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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2020/02/07 05:28:50 UTC
svn commit: r1873727 [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=1873727&r1=1873726&r2=1873727&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Fri Feb 7 05:28:49 2020
@@ -3,214 +3,215 @@
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001
-score AC_FROM_MANY_DOTS 1.758
+score AC_FROM_MANY_DOTS 1.759
score AC_HTML_NONSENSE_TAGS 1.999
-score ADMITS_SPAM 0.842
+score ADMITS_SPAM 0.963
score ADVANCE_FEE_2_NEW_MONEY 1.999
-score ADVANCE_FEE_3_NEW 3.392
-score ADVANCE_FEE_3_NEW_MONEY 2.237
-score ADVANCE_FEE_4_NEW 0.001
-score ADVANCE_FEE_4_NEW_FRM_MNY 2.600
+score ADVANCE_FEE_3_NEW 3.346
+score ADVANCE_FEE_3_NEW_MONEY 1.279
+score ADVANCE_FEE_4_NEW 0.001 # force non-zero
+score ADVANCE_FEE_4_NEW_FRM_MNY 2.599
score ADVANCE_FEE_4_NEW_MONEY 2.699
-score ADVANCE_FEE_5_NEW_FRM_MNY 0.285
+score ADVANCE_FEE_5_NEW_FRM_MNY 0.335
score AD_PREFS 0.499
-score ALIBABA_IMG_NOT_RCVD_ALI 1.708
+score ALIBABA_IMG_NOT_RCVD_ALI 1.636
score AMAZON_IMG_NOT_RCVD_AMZN 2.054
score APP_DEVELOPMENT_NORDNS 1.999
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score BITCOIN_DEADLINE 0.151
-score BITCOIN_EXTORT_01 3.954
-score BITCOIN_MALWARE 0.001
+score BITCOIN_DEADLINE 0.192
+score BITCOIN_EXTORT_01 3.965
+score BITCOIN_MALWARE 0.001 # force non-zero
score BITCOIN_PAY_ME 3.000
score BITCOIN_SPAM_02 0.001 # force non-zero
score BITCOIN_SPAM_03 2.499
score BITCOIN_SPAM_05 2.499
-score BITCOIN_SPAM_07 2.894
-score BITCOIN_SPAM_09 1.234
+score BITCOIN_SPAM_07 2.904
+score BITCOIN_SPAM_09 0.900
score BODY_EMPTY 0.001
score BODY_SINGLE_URI 2.499
-score BODY_SINGLE_WORD 2.499
+score BODY_SINGLE_WORD 2.452
score BODY_URI_ONLY 0.999
score BOGUS_MIME_VERSION 3.499
-score BOGUS_MSM_HDRS 0.568
+score BOGUS_MSM_HDRS 0.231
score CANT_SEE_AD 2.499
-score CK_HELO_DYNAMIC_SPLIT_IP 0.001
+score CK_HELO_DYNAMIC_SPLIT_IP 0.001 # force non-zero
score CK_HELO_GENERIC 0.249
-score CTE_8BIT_MISMATCH 0.842
+score CTE_8BIT_MISMATCH 0.839
score DEAR_BENEFICIARY 0.001 # force non-zero
-score DKIMWL_BL 2.305
+score DKIMWL_BL 2.290
score DKIMWL_WL_HIGH -0.001
score DKIMWL_WL_MED -0.001
-score DX_TEXT_03 2.799
-score END_FUTURE_EMAILS 1.398
+score DX_TEXT_03 2.800
+score END_FUTURE_EMAILS 1.405
score FILL_THIS_FORM 0.001
score FORGED_RELAY_MUA_TO_MX 3.799
score FORGED_SPF_HELO 2.099
-score FORM_FRAUD 0.001
+score FORM_FRAUD 0.999
+score FORM_FRAUD_3 0.001
score FORM_FRAUD_5 0.001
score FOUND_YOU 3.249
-score FREEMAIL_FORGED_FROMDOMAIN 0.250
+score FREEMAIL_FORGED_FROMDOMAIN 0.249
score FROMSPACE 0.001
-score FROM_2_EMAILS_SHORT 0.927
-score FROM_ADDR_WS 0.001
+score FROM_2_EMAILS_SHORT 1.546
+score FROM_ADDR_WS 0.001 # force non-zero
score FROM_FMBLA_NEWDOM 1.499
score FROM_FMBLA_NEWDOM14 0.999
score FROM_FMBLA_NEWDOM28 0.800
-score FROM_GOV_DKIM_AU -0.001 # force non-zero
-score FROM_GOV_SPOOF 0.396
