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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2019/07/10 04:37:31 UTC
svn commit: r1862846 [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=1862846&r1=1862845&r2=1862846&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Wed Jul 10 04:37:31 2019
@@ -3,208 +3,207 @@
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001
-score AC_FROM_MANY_DOTS 2.207
-score AC_HTML_NONSENSE_TAGS 1.525
-score ADVANCE_FEE_2_NEW_MONEY 0.285
-score ADVANCE_FEE_3_NEW 3.465
-score ADVANCE_FEE_3_NEW_MONEY 0.860
-score ADVANCE_FEE_4_NEW 2.600
-score ADVANCE_FEE_4_NEW_FRM_MNY 2.248
+score AC_FROM_MANY_DOTS 1.763
+score AC_HTML_NONSENSE_TAGS 1.526
+score ADVANCE_FEE_2_NEW_MONEY 0.289
+score ADVANCE_FEE_3_NEW 3.468
+score ADVANCE_FEE_3_NEW_MONEY 1.713
+score ADVANCE_FEE_4_NEW 2.599
+score ADVANCE_FEE_4_NEW_FRM_MNY 1.076
score ADVANCE_FEE_4_NEW_MONEY 2.599
score ADVANCE_FEE_5_NEW 0.001
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score ADVANCE_FEE_5_NEW_MONEY 1.215
-score AD_PREFS 0.499
+score ADVANCE_FEE_5_NEW_MONEY 1.197
+score AD_PREFS 0.283
score AMAZON_IMG_NOT_RCVD_AMZN 1.681
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score AXB_XMAILER_MIMEOLE_OL_1ECD5 0.503
-score BIGNUM_EMAILS 2.680
+score AXB_XMAILER_MIMEOLE_OL_1ECD5 1.295
+score BIGNUM_EMAILS 2.855
score BITCOIN_DEADLINE 2.999
-score BITCOIN_EXTORT_01 4.996
+score BITCOIN_EXTORT_01 4.994
score BITCOIN_MALWARE 3.499
-score BITCOIN_PAY_ME 2.999
-score BITCOIN_SPAM_01 0.001 # force non-zero
+score BITCOIN_PAY_ME 3.000
+score BITCOIN_SPAM_01 0.001
score BITCOIN_SPAM_02 2.499
score BITCOIN_SPAM_03 2.499
score BITCOIN_SPAM_05 2.499
-score BITCOIN_SPAM_06 0.978
-score BITCOIN_SPAM_07 3.386
+score BITCOIN_SPAM_06 1.079
+score BITCOIN_SPAM_07 3.381
score BITCOIN_SPAM_08 2.499
-score BITCOIN_SPAM_09 1.138
-score BITCOIN_SPAM_11 1.142
-score BODY_SINGLE_URI 1.298
-score BODY_SINGLE_WORD 0.001
+score BITCOIN_SPAM_09 0.865
+score BITCOIN_SPAM_11 1.117
+score BODY_SINGLE_URI 1.299
+score BODY_SINGLE_WORD 0.001 # force non-zero
score BODY_URI_ONLY 0.999
-score BOGUS_MSM_HDRS 2.587
-score CANT_SEE_AD 1.022
+score BOGUS_MSM_HDRS 2.327
+score CANT_SEE_AD 2.477
score CK_HELO_DYNAMIC_SPLIT_IP 0.001
score CK_HELO_GENERIC 0.001 # force non-zero
-score DATE_IN_FUTURE_96_Q 0.388
-score DEAR_BENEFICIARY 2.120
+score DATE_IN_FUTURE_96_Q 1.605
+score DEAR_BENEFICIARY 2.014
score DKIMWL_BL 2.999
score DKIMWL_WL_HIGH -0.001
score DKIMWL_WL_MED -0.001
-score DKIMWL_WL_MEDHI -0.001 # force non-zero
-score DRUGS_ERECTILE_SHORT_SHORTNER 0.001
+score DKIMWL_WL_MEDHI -0.001
+score DRUGS_ERECTILE_SHORT_SHORTNER 1.163
score DX_TEXT_03 0.899
-score FAKE_REPLY_A1 3.199
+score FAKE_REPLY_A1 3.200
score FILL_THIS_FORM 0.001
-score FORM_FRAUD 0.999
-score FORM_FRAUD_3 0.643
-score FORM_FRAUD_5 2.839
+score FORM_FRAUD 0.617
+score FORM_FRAUD_3 1.319
+score FORM_FRAUD_5 2.660
score FOUND_YOU 0.001
