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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2020/01/18 05:29:57 UTC
svn commit: r1872938 [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=1872938&r1=1872937&r2=1872938&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Sat Jan 18 05:29:57 2020
@@ -4,207 +4,205 @@
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001
score AC_FROM_MANY_DOTS 3.000
-score AC_HTML_NONSENSE_TAGS 1.999
-score ADMITS_SPAM 0.691
+score AC_HTML_NONSENSE_TAGS 2.000
+score ADMITS_SPAM 0.682
score ADVANCE_FEE_2_NEW_MONEY 1.999
-score ADVANCE_FEE_3_NEW 3.450
+score ADVANCE_FEE_3_NEW 3.447
score ADVANCE_FEE_3_NEW_MONEY 2.699
-score ADVANCE_FEE_4_NEW 2.153
-score ADVANCE_FEE_4_NEW_FRM_MNY 1.820
-score ADVANCE_FEE_4_NEW_MONEY 2.699
+score ADVANCE_FEE_4_NEW 2.155
+score ADVANCE_FEE_4_NEW_FRM_MNY 2.572
+score ADVANCE_FEE_4_NEW_MONEY 2.600
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score ADVANCE_FEE_5_NEW_MONEY 1.662
-score AD_PREFS 0.500
-score ALIBABA_IMG_NOT_RCVD_ALI 2.361
-score AMAZON_IMG_NOT_RCVD_AMZN 2.290
-score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score BITCOIN_DEADLINE 0.495
-score BITCOIN_EXTORT_01 3.094
+score AD_PREFS 0.499
+score ALIBABA_IMG_NOT_RCVD_ALI 2.244
+score AMAZON_IMG_NOT_RCVD_AMZN 2.291
+score AXB_XMAILER_MIMEOLE_OL_024C2 0.002
+score BITCOIN_DEADLINE 0.499
+score BITCOIN_EXTORT_01 2.881
score BITCOIN_MALWARE 0.001
score BITCOIN_SPAM_02 0.001
score BITCOIN_SPAM_03 2.499
-score BITCOIN_SPAM_05 2.499
-score BITCOIN_SPAM_07 2.798
+score BITCOIN_SPAM_05 0.827
+score BITCOIN_SPAM_07 2.740
score BITCOIN_SPAM_08 0.001
-score BITCOIN_SPAM_09 1.499
-score BODY_EMPTY 0.001
+score BITCOIN_SPAM_09 0.938
+score BODY_EMPTY 0.001 # force non-zero
score BODY_SINGLE_URI 2.499
-score BODY_SINGLE_WORD 1.431
-score BODY_URI_ONLY 1.000
-score BOGUS_MSM_HDRS 1.147
-score CANT_SEE_AD 0.118
-score CK_HELO_DYNAMIC_SPLIT_IP 0.001
-score CK_HELO_GENERIC 0.250
-score DATE_IN_FUTURE_96_Q 1.799
+score BODY_SINGLE_WORD 1.426
+score BODY_URI_ONLY 0.999
+score BOGUS_MSM_HDRS 1.817
+score CANT_SEE_AD 2.037
+score CK_HELO_DYNAMIC_SPLIT_IP 0.001 # force non-zero
+score CK_HELO_GENERIC 0.249
+score DATE_IN_FUTURE_96_Q 2.585
score DEAR_BENEFICIARY 0.001
-score DKIMWL_BL 2.305
-score DKIMWL_WL_HIGH -0.001
-score DKIMWL_WL_MED -0.001
+score DKIMWL_BL 2.315
+score DKIMWL_WL_HIGH -0.001 # force non-zero
+score DKIMWL_WL_MED -0.001 # force non-zero
score DX_TEXT_03 2.599
-score EBAY_IMG_NOT_RCVD_EBAY 1.106
-score END_FUTURE_EMAILS 2.187
+score EBAY_IMG_NOT_RCVD_EBAY 1.467
+score END_FUTURE_EMAILS 2.191
score FILL_THIS_FORM 0.001
-score FORGED_RELAY_MUA_TO_MX 3.500
+score FORGED_RELAY_MUA_TO_MX 3.491
score FORGED_SPF_HELO 1.899
-score FORM_FRAUD 0.392
+score FORM_FRAUD 0.528
score FORM_FRAUD_5 2.799
-score FOUND_YOU 3.249
+score FOUND_YOU 3.250
score FREEMAIL_FORGED_FROMDOMAIN 0.249
-score FROMSPACE 0.001
