FREEMAIL_FORGED_FROMDOMAIN 0.001
-score FROM_2_EMAILS_SHORT 1.999
-score FROM_ADDR_WS 0.854
+score FROM_2_EMAILS_SHORT 2.000
+score FROM_ADDR_WS 0.883
score FROM_FMBLA_NEWDOM 1.499
-score FROM_FMBLA_NEWDOM14 0.999
+score FROM_FMBLA_NEWDOM14 1.000
score FROM_FMBLA_NEWDOM28 0.800
score FROM_GOV_DKIM_AU -0.001
score FROM_GOV_SPOOF 0.001
score FROM_MISSPACED 0.001
-score FROM_MISSP_DYNIP 2.529
-score FROM_MISSP_EH_MATCH 0.001 # force non-zero
+score FROM_MISSP_DYNIP 2.531
+score FROM_MISSP_EH_MATCH 0.001
score FROM_MISSP_FREEMAIL 0.001
score FROM_MISSP_MSFT 0.001
score FROM_MISSP_REPLYTO 0.001
@@ -60,88 +59,87 @@ score FROM_MISSP_SPF_FAIL 0.0
score FROM_MISSP_USER 0.001
score FROM_MISSP_XPRIO 0.001
score FROM_NAME_EQ_TO_G_DRIVE 1.499
-score FROM_NEWDOM_BTC 0.425
+score FROM_NEWDOM_BTC 1.802
score FROM_NTLD_LINKBAIT 1.999
-score FROM_NTLD_REPLY_FREEMAIL 1.634
+score FROM_NTLD_REPLY_FREEMAIL 1.999
score FROM_PAYPAL_SPOOF 0.001
score FROM_SUSPICIOUS_NTLD 0.499
-score FROM_SUSPICIOUS_NTLD_FP 0.226
+score FROM_SUSPICIOUS_NTLD_FP 0.212
score FSL_BULK_SIG 0.001
score FSL_CTYPE_WIN1251 0.001
score FSL_NEW_HELO_USER 0.001
-score FSL_THIS_IS_ADV 0.354
-score FUZZY_BITCOIN 0.839
-score FUZZY_BROWSER 3.122
-score FUZZY_IMPORTANT 3.009
+score FSL_THIS_IS_ADV 0.376
+score FUZZY_BITCOIN 0.817
+score FUZZY_BROWSER 3.199
+score FUZZY_IMPORTANT 1.991
score GB_BITCOIN_CP 2.999
-score GB_BITCOIN_NH 2.486
-score GB_FREEMAIL_DISPTO 0.500
+score GB_BITCOIN_NH 2.613
+score GB_FREEMAIL_DISPTO 0.499
score GB_GOOGLE_OBFUR 0.749
-score GB_GOOGLE_OBFUS 0.750
-score GB_MONERO_CP 1.311
-score GOOG_REDIR_NORDNS 1.054
-score HDRS_LCASE 0.100
-score HDRS_LCASE_IMGONLY 0.100
+score GB_GOOGLE_OBFUS 0.749
+score GB_MONERO_CP 1.671
+score GOOG_REDIR_NORDNS 1.052
+score HDRS_LCASE 0.099
+score HDRS_LCASE_IMGONLY 0.099
score HDR_ORDER_FTSDMCXX_DIRECT 0.001
score HDR_ORDER_FTSDMCXX_NORDNS 0.001
score HEADER_FROM_DIFFERENT_DOMAINS 0.250
-score HELO_MISC_IP 0.250
-score HELO_NO_DOMAIN 0.147
-score HEXHASH_WORD 1.262
+score HELO_MISC_IP 0.249
+score HELO_NO_DOMAIN 0.146
+score HEXHASH_WORD 1.260
score HK_NAME_MR_MRS 0.999
score HK_RANDOM_FROM 0.999
score HK_RANDOM_REPLYTO 0.999
-score HK_RCVD_IP_MULTICAST 0.370
-score HK_SCAM 1.454
-score HOSTED_IMG_DIRECT_MX 2.422
-score HTML_OFF_PAGE 1.198
-score HTML_SINGLET_MANY 1.735
-score HTML_TEXT_INVISIBLE_STYLE 1.757
+score HK_RCVD_IP_MULTICAST 0.470
+score HK_SCAM 1.474
+score HOSTED_IMG_DIRECT_MX 3.094
+score HTML_OFF_PAGE 1.213
+score HTML_SINGLET_MANY 1.732
+score HTML_TEXT_INVISIBLE_STYLE 1.767
score IMG_ONLY_FM_DOM_INFO 2.499
-score KB_FORGED_MOZ4 3.588
+score KB_FORGED_MOZ4 3.591
score KHOP_FAKE_EBAY 0.001
score KHOP_HELO_FCRDNS 0.276
-score LIST_PRTL_SAME_USER 1.713
-score LONG_HEX_URI 1.614
-score LONG_IMG_URI 0.964
+score LIST_PRTL_SAME_USER 1.811
+score LONG_HEX_URI 1.608
+score LONG_IMG_URI 0.968
score LOTS_OF_MONEY 0.010
-score MALFORMED_FREEMAIL 1.877
-score MALF_HTML_B64 2.136
-score MALWARE_NORDNS 1.977
+score MALFORMED_FREEMAIL 1.955
+score MALF_HTML_B64 1.641
+score MALWARE_NORDNS 2.835