-score FREEMAIL_FORGED_FROMDOMAIN 0.250
-score FROMSPACE 0.214
-score FROM_2_EMAILS_SHORT 0.810
-score FROM_ADDR_WS 1.998
+score FREEMAIL_FORGED_FROMDOMAIN 0.195
+score FROMSPACE 0.290
+score FROM_2_EMAILS_SHORT 0.355
+score FROM_ADDR_WS 2.100
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
-score FROM_IN_TO_AND_SUBJ 0.503
+score FROM_FMBLA_NEWDOM28 0.799
+score FROM_GOV_DKIM_AU -0.001 # force non-zero
+score FROM_IN_TO_AND_SUBJ 1.285
score FROM_MISSPACED 0.001
-score FROM_MISSP_DYNIP 2.204
-score FROM_MISSP_EH_MATCH 0.838
+score FROM_MISSP_DYNIP 0.683
+score FROM_MISSP_EH_MATCH 0.026
score FROM_MISSP_FREEMAIL 0.001
score FROM_MISSP_MSFT 0.001
-score FROM_MISSP_PHISH 2.761
+score FROM_MISSP_PHISH 2.474
score FROM_MISSP_REPLYTO 0.001
-score FROM_MISSP_SPF_FAIL 1.191
+score FROM_MISSP_SPF_FAIL 1.192
score FROM_MISSP_TO_UNDISC 0.001
score FROM_MISSP_USER 0.001
score FROM_MISSP_XPRIO 0.001
-score FROM_NAME_EQ_TO_G_DRIVE 0.006
+score FROM_NAME_EQ_TO_G_DRIVE 0.569
score FROM_NTLD_REPLY_FREEMAIL 0.744
score FROM_PAYPAL_SPOOF 1.599
score FROM_SUSPICIOUS_NTLD 0.500
-score FROM_WORDY 2.054
-score FROM_WORDY_SHORT 1.194
-score FROM_WSP_TRAIL 2.799
-score FSL_BULK_SIG 0.201
+score FROM_WORDY 2.498
+score FROM_WORDY_SHORT 2.084
+score FROM_WSP_TRAIL 2.699
+score FSL_BULK_SIG 0.124
score FSL_CTYPE_WIN1251 0.001
-score FSL_HELO_FAKE 3.199
+score FSL_HELO_FAKE 3.200
score FSL_NEW_HELO_USER 0.001
score FSL_THIS_IS_ADV 3.099
-score FUZZY_CLICK_HERE 2.039
-score FUZZY_UNSUBSCRIBE 2.600
+score FUZZY_CLICK_HERE 2.230
+score FUZZY_UNSUBSCRIBE 2.599
score GB_FORGED_MUA_POSTFIX 1.999
score GB_FREEMAIL_DISPTO 0.499
-score GB_FREEMAIL_DISPTO_NOTFREEM 0.500
+score GB_FREEMAIL_DISPTO_NOTFREEM 0.499
score GB_GOOG_IMG_NOT_RCVD_GOOG 2.499
score GB_LINKED_IMG_NOT_RCVD_LINK 0.001
score HDRS_LCASE_IMGONLY 0.100
score HDR_ORDER_FTSDMCXX_DIRECT 1.999
-score HDR_ORDER_FTSDMCXX_NORDNS 1.226
-score HEADER_FROM_DIFFERENT_DOMAINS 0.249
+score HDR_ORDER_FTSDMCXX_NORDNS 1.224
+score HEADER_FROM_DIFFERENT_DOMAINS 0.250
score HELO_MISC_IP 0.001
score HELO_NO_DOMAIN 2.199
score HEXHASH_WORD 2.999
score HK_LOTTO 0.999
score HK_NAME_FM_MR_MRS 1.499
score HK_NAME_FROM 0.999
-score HK_NAME_MR_MRS 0.999
-score HK_RANDOM_FROM 1.000
-score HK_RANDOM_REPLYTO 0.712
-score HK_RCVD_IP_MULTICAST 0.001
-score HK_SCAM 1.627
-score HOSTED_IMG_DIRECT_MX 3.338
+score HK_NAME_MR_MRS 1.000
+score HK_RANDOM_FROM 0.999
+score HK_RANDOM_REPLYTO 0.999
+score HK_RCVD_IP_MULTICAST 1.999
+score HK_SCAM 1.625
+score HOSTED_IMG_DIRECT_MX 0.763
score HTML_ENTITY_ASCII 2.999
-score HTML_OFF_PAGE 2.999
-score HTML_SHRT_CMNT_OBFU_MANY 2.500
-score HTML_SINGLET_MANY 1.609
-score HTML_TEXT_INVISIBLE_STYLE 1.417
+score HTML_OFF_PAGE 3.000
+score HTML_SHRT_CMNT_OBFU_MANY 2.499
+score HTML_SINGLET_MANY 1.233
+score HTML_TEXT_INVISIBLE_STYLE 1.415
score IMG_ALT_HSPACE_CID_ALIGN 2.499
score IMG_ONLY_FM_DOM_INFO 2.499
-score KB_FORGED_MOZ4 0.001 # force non-zero
