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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2020/05/04 05:34:47 UTC

svn commit: r1877339 [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=1877339&r1=1877338&r2=1877339&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Mon May  4 05:34:47 2020
@@ -3,202 +3,201 @@
 
 score AC_BR_BONANZA                  0.001
 score AC_DIV_BONANZA                 0.001
-score AC_FROM_MANY_DOTS              0.001 # force non-zero
-score ADMITS_SPAM                    0.693
+score AC_FROM_MANY_DOTS              0.001
+score ADMITS_SPAM                    0.699
 score ADVANCE_FEE_2_NEW_MONEY        1.999
-score ADVANCE_FEE_3_NEW              3.467
+score ADVANCE_FEE_3_NEW              3.465
 score ADVANCE_FEE_3_NEW_FRM_MNY      2.399
 score ADVANCE_FEE_3_NEW_MONEY        0.001
-score ADVANCE_FEE_4_NEW              2.154
+score ADVANCE_FEE_4_NEW              2.161
 score ADVANCE_FEE_4_NEW_MONEY        0.001
-score ADVANCE_FEE_5_NEW              2.799
-score AD_PREFS                       0.100
-score AXB_XMAILER_MIMEOLE_OL_024C2   0.001 # force non-zero
-score BITCOIN_EXTORT_01              2.033
-score BITCOIN_SPAM_01                1.069
-score BITCOIN_SPAM_02                2.499
+score ADVANCE_FEE_5_NEW              2.800
+score AD_PREFS                       0.439
+score AXB_XMAILER_MIMEOLE_OL_024C2   0.001
+score BITCOIN_EXTORT_01              1.288
+score BITCOIN_SPAM_01                0.079
+score BITCOIN_SPAM_02                2.495
 score BITCOIN_SPAM_03                2.499
-score BITCOIN_SPAM_05                1.737
-score BITCOIN_SPAM_07                3.499
+score BITCOIN_SPAM_05                1.984
+score BITCOIN_SPAM_07                3.500
 score BITCOIN_SPAM_09                0.001
 score BODY_SINGLE_URI                0.001
 score BODY_SINGLE_WORD               0.001
-score BODY_URI_ONLY                  1.000
-score CK_HELO_DYNAMIC_SPLIT_IP       0.946
+score BODY_URI_ONLY                  0.999
+score CK_HELO_DYNAMIC_SPLIT_IP       0.396
 score CK_HELO_GENERIC                0.249
-score CTE_8BIT_MISMATCH              0.837
-score CTYPE_NULL                     2.597
+score CTE_8BIT_MISMATCH              0.899
+score CTYPE_NULL                     2.589
 score DEAR_BENEFICIARY               0.001
-score DKIMWL_BL                      2.304
-score DKIMWL_WL_HIGH                 -0.001 # force non-zero
-score DKIMWL_WL_MED                  -0.001
+score DKIMWL_BL                      2.302
+score DKIMWL_WL_HIGH                 -0.001
+score DKIMWL_WL_MED                  -0.001 # force non-zero
 score DKIMWL_WL_MEDHI                -0.001
-score DX_TEXT_03                     0.400
+score DX_TEXT_03                     0.399
 score END_FUTURE_EMAILS              2.499
-score FILL_THIS_FORM                 0.001
-score FORGED_RELAY_MUA_TO_MX         2.931
-score FORGED_SPF_HELO                1.432
-score FORM_FRAUD                     0.999
+score FILL_THIS_FORM                 0.001 # force non-zero
+score FORGED_RELAY_MUA_TO_MX         3.212
+score FORGED_SPF_HELO                1.157
 score FORM_FRAUD_3                   0.001
-score FORM_FRAUD_5                   0.001 # force non-zero
+score FORM_FRAUD_5                   0.001
 score FOUND_YOU                      3.249
-score FREEMAIL_FORGED_FROMDOMAIN     0.249
+score FREEMAIL_FORGED_FROMDOMAIN     0.250
 score FROM_2_EMAILS_SHORT            1.999
-score FROM_ADDR_WS                   2.232
+score FROM_ADDR_WS                   1.984
 score FROM_FMBLA_NEWDOM              1.499
 score FROM_FMBLA_NEWDOM14            0.999
 score FROM_FMBLA_NEWDOM28            0.799
 score FROM_GOV_DKIM_AU               -0.001
-score FROM_GOV_SPOOF                 0.441
+score FROM_GOV_SPOOF                 0.444
 score FROM_MISSPACED                 0.001
 score FROM_MISSP_DYNIP               3.599
 score FROM_MISSP_EH_MATCH            0.001
 score FROM_MISSP_FREEMAIL            0.001
 score FROM_MISSP_MSFT                0.001
-score FROM_MISSP_PHISH               1.242
-score FROM_MISSP_REPLYTO             2.246
+score FROM_MISSP_PHISH               1.238
+score FROM_MISSP_REPLYTO             2.245
 score FROM_MISSP_SPF_FAIL            0.001
 score FROM_MISSP_TO_UNDISC           2.399