score MALWARE_PASSWORD 3.499
-score MAY_BE_FORGED 0.001
+score MAY_BE_FORGED 0.001 # force non-zero
score MILLION_HUNDRED 0.001
score MIMEOLE_DIRECT_TO_MX 0.001 # force non-zero
-score MIXED_ES 1.641
-score MONERO_EXTORT_01 0.311
-score MONEY_FORM_SHORT 0.985
-score MONEY_FRAUD_3 0.956
-score MONEY_FRAUD_5 1.129
+score MIXED_ES 1.606
+score MONERO_EXTORT_01 0.472
+score MONEY_FORM_SHORT 1.002
+score MONEY_FRAUD_3 0.937
+score MONEY_FRAUD_5 1.208
score MONEY_FRAUD_8 0.001 # force non-zero
score MONEY_FROM_41 1.999
-score MONEY_FROM_MISSP 1.999
-score NORDNS_LOW_CONTRAST 1.885
-score NO_FM_NAME_IP_HOSTN 0.711
-score NSL_RCVD_FROM_USER 0.001 # force non-zero
-score NSL_RCVD_HELO_USER 0.221
-score NUMBERONLY_BITCOIN_EXP 1.999
-score OBFU_BITCOIN 0.390
-score PDS_BTC_ID 0.500
+score MONEY_FROM_MISSP 2.000
+score NORDNS_LOW_CONTRAST 1.888
+score NO_FM_NAME_IP_HOSTN 0.710
+score NSL_RCVD_FROM_USER 0.001
+score NSL_RCVD_HELO_USER 2.999
+score NUMBERONLY_BITCOIN_EXP 0.001
+score OBFU_BITCOIN 0.542
+score PDS_BTC_ID 0.499
score PDS_BTC_MSGID 0.001
-score PDS_DBL_URL_TNB_RUNON 1.999
+score PDS_DBL_URL_TNB_RUNON 2.000
score PDS_EMPTYSUBJ_URISHRT 1.499
score PDS_FREEMAIL_REPLYTO_URISHRT 1.499
score PDS_FRNOM_TODOM_NAKED_TO 1.499
score PDS_FROM_2_EMAILS 0.001
score PDS_FROM_NAME_TO_DOMAIN 0.999
-score PDS_HELO_SPF_FAIL 1.148
-score PDS_HP_HELO_NORDNS 0.924
+score PDS_HELO_SPF_FAIL 1.814
+score PDS_HP_HELO_NORDNS 0.923
score PDS_NAKED_TO_NUMERO 1.999
score PDS_OTHER_BAD_TLD 1.999
-score PDS_PHP_EVAL 1.500
score PDS_SHORTFWD_URISHRT 1.499
-score PDS_SHORT_BOGUS_MSM_HDRS 1.680
-score PDS_TINYSUBJ_URISHRT 1.282
+score PDS_SHORT_BOGUS_MSM_HDRS 1.398
+score PDS_TINYSUBJ_URISHRT 1.283
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
@@ -150,60 +148,59 @@ score PDS_TO_EQ_FROM_NAME 0.0
score PP_MIME_FAKE_ASCII_TEXT 0.001
score RATWARE_NO_RDNS 0.001
score RCVD_IN_MSPIKE_H2 -0.001 # force non-zero
-score RDNS_NUM_TLD_ATCHNX 1.295
+score RDNS_NUM_TLD_ATCHNX 1.942
score RDNS_NUM_TLD_XM 2.999
-score RISK_FREE 0.696
-score SCRIPT_GIBBERISH 3.499
-score SERGIO_SUBJECT_PORN014 3.595
+score RISK_FREE 0.671
+score SCRIPT_GIBBERISH 3.500
+score SERGIO_SUBJECT_PORN014 3.594
score SERGIO_SUBJECT_VIAGRA01 0.001
score SHOPIFY_IMG_NOT_RCVD_SFY 2.499
score SHORTENED_URL_SRC 0.001
-score SHORTENER_SHORT_IMG 0.001
-score SHORT_BODY_G_DRIVE_DYN 1.290
+score SHORT_BODY_G_DRIVE_DYN 1.214
score SHORT_IMG_SUSP_NTLD 1.499
score SHORT_SHORTNER 1.999
-score SINGLETS_LOW_CONTRAST 0.001
-score SPOOFED_FREEMAIL 0.016
-score SPOOFED_FREEMAIL_NO_RDNS 0.001
+score SINGLETS_LOW_CONTRAST 0.001 # force non-zero
+score SPOOFED_FREEMAIL 0.012
+score SPOOFED_FREEMAIL_NO_RDNS 0.005
score SPOOFED_FREEM_REPTO 2.499
score STATIC_XPRIO_OLE 1.999
-score STOCK_LOW_CONTRAST 2.097
-score SUBJ_OBFU_PUNCT_FEW 0.749
-score SUBJ_OBFU_PUNCT_MANY 1.035
-score THIS_AD 1.886
-score THIS_IS_ADV_SUSP_NTLD 0.243
+score STOCK_LOW_CONTRAST 2.104
+score SUBJ_OBFU_PUNCT_FEW 0.750
+score SUBJ_OBFU_PUNCT_MANY 1.095
+score THIS_AD 1.857
+score THIS_IS_ADV_SUSP_NTLD 0.978
