You are viewing a plain text version of this content. The canonical link for it is here.
Posted to commits@spamassassin.apache.org by sp...@apache.org on 2020/04/13 05:08:56 UTC
svn commit: r1876442 [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=1876442&r1=1876441&r2=1876442&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Mon Apr 13 05:08:55 2020
@@ -4,38 +4,39 @@
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001
score AC_FROM_MANY_DOTS 0.001
-score ADMITS_SPAM 1.763
+score AC_HTML_NONSENSE_TAGS 1.999
+score ADMITS_SPAM 0.596
score ADVANCE_FEE_2_NEW_MONEY 1.997
-score ADVANCE_FEE_3_NEW 3.468
-score ADVANCE_FEE_3_NEW_MONEY 2.068
-score ADVANCE_FEE_4_NEW 2.154
-score ADVANCE_FEE_4_NEW_MONEY 1.271
+score ADVANCE_FEE_3_NEW 3.466
+score ADVANCE_FEE_3_NEW_MONEY 2.037
+score ADVANCE_FEE_4_NEW 2.151
+score ADVANCE_FEE_4_NEW_MONEY 1.268
score ADVANCE_FEE_5_NEW 2.499
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
score AD_PREFS 0.499
score AMAZON_IMG_NOT_RCVD_AMZN 2.499
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score BITCOIN_EXTORT_01 1.048
+score BITCOIN_EXTORT_01 0.340
score BITCOIN_PAY_ME 2.999
-score BITCOIN_SPAM_01 1.268
+score BITCOIN_SPAM_01 1.278
score BITCOIN_SPAM_02 2.499
score BITCOIN_SPAM_03 2.499
score BITCOIN_SPAM_04 1.499
score BITCOIN_SPAM_05 2.499
-score BITCOIN_SPAM_06 1.271
+score BITCOIN_SPAM_06 1.020
score BITCOIN_SPAM_07 3.499
-score BITCOIN_SPAM_08 1.345
-score BITCOIN_SPAM_09 0.016
-score BODY_EMPTY 2.000
-score BODY_SINGLE_URI 2.383
+score BITCOIN_SPAM_08 1.905
+score BITCOIN_SPAM_09 0.034
+score BODY_EMPTY 1.999
+score BODY_SINGLE_URI 2.499
score BODY_SINGLE_WORD 0.001
score BODY_URI_ONLY 0.999
-score BOGUS_MSM_HDRS 1.827
+score BOGUS_MSM_HDRS 1.861
score CK_HELO_DYNAMIC_SPLIT_IP 1.498
-score CK_HELO_GENERIC 0.248
-score CTE_8BIT_MISMATCH 0.334
-score DATE_DOTS 1.564
-score DEAR_BENEFICIARY 0.001
+score CK_HELO_GENERIC 0.249
+score CTE_8BIT_MISMATCH 0.335
+score DATE_DOTS 1.044
+score DEAR_BENEFICIARY 0.001 # force non-zero
score DKIMWL_BL 2.996
score DKIMWL_WL_HIGH -0.001
score DKIMWL_WL_MED -0.001
@@ -43,22 +44,22 @@ score DKIMWL_WL_MEDHI -0.