-score FROM_MISSPACED 0.001 # force non-zero
-score FROM_MISSP_DYNIP 3.087
+score FROM_GOV_DKIM_AU -0.001
+score FROM_GOV_SPOOF 0.351
+score FROM_MISSPACED 0.001
+score FROM_MISSP_DYNIP 2.791
score FROM_MISSP_EH_MATCH 0.001
-score FROM_MISSP_FREEMAIL 1.507
+score FROM_MISSP_FREEMAIL 1.504
score FROM_MISSP_MSFT 0.001
score FROM_MISSP_REPLYTO 0.001
-score FROM_MISSP_SPF_FAIL 1.041
-score FROM_MISSP_TO_UNDISC 2.519
+score FROM_MISSP_SPF_FAIL 1.037
+score FROM_MISSP_TO_UNDISC 1.929
score FROM_MISSP_USER 0.001
score FROM_MISSP_XPRIO 0.001
score FROM_NAME_EQ_TO_G_DRIVE 0.001
-score FROM_NTLD_LINKBAIT 1.999
-score FROM_NTLD_REPLY_FREEMAIL 1.245
+score FROM_NTLD_LINKBAIT 1.468
+score FROM_NTLD_REPLY_FREEMAIL 1.392
score FROM_PAYPAL_SPOOF 0.001
-score FROM_SUSPICIOUS_NTLD 0.461
-score FROM_SUSPICIOUS_NTLD_FP 1.055
-score FROM_WORDY 2.500
+score FROM_SUSPICIOUS_NTLD 0.451
+score FROM_SUSPICIOUS_NTLD_FP 0.995
+score FROM_WORDY 2.499
score FSL_BULK_SIG 0.001
score FSL_CTYPE_WIN1251 0.001
-score FSL_HELO_FAKE 2.335
+score FSL_HELO_FAKE 1.798
score FSL_NEW_HELO_USER 0.001
-score FSL_THIS_IS_ADV 3.099
+score FSL_THIS_IS_ADV 2.993
score FUZZY_BITCOIN 3.899
-score FUZZY_BTC_WALLET 0.001 # force non-zero
+score FUZZY_BTC_WALLET 0.001
score FUZZY_CLICK_HERE 2.699
-score FUZZY_SECURITY 2.095
+score FUZZY_SECURITY 1.597
score FUZZY_WALLET 0.001
-score GB_BITCOIN_CP 2.309
-score GB_BITCOIN_NH 0.546
-score GB_FREEMAIL_DISPTO 0.046
-score GB_GOOGLE_OBFUR 0.113
-score GB_GOOGLE_OBFUS 0.750
+score GB_BITCOIN_CP 2.106
+score GB_BITCOIN_NH 0.568
+score GB_FREEMAIL_DISPTO 0.002
+score GB_GOOGLE_OBFUR 0.479
+score GB_GOOGLE_OBFUS 0.749
score GOOG_REDIR_HTML_ONLY 1.999
-score GOOG_REDIR_NORDNS 2.490
-score HDRS_LCASE 0.001
-score HDRS_LCASE_IMGONLY 0.100
-score HDR_ORDER_FTSDMCXX_DIRECT 1.956
+score GOOG_REDIR_NORDNS 0.954
+score HDRS_LCASE 0.001 # force non-zero
+score HDRS_LCASE_IMGONLY 0.099
+score HDR_ORDER_FTSDMCXX_DIRECT 1.103
score HDR_ORDER_FTSDMCXX_NORDNS 3.499
score HEADER_FROM_DIFFERENT_DOMAINS 0.250
score HELO_MISC_IP 0.001
score HELO_NO_DOMAIN 0.001 # force non-zero
-score HK_GOLDDUST 0.880
+score HK_GOLDDUST 1.289
score HK_LOTTO 0.999
score HK_NAME_MR_MRS 0.999
score HK_RANDOM_FROM 0.999
-score HK_RANDOM_REPLYTO 1.000
+score HK_RANDOM_REPLYTO 0.999
score HK_SCAM 1.999
-score HOSTED_IMG_MULTI 1.116
-score HTML_OFF_PAGE 1.075
-score HTML_SINGLET_MANY 2.499
+score HOSTED_IMG_MULTI 2.395
+score HTML_OFF_PAGE 1.077
+score HTML_SINGLET_MANY 1.978
score HTML_TAG_BALANCE_CENTER 3.099
score HTML_TEXT_INVISIBLE_FONT 2.999
-score HTML_TEXT_INVISIBLE_STYLE 1.057
+score HTML_TEXT_INVISIBLE_STYLE 1.043
score IMG_ONLY_FM_DOM_INFO 2.499
score KB_FORGED_MOZ4 0.001
-score KHOP_FAKE_EBAY 1.045
+score KHOP_FAKE_EBAY 0.842
score KHOP_HELO_FCRDNS 0.275
score LIST_PARTIAL_SHORT_MSG 2.499
-score LIST_PRTL_SAME_USER 0.117
-score LONG_HEX_URI 2.586
-score LONG_IMG_URI 1.351
+score LIST_PRTL_SAME_USER 0.003
+score LONG_HEX_URI 2.581
