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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2019/09/18 06:05:09 UTC
svn commit: r1867097 [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=1867097&r1=1867096&r2=1867097&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Wed Sep 18 06:05:09 2019
@@ -3,212 +3,211 @@
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001
-score AC_FROM_MANY_DOTS 2.243
+score AC_FROM_MANY_DOTS 2.611
score AC_HTML_NONSENSE_TAGS 0.001
-score ADVANCE_FEE_2_NEW_MONEY 1.999
-score ADVANCE_FEE_3_NEW 3.447
+score ADVANCE_FEE_2_NEW_MONEY 2.000
+score ADVANCE_FEE_3_NEW 3.464
score ADVANCE_FEE_3_NEW_MONEY 2.699
score ADVANCE_FEE_4_NEW 2.699
-score ADVANCE_FEE_4_NEW_MONEY 1.269
-score ADVANCE_FEE_5_NEW_FRM_MNY 0.798
-score ADVANCE_FEE_5_NEW_MONEY 1.080
+score ADVANCE_FEE_4_NEW_MONEY 1.271
+score ADVANCE_FEE_5_NEW_FRM_MNY 0.556
+score ADVANCE_FEE_5_NEW_MONEY 1.549
score AD_PREFS 0.500
score ALIBABA_IMG_NOT_RCVD_ALI 0.001
score AMAZON_IMG_NOT_RCVD_AMZN 2.499
-score AXB_XMAILER_MIMEOLE_OL_024C2 3.665
-score BIGNUM_EMAILS 1.789
-score BITCOIN_EXTORT_01 2.228
-score BITCOIN_MALWARE 1.766
+score AXB_XMAILER_MIMEOLE_OL_024C2 4.057
+score BIGNUM_EMAILS 0.780
+score BITCOIN_EXTORT_01 2.230
+score BITCOIN_MALWARE 0.172
score BITCOIN_PAY_ME 2.999
-score BITCOIN_SPAM_01 1.766
+score BITCOIN_SPAM_01 1.762
score BITCOIN_SPAM_02 2.499
-score BITCOIN_SPAM_05 2.327
-score BITCOIN_SPAM_06 0.114
-score BITCOIN_SPAM_07 3.386
+score BITCOIN_SPAM_05 2.218
+score BITCOIN_SPAM_06 1.334
+score BITCOIN_SPAM_07 3.174
score BITCOIN_SPAM_08 2.499
score BITCOIN_SPAM_09 1.499
score BODY_QUOTE_MALF_MSGID 1.999
-score BODY_SINGLE_URI 2.418
-score BODY_URI_ONLY 0.999
-score BOGUS_MSM_HDRS 2.999
+score BODY_SINGLE_URI 2.326
+score BODY_URI_ONLY 1.000
+score BOGUS_MSM_HDRS 1.007
score CK_HELO_DYNAMIC_SPLIT_IP 0.001
score CK_HELO_GENERIC 0.250
score DATE_IN_FUTURE_96_Q 2.999
-score DEAR_BENEFICIARY 0.973
+score DEAR_BENEFICIARY 1.304
score DKIMWL_BL 2.999
score DKIMWL_WL_HIGH -0.001
score DKIMWL_WL_MED -0.001
-score DKIMWL_WL_MEDHI -0.001
-score DRUGS_ERECTILE_SHORT_SHORTNER 0.001
+score DKIMWL_WL_MEDHI -0.001 # force non-zero
+score DRUGS_ERECTILE_SHORT_SHORTNER 1.135
score DX_TEXT_01 2.999
score DX_TEXT_03 0.899
score EBAY_IMG_NOT_RCVD_EBAY 2.999
-score FAKE_REPLY_A1 3.299
+score FAKE_REPLY_A1 3.199
score FILL_THIS_FORM 0.344
-score FORGED_RELAY_MUA_TO_MX 3.717
-score FORGED_SPF_HELO 1.099
-score FORM_FRAUD 1.000
+score FORGED_RELAY_MUA_TO_MX 3.655
+score FORGED_SPF_HELO 1.098
+score FORM_FRAUD 0.999
score FORM_FRAUD_5 2.899
score FOUND_YOU 3.249
-score FREEMAIL_FORGED_FROMDOMAIN 0.137
-score FREEM_FRNUM_UNICD_EMPTY 1.220
+score FREEMAIL_FORGED_FROMDOMAIN 0.049
+score FREEM_FRNUM_UNICD_EMPTY 3.749
score FROMSPACE 0.001
score FROM_2_EMAILS_SHORT 0.001
-score FROM_ADDR_WS 2.099
-score FROM_FMBLA_NEWDOM 1.499
+score FROM_ADDR_WS 2.098