-score FROM_2_EMAILS_SHORT 1.416
-score FROM_ADDR_WS 0.762
+score FROMSPACE 0.001 # force non-zero
+score FROM_2_EMAILS_SHORT 1.354
+score FROM_ADDR_WS 0.753
score FROM_FMBLA_NEWDOM 1.500
score FROM_FMBLA_NEWDOM14 0.999
score FROM_FMBLA_NEWDOM28 0.799
score FROM_GOV_DKIM_AU -0.001
-score FROM_GOV_SPOOF 0.001 # force non-zero
-score FROM_MISSPACED 0.001
-score FROM_MISSP_DYNIP 3.700
+score FROM_GOV_SPOOF 0.001
+score FROM_MISSPACED 0.001 # force non-zero
+score FROM_MISSP_DYNIP 3.850
score FROM_MISSP_EH_MATCH 0.001
score FROM_MISSP_FREEMAIL 0.001
score FROM_MISSP_MSFT 0.001
-score FROM_MISSP_REPLYTO 0.493
-score FROM_MISSP_SPF_FAIL 1.799
-score FROM_MISSP_TO_UNDISC 1.255
+score FROM_MISSP_REPLYTO 0.488
+score FROM_MISSP_SPF_FAIL 1.157
+score FROM_MISSP_TO_UNDISC 1.345
score FROM_MISSP_USER 0.001
score FROM_MISSP_XPRIO 0.001
-score FROM_NTLD_LINKBAIT 1.646
-score FROM_NTLD_REPLY_FREEMAIL 1.999
-score FROM_PAYPAL_SPOOF 0.001 # force non-zero
-score FROM_SUSPICIOUS_NTLD 0.245
-score FROM_SUSPICIOUS_NTLD_FP 1.845
-score FSL_BULK_SIG 0.841
-score FSL_CTYPE_WIN1251 0.001
-score FSL_NEW_HELO_USER 0.693
+score FROM_NTLD_LINKBAIT 1.254
+score FROM_NTLD_REPLY_FREEMAIL 1.405
+score FROM_PAYPAL_SPOOF 0.001
+score FROM_SUSPICIOUS_NTLD 0.442
+score FROM_SUSPICIOUS_NTLD_FP 1.719
+score FSL_BULK_SIG 0.840
+score FSL_CTYPE_WIN1251 0.001 # force non-zero
+score FSL_NEW_HELO_USER 1.000
score FSL_THIS_IS_ADV 3.199
-score FUZZY_BITCOIN 3.012
+score FUZZY_BITCOIN 3.014
score FUZZY_BTC_WALLET 0.001
-score FUZZY_CLICK_HERE 2.900
-score FUZZY_SECURITY 3.725
+score FUZZY_CLICK_HERE 2.899
+score FUZZY_SECURITY 3.726
score FUZZY_WALLET 0.001
score GB_BITCOIN_CP 2.999
-score GB_BITCOIN_NH 1.406
-score GB_FREEMAIL_DISPTO 0.043
+score GB_BITCOIN_NH 1.622
+score GB_FREEMAIL_DISPTO 0.039
score GB_GOOGLE_OBFUS 0.749
score HDRS_LCASE 0.099
score HDRS_LCASE_IMGONLY 0.100
score HDR_ORDER_FTSDMCXX_DIRECT 1.999
-score HDR_ORDER_FTSDMCXX_NORDNS 3.500
+score HDR_ORDER_FTSDMCXX_NORDNS 3.499
score HEADER_FROM_DIFFERENT_DOMAINS 0.249
score HELO_MISC_IP 0.001
score HELO_NO_DOMAIN 0.001
-score HK_GOLDDUST 1.110
-score HK_LOTTO 0.802
+score HK_GOLDDUST 1.026
+score HK_LOTTO 1.000
score HK_NAME_MR_MRS 0.999
score HK_RANDOM_FROM 0.999
-score HK_RANDOM_REPLYTO 0.999
-score HK_SCAM 1.999
-score HOSTED_IMG_DIRECT_MX 2.900
-score HOSTED_IMG_MULTI 2.274
-score HTML_OFF_PAGE 1.294
-score HTML_SINGLET_MANY 1.485
-score HTML_TAG_BALANCE_CENTER 2.660
-score HTML_TEXT_INVISIBLE_STYLE 1.190
-score IMG_ONLY_FM_DOM_INFO 2.230
-score KB_FORGED_MOZ4 0.091
-score KHOP_FAKE_EBAY 0.731
+score HK_RANDOM_REPLYTO 1.000
+score HK_SCAM 2.000
+score HOSTED_IMG_DIRECT_MX 3.219
+score HOSTED_IMG_MULTI 1.414
+score HTML_OFF_PAGE 1.456
+score HTML_SINGLET_MANY 1.482
+score HTML_TAG_BALANCE_CENTER 2.551
+score HTML_TEXT_INVISIBLE_STYLE 1.180
+score IMG_ONLY_FM_DOM_INFO 1.916
+score KB_FORGED_MOZ4 0.098
+score KHOP_FAKE_EBAY 0.206