+score LONG_IMG_URI 1.048
score LOTS_OF_MONEY 0.010
-score MALFORMED_FREEMAIL 1.026
-score MALF_HTML_B64 0.909
+score MALFORMED_FREEMAIL 1.123
+score MALF_HTML_B64 0.337
score MALWARE_NORDNS 0.001
-score MAY_BE_FORGED 1.220
-score MILLION_HUNDRED 2.600
+score MAY_BE_FORGED 1.225
+score MILLION_HUNDRED 2.599
score MIMEOLE_DIRECT_TO_MX 1.999
-score MIME_NO_TEXT 2.000
+score MIME_NO_TEXT 1.999
score MONEY_ATM_CARD 0.001
-score MONEY_FORM 0.001 # force non-zero
-score MONEY_FORM_SHORT 1.684
-score MONEY_FRAUD_3 0.018
+score MONEY_FORM 0.001
+score MONEY_FORM_SHORT 1.680
+score MONEY_FRAUD_3 0.001
score MONEY_FRAUD_5 0.001
score MONEY_FRAUD_8 2.999
score MONEY_FROM_41 1.999
score NORDNS_LOW_CONTRAST 2.499
-score NO_FM_NAME_IP_HOSTN 0.493
-score NSL_RCVD_FROM_USER 0.001
+score NO_FM_NAME_IP_HOSTN 0.488
+score NSL_RCVD_FROM_USER 2.108
score NSL_RCVD_HELO_USER 0.001
-score OBFU_BITCOIN 0.568
+score OBFU_BITCOIN 0.606
score PDS_BTC_ID 0.499
score PDS_BTC_MSGID 0.999
-score PDS_DBL_URL_ILLEGAL_CHARS 1.502
+score PDS_DBL_URL_ILLEGAL_CHARS 0.763
score PDS_DBL_URL_TNB_RUNON 1.999
-score PDS_EMPTYSUBJ_URISHRT 1.499
+score PDS_EMPTYSUBJ_URISHRT 1.382
score PDS_FREEMAIL_REPLYTO_URISHRT 1.499
score PDS_FRNOM_TODOM_NAKED_TO 1.499
-score PDS_FROM_2_EMAILS 1.826
+score PDS_FROM_2_EMAILS 1.702
score PDS_FROM_NAME_TO_DOMAIN 0.999
score PDS_HELO_SPF_FAIL 1.999
score PDS_HP_HELO_NORDNS 0.001
-score PDS_OTHER_BAD_TLD 1.606
+score PDS_OTHER_BAD_TLD 1.676
score PDS_PHPEXP_BOT 1.499
score PDS_PHPE_URISHORTENER 1.999
score PDS_PHP_EVAL 1.499
score PDS_SHORTFWD_URISHRT 1.499
-score PDS_SHORT_BOGUS_MSM_HDRS 0.677
+score PDS_SHORT_BOGUS_MSM_HDRS 1.208
score PDS_TINYSUBJ_URISHRT 1.499
score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.999
-score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.774
-score PDS_TONAME_EQ_TOLOCAL_SHORT 1.999
+score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.705
+score PDS_TONAME_EQ_TOLOCAL_SHORT 1.971
score PDS_TONAME_EQ_TOLOCAL_VSHORT 0.999
score PDS_TO_EQ_FROM_NAME 0.001
score PP_MIME_FAKE_ASCII_TEXT 0.999
score RATWARE_NO_RDNS 2.999
score RCVD_IN_MSPIKE_H2 -0.001
-score RISK_FREE 0.576
+score RISK_FREE 0.482
score SERGIO_SUBJECT_PORN014 3.899
score SERGIO_SUBJECT_VIAGRA01 0.001
score SHORTENER_SHORT_IMG 0.001
-score SHORT_BODY_G_DRIVE_DYN 0.952
-score SHORT_IMG_SUSP_NTLD 1.499
+score SHORT_BODY_G_DRIVE_DYN 0.899
+score SHORT_IMG_SUSP_NTLD 0.768
score SHORT_SHORTNER 1.999
-score SINGLETS_LOW_CONTRAST 0.060
+score SINGLETS_LOW_CONTRAST 0.165
score SPOOFED_FREEMAIL 1.999
-score SPOOFED_FREEMAIL_NO_RDNS 0.677
-score SPOOFED_FREEM_REPTO 1.998
-score STATIC_XPRIO_OLE 1.475
-score STOCK_LOW_CONTRAST 2.500
-score SUBJ_OBFU_PUNCT_FEW 0.749
-score SUBJ_OBFU_PUNCT_MANY 1.393
-score THIS_AD 1.599
-score THIS_IS_ADV_SUSP_NTLD 1.499
+score SPOOFED_FREEMAIL_NO_RDNS 0.678
+score SPOOFED_FREEM_REPTO 1.997
+score STATIC_XPRIO_OLE 0.724
+score STOCK_LOW_CONTRAST 2.499
+score SUBJ_OBFU_PUNCT_FEW 0.750