+score FROM_FMBLA_NEWDOM 1.500
score FROM_FMBLA_NEWDOM14 0.999
-score FROM_FMBLA_NEWDOM28 0.722
+score FROM_FMBLA_NEWDOM28 0.727
score FROM_GOV_DKIM_AU -0.001
score FROM_GOV_SPOOF 0.001
score FROM_MISSPACED 1.999
-score FROM_MISSP_EH_MATCH 1.639
-score FROM_MISSP_FREEMAIL 0.972
-score FROM_MISSP_MSFT 1.539
+score FROM_MISSP_EH_MATCH 1.007
+score FROM_MISSP_FREEMAIL 0.826
+score FROM_MISSP_MSFT 0.660
score FROM_MISSP_REPLYTO 2.499
-score FROM_MISSP_SPF_FAIL 1.085
-score FROM_MISSP_TO_UNDISC 1.086
-score FROM_MISSP_USER 3.414
+score FROM_MISSP_SPF_FAIL 1.314
+score FROM_MISSP_TO_UNDISC 1.394
+score FROM_MISSP_USER 2.931
score FROM_MISSP_XPRIO 2.499
score FROM_NAME_EQ_TO_G_DRIVE 0.001
-score FROM_NEWDOM_BTC 1.593
+score FROM_NEWDOM_BTC 0.001
score FROM_NTLD_REPLY_FREEMAIL 1.999
score FROM_PAYPAL_SPOOF 1.599
score FROM_SUSPICIOUS_NTLD 0.499
-score FROM_SUSPICIOUS_NTLD_FP 0.657
-score FROM_WORDY 1.619
+score FROM_SUSPICIOUS_NTLD_FP 0.720
+score FROM_WORDY 1.250
score FROM_WSP_TRAIL 2.599
score FSL_BULK_SIG 0.001
score FSL_CTYPE_WIN1251 4.099
-score FSL_HELO_FAKE 2.766
-score FSL_NEW_HELO_USER 1.999
+score FSL_HELO_FAKE 2.634
+score FSL_NEW_HELO_USER 2.000
score FUZZY_CLICK_HERE 2.499
-score FUZZY_UNSUBSCRIBE 2.521
+score FUZZY_UNSUBSCRIBE 2.504
score GB_BITCOIN_CP 2.999
score GB_BITCOIN_NH 2.999
-score GB_FREEMAIL_DISPTO 0.001
+score GB_FREEMAIL_DISPTO 0.001 # force non-zero
score GB_FREEMAIL_DISPTO_NOTFREEM 0.499
-score GB_LINKED_IMG_NOT_RCVD_LINK 2.500
-score HDRS_LCASE 0.100
+score GB_LINKED_IMG_NOT_RCVD_LINK 2.499
+score HDRS_LCASE 0.099
score HDRS_LCASE_IMGONLY 0.099
-score HDR_ORDER_FTSDMCXX_DIRECT 1.999
-score HDR_ORDER_FTSDMCXX_NORDNS 3.500
+score HDR_ORDER_FTSDMCXX_DIRECT 2.000
+score HDR_ORDER_FTSDMCXX_NORDNS 3.499
score HEADER_FROM_DIFFERENT_DOMAINS 0.249
-score HELO_MISC_IP 0.001
-score HELO_NO_DOMAIN 0.314
-score HEXHASH_WORD 2.893
+score HELO_MISC_IP 0.001 # force non-zero
+score HELO_NO_DOMAIN 0.305
+score HEXHASH_WORD 2.999
score HK_LOTTO 0.999
score HK_NAME_MR_MRS 0.999
score HK_RANDOM_FROM 1.000
-score HK_RANDOM_REPLYTO 0.825
-score HK_RCVD_IP_MULTICAST 0.158
+score HK_RANDOM_REPLYTO 0.634
+score HK_RCVD_IP_MULTICAST 0.901
score HK_SCAM 1.999
-score HOSTED_IMG_DIRECT_MX 2.867
-score HOSTED_IMG_FREEM 0.372
-score HOSTED_IMG_MULTI 2.987
+score HOSTED_IMG_DIRECT_MX 2.261
+score HOSTED_IMG_FREEM 0.130
+score HOSTED_IMG_MULTI 2.037
score HTML_ENTITY_ASCII 2.999
-score HTML_OFF_PAGE 2.720
+score HTML_OFF_PAGE 2.652
score HTML_SINGLET_MANY 2.499
-score HTML_TEXT_INVISIBLE_STYLE 2.356
+score HTML_TEXT_INVISIBLE_STYLE 2.480
score IMG_ONLY_FM_DOM_INFO 2.499
score KB_FORGED_MOZ4 0.001
-score KHOP_FAKE_EBAY 0.386
-score KHOP_HELO_FCRDNS 0.399
-score LIST_PRTL_SAME_USER 0.371
-score LONG_HEX_URI 1.613
-score LONG_IMG_URI 1.106
+score KHOP_FAKE_EBAY 0.762
+score KHOP_HELO_FCRDNS 0.400
+score LIST_PRTL_SAME_USER 0.065
+score LONG_HEX_URI 1.615