+score KB_FORGED_MOZ4 0.001
score LIST_PARTIAL_SHORT_MSG 2.499
-score LONG_HEX_URI 2.321
-score LONG_IMG_URI 0.461
+score LONG_HEX_URI 2.421
+score LONG_IMG_URI 0.460
score LOTS_OF_MONEY 0.010
-score LUCRATIVE 1.999
-score MALFORMED_FREEMAIL 1.139
-score MALF_HTML_B64 3.472
-score MANY_SPAN_IN_TEXT 2.538
-score MILLION_HUNDRED 2.523
+score LUCRATIVE 2.000
+score MALFORMED_FREEMAIL 1.163
+score MALF_HTML_B64 0.544
+score MANY_SPAN_IN_TEXT 2.535
+score MILLION_HUNDRED 2.092
score MILLION_USD 1.999
score MIMEOLE_DIRECT_TO_MX 1.999
-score MONEY_ATM_CARD 1.023
+score MONEY_ATM_CARD 0.995
score MONEY_FORM 0.001
score MONEY_FORM_SHORT 2.499
-score MONEY_FRAUD_3 0.497
-score MONEY_FRAUD_5 1.286
+score MONEY_FRAUD_3 0.531
+score MONEY_FRAUD_5 0.465
score MONEY_FRAUD_8 3.099
-score MONEY_FROM_41 2.000
+score MONEY_FROM_41 1.999
score MONEY_FROM_MISSP 1.999
-score MSM_PRIO_REPTO 1.514
-score NORDNS_LOW_CONTRAST 0.222
+score NORDNS_LOW_CONTRAST 0.223
score NO_FM_NAME_IP_HOSTN 0.001
score NSL_RCVD_FROM_USER 0.001
score NSL_RCVD_HELO_USER 2.799
score NUMBERONLY_BITCOIN_EXP 0.999
-score OBFU_BITCOIN 2.999
-score OBFU_TEXT_ATTACH 0.451
+score OBFU_BITCOIN 1.986
+score OBFU_TEXT_ATTACH 1.599
score PDS_DBL_URL_LINKBAIT 2.499
-score PDS_DBL_URL_TNB_RUNON 1.355
+score PDS_DBL_URL_TNB_RUNON 1.999
score PDS_HP_HELO_NORDNS 0.947
score PDS_NO_HELO_DNS 1.294
score PDS_PHP_EVAL 1.499
-score PDS_TO_EQ_FROM_NAME 0.406
-score PDS_URI_HIDDEN_HELO_NO_DOMAIN 1.426
+score PDS_TO_EQ_FROM_NAME 0.299
+score PDS_URI_HIDDEN_HELO_NO_DOMAIN 1.421
score PDS_X_PHP_WP_EXP 1.499
-score PHOTO_EDITING_DIRECT 1.879
+score PHOTO_EDITING_DIRECT 2.514
score PHP_ORIG_SCRIPT 2.499
-score PP_MIME_FAKE_ASCII_TEXT 1.000
-score RATWARE_NO_RDNS 0.908
+score PP_MIME_FAKE_ASCII_TEXT 0.999
+score RATWARE_NO_RDNS 2.860
score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_ATCHNX 1.212
+score RDNS_NUM_TLD_ATCHNX 1.907
score RDNS_NUM_TLD_XM 2.999
-score SEO_SUSP_NTLD 1.200
-score SERGIO_SUBJECT_PORN014 2.516
-score SERGIO_SUBJECT_VIAGRA01 1.911
-score SHORTENER_SHORT_IMG 2.351
+score SEO_SUSP_NTLD 1.199
+score SERGIO_SUBJECT_PORN014 0.758
+score SERGIO_SUBJECT_VIAGRA01 3.438
+score SHORTENER_SHORT_IMG 2.469
score SHORT_BODY_G_DRIVE_DYN 1.499
-score SHORT_IMG_SUSP_NTLD 1.276
-score SINGLETS_LOW_CONTRAST 1.964
+score SHORT_IMG_SUSP_NTLD 1.499
+score SINGLETS_LOW_CONTRAST 2.329
score SPOOFED_FREEMAIL_NO_RDNS 1.499
-score SPOOFED_FREEM_REPTO 2.216
+score SPOOFED_FREEM_REPTO 2.151
score STATIC_XPRIO_OLE 0.001
score STOCK_LOW_CONTRAST 0.001
-score TEQF_USR_POLITE 0.764
-score THIS_AD 0.045
-score THIS_IS_ADV_SUSP_NTLD 0.158
-score TO_EQ_FM_DIRECT_MX 1.527
-score TO_EQ_FM_DOM_SPF_FAIL 0.067
-score TO_EQ_FM_SPF_FAIL 0.547
+score TEQF_USR_POLITE 0.762
+score THIS_AD 0.001
+score THIS_IS_ADV_SUSP_NTLD 1.247
+score TO_EQ_FM_DIRECT_MX 1.526
+score TO_EQ_FM_DOM_SPF_FAIL 0.059
+score TO_EQ_FM_SPF_FAIL 0.619
score TO_IN_SUBJ 0.100