score TONOM_EQ_TOLOC_SHRT_SHRTNER 1.499
score TO_EQ_FM_DIRECT_MX 0.001
-score TO_EQ_FM_DOM_HTML_IMG 0.001 # force non-zero
-score TO_EQ_FM_DOM_HTML_ONLY 1.299
-score TO_EQ_FM_DOM_SPF_FAIL 0.089
-score TO_EQ_FM_HTML_ONLY 0.706
-score TO_EQ_FM_SPF_FAIL 0.001
-score TO_IN_SUBJ 0.099
+score TO_EQ_FM_DOM_HTML_IMG 0.001
+score TO_EQ_FM_DOM_HTML_ONLY 1.022
+score TO_EQ_FM_DOM_SPF_FAIL 0.068
+score TO_EQ_FM_HTML_ONLY 0.885
+score TO_EQ_FM_SPF_FAIL 0.001 # force non-zero
+score TO_IN_SUBJ 0.100
score TO_NAME_SUBJ_NO_RDNS 0.001
-score TO_NO_BRKTS_FROM_MSSP 2.023
-score TO_NO_BRKTS_HTML_IMG 1.168
-score TO_NO_BRKTS_HTML_ONLY 2.000
-score TO_NO_BRKTS_MSFT 2.002
-score TO_NO_BRKTS_NORDNS_HTML 1.620
+score TO_NO_BRKTS_FROM_MSSP 2.022
+score TO_NO_BRKTS_HTML_IMG 1.167
+score TO_NO_BRKTS_HTML_ONLY 1.999
+score TO_NO_BRKTS_MSFT 1.917
+score TO_NO_BRKTS_NORDNS_HTML 1.707
score TO_NO_BRKTS_PCNT 2.499
score TVD_SPACE_ENCODED 0.001
-score TVD_SPACE_RATIO_MINFP 1.710
+score TVD_SPACE_RATIO_MINFP 1.709
score TVD_SUBJ_FINGER_07 2.799
score UNICODE_OBFU_ASC 2.499
-score UNICODE_OBFU_ZW 2.654
-score UPGRADE_MAILBOX 2.129
-score URI_BUFFLY 1.903
-score URI_GOOGLE_PROXY 2.399
-score URI_IMG_WP_REDIR 2.999
+score UNICODE_OBFU_ZW 1.864
+score UPGRADE_MAILBOX 2.127
+score URI_BUFFLY 1.999
+score URI_GOOGLE_PROXY 2.400
+score URI_IMG_WP_REDIR 3.000
score URI_ONLY_MSGID_MALF 0.001
-score URI_PHISH 2.308
+score URI_PHISH 2.242
score URI_PHP_REDIR 3.499
score URI_TRY_3LD 1.999
-score URI_WP_HACKED 2.705
+score URI_WP_HACKED 2.727
score URI_WP_HACKED_2 2.499
score XPRIO_SHORT_SUBJ 2.499
-score XPRIO_URL_SHORTNER 0.422
+score XPRIO_URL_SHORTNER 0.045
score ZW_OBFU_BITCOIN 2.499
score AC_HTML_NONSENSE_TAGS 1.000
score AC_SPAMMY_URI_PATTERNS1 1.000
@@ -279,7 +276,6 @@ score MIME_NO_TEXT 1.0
score MSM_PRIO_REPTO 1.000
score NEWEGG_IMG_NOT_RCVD_NEGG 1.000
score OFFER_ONLY_AMERICA 1.000
-score PHOTO_EDITING_DIRECT 1.000
score PHP_NOVER_MUA 1.000
score PHP_ORIG_SCRIPT 1.000
score PHP_SCRIPT_MUA 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1875693&r1=1875692&r2=1875693&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Thu Mar 26 06:23:32 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 821704 39.626% (99.427% of non-spam corpus)
-# Correctly spam: 1066493 51.431% (85.511% of spam corpus)
-# False positives: 4738 0.228% (0.573% of nonspam, 201267 weighted)
-# False negatives: 180707 8.714% (14.489% of spam, 436409 weighted)
-# Average score for spam: 8.9 nonspam: 0.6
+# Correctly non-spam: 824707 38.754% (99.435% of non-spam corpus)
+# Correctly spam: 1109143 52.119% (85.405% of spam corpus)
+# False positives: 4687 0.220% (0.565% of nonspam, 204734 weighted)
+# False negatives: 189542 8.907% (14.595% of spam, 461457 weighted)
+# Average score for spam: 9.5 nonspam: 0.6
# Average for false-pos: 5.6 false-neg: 2.4
-# TOTAL: 2073642 100.00%
+# TOTAL: 2128079 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 102437 99.43%
-# Correctly spam: 133159 85.47%
-# False positives: 585 0.57%
-# False negatives: 22634 14.53%