score KHOP_HELO_FCRDNS 0.275
-score LIST_PRTL_SAME_USER 0.014
-score LONG_HEX_URI 1.617
-score LONG_IMG_URI 1.366
+score LIST_PRTL_SAME_USER 0.004
+score LONG_HEX_URI 1.616
+score LONG_IMG_URI 1.367
score LOTS_OF_MONEY 0.010
-score MALF_HTML_B64 3.425
+score MALF_HTML_B64 3.376
score MALWARE_NORDNS 0.001
score MAY_BE_FORGED 1.496
-score MILLION_HUNDRED 2.599
+score MILLION_HUNDRED 2.499
score MIMEOLE_DIRECT_TO_MX 1.999
score MONEY_ATM_CARD 2.699
score MONEY_FORM 0.591
score MONEY_FORM_SHORT 2.499
-score MONEY_FRAUD_3 1.040
-score MONEY_FRAUD_5 2.224
-score MONEY_FRAUD_8 2.781
+score MONEY_FRAUD_3 1.039
+score MONEY_FRAUD_5 1.728
+score MONEY_FRAUD_8 2.534
score MONEY_FROM_41 1.999
score MONEY_FROM_MISSP 1.999
-score NORDNS_LOW_CONTRAST 2.032
+score NORDNS_LOW_CONTRAST 2.035
score NO_FM_NAME_IP_HOSTN 0.001
-score NSL_RCVD_FROM_USER 1.419
+score NSL_RCVD_FROM_USER 1.110
score NSL_RCVD_HELO_USER 0.001
-score OBFU_BITCOIN 1.606
-score PDS_BTC_ID 0.500
-score PDS_BTC_MSGID 0.931
-score PDS_BTC_NTLD 1.343
-score PDS_EMPTYSUBJ_URISHRT 0.755
+score OBFU_BITCOIN 1.825
+score PDS_BTC_ID 0.499
+score PDS_BTC_MSGID 0.999
+score PDS_BTC_NTLD 1.308
+score PDS_EMPTYSUBJ_URISHRT 0.924
score PDS_FREEMAIL_REPLYTO_URISHRT 1.499
score PDS_FRNOM_TODOM_NAKED_TO 1.499
-score PDS_FROM_2_EMAILS 2.299
+score PDS_FROM_2_EMAILS 2.300
score PDS_FROM_NAME_TO_DOMAIN 0.999
-score PDS_HELO_SPF_FAIL 1.859
+score PDS_HELO_SPF_FAIL 0.712
score PDS_HP_HELO_NORDNS 0.001
-score PDS_OTHER_BAD_TLD 1.941
+score PDS_OTHER_BAD_TLD 1.879
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 0.001
+score PDS_SHORT_BOGUS_MSM_HDRS 0.191
score PDS_TINYSUBJ_URISHRT 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_TONAME_EQ_TOLOCAL_VSHORT 0.999
-score PDS_TO_EQ_FROM_NAME 0.001
+score PDS_TO_EQ_FROM_NAME 0.001 # force non-zero
score PHP_ORIG_SCRIPT 2.499
score PP_MIME_FAKE_ASCII_TEXT 0.999
score RATWARE_NO_RDNS 2.999
score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_XM 0.753
-score SCRIPT_GIBBERISH 2.833
+score SCRIPT_GIBBERISH 3.017
score SERGIO_SUBJECT_PORN014 2.999
score SERGIO_SUBJECT_VIAGRA01 0.001
-score SHORTENER_SHORT_IMG 1.562
-score SHORT_IMG_SUSP_NTLD 0.438
+score SHORTENER_SHORT_IMG 0.001
+score SHORT_IMG_SUSP_NTLD 0.342
score SHORT_SHORTNER 1.999
score SINGLETS_LOW_CONTRAST 0.001
-score SPOOFED_FREEMAIL 1.999
-score SPOOFED_FREEMAIL_NO_RDNS 0.678
-score SPOOFED_FREEM_REPTO 0.604
+score SPOOFED_FREEMAIL 2.000
+score SPOOFED_FREEMAIL_NO_RDNS 0.679
+score SPOOFED_FREEM_REPTO 0.830
score STATIC_XPRIO_OLE 1.999
score STOCK_LOW_CONTRAST 2.499
score STOX_BOUND_090909_B 0.001
-score SUBJ_OBFU_PUNCT_FEW 0.532
-score SUBJ_OBFU_PUNCT_MANY 1.198
+score SUBJ_OBFU_PUNCT_FEW 0.605
+score SUBJ_OBFU_PUNCT_MANY 1.125
score THIS_AD 1.599
-score THIS_IS_ADV_SUSP_NTLD 1.409
-score TONOM_EQ_TOLOC_SHRT_SHRTNER 1.499
+score THIS_IS_ADV_SUSP_NTLD 1.499
+score TONOM_EQ_TOLOC_SHRT_SHRTNER 1.500
