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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2020/04/30 05:37:45 UTC
svn commit: r1877185 [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=1877185&r1=1877184&r2=1877185&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Thu Apr 30 05:37:44 2020
@@ -4,76 +4,76 @@
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001
score AC_FROM_MANY_DOTS 0.001
-score ADMITS_SPAM 1.499
+score ADMITS_SPAM 2.008
score ADVANCE_FEE_2_NEW_MONEY 1.999
-score ADVANCE_FEE_3_NEW 3.426
-score ADVANCE_FEE_3_NEW_MONEY 2.290
-score ADVANCE_FEE_4_NEW 2.600
+score ADVANCE_FEE_3_NEW 3.462
+score ADVANCE_FEE_3_NEW_MONEY 2.599
+score ADVANCE_FEE_4_NEW 2.599
score ADVANCE_FEE_4_NEW_MONEY 0.001
score ADVANCE_FEE_5_NEW 2.799
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score AD_PREFS 0.025
-score AMAZON_IMG_NOT_RCVD_AMZN 2.055
+score AD_PREFS 0.500
+score AMAZON_IMG_NOT_RCVD_AMZN 2.192
score APP_DEVELOPMENT_NORDNS 1.999
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score BITCOIN_EXTORT_01 2.768
-score BITCOIN_MALWARE 2.799
+score BITCOIN_EXTORT_01 3.259
+score BITCOIN_MALWARE 3.391
score BITCOIN_PAY_ME 2.999
-score BITCOIN_SPAM_01 0.019
-score BITCOIN_SPAM_02 0.097
+score BITCOIN_SPAM_01 2.457
+score BITCOIN_SPAM_02 0.001
score BITCOIN_SPAM_03 2.499
-score BITCOIN_SPAM_05 0.694
-score BITCOIN_SPAM_07 3.414
+score BITCOIN_SPAM_05 2.499
+score BITCOIN_SPAM_07 3.113
score BITCOIN_SPAM_09 0.001
-score BITCOIN_YOUR_INFO 1.805
-score BODY_SINGLE_URI 0.937
-score BODY_SINGLE_WORD 1.198
-score BODY_URI_ONLY 1.000
+score BITCOIN_YOUR_INFO 1.812
+score BODY_SINGLE_URI 1.006
+score BODY_SINGLE_WORD 0.001
+score BODY_URI_ONLY 0.999
score BOGUS_MSM_HDRS 2.999
-score CK_HELO_DYNAMIC_SPLIT_IP 0.650
+score CK_HELO_DYNAMIC_SPLIT_IP 0.372
score CK_HELO_GENERIC 0.249
score CTE_8BIT_MISMATCH 0.999
score CTYPE_NULL 0.001
-score DATE_DOTS 0.214
+score DATE_DOTS 2.404
score DEAR_BENEFICIARY 0.001
score DEAR_EMAIL_USER 2.699
score DKIMWL_BL 2.999
score DKIMWL_WL_HIGH -0.001 # force non-zero
score DKIMWL_WL_MED -0.001
score DKIMWL_WL_MEDHI -0.001 # force non-zero
-score DX_TEXT_03 0.700
+score DX_TEXT_03 0.699
score END_FUTURE_EMAILS 2.499
score FILL_THIS_FORM 0.001
score FORGED_RELAY_MUA_TO_MX 3.799
-score FORGED_SPF_HELO 2.499
-score FORM_FRAUD 0.613
+score FORGED_SPF_HELO 2.577
+score FORM_FRAUD 0.999
score FORM_FRAUD_3 2.599
score FORM_FRAUD_5 0.001
-score FOUND_YOU 3.249
+score FOUND_YOU 3.250
score FREEMAIL_FORGED_FROMDOMAIN 0.250
score FROMSPACE 0.001
-score FROM_ADDR_WS 2.109
+score FROM_ADDR_WS 0.821
score FROM_FMBLA_NEWDOM 1.499
score FROM_FMBLA_NEWDOM14 0.999
-score FROM_FMBLA_NEWDOM28 0.800
+score FROM_FMBLA_NEWDOM28 0.799
score FROM_GOV_DKIM_AU -0.001
-score FROM_GOV_SPOOF 0.397
+score FROM_GOV_SPOOF 0.400
score FROM_MISSPACED 0.001
score FROM_MISSP_DYNIP 3.699
score FROM_MISSP_EH_MATCH 0.001
-score FROM_MISSP_FREEMAIL 0.001
+score FROM_MISSP_FREEMAIL 0.001 # force non-zero
score FROM_MISSP_MSFT 0.001