+score SUBJ_OBFU_PUNCT_MANY 1.390
+score THIS_AD 1.600
+score THIS_IS_ADV_SUSP_NTLD 0.791
score TONOM_EQ_TOLOC_SHRT_SHRTNER 1.499
-score TO_EQ_FM_DIRECT_MX 1.250
+score TO_EQ_FM_DIRECT_MX 1.826
score TO_EQ_FM_DOM_HTML_IMG 0.001
-score TO_EQ_FM_DOM_HTML_ONLY 0.182
-score TO_EQ_FM_DOM_SPF_FAIL 0.735
-score TO_EQ_FM_HTML_ONLY 0.990
-score TO_EQ_FM_SPF_FAIL 0.584
-score TO_IN_SUBJ 0.099
+score TO_EQ_FM_DOM_HTML_ONLY 0.801
+score TO_EQ_FM_DOM_SPF_FAIL 0.464
+score TO_EQ_FM_HTML_ONLY 0.482
+score TO_EQ_FM_SPF_FAIL 1.037
+score TO_IN_SUBJ 0.100
score TO_NAME_SUBJ_NO_RDNS 0.001
-score TO_NO_BRKTS_FROM_MSSP 0.266
-score TO_NO_BRKTS_HTML_IMG 0.836
+score TO_NO_BRKTS_FROM_MSSP 0.269
+score TO_NO_BRKTS_HTML_IMG 0.834
score TO_NO_BRKTS_HTML_ONLY 1.999
-score TO_NO_BRKTS_MSFT 0.001 # force non-zero
-score TO_NO_BRKTS_NORDNS_HTML 1.276
+score TO_NO_BRKTS_MSFT 0.001
+score TO_NO_BRKTS_NORDNS_HTML 1.277
score TVD_SPACE_ENCODED 0.001
-score TVD_SPACE_RATIO_MINFP 1.532
-score UPGRADE_MAILBOX 0.418
-score URI_BUFFLY 1.546
+score TVD_SPACE_RATIO_MINFP 1.520
+score UPGRADE_MAILBOX 0.425
+score URI_BUFFLY 1.999
score URI_GOOGLE_PROXY 2.299
-score URI_ONLY_MSGID_MALF 0.218
-score URI_PHISH 3.527
+score URI_ONLY_MSGID_MALF 0.140
+score URI_PHISH 3.423
score URI_PHP_REDIR 3.499
score URI_TRY_3LD 1.999
score URI_WP_DIRINDEX 3.499
-score URI_WP_HACKED 3.500
+score URI_WP_HACKED 3.499
score URI_WP_HACKED_2 2.499
-score XPRIO_SHORT_SUBJ 1.786
-score XPRIO_URL_SHORTNER 0.512
-score YOU_INHERIT 1.741
+score XPRIO_SHORT_SUBJ 2.395
+score XPRIO_URL_SHORTNER 0.330
+score YOU_INHERIT 1.688
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=1873727&r1=1873726&r2=1873727&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Fri Feb 7 05:28:49 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 730800 55.615% (99.489% of non-spam corpus)
-# Correctly spam: 443458 33.748% (76.528% of spam corpus)
-# False positives: 3753 0.286% (0.511% of nonspam, 85000 weighted)
-# False negatives: 136016 10.351% (23.472% of spam, 275677 weighted)
+# Correctly non-spam: 731646 55.319% (99.518% of non-spam corpus)
+# Correctly spam: 453073 34.257% (77.132% of spam corpus)
+# False positives: 3540 0.268% (0.482% of nonspam, 81537 weighted)
+# False negatives: 134330 10.157% (22.868% of spam, 269174 weighted)
# Average score for spam: 13.3 nonspam: 0.6
-# Average for false-pos: 5.7 false-neg: 2.0
-# TOTAL: 1314027 100.00%
+# Average for false-pos: 5.8 false-neg: 2.0
+# TOTAL: 1322589 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 91126 99.48%
-# Correctly spam: 55330 76.52%
-# False positives: 472 0.52%
-# False negatives: 16980 23.48%
-# TCR(l=50): 1.781912 SpamRecall: 76.518% SpamPrec: 99.154%
+# Correctly non-spam: 91216 99.51%
+# Correctly spam: 56446 77.00%
+# False positives: 452 0.49%
+# False negatives: 16862 23.00%
+# TCR(l=50): 1.857686 SpamRecall: 76.998% SpamPrec: 99.206%