score TO_NAME_SUBJ_NO_RDNS 0.001
score TO_NO_BRKTS_DYNIP 2.999
-score TO_NO_BRKTS_FROM_MSSP 1.887
+score TO_NO_BRKTS_FROM_MSSP 2.198
score TO_NO_BRKTS_HTML_IMG 1.999
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_IP_HEX 1.231
-score TVD_IP_SING_HEX 1.208
-score TVD_SPACE_ENCODED 0.778
+score TVD_IP_HEX 0.739
+score TVD_IP_SING_HEX 0.467
+score TVD_SPACE_ENCODED 0.386
score TVD_SPACE_RATIO_MINFP 2.499
-score TVD_SUBJ_APPR_LOAN 2.699
+score TVD_SUBJ_APPR_LOAN 2.649
score UNICODE_OBFU_ASC 2.499
-score UNICODE_OBFU_ZW 0.243
-score URI_BUFFLY 1.303
+score UNICODE_OBFU_ZW 1.230
+score URI_BUFFLY 1.999
score URI_GOOGLE_PROXY 1.699
-score URI_HEX_IP 1.200
-score URI_ONLY_MSGID_MALF 1.999
-score URI_PHISH 3.999
-score URI_PHP_REDIR 2.617
+score URI_HEX_IP 2.499
+score URI_ONLY_MSGID_MALF 2.000
+score URI_PHISH 4.000
+score URI_PHP_REDIR 2.700
score URI_TRY_3LD 0.001
score URI_WPADMIN 2.399
-score URI_WP_DIRINDEX 3.499
+score URI_WP_DIRINDEX 3.500
score URI_WP_HACKED 1.913
-score URI_WP_HACKED_2 2.500
-score XPRIO 0.491
-score XPRIO_SHORT_SUBJ 0.858
-score YOU_INHERIT 0.026
-score ZW_OBFU_BITCOIN 0.070
+score URI_WP_HACKED_2 2.499
+score XPRIO 0.485
+score XPRIO_SHORT_SUBJ 0.861
+score YOU_INHERIT 0.023
+score ZW_OBFU_BITCOIN 1.563
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
score AC_SPAMMY_URI_PATTERNS11 1.000
@@ -259,6 +258,7 @@ score LIST_PRTL_PUMPDUMP 1.0
score LIST_PRTL_SAME_USER 1.000
score LOTTO_AGENT 1.000
score MIME_NO_TEXT 1.000
+score MSM_PRIO_REPTO 1.000
score OFFER_ONLY_AMERICA 1.000
score PDS_HIDDEN_UK_BUSINESSLOAN 1.000
score PDS_PHP_RUNTIME_FUNC 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1862846&r1=1862845&r2=1862846&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Wed Jul 10 04:37:31 2019
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 432165 38.854% (99.470% of non-spam corpus)
-# Correctly spam: 535289 48.125% (78.972% of spam corpus)
-# False positives: 2302 0.207% (0.530% of nonspam, 105154 weighted)
-# False negatives: 142534 12.814% (21.028% of spam, 299977 weighted)
-# Average score for spam: 10.4 nonspam: 0.7
-# Average for false-pos: 5.9 false-neg: 2.1
-# TOTAL: 1112290 100.00%
+# Correctly non-spam: 453354 39.727% (99.435% of non-spam corpus)
+# Correctly spam: 537625 47.111% (78.457% of spam corpus)
+# False positives: 2577 0.226% (0.565% of nonspam, 111406 weighted)
+# False negatives: 147627 12.936% (21.543% of spam, 311118 weighted)
+# Average score for spam: 10.2 nonspam: 0.7
+# Average for false-pos: 5.8 false-neg: 2.1
+# TOTAL: 1141183 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 53856 99.45%
-# Correctly spam: 66883 79.11%
-# False positives: 299 0.55%
-# False negatives: 17666 20.89%
-# TCR(l=50): 2.592255 SpamRecall: 79.106% SpamPrec: 99.555%
+# Correctly non-spam: 56511 99.43%
+# Correctly spam: 67490 78.97%
+# False positives: 323 0.57%
+# False negatives: 17977 21.03%
+# TCR(l=50): 2.504381 SpamRecall: 78.966% SpamPrec: 99.524%