-score FROM_MISSP_PHISH 2.903
+score FROM_MISSP_PHISH 2.900
score FROM_MISSP_REPLYTO 2.246
-score FROM_MISSP_SPF_FAIL 0.001
-score FROM_MISSP_TO_UNDISC 1.505
+score FROM_MISSP_SPF_FAIL 0.001 # force non-zero
+score FROM_MISSP_TO_UNDISC 1.515
score FROM_MISSP_USER 0.001
-score FROM_MISSP_XPRIO 0.001 # force non-zero
+score FROM_MISSP_XPRIO 0.001
score FROM_NTLD_REPLY_FREEMAIL 0.001
-score FROM_PAYPAL_SPOOF 0.001 # force non-zero
-score FROM_SUSPICIOUS_NTLD 0.500
-score FROM_SUSPICIOUS_NTLD_FP 0.155
-score FSL_BULK_SIG 0.001 # force non-zero
+score FROM_PAYPAL_SPOOF 0.001
+score FROM_SUSPICIOUS_NTLD 0.499
+score FROM_SUSPICIOUS_NTLD_FP 0.158
+score FSL_BULK_SIG 0.001
score FSL_CTYPE_WIN1251 0.001
score FSL_NEW_HELO_USER 0.001
score FUZZY_BITCOIN 0.001
@@ -83,140 +83,140 @@ score GB_BITCOIN_CP 2.9
score GB_BITCOIN_NH 0.001
score GB_FREEMAIL_DISPTO 0.499
score GB_GOOGLE_OBFUR 0.749
-score GB_GOOGLE_OBFUS 0.750
-score GB_MONERO_CP 1.163
-score GOOG_REDIR_NORDNS 1.993
+score GB_GOOGLE_OBFUS 0.749
+score GB_MONERO_CP 1.999
+score GOOG_REDIR_NORDNS 2.347
score HDRS_LCASE 0.099
score HDRS_LCASE_IMGONLY 0.100
score HDR_ORDER_FTSDMCXX_DIRECT 0.001
-score HDR_ORDER_FTSDMCXX_NORDNS 2.197
+score HDR_ORDER_FTSDMCXX_NORDNS 2.415
score HEADER_FROM_DIFFERENT_DOMAINS 0.250
score HELO_MISC_IP 0.001
-score HELO_NO_DOMAIN 0.001
-score HEXHASH_WORD 2.999
-score HK_NAME_FROM 0.999
+score HELO_NO_DOMAIN 0.001 # force non-zero
+score HEXHASH_WORD 3.000
+score HK_NAME_FROM 1.000
score HK_NAME_MR_MRS 0.999
score HK_RANDOM_FROM 0.999
score HK_RANDOM_REPLYTO 0.999
-score HK_RCVD_IP_MULTICAST 0.227
-score HK_SCAM 0.808
-score HOSTED_IMG_DIRECT_MX 2.086
+score HK_RCVD_IP_MULTICAST 0.001
+score HK_SCAM 0.824
+score HOSTED_IMG_DIRECT_MX 1.842
score HOSTED_IMG_FREEM 3.499
score HTML_OFF_PAGE 0.001
-score HTML_SINGLET_MANY 1.411
-score HTML_TEXT_INVISIBLE_STYLE 1.501
-score IMG_ONLY_FM_DOM_INFO 2.499
+score HTML_SINGLET_MANY 1.244
+score HTML_TEXT_INVISIBLE_STYLE 1.331
+score IMG_ONLY_FM_DOM_INFO 1.820
score KB_FORGED_MOZ4 4.299
-score KHOP_FAKE_EBAY 1.248
-score KHOP_HELO_FCRDNS 0.275
+score KHOP_FAKE_EBAY 0.450
+score KHOP_HELO_FCRDNS 0.273
score LIST_PARTIAL_SHORT_MSG 2.499
-score LIST_PRTL_SAME_USER 1.378
-score LITECOIN_EXTORT_01 2.005
-score LONG_HEX_URI 2.522
-score LONG_IMG_URI 0.033
+score LIST_PRTL_SAME_USER 1.533
+score LITECOIN_EXTORT_01 1.726
+score LONG_HEX_URI 1.619
+score LONG_IMG_URI 0.030
score LOTS_OF_MONEY 0.010
score MALF_HTML_B64 3.499
-score MALWARE_NORDNS 3.225
-score MANY_SPAN_IN_TEXT 3.599
-score MAY_BE_FORGED 1.500
-score MILLION_HUNDRED 1.938
+score MALWARE_NORDNS 2.918
+score MANY_SPAN_IN_TEXT 3.225
+score MAY_BE_FORGED 1.650
+score MILLION_HUNDRED 1.916
score MIMEOLE_DIRECT_TO_MX 0.001
score MIME_NO_TEXT 1.999
-score MIXED_ES 1.199
-score MONERO_EXTORT_01 0.794
-score MONEY_ATM_CARD 1.862
-score MONEY_FORM_SHORT 0.001
-score MONEY_FRAUD_3 1.933
-score MONEY_FRAUD_5 0.890
+score MIXED_ES 1.047
+score MONERO_EXTORT_01 1.370
+score MONEY_ATM_CARD 2.699