##### 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: 720376 98.07%
-# Correctly spam: 198526 34.26%
-# False positives: 14177 1.93%
-# False negatives: 380948 65.74%
-# TCR(l=50): 0.531726 SpamRecall: 34.260% SpamPrec: 93.335%
+# Correctly non-spam: 720972 98.07%
+# Correctly spam: 207027 35.24%
+# False positives: 14214 1.93%
+# False negatives: 380376 64.76%
+# TCR(l=50): 0.538370 SpamRecall: 35.244% SpamPrec: 93.575%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 89788 98.02%
-# Correctly spam: 24644 34.08%
-# False positives: 1810 1.98%
-# False negatives: 47666 65.92%
-# TCR(l=50): 0.523356 SpamRecall: 34.081% SpamPrec: 93.158%
+# Correctly non-spam: 89898 98.07%
+# Correctly spam: 25633 34.97%
+# False positives: 1770 1.93%
+# False negatives: 47675 65.03%
+# TCR(l=50): 0.538337 SpamRecall: 34.966% SpamPrec: 93.541%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1873727&r1=1873726&r2=1873727&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Fri Feb 7 05:28:49 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 719661 55.305% (98.962% of non-spam corpus)
-# Correctly spam: 497454 38.228% (86.656% of spam corpus)
-# False positives: 7547 0.580% (1.038% of nonspam, 551498 weighted)
-# False negatives: 76604 5.887% (13.344% of spam, 128560 weighted)
-# Average score for spam: 16.8 nonspam: -2.5
+# Correctly non-spam: 719671 55.308% (98.964% of non-spam corpus)
+# Correctly spam: 497389 38.226% (86.654% of spam corpus)
+# False positives: 7531 0.579% (1.036% of nonspam, 551238 weighted)
+# False negatives: 76604 5.887% (13.346% of spam, 128177 weighted)
+# Average score for spam: 16.5 nonspam: -2.5
# Average for false-pos: 9.3 false-neg: 1.7
-# TOTAL: 1301266 100.00%
+# TOTAL: 1301195 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 89725 98.95%
-# Correctly spam: 61949 86.48%
-# False positives: 955 1.05%
-# False negatives: 9689 13.52%
-# TCR(l=50): 1.247201 SpamRecall: 86.475% SpamPrec: 98.482%
+# Correctly non-spam: 89739 98.96%
+# Correctly spam: 62072 86.66%
+# False positives: 941 1.04%
+# False negatives: 9558 13.34%
+# TCR(l=50): 1.265369 SpamRecall: 86.656% SpamPrec: 98.507%
##### 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: 724760 99.66%
-# Correctly spam: 317275 55.27%
-# False positives: 2448 0.34%
-# False negatives: 256783 44.73%
-# TCR(l=50): 1.513934 SpamRecall: 55.269% SpamPrec: 99.234%
+# Correctly non-spam: 724747 99.66%
+# Correctly spam: 317017 55.23%
+# False positives: 2455 0.34%
+# False negatives: 256976 44.77%
+# TCR(l=50): 1.511598 SpamRecall: 55.230% SpamPrec: 99.232%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 90369 99.66%
-# Correctly spam: 39535 55.19%
-# False positives: 311 0.34%
-# False negatives: 32103 44.81%
-# TCR(l=50): 1.503326 SpamRecall: 55.187% SpamPrec: 99.219%
+# Correctly non-spam: 90371 99.66%
+# Correctly spam: 39695 55.42%
+# False positives: 309 0.34%
+# False negatives: 31935 44.58%
+# TCR(l=50): 1.511660 SpamRecall: 55.417% SpamPrec: 99.228%