+score LONG_IMG_URI 1.102
score LOTS_OF_MONEY 0.010
-score MAILER_EQ_ORG 1.806
-score MALF_HTML_B64 1.904
+score MAILER_EQ_ORG 2.538
+score MALF_HTML_B64 1.984
score MALWARE_NORDNS 3.499
score MALWARE_PASSWORD 3.499
-score MILLION_HUNDRED 0.001
-score MILLION_USD 0.841
-score MIMEOLE_DIRECT_TO_MX 2.000
+score MILLION_HUNDRED 0.630
+score MIMEOLE_DIRECT_TO_MX 1.999
score MIXED_ES 2.499
-score MONEY_ATM_CARD 2.578
+score MONEY_ATM_CARD 2.699
score MONEY_FORM 0.001
score MONEY_FORM_SHORT 2.499
-score MONEY_FRAUD_3 1.705
-score MONEY_FRAUD_5 2.993
-score MONEY_FRAUD_8 3.199
-score MONEY_FROM_41 2.000
-score MONEY_FROM_MISSP 0.821
-score MSM_PRIO_REPTO 2.449
-score NORDNS_LOW_CONTRAST 0.865
+score MONEY_FRAUD_3 1.892
+score MONEY_FRAUD_5 2.999
+score MONEY_FRAUD_8 3.099
+score MONEY_FROM_41 1.999
+score MONEY_FROM_MISSP 1.246
+score MSM_PRIO_REPTO 2.499
+score NORDNS_LOW_CONTRAST 0.787
score NO_FM_NAME_IP_HOSTN 0.001
-score NSL_RCVD_FROM_USER 2.846
-score NSL_RCVD_HELO_USER 1.724
-score NUMBERONLY_BITCOIN_EXP 0.002
+score NSL_RCVD_FROM_USER 0.001
+score NSL_RCVD_HELO_USER 1.282
+score NUMBERONLY_BITCOIN_EXP 0.267
score OBFU_BITCOIN 2.999
score OFFER_ONLY_AMERICA 1.999
-score PDS_BTC_HACKER 1.999
+score PDS_BTC_HACKER 1.815
score PDS_BTC_NTLD 1.999
-score PDS_FROM_2_EMAILS 1.459
+score PDS_FROM_2_EMAILS 1.449
score PDS_FROM_NAME_TO_DOMAIN 0.999
-score PDS_HELO_SPF_FAIL 0.352
+score PDS_HELO_SPF_FAIL 1.724
score PDS_HP_HELO_NORDNS 0.001
score PDS_PHP_EVAL 1.499
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
-score PDS_TO_EQ_FROM_NAME 0.194
+score PDS_TO_EQ_FROM_NAME 0.195
score PDS_X_PHP_WP_EXP 1.499
-score PHP_ORIG_SCRIPT 2.499
+score PHP_ORIG_SCRIPT 2.138
score PP_MIME_FAKE_ASCII_TEXT 0.001 # force non-zero
-score RATWARE_NO_RDNS 2.547
+score RATWARE_NO_RDNS 2.999
score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_ATCHNX 1.268
-score RDNS_NUM_TLD_XM 0.840
-score SEO_SUSP_NTLD 0.900
+score RDNS_NUM_TLD_ATCHNX 0.686
+score RDNS_NUM_TLD_XM 2.991
+score SEO_SUSP_NTLD 1.199
score SERGIO_SUBJECT_PORN014 3.499
-score SERGIO_SUBJECT_VIAGRA01 2.773
+score SERGIO_SUBJECT_VIAGRA01 2.774
score SHOPIFY_IMG_NOT_RCVD_SFY 2.499
-score SHORT_BODY_G_DRIVE_DYN 0.708
+score SHORT_BODY_G_DRIVE_DYN 0.733
score SHORT_SHORTNER 1.999
score SINGLETS_LOW_CONTRAST 0.001
-score SPOOFED_FREEMAIL 2.262
+score SPOOFED_FREEMAIL 2.385
score SPOOFED_FREEMAIL_NO_RDNS 0.001 # force non-zero
-score SPOOFED_FREEM_REPTO 1.734
-score SPOOFED_FREEM_REPTO_CHN 0.567
-score STATIC_XPRIO_OLE 1.418
-score STOCK_LOW_CONTRAST 0.502
-score SUBJ_OBFU_PUNCT_FEW 0.748
-score SUBJ_OBFU_PUNCT_MANY 0.974
-score SUSPNTLD_EXPIRATION_EXTORT 1.704
-score THIS_AD 1.799
+score SPOOFED_FREEM_REPTO 1.610
+score SPOOFED_FREEM_REPTO_CHN 0.800
+score STATIC_XPRIO_OLE 1.999
+score STOCK_LOW_CONTRAST 0.455
+score SUBJ_OBFU_PUNCT_FEW 0.743
+score SUBJ_OBFU_PUNCT_MANY 0.978
+score SUSPNTLD_EXPIRATION_EXTORT 1.999