+score MONEY_FORM_SHORT 0.001 # force non-zero
+score MONEY_FRAUD_3 1.918
+score MONEY_FRAUD_5 1.477
score MONEY_FRAUD_8 0.001
score MONEY_FROM_41 1.999
score MONEY_FROM_MISSP 1.999
-score MSM_PRIO_REPTO 0.780
-score NORDNS_LOW_CONTRAST 2.211
-score NO_FM_NAME_IP_HOSTN 1.836
+score MSM_PRIO_REPTO 0.615
+score NORDNS_LOW_CONTRAST 2.381
+score NO_FM_NAME_IP_HOSTN 1.763
score NSL_RCVD_FROM_USER 0.001
-score NSL_RCVD_HELO_USER 2.474
-score NUMBERONLY_BITCOIN_EXP 0.687
-score OBFU_BITCOIN 1.634
-score PDS_BTC_ID 0.499
-score PDS_BTC_MSGID 0.098
+score NSL_RCVD_HELO_USER 2.167
+score NUMBERONLY_BITCOIN_EXP 0.837
+score OBFU_BITCOIN 1.461
+score PDS_BTC_ID 0.278
+score PDS_BTC_MSGID 0.001
score PDS_DBL_URL_TNB_RUNON 1.999
-score PDS_EMPTYSUBJ_URISHRT 1.499
+score PDS_EMPTYSUBJ_URISHRT 1.500
score PDS_FREEMAIL_REPLYTO_URISHRT 0.001
score PDS_FRNOM_TODOM_NAKED_TO 1.499
-score PDS_FROM_2_EMAILS 1.199
+score PDS_FROM_2_EMAILS 0.549
score PDS_FROM_NAME_TO_DOMAIN 0.999
-score PDS_HELO_SPF_FAIL 1.718
+score PDS_HELO_SPF_FAIL 1.853
score PDS_HP_HELO_NORDNS 0.001
-score PDS_NAKED_TO_NUMERO 1.999
+score PDS_NAKED_TO_NUMERO 1.621
score PDS_NO_FULL_NAME_SPOOFED_URL 0.749
score PDS_OTHER_BAD_TLD 1.999
score PDS_SHORTFWD_URISHRT 1.499
-score PDS_SHORT_BOGUS_MSM_HDRS 1.371
+score PDS_SHORT_BOGUS_MSM_HDRS 1.136
score PDS_SHORT_SPOOFED_URL 1.999
-score PDS_TINYSUBJ_URISHRT 0.954
-score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.999
+score PDS_TINYSUBJ_URISHRT 0.955
+score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.402
score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.999
score PDS_TONAME_EQ_TOLOCAL_SHORT 1.999
score PDS_TONAME_EQ_TOLOCAL_VSHORT 0.999
score PDS_TO_EQ_FROM_NAME 0.001
score PHP_ORIG_SCRIPT 2.499
-score PP_MIME_FAKE_ASCII_TEXT 0.001 # force non-zero
-score RATWARE_NO_RDNS 0.001
+score PP_MIME_FAKE_ASCII_TEXT 0.001
+score RATWARE_NO_RDNS 0.001 # force non-zero
score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_ATCHNX 0.617
-score RDNS_NUM_TLD_XM 0.362
-score RISK_FREE 2.999
-score SCRIPT_GIBBERISH 1.260
-score SERGIO_SUBJECT_PORN014 2.596
-score SERGIO_SUBJECT_VIAGRA01 4.299
+score RDNS_NUM_TLD_ATCHNX 2.999
+score RDNS_NUM_TLD_XM 2.999
+score RISK_FREE 1.607
+score SCRIPT_GIBBERISH 1.985
+score SERGIO_SUBJECT_PORN014 2.604
+score SERGIO_SUBJECT_VIAGRA01 1.548
score SHOPIFY_IMG_NOT_RCVD_SFY 2.499
score SHORTENER_SHORT_IMG 0.001
-score SHORT_IMG_SUSP_NTLD 1.119
+score SHORT_IMG_SUSP_NTLD 1.080
score SHORT_SHORTNER 1.999
score SINGLETS_LOW_CONTRAST 0.001
-score SPOOFED_FREEMAIL 2.000
+score SPOOFED_FREEMAIL 1.999
score SPOOFED_FREEMAIL_NO_RDNS 0.001
-score SPOOFED_FREEM_REPTO 1.896
+score SPOOFED_FREEM_REPTO 2.500
score STATIC_XPRIO_OLE 1.999
score STOCK_LOW_CONTRAST 2.499
score SUBJ_OBFU_PUNCT_FEW 0.749
-score SUBJ_OBFU_PUNCT_MANY 1.546
-score TEQF_USR_POLITE 0.532
-score THIS_AD 1.499
-score TONOM_EQ_TOLOC_SHRT_PSHRTNER 1.499
+score SUBJ_OBFU_PUNCT_MANY 1.547
+score TEQF_USR_POLITE 0.001
+score THIS_AD 1.599