score DX_TEXT_03 0.199
score END_FUTURE_EMAILS 2.497
score FILL_THIS_FORM 0.001
-score FORGED_RELAY_MUA_TO_MX 3.353
-score FORGED_SPF_HELO 1.014
-score FORM_FRAUD 0.458
-score FORM_FRAUD_3 1.469
+score FORGED_RELAY_MUA_TO_MX 3.238
+score FORGED_SPF_HELO 1.128
+score FORM_FRAUD 0.350
+score FORM_FRAUD_3 1.376
score FORM_FRAUD_5 0.001
score FOUND_YOU 3.246
score FREEMAIL_FORGED_FROMDOMAIN 0.248
score FROM_2_EMAILS_SHORT 1.999
-score FROM_ADDR_WS 1.750
+score FROM_ADDR_WS 1.758
score FROM_FMBLA_NEWDOM 1.498
score FROM_FMBLA_NEWDOM14 0.998
-score FROM_FMBLA_NEWDOM28 0.798
+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 3.496
+score FROM_MISSP_DYNIP 3.276
score FROM_MISSP_EH_MATCH 0.001
score FROM_MISSP_FREEMAIL 0.001
score FROM_MISSP_MSFT 0.001
@@ -67,160 +68,158 @@ score FROM_MISSP_SPF_FAIL 0.0
score FROM_MISSP_TO_UNDISC 2.399
score FROM_MISSP_USER 0.001
score FROM_MISSP_XPRIO 0.001
-score FROM_NAME_EQ_TO_G_DRIVE 1.015
-score FROM_NEWDOM_BTC 1.999
-score FROM_NTLD_REPLY_FREEMAIL 0.462
+score FROM_NAME_EQ_TO_G_DRIVE 0.001
+score FROM_NEWDOM_BTC 1.286
+score FROM_NTLD_REPLY_FREEMAIL 0.001
score FROM_PAYPAL_SPOOF 0.001
score FROM_SUSPICIOUS_NTLD 0.498
-score FROM_SUSPICIOUS_NTLD_FP 0.534
-score FROM_WSP_TRAIL 0.504
+score FROM_SUSPICIOUS_NTLD_FP 0.995
score FSL_BULK_SIG 0.001
score FSL_CTYPE_WIN1251 0.001
score FSL_NEW_HELO_USER 0.001
-score FSL_THIS_IS_ADV 0.378
-score FUZZY_BITCOIN 0.954
-score FUZZY_BROWSER 2.700
-score FUZZY_IMPORTANT 2.536
-score FUZZY_SECURITY 1.433
+score FSL_THIS_IS_ADV 0.250
+score FUZZY_BITCOIN 0.004
+score FUZZY_BROWSER 2.699
+score FUZZY_IMPORTANT 2.956
+score FUZZY_SECURITY 1.867
score FUZZY_WALLET 0.001
score GB_BITCOIN_CP 2.999
-score GB_BITCOIN_NH 1.061
+score GB_BITCOIN_NH 1.775
score GB_FREEMAIL_DISPTO 0.498
-score GB_FREEMAIL_DISPTO_NOTFREEM 0.500
+score GB_FREEMAIL_DISPTO_NOTFREEM 0.499
score GB_GOOGLE_OBFUR 0.749
score GB_GOOGLE_OBFUS 0.749
score GB_GOOG_IMG_NOT_RCVD_GOOG 2.499
-score GB_MONERO_CP 1.357
+score GB_MONERO_CP 1.915
score GB_WP_FILELINK 1.999
-score GOOG_REDIR_NORDNS 2.536
+score GOOG_REDIR_NORDNS 2.079
score HDRS_LCASE 0.099
score HDRS_LCASE_IMGONLY 0.099
-score HDR_ORDER_FTSDMCXX_DIRECT 1.637
-score HDR_ORDER_FTSDMCXX_NORDNS 2.890
-score HEADER_FROM_DIFFERENT_DOMAINS 0.248
-score HELO_MISC_IP 0.171
+score HDR_ORDER_FTSDMCXX_DIRECT 0.639
+score HDR_ORDER_FTSDMCXX_NORDNS 2.433
+score HEADER_FROM_DIFFERENT_DOMAINS 0.249
+score HELO_MISC_IP 0.167
score HELO_NO_DOMAIN 0.001
-score HEXHASH_WORD 2.996
+score HEXHASH_WORD 2.999
score HK_LOTTO 0.999
-score HK_NAME_FROM 0.055
-score HK_NAME_MR_MRS 0.254
+score HK_NAME_FROM 0.001
+score HK_NAME_MR_MRS 0.355
score HK_RANDOM_FROM 0.998
score HK_RANDOM_REPLYTO 0.998
-score HK_RCVD_IP_MULTICAST 0.932
+score HK_RCVD_IP_MULTICAST 0.487
score HK_SCAM 0.001
-score HOSTED_IMG_DIRECT_MX 2.011
+score HOSTED_IMG_DIRECT_MX 1.934
score HOSTED_IMG_FREEM 0.001
-score HTML_OFF_PAGE 1.060
-score HTML_SINGLET_MANY 0.883
-score HTML_TEXT_INVISIBLE_STYLE 1.641
+score HTML_OFF_PAGE 1.066
+score HTML_SINGLET_MANY 0.383
+score HTML_TEXT_INVISIBLE_STYLE 1.635
score IMG_ONLY_FM_DOM_INFO 2.499