+score THIS_AD 1.800
score THIS_IS_ADV_SUSP_NTLD 1.499
score TO_EQ_FM_DIRECT_MX 2.499
score TO_EQ_FM_DOM_HTML_IMG 0.001
-score TO_EQ_FM_DOM_HTML_ONLY 0.294
-score TO_EQ_FM_DOM_SPF_FAIL 0.815
-score TO_EQ_FM_HTML_ONLY 0.624
+score TO_EQ_FM_DOM_HTML_ONLY 0.592
+score TO_EQ_FM_DOM_SPF_FAIL 0.743
+score TO_EQ_FM_HTML_ONLY 0.580
score TO_EQ_FM_SPF_FAIL 0.001
score TO_IN_SUBJ 0.099
-score TO_NAME_SUBJ_NO_RDNS 1.444
-score TO_NO_BRKTS_FROM_MSSP 1.863
+score TO_NAME_SUBJ_NO_RDNS 1.447
+score TO_NO_BRKTS_FROM_MSSP 2.495
score TO_NO_BRKTS_HTML_IMG 1.999
-score TO_NO_BRKTS_HTML_ONLY 2.000
+score TO_NO_BRKTS_HTML_ONLY 1.999
score TO_NO_BRKTS_MSFT 2.499
score TO_NO_BRKTS_NORDNS_HTML 1.999
-score TVD_SPACE_ENCODED 2.396
+score TVD_SPACE_ENCODED 2.397
score TVD_SPACE_RATIO_MINFP 2.499
-score TVD_SUBJ_FINGER_07 2.662
+score TVD_SUBJ_FINGER_07 2.638
score UNICODE_OBFU_ASC 2.499
score UNICODE_OBFU_DOM_NO_BODY 3.749
-score UNICODE_OBFU_ZW 1.236
+score UNICODE_OBFU_ZW 1.694
score UPGRADE_MAILBOX 0.001
score URI_GOOGLE_PROXY 1.899
-score URI_ONLY_MSGID_MALF 2.000
-score URI_PHISH 2.171
+score URI_ONLY_MSGID_MALF 1.999
+score URI_PHISH 2.170
score URI_PHP_REDIR 3.499
-score URI_TRY_3LD 1.906
+score URI_TRY_3LD 1.802
score URI_WP_DIRINDEX 3.499
score URI_WP_HACKED 3.499
score URI_WP_HACKED_2 2.499
score US_DOLLARS_3 1.999
-score XPRIO_SHORT_SUBJ 0.872
-score XPRIO_URL_SHORTNER 1.000
-score ZW_OBFU_BITCOIN 2.113
+score XPRIO_SHORT_SUBJ 0.843
+score XPRIO_URL_SHORTNER 0.999
+score ZW_OBFU_BITCOIN 1.344
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
score AC_SPAMMY_URI_PATTERNS11 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1867097&r1=1867096&r2=1867097&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Wed Sep 18 06:05:09 2019
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 548641 35.293% (99.673% of non-spam corpus)
-# Correctly spam: 857664 55.171% (85.416% of spam corpus)
-# False positives: 1800 0.116% (0.327% of nonspam, 97513 weighted)
-# False negatives: 146438 9.420% (14.584% of spam, 367598 weighted)
-# Average score for spam: 13.5 nonspam: 0.6
-# Average for false-pos: 5.9 false-neg: 2.5
-# TOTAL: 1554543 100.00%
+# Correctly non-spam: 558539 36.238% (99.595% of non-spam corpus)
+# Correctly spam: 835857 54.230% (85.247% of spam corpus)
+# False positives: 2272 0.147% (0.405% of nonspam, 115613 weighted)
+# False negatives: 144657 9.385% (14.753% of spam, 363812 weighted)
+# Average score for spam: 12.8 nonspam: 0.6
+# Average for false-pos: 5.8 false-neg: 2.5
+# TOTAL: 1541325 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 68527 99.63%
-# Correctly spam: 107134 85.45%
-# False positives: 257 0.37%
-# False negatives: 18242 14.55%
-# TCR(l=50): 4.032420 SpamRecall: 85.450% SpamPrec: 99.761%
+# Correctly non-spam: 69790 99.63%
+# Correctly spam: 104562 85.46%
+# False positives: 256 0.37%
+# False negatives: 17795 14.54%