+score TONOM_EQ_TOLOC_SHRT_PSHRTNER 0.001 # force non-zero
score TONOM_EQ_TOLOC_SHRT_SHRTNER 1.499
-score TO_EQ_FM_DIRECT_MX 1.528
-score TO_EQ_FM_DOM_HTML_IMG 0.884
-score TO_EQ_FM_DOM_HTML_ONLY 0.983
-score TO_EQ_FM_DOM_SPF_FAIL 0.222
+score TO_EQ_FM_DIRECT_MX 1.519
+score TO_EQ_FM_DOM_HTML_IMG 0.001
+score TO_EQ_FM_DOM_HTML_ONLY 1.396
+score TO_EQ_FM_DOM_SPF_FAIL 0.001 # force non-zero
score TO_EQ_FM_HTML_ONLY 0.001
-score TO_EQ_FM_SPF_FAIL 1.110
-score TO_IN_SUBJ 0.099
-score TO_NAME_SUBJ_NO_RDNS 2.261
+score TO_EQ_FM_SPF_FAIL 1.327
+score TO_IN_SUBJ 0.100
+score TO_NAME_SUBJ_NO_RDNS 2.263
score TO_NO_BRKTS_FROM_MSSP 2.499
-score TO_NO_BRKTS_HTML_IMG 1.289
+score TO_NO_BRKTS_HTML_IMG 1.274
score TO_NO_BRKTS_HTML_ONLY 1.999
score TO_NO_BRKTS_MSFT 0.001
-score TO_NO_BRKTS_NORDNS_HTML 0.683
-score TO_NO_BRKTS_PCNT 2.499
+score TO_NO_BRKTS_NORDNS_HTML 1.221
+score TO_NO_BRKTS_PCNT 2.500
score TVD_SPACE_ENCODED 0.001
score TVD_SPACE_RATIO_MINFP 2.499
score UNICODE_OBFU_ASC 2.499
-score UPGRADE_MAILBOX 1.252
-score UPPERCASE_URI 0.659
+score UPGRADE_MAILBOX 1.053
+score UPPERCASE_URI 0.556
score URI_BUFFLY 1.999
score URI_GOOGLE_PROXY 2.599
score URI_IMG_WP_REDIR 2.999
-score URI_ONLY_MSGID_MALF 1.999
-score URI_PHISH 3.471
+score URI_ONLY_MSGID_MALF 0.856
+score URI_PHISH 3.892
score URI_PHP_REDIR 3.499
score URI_TRY_3LD 1.999
-score URI_WP_DIRINDEX 3.141
-score URI_WP_HACKED 1.600
-score URI_WP_HACKED_2 2.500
-score XPRIO_SHORT_SUBJ 2.499
-score XPRIO_URL_SHORTNER 0.501
+score URI_WP_DIRINDEX 3.499
+score URI_WP_HACKED 2.522
+score URI_WP_HACKED_2 2.499
+score XPRIO_SHORT_SUBJ 1.768
+score XPRIO_URL_SHORTNER 0.999
score AC_HTML_NONSENSE_TAGS 1.000
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1877185&r1=1877184&r2=1877185&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Thu Apr 30 05:37:44 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 761808 51.443% (99.714% of non-spam corpus)
-# Correctly spam: 467316 31.556% (65.186% of spam corpus)
-# False positives: 2184 0.147% (0.286% of nonspam, 63758 weighted)
-# False negatives: 249581 16.853% (34.814% of spam, 524695 weighted)
-# Average score for spam: 7.4 nonspam: 0.5
+# Correctly non-spam: 761014 49.017% (99.712% of non-spam corpus)
+# Correctly spam: 481569 31.018% (61.009% of spam corpus)
+# False positives: 2195 0.141% (0.288% of nonspam, 70670 weighted)
+# False negatives: 307769 19.823% (38.991% of spam, 644394 weighted)
+# Average score for spam: 7.0 nonspam: 0.5
# Average for false-pos: 6.2 false-neg: 2.1
-# TOTAL: 1480889 100.00%
+# TOTAL: 1552547 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 94790 99.54%
-# Correctly spam: 59838 66.91%
-# False positives: 439 0.46%
-# False negatives: 29599 33.09%
-# TCR(l=50): 1.734990 SpamRecall: 66.905% SpamPrec: 99.272%
+# Correctly non-spam: 94675 99.51%
+# Correctly spam: 61311 62.34%
+# False positives: 468 0.49%
+# False negatives: 37040 37.66%
+# TCR(l=50): 1.627250 SpamRecall: 62.339% SpamPrec: 99.242%