score KB_FORGED_MOZ4 4.299
-score KHOP_FAKE_EBAY 0.886
+score KHOP_FAKE_EBAY 0.702
score KHOP_HELO_FCRDNS 0.399
-score LIST_PRTL_SAME_USER 0.821
-score LITECOIN_EXTORT_01 4.234
-score LONG_HEX_URI 1.606
+score LIST_PRTL_SAME_USER 1.790
+score LITECOIN_EXTORT_01 2.545
+score LONG_HEX_URI 1.622
score LONG_IMG_URI 0.001
score LOTS_OF_MONEY 0.010
-score MALFORMED_FREEMAIL 1.708
+score MALFORMED_FREEMAIL 1.712
score MALF_HTML_B64 3.496
score MANY_SPAN_IN_TEXT 2.699
score MAY_BE_FORGED 0.001
-score MILLION_HUNDRED 0.483
+score MILLION_HUNDRED 2.138
score MIMEOLE_DIRECT_TO_MX 0.001
-score MIXED_ES 2.397
-score MONERO_EXTORT_01 1.426
+score MIXED_ES 1.160
+score MONERO_EXTORT_01 3.739
score MONEY_FORM_SHORT 0.001
-score MONEY_FRAUD_3 1.066
+score MONEY_FRAUD_3 0.014
score MONEY_FRAUD_5 0.001
score MONEY_FRAUD_8 0.001
score MONEY_FROM_41 1.999
score MONEY_FROM_MISSP 0.001
-score MSM_PRIO_REPTO 0.004
+score MSM_PRIO_REPTO 0.080
score NORDNS_LOW_CONTRAST 1.883
-score NO_FM_NAME_IP_HOSTN 0.786
+score NO_FM_NAME_IP_HOSTN 0.566
score NSL_RCVD_FROM_USER 0.001
-score NSL_RCVD_HELO_USER 2.361
-score NUMBERONLY_BITCOIN_EXP 1.409
-score OBFU_BITCOIN 0.294
+score NSL_RCVD_HELO_USER 1.705
+score NUMBERONLY_BITCOIN_EXP 1.062
+score OBFU_BITCOIN 1.498
score PDS_BTC_ID 0.498
score PDS_BTC_MSGID 0.001
score PDS_DBL_URL_TNB_RUNON 1.999
-score PDS_EMPTYSUBJ_URISHRT 0.984
+score PDS_EMPTYSUBJ_URISHRT 0.001
score PDS_FREEMAIL_REPLYTO_URISHRT 1.499
score PDS_FRNOM_TODOM_NAKED_TO 1.499
score PDS_FROM_2_EMAILS 1.099
-score PDS_FROM_NAME_TO_DOMAIN 0.999
+score PDS_FROM_NAME_TO_DOMAIN 0.998
score PDS_HELO_SPF_FAIL 1.999
-score PDS_HP_HELO_NORDNS 0.001 # force non-zero
+score PDS_HP_HELO_NORDNS 0.001
score PDS_NAKED_TO_NUMERO 1.999
score PDS_OTHER_BAD_TLD 1.997
-score PDS_PHP_EVAL 1.498
+score PDS_PHP_EVAL 1.499
score PDS_SHORTFWD_URISHRT 1.499
-score PDS_SHORT_BOGUS_MSM_HDRS 1.557
-score PDS_TINYSUBJ_URISHRT 1.276
+score PDS_SHORT_BOGUS_MSM_HDRS 1.710
+score PDS_TINYSUBJ_URISHRT 0.816
score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.999
-score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.999
+score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.085
score PDS_TONAME_EQ_TOLOCAL_SHORT 1.999
score PDS_TONAME_EQ_TOLOCAL_VSHORT 0.999
score PHP_ORIG_SCRIPT 2.497
score PP_MIME_FAKE_ASCII_TEXT 0.001
score RATWARE_NO_RDNS 0.001
-score RCVD_IN_MSPIKE_H2 -0.820
-score RDNS_NUM_TLD_ATCHNX 0.812
+score RCVD_IN_MSPIKE_H2 -0.821
+score RDNS_NUM_TLD_ATCHNX 0.927
score RDNS_NUM_TLD_XM 2.999
-score RISK_FREE 0.001
-score SERGIO_SUBJECT_PORN014 2.907
-score SERGIO_SUBJECT_VIAGRA01 0.001
-score SHOPIFY_IMG_NOT_RCVD_SFY 2.499
+score RISK_FREE 3.118
+score SERGIO_SUBJECT_PORN014 2.603
+score SERGIO_SUBJECT_VIAGRA01 2.773
+score SHOPIFY_IMG_NOT_RCVD_SFY 2.500
score SHORT_IMG_SUSP_NTLD 1.499
-score SHORT_SHORTNER 1.999
+score SHORT_SHORTNER 1.997
score SINGLETS_LOW_CONTRAST 0.001
score SPOOFED_FREEMAIL 1.997
-score SPOOFED_FREEMAIL_NO_RDNS 0.001
+score SPOOFED_FREEMAIL_NO_RDNS 0.204
score SPOOFED_FREEM_REPTO 2.497
score STATIC_XPRIO_OLE 1.999
score STOCK_LOW_CONTRAST 2.497