score TO_EQ_FM_DIRECT_MX 2.499
score TO_EQ_FM_DOM_HTML_IMG 0.001
-score TO_EQ_FM_DOM_HTML_ONLY 0.106
-score TO_EQ_FM_DOM_SPF_FAIL 1.026
-score TO_EQ_FM_HTML_ONLY 1.171
-score TO_EQ_FM_SPF_FAIL 0.907
+score TO_EQ_FM_DOM_HTML_ONLY 1.187
+score TO_EQ_FM_DOM_SPF_FAIL 0.382
+score TO_EQ_FM_HTML_ONLY 0.098
+score TO_EQ_FM_SPF_FAIL 1.550
score TO_IN_SUBJ 0.100
-score TO_NAME_SUBJ_NO_RDNS 2.895
+score TO_NAME_SUBJ_NO_RDNS 2.897
score TO_NO_BRKTS_FROM_MSSP 2.499
-score TO_NO_BRKTS_HTML_IMG 1.992
-score TO_NO_BRKTS_HTML_ONLY 2.000
-score TO_NO_BRKTS_MSFT 1.459
-score TO_NO_BRKTS_NORDNS_HTML 1.592
-score TO_NO_BRKTS_PCNT 2.499
+score TO_NO_BRKTS_HTML_IMG 1.993
+score TO_NO_BRKTS_HTML_ONLY 1.999
+score TO_NO_BRKTS_MSFT 1.728
+score TO_NO_BRKTS_NORDNS_HTML 1.588
+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 0.001
score URI_BUFFLY 1.999
score URI_GOOGLE_PROXY 2.499
-score URI_ONLY_MSGID_MALF 1.999
-score URI_PHISH 3.159
+score URI_ONLY_MSGID_MALF 1.206
+score URI_PHISH 3.222
score URI_PHP_REDIR 3.499
score URI_TRY_3LD 1.999
-score URI_WP_DIRINDEX 3.048
+score URI_WP_DIRINDEX 3.049
score URI_WP_HACKED_2 2.499
-score XPRIO_SHORT_SUBJ 2.176
+score XPRIO_SHORT_SUBJ 2.178
score XPRIO_URL_SHORTNER 0.999
-score YOU_INHERIT 2.025
+score YOU_INHERIT 2.481
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
score AC_SPAMMY_URI_PATTERNS11 1.000
@@ -291,6 +289,7 @@ score PUMPDUMP 1.0
score PUMPDUMP_MULTI 1.000
score RAND_HEADER_MANY 1.000
score RDNS_NUM_TLD_ATCHNX 1.000
+score RDNS_NUM_TLD_XM 1.000
score SEO_SUSP_NTLD 1.000
score SHOPIFY_IMG_NOT_RCVD_SFY 1.000
score SPOOFED_FREEM_REPTO_CHN 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1872938&r1=1872937&r2=1872938&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Sat Jan 18 05:29:57 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 706676 53.353% (99.606% of non-spam corpus)
-# Correctly spam: 468582 35.377% (76.185% of spam corpus)
-# False positives: 2797 0.211% (0.394% of nonspam, 72250 weighted)
-# False negatives: 146476 11.059% (23.815% of spam, 340154 weighted)
-# Average score for spam: 11.6 nonspam: 0.6
-# Average for false-pos: 6.0 false-neg: 2.3
-# TOTAL: 1324531 100.00%
+# Correctly non-spam: 708348 52.714% (99.593% of non-spam corpus)
+# Correctly spam: 475372 35.377% (75.157% of spam corpus)
+# False positives: 2892 0.215% (0.407% of nonspam, 76124 weighted)
+# False negatives: 157135 11.694% (24.843% of spam, 382187 weighted)
+# Average score for spam: 10.8 nonspam: 0.6
+# Average for false-pos: 5.9 false-neg: 2.4
+# TOTAL: 1343747 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 88140 99.57%
-# Correctly spam: 58879 76.63%
-# False positives: 380 0.43%
-# False negatives: 17955 23.37%
-# TCR(l=50): 2.079123 SpamRecall: 76.631% SpamPrec: 99.359%
+# Correctly non-spam: 88329 99.53%
+# Correctly spam: 59339 75.17%
+# False positives: 419 0.47%
+# False negatives: 19601 24.83%