##### 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: 752177 98.45%
-# Correctly spam: 326839 45.59%
-# False positives: 11815 1.55%
-# False negatives: 390058 54.41%
-# TCR(l=50): 0.730925 SpamRecall: 45.591% SpamPrec: 96.511%
+# Correctly non-spam: 752177 98.55%
+# Correctly spam: 331812 42.04%
+# False positives: 11032 1.45%
+# False negatives: 457526 57.96%
+# TCR(l=50): 0.782200 SpamRecall: 42.037% SpamPrec: 96.782%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 93767 98.46%
-# Correctly spam: 40607 45.40%
-# False positives: 1462 1.54%
-# False negatives: 48830 54.60%
-# TCR(l=50): 0.733511 SpamRecall: 45.403% SpamPrec: 96.525%
+# Correctly non-spam: 93692 98.47%
+# Correctly spam: 41244 41.94%
+# False positives: 1451 1.53%
+# False negatives: 57107 58.06%
+# TCR(l=50): 0.758548 SpamRecall: 41.936% SpamPrec: 96.601%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1877185&r1=1877184&r2=1877185&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Thu Apr 30 05:37:44 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 750418 52.788% (98.880% of non-spam corpus)
-# Correctly spam: 567532 39.923% (85.645% of spam corpus)
-# False positives: 8498 0.598% (1.120% of nonspam, 592666 weighted)
-# False negatives: 95128 6.692% (14.355% of spam, 207017 weighted)
-# Average score for spam: 15.1 nonspam: -1.3
+# Correctly non-spam: 750458 52.792% (98.887% of non-spam corpus)
+# Correctly spam: 567829 39.944% (85.692% of spam corpus)
+# False positives: 8450 0.594% (1.113% of nonspam, 588481 weighted)
+# False negatives: 94813 6.670% (14.308% of spam, 205686 weighted)
+# Average score for spam: 15.0 nonspam: -1.3
# Average for false-pos: 8.0 false-neg: 2.2
-# TOTAL: 1421576 100.00%
+# TOTAL: 1421550 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 93584 98.88%
-# Correctly spam: 70906 85.77%
-# False positives: 1062 1.12%
-# False negatives: 11761 14.23%
-# TCR(l=50): 1.274526 SpamRecall: 85.773% SpamPrec: 98.524%
+# Correctly non-spam: 93558 98.85%
+# Correctly spam: 70984 85.87%
+# False positives: 1086 1.15%
+# False negatives: 11682 14.13%
+# TCR(l=50): 1.252857 SpamRecall: 85.868% SpamPrec: 98.493%
##### 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: 754271 99.39%
-# Correctly spam: 400413 60.43%
-# False positives: 4645 0.61%
-# False negatives: 262247 39.57%
-# TCR(l=50): 1.340069 SpamRecall: 60.425% SpamPrec: 98.853%
+# Correctly non-spam: 754259 99.39%
+# Correctly spam: 400365 60.42%
+# False positives: 4649 0.61%
+# False negatives: 262277 39.58%
+# TCR(l=50): 1.339409 SpamRecall: 60.420% SpamPrec: 98.852%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 94054 99.37%
-# Correctly spam: 49884 60.34%
-# False positives: 592 0.63%
-# False negatives: 32783 39.66%
-# TCR(l=50): 1.325153 SpamRecall: 60.343% SpamPrec: 98.827%
+# Correctly non-spam: 94050 99.37%
+# Correctly spam: 49901 60.36%
+# False positives: 594 0.63%
+# False negatives: 32765 39.64%
+# TCR(l=50): 1.323397 SpamRecall: 60.365% SpamPrec: 98.824%