+# TCR(l=50): 3.999248 SpamRecall: 85.456% SpamPrec: 99.756%
##### 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: 535720 97.33%
-# Correctly spam: 466139 46.42%
-# False positives: 14721 2.67%
-# False negatives: 537963 53.58%
-# TCR(l=50): 0.788141 SpamRecall: 46.423% SpamPrec: 96.939%
+# Correctly non-spam: 546014 97.36%
+# Correctly spam: 444226 45.31%
+# False positives: 14797 2.64%
+# False negatives: 536288 54.69%
+# TCR(l=50): 0.768345 SpamRecall: 45.305% SpamPrec: 96.776%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 66888 97.24%
-# Correctly spam: 58086 46.33%
-# False positives: 1896 2.76%
-# False negatives: 67290 53.67%
-# TCR(l=50): 0.773496 SpamRecall: 46.329% SpamPrec: 96.839%
+# Correctly non-spam: 68260 97.45%
+# Correctly spam: 55475 45.34%
+# False positives: 1786 2.55%
+# False negatives: 66882 54.66%
+# TCR(l=50): 0.783426 SpamRecall: 45.339% SpamPrec: 96.881%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1867097&r1=1867096&r2=1867097&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Wed Sep 18 06:05:09 2019
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 459634 30.540% (99.872% of non-spam corpus)
-# Correctly spam: 978285 65.002% (93.634% of spam corpus)
-# False positives: 587 0.039% (0.128% of nonspam, 87509 weighted)
-# False negatives: 66512 4.419% (6.366% of spam, 133743 weighted)
-# Average score for spam: 17.0 nonspam: -1.5
-# Average for false-pos: 6.6 false-neg: 2.0
-# TOTAL: 1505018 100.00%
+# Correctly non-spam: 459618 30.541% (99.869% of non-spam corpus)
+# Correctly spam: 978284 65.006% (93.643% of spam corpus)
+# False positives: 603 0.040% (0.131% of nonspam, 89391 weighted)
+# False negatives: 66414 4.413% (6.357% of spam, 134069 weighted)
+# Average score for spam: 16.8 nonspam: -1.6
+# Average for false-pos: 6.5 false-neg: 2.0
+# TOTAL: 1504919 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 57277 99.83%
-# Correctly spam: 122272 93.74%
+# Correctly spam: 122091 93.61%
# False positives: 96 0.17%
-# False negatives: 8161 6.26%
-# TCR(l=50): 10.063498 SpamRecall: 93.743% SpamPrec: 99.922%
+# False negatives: 8331 6.39%
+# TCR(l=50): 9.932374 SpamRecall: 93.612% SpamPrec: 99.921%
##### 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: 458257 99.57%
-# Correctly spam: 754401 72.21%
+# Correctly spam: 754388 72.21%
# False positives: 1964 0.43%
-# False negatives: 290396 27.79%
-# TCR(l=50): 2.688646 SpamRecall: 72.206% SpamPrec: 99.740%
+# False negatives: 290310 27.79%
+# TCR(l=50): 2.688986 SpamRecall: 72.211% SpamPrec: 99.740%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 57140 99.59%
-# Correctly spam: 94353 72.34%
+# Correctly spam: 94160 72.20%
# False positives: 233 0.41%
-# False negatives: 36080 27.66%
-# TCR(l=50): 2.732726 SpamRecall: 72.338% SpamPrec: 99.754%
+# False negatives: 36262 27.80%
+# TCR(l=50): 2.722116 SpamRecall: 72.196% SpamPrec: 99.753%