-# TCR(l=50): 3.002718 SpamRecall: 85.472% SpamPrec: 99.563%
+# Correctly non-spam: 102782 99.42%
+# Correctly spam: 138792 85.52%
+# False positives: 601 0.58%
+# False negatives: 23498 14.48%
+# TCR(l=50): 3.030739 SpamRecall: 85.521% SpamPrec: 99.569%
##### 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: 809370 97.93%
-# Correctly spam: 858275 68.82%
-# False positives: 17072 2.07%
-# False negatives: 388925 31.18%
-# TCR(l=50): 1.003762 SpamRecall: 68.816% SpamPrec: 98.050%
+# Correctly non-spam: 811896 97.89%
+# Correctly spam: 900946 69.37%
+# False positives: 17498 2.11%
+# False negatives: 397739 30.63%
+# TCR(l=50): 1.020466 SpamRecall: 69.374% SpamPrec: 98.095%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 100798 97.84%
-# Correctly spam: 107400 68.94%
-# False positives: 2224 2.16%
-# False negatives: 48393 31.06%
-# TCR(l=50): 0.976189 SpamRecall: 68.938% SpamPrec: 97.971%
+# Correctly non-spam: 101184 97.87%
+# Correctly spam: 112606 69.39%
+# False positives: 2199 2.13%
+# False negatives: 49684 30.61%
+# TCR(l=50): 1.016638 SpamRecall: 69.386% SpamPrec: 98.085%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1875693&r1=1875692&r2=1875693&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Thu Mar 26 06:23:32 2020
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 815883 41.228% (99.282% of non-spam corpus)
-# Correctly spam: 1071025 54.121% (92.556% of spam corpus)
-# False positives: 5903 0.298% (0.718% of nonspam, 707539 weighted)
-# False negatives: 86140 4.353% (7.444% of spam, 174071 weighted)
+# Correctly non-spam: 815892 41.230% (99.283% of non-spam corpus)
+# Correctly spam: 1070740 54.108% (92.536% of spam corpus)
+# False positives: 5894 0.298% (0.717% of nonspam, 706891 weighted)
+# False negatives: 86366 4.364% (7.464% of spam, 175025 weighted)
# Average score for spam: 16.3 nonspam: -2.5
# Average for false-pos: 8.5 false-neg: 2.0
-# TOTAL: 1978951 100.00%
+# TOTAL: 1978892 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 100831 98.39%
-# Correctly spam: 133773 92.60%
-# False positives: 1646 1.61%
-# False negatives: 10697 7.40%
-# TCR(l=50): 1.553491 SpamRecall: 92.596% SpamPrec: 98.785%
+# Correctly non-spam: 100829 98.39%
+# Correctly spam: 133764 92.59%
+# False positives: 1648 1.61%
+# False negatives: 10699 7.41%
+# TCR(l=50): 1.551714 SpamRecall: 92.594% SpamPrec: 98.783%
##### 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: 817644 99.50%
-# Correctly spam: 865340 74.78%
+# Correctly spam: 865258 74.78%
# False positives: 4142 0.50%
-# False negatives: 291825 25.22%
-# TCR(l=50): 2.319317 SpamRecall: 74.781% SpamPrec: 99.524%
+# False negatives: 291848 25.22%
+# TCR(l=50): 2.319091 SpamRecall: 74.778% SpamPrec: 99.524%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 101965 99.50%
-# Correctly spam: 107722 74.56%
+# Correctly spam: 107765 74.60%
# False positives: 512 0.50%
-# False negatives: 36748 25.44%
-# TCR(l=50): 2.317155 SpamRecall: 74.564% SpamPrec: 99.527%
+# False negatives: 36698 25.40%
+# TCR(l=50): 2.318903 SpamRecall: 74.597% SpamPrec: 99.527%