score SUBJ_OBFU_PUNCT_FEW 0.748
-score SUBJ_OBFU_PUNCT_MANY 1.072
+score SUBJ_OBFU_PUNCT_MANY 1.164
score TEQF_USR_POLITE 0.001
-score THIS_AD 1.298
-score THIS_IS_ADV_SUSP_NTLD 0.813
-score TONOM_EQ_TOLOC_SHRT_SHRTNER 1.499
+score THIS_AD 1.266
+score THIS_IS_ADV_SUSP_NTLD 0.607
+score TONOM_EQ_TOLOC_SHRT_SHRTNER 0.198
score TO_EQ_FM_DIRECT_MX 0.001
score TO_EQ_FM_DOM_HTML_IMG 0.001
score TO_EQ_FM_DOM_HTML_ONLY 1.799
score TO_EQ_FM_DOM_SPF_FAIL 0.001
score TO_EQ_FM_HTML_ONLY 0.001
-score TO_EQ_FM_SPF_FAIL 0.001
-score TO_IN_SUBJ 0.100
-score TO_NAME_SUBJ_NO_RDNS 2.255
-score TO_NO_BRKTS_FROM_MSSP 1.120
-score TO_NO_BRKTS_HTML_IMG 1.212
+score TO_EQ_FM_SPF_FAIL 0.001 # force non-zero
+score TO_IN_SUBJ 0.099
+score TO_NAME_SUBJ_NO_RDNS 2.258
+score TO_NO_BRKTS_FROM_MSSP 2.172
+score TO_NO_BRKTS_HTML_IMG 1.615
score TO_NO_BRKTS_HTML_ONLY 1.997
score TO_NO_BRKTS_MSFT 0.001
-score TO_NO_BRKTS_NORDNS_HTML 0.087
-score TO_NO_BRKTS_PCNT 2.499
+score TO_NO_BRKTS_NORDNS_HTML 0.079
+score TO_NO_BRKTS_PCNT 2.397
score TVD_SPACE_ENCODED 0.001
-score TVD_SPACE_RATIO_MINFP 1.471
+score TVD_SPACE_RATIO_MINFP 1.268
score UNICODE_OBFU_ASC 2.499
-score UNICODE_OBFU_ZW 3.499
+score UNICODE_OBFU_ZW 1.833
score UPGRADE_MAILBOX 0.001
score URI_BUFFLY 1.999
-score URI_GOOGLE_PROXY 2.300
+score URI_GOOGLE_PROXY 2.299
score URI_IMG_WP_REDIR 2.999
-score URI_ONLY_MSGID_MALF 1.519
+score URI_ONLY_MSGID_MALF 1.373
score URI_OPTOUT_3LD 1.999
-score URI_PHISH 3.190
+score URI_PHISH 2.991
score URI_PHP_REDIR 3.496
-score URI_TRY_3LD 0.270
-score URI_WP_DIRINDEX 3.499
+score URI_TRY_3LD 0.710
+score URI_WP_DIRINDEX 2.504
score URI_WP_HACKED 3.496
-score URI_WP_HACKED_2 2.499
-score XPRIO_SHORT_SUBJ 1.609
+score URI_WP_HACKED_2 2.497
+score XPRIO_SHORT_SUBJ 1.415
score XPRIO_URL_SHORTNER 0.999
-score ZW_OBFU_BITCOIN 1.532
-score AC_HTML_NONSENSE_TAGS 1.000
+score ZW_OBFU_BITCOIN 0.893
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=1876442&r1=1876441&r2=1876442&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Mon Apr 13 05:08:55 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 737953 47.784% (99.728% of non-spam corpus)
-# Correctly spam: 619424 40.109% (77.007% of spam corpus)
-# False positives: 2015 0.130% (0.272% of nonspam, 67929 weighted)
-# False negatives: 184946 11.976% (22.993% of spam, 420533 weighted)
-# Average score for spam: 8.9 nonspam: 0.6
-# Average for false-pos: 6.2 false-neg: 2.3
-# TOTAL: 1544338 100.00%
+# Correctly non-spam: 729338 50.827% (99.501% of non-spam corpus)
+# Correctly spam: 538131 37.502% (76.663% of spam corpus)
+# False positives: 3657 0.255% (0.499% of nonspam, 98219 weighted)
+# False negatives: 163812 11.416% (23.337% of spam, 320820 weighted)
+# Average score for spam: 8.7 nonspam: 0.6
+# Average for false-pos: 5.6 false-neg: 2.0
+# TOTAL: 1434938 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 91803 99.48%
-# Correctly spam: 79004 78.83%
-# False positives: 483 0.52%
-# False negatives: 21215 21.17%
-# TCR(l=50): 2.209170 SpamRecall: 78.831% SpamPrec: 99.392%
+# Correctly non-spam: 90907 99.47%
+# Correctly spam: 67116 76.64%