+# TCR(l=50): 1.946684 SpamRecall: 75.170% SpamPrec: 99.299%
##### 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: 693753 97.78%
-# Correctly spam: 237301 38.58%
-# False positives: 15720 2.22%
-# False negatives: 377757 61.42%
-# TCR(l=50): 0.528511 SpamRecall: 38.582% SpamPrec: 93.787%
+# Correctly non-spam: 695788 97.83%
+# Correctly spam: 237234 37.51%
+# False positives: 15452 2.17%
+# False negatives: 395273 62.49%
+# TCR(l=50): 0.541589 SpamRecall: 37.507% SpamPrec: 93.885%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 86586 97.82%
-# Correctly spam: 29568 38.48%
-# False positives: 1934 2.18%
-# False negatives: 47266 61.52%
-# TCR(l=50): 0.533695 SpamRecall: 38.483% SpamPrec: 93.861%
+# Correctly non-spam: 86778 97.78%
+# Correctly spam: 29797 37.75%
+# False positives: 1970 2.22%
+# False negatives: 49143 62.25%
+# TCR(l=50): 0.534668 SpamRecall: 37.746% SpamPrec: 93.799%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1872938&r1=1872937&r2=1872938&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Sat Jan 18 05:29:57 2020
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 707716 55.321% (99.873% of non-spam corpus)
-# Correctly spam: 496621 38.820% (87.025% of spam corpus)
-# False positives: 899 0.070% (0.127% of nonspam, 47593 weighted)
-# False negatives: 74044 5.788% (12.975% of spam, 112985 weighted)
-# Average score for spam: 16.6 nonspam: -2.5
+# Correctly non-spam: 707716 55.324% (99.873% of non-spam corpus)
+# Correctly spam: 496781 38.835% (87.063% of spam corpus)
+# False positives: 899 0.070% (0.127% of nonspam, 47533 weighted)
+# False negatives: 73817 5.771% (12.937% of spam, 111628 weighted)
+# Average score for spam: 16.8 nonspam: -2.5
# Average for false-pos: 6.6 false-neg: 1.5
-# TOTAL: 1279280 100.00%
+# TOTAL: 1279213 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 88324 99.90%
-# Correctly spam: 62100 87.19%
-# False positives: 87 0.10%
-# False negatives: 9125 12.81%
-# TCR(l=50): 5.285714 SpamRecall: 87.188% SpamPrec: 99.860%
+# Correctly non-spam: 88327 99.90%
+# Correctly spam: 62108 87.21%
+# False positives: 84 0.10%
+# False negatives: 9110 12.79%
+# TCR(l=50): 5.350714 SpamRecall: 87.208% SpamPrec: 99.865%
##### 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: 706575 99.71%
-# Correctly spam: 375366 65.78%
+# Correctly spam: 375419 65.79%
# False positives: 2040 0.29%
-# False negatives: 195299 34.22%
-# TCR(l=50): 1.919499 SpamRecall: 65.777% SpamPrec: 99.459%
+# False negatives: 195179 34.21%
+# TCR(l=50): 1.920048 SpamRecall: 65.794% SpamPrec: 99.460%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 88140 99.69%
-# Correctly spam: 46827 65.75%
+# Correctly spam: 46783 65.69%
# False positives: 271 0.31%
-# False negatives: 24398 34.25%
-# TCR(l=50): 1.876911 SpamRecall: 65.745% SpamPrec: 99.425%
+# False negatives: 24435 34.31%
+# TCR(l=50): 1.874898 SpamRecall: 65.690% SpamPrec: 99.424%