##### 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: 419407 96.53%
-# Correctly spam: 314997 46.47%
-# False positives: 15060 3.47%
-# False negatives: 362826 53.53%
-# TCR(l=50): 0.607463 SpamRecall: 46.472% SpamPrec: 95.437%
+# Correctly non-spam: 440122 96.53%
+# Correctly spam: 314022 45.83%
+# False positives: 15809 3.47%
+# False negatives: 371230 54.17%
+# TCR(l=50): 0.589880 SpamRecall: 45.826% SpamPrec: 95.207%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 52360 96.69%
-# Correctly spam: 39391 46.59%
-# False positives: 1795 3.31%
-# False negatives: 45158 53.41%
-# TCR(l=50): 0.626716 SpamRecall: 46.590% SpamPrec: 95.642%
+# Correctly non-spam: 54843 96.50%
+# Correctly spam: 39041 45.68%
+# False positives: 1991 3.50%
+# False negatives: 46426 54.32%
+# TCR(l=50): 0.585487 SpamRecall: 45.680% SpamPrec: 95.148%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1862846&r1=1862845&r2=1862846&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Wed Jul 10 04:37:31 2019
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 390717 48.104% (99.861% of non-spam corpus)
-# Correctly spam: 388937 47.885% (92.391% of spam corpus)
-# False positives: 542 0.067% (0.139% of nonspam, 52245 weighted)
-# False negatives: 32031 3.944% (7.609% of spam, 73135 weighted)
-# Average score for spam: 17.0 nonspam: -2.0
-# Average for false-pos: 9.0 false-neg: 2.3
-# TOTAL: 812227 100.00%
+# Correctly non-spam: 390702 48.105% (99.858% of non-spam corpus)
+# Correctly spam: 388973 47.892% (92.409% of spam corpus)
+# False positives: 557 0.069% (0.142% of nonspam, 53010 weighted)
+# False negatives: 31952 3.934% (7.591% of spam, 72656 weighted)
+# Average score for spam: 17.1 nonspam: -2.0
+# Average for false-pos: 8.8 false-neg: 2.3
+# TOTAL: 812184 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 48720 99.86%
-# Correctly spam: 48500 92.48%
-# False positives: 70 0.14%
-# False negatives: 3944 7.52%
-# TCR(l=50): 7.045137 SpamRecall: 92.480% SpamPrec: 99.856%
+# Correctly non-spam: 48719 99.85%
+# Correctly spam: 48467 92.42%
+# False positives: 71 0.15%
+# False negatives: 3975 7.58%
+# TCR(l=50): 6.969037 SpamRecall: 92.420% SpamPrec: 99.854%
##### 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: 389484 99.55%
-# Correctly spam: 332435 78.97%
+# Correctly spam: 332047 78.89%
# False positives: 1775 0.45%
-# False negatives: 88533 21.03%
-# TCR(l=50): 2.374554 SpamRecall: 78.969% SpamPrec: 99.469%
+# False negatives: 88878 21.11%
+# TCR(l=50): 2.369700 SpamRecall: 78.885% SpamPrec: 99.468%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 48542 99.49%
-# Correctly spam: 41245 78.65%
+# Correctly spam: 41502 79.14%
# False positives: 248 0.51%
-# False negatives: 11199 21.35%
-# TCR(l=50): 2.222298 SpamRecall: 78.646% SpamPrec: 99.402%
+# False negatives: 10940 20.86%
+# TCR(l=50): 2.246872 SpamRecall: 79.139% SpamPrec: 99.406%