+# False positives: 488 0.53%
+# False negatives: 20456 23.36%
+# TCR(l=50): 1.952292 SpamRecall: 76.641% SpamPrec: 99.278%
##### 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: 726322 98.16%
-# Correctly spam: 453851 56.42%
-# False positives: 13646 1.84%
-# False negatives: 350519 43.58%
-# TCR(l=50): 0.778810 SpamRecall: 56.423% SpamPrec: 97.081%
+# Correctly non-spam: 719332 98.14%
+# Correctly spam: 355598 50.66%
+# False positives: 13663 1.86%
+# False negatives: 346345 49.34%
+# TCR(l=50): 0.681832 SpamRecall: 50.659% SpamPrec: 96.300%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 90554 98.12%
-# Correctly spam: 56687 56.56%
-# False positives: 1732 1.88%
-# False negatives: 43532 43.44%
-# TCR(l=50): 0.770133 SpamRecall: 56.563% SpamPrec: 97.035%
+# Correctly non-spam: 89679 98.12%
+# Correctly spam: 44503 50.82%
+# False positives: 1716 1.88%
+# False negatives: 43069 49.18%
+# TCR(l=50): 0.679543 SpamRecall: 50.819% SpamPrec: 96.287%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1876442&r1=1876441&r2=1876442&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Mon Apr 13 05:08:55 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 391652 33.697% (97.167% of non-spam corpus)
-# Correctly spam: 669518 57.604% (88.187% of spam corpus)
-# False positives: 11420 0.983% (2.833% of nonspam, 1435101 weighted)
-# False negatives: 89681 7.716% (11.813% of spam, 181197 weighted)
-# Average score for spam: 16.4 nonspam: -1.9
+# Correctly non-spam: 391737 33.705% (97.189% of non-spam corpus)
+# Correctly spam: 669710 57.621% (88.213% of spam corpus)
+# False positives: 11332 0.975% (2.811% of nonspam, 1424355 weighted)
+# False negatives: 89486 7.699% (11.787% of spam, 180834 weighted)
+# Average score for spam: 16.3 nonspam: -1.9
# Average for false-pos: 6.7 false-neg: 2.0
-# TOTAL: 1162271 100.00%
+# TOTAL: 1162265 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 48864 97.16%
-# Correctly spam: 83335 88.01%
-# False positives: 1428 2.84%
-# False negatives: 11351 11.99%
-# TCR(l=50): 1.144228 SpamRecall: 88.012% SpamPrec: 98.315%
+# Correctly non-spam: 48801 97.04%
+# Correctly spam: 83357 88.04%
+# False positives: 1491 2.96%
+# False negatives: 11329 11.96%
+# TCR(l=50): 1.102551 SpamRecall: 88.035% SpamPrec: 98.243%
##### 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: 398166 98.78%
-# Correctly spam: 489240 64.44%
-# False positives: 4906 1.22%
-# False negatives: 269959 35.56%
-# TCR(l=50): 1.473432 SpamRecall: 64.442% SpamPrec: 99.007%
+# Correctly non-spam: 398210 98.79%
+# Correctly spam: 489235 64.44%
+# False positives: 4859 1.21%
+# False negatives: 269961 35.56%
+# TCR(l=50): 1.480171 SpamRecall: 64.441% SpamPrec: 99.017%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 49718 98.86%
-# Correctly spam: 60906 64.32%
-# False positives: 574 1.14%
-# False negatives: 33780 35.68%
-# TCR(l=50): 1.515461 SpamRecall: 64.324% SpamPrec: 99.066%
+# Correctly non-spam: 49690 98.80%
+# Correctly spam: 60943 64.36%
+# False positives: 602 1.20%
+# False negatives: 33743 35.64%
+# TCR(l=50): 1.483107 SpamRecall: 64.363% SpamPrec: 99.022%