-score FROM_MISSP_USER                0.001 # force non-zero
+score FROM_MISSP_USER                0.001
 score FROM_MISSP_XPRIO               0.001
 score FROM_NTLD_REPLY_FREEMAIL       0.001
 score FROM_PAYPAL_SPOOF              0.001
-score FROM_SUSPICIOUS_NTLD           0.495
-score FROM_SUSPICIOUS_NTLD_FP        0.001 # force non-zero
+score FROM_SUSPICIOUS_NTLD           0.416
+score FROM_SUSPICIOUS_NTLD_FP        0.001
 score FSL_BULK_SIG                   0.001
 score FSL_CTYPE_WIN1251              0.001
 score FSL_NEW_HELO_USER              0.001
 score FUZZY_BITCOIN                  0.001
-score FUZZY_SECURITY                 0.649
+score FUZZY_SECURITY                 0.575
 score FUZZY_WALLET                   0.001
 score GB_BITCOIN_CP                  2.999
 score GB_BITCOIN_NH                  0.001
 score GB_FREEMAIL_DISPTO             0.499
-score GB_GOOGLE_OBFUS                0.191
-score HDRS_LCASE                     0.100
+score GB_GOOGLE_OBFUS                0.001
+score HDRS_LCASE                     0.099
 score HDRS_LCASE_IMGONLY             0.100
 score HDR_ORDER_FTSDMCXX_DIRECT      0.001
-score HDR_ORDER_FTSDMCXX_NORDNS      0.664
-score HEADER_FROM_DIFFERENT_DOMAINS  0.249
+score HDR_ORDER_FTSDMCXX_NORDNS      0.655
+score HEADER_FROM_DIFFERENT_DOMAINS  0.250
 score HELO_MISC_IP                   0.001 # force non-zero
 score HELO_NO_DOMAIN                 0.001
 score HEXHASH_WORD                   2.999
-score HK_NAME_FROM                   0.999
+score HK_NAME_FROM                   1.000
 score HK_NAME_MR_MRS                 0.999
-score HK_RANDOM_FROM                 1.000
-score HK_RANDOM_REPLYTO              0.999
-score HK_RCVD_IP_MULTICAST           0.930
-score HK_SCAM                        1.000
-score HOSTED_IMG_DIRECT_MX           3.229
-score HOSTED_IMG_FREEM               2.390
-score HTML_OFF_PAGE                  1.065
-score HTML_SINGLET_MANY              1.054
-score HTML_TEXT_INVISIBLE_STYLE      1.593
+score HK_RANDOM_FROM                 0.999
+score HK_RANDOM_REPLYTO              1.000
+score HK_RCVD_IP_MULTICAST           0.287
+score HK_SCAM                        0.529
+score HOSTED_IMG_DIRECT_MX           3.252
+score HOSTED_IMG_FREEM               1.499
+score HTML_OFF_PAGE                  1.072
+score HTML_SINGLET_MANY              1.053
+score HTML_TEXT_INVISIBLE_STYLE      1.728
 score IMG_ONLY_FM_DOM_INFO           2.499
 score KB_FORGED_MOZ4                 4.299
-score KHOP_FAKE_EBAY                 0.271
-score KHOP_HELO_FCRDNS               0.399
+score KHOP_FAKE_EBAY                 0.560
+score KHOP_HELO_FCRDNS               0.400
 score LIST_PARTIAL_SHORT_MSG         2.499
-score LIST_PRTL_SAME_USER            1.022
-score LONG_HEX_URI                   1.514
+score LIST_PRTL_SAME_USER            0.261
+score LONG_HEX_URI                   1.613
 score LONG_IMG_URI                   0.001
 score LOTS_OF_MONEY                  0.010
 score MALF_HTML_B64                  3.499
 score MANY_SPAN_IN_TEXT              3.599
 score MAY_BE_FORGED                  0.001
-score MILLION_HUNDRED                0.409
+score MILLION_HUNDRED                0.001
 score MIMEOLE_DIRECT_TO_MX           0.001
 score MIME_NO_TEXT                   1.999
-score MONEY_FORM_SHORT               0.001 # force non-zero
-score MONEY_FRAUD_3                  1.002
+score MONEY_FORM_SHORT               0.001
+score MONEY_FRAUD_3                  1.034
 score MONEY_FRAUD_5                  0.001
 score MONEY_FRAUD_8                  0.001
 score MONEY_FROM_41                  1.999
-score MONEY_FROM_MISSP               1.508
-score MSM_PRIO_REPTO                 2.021
-score NORDNS_LOW_CONTRAST            1.798
-score NO_FM_NAME_IP_HOSTN            1.610
+score MONEY_FROM_MISSP               1.999
+score MSM_PRIO_REPTO                 2.307
+score NORDNS_LOW_CONTRAST            1.795
+score NO_FM_NAME_IP_HOSTN            0.618
 score NSL_RCVD_FROM_USER             0.001
-score NSL_RCVD_HELO_USER             1.274
-score NUMBERONLY_BITCOIN_EXP         1.074
-score OBFU_BITCOIN                   1.467
-score PDS_BTC_ID                     0.499
-score PDS_BTC_MSGID                  0.999
+score NSL_RCVD_HELO_USER             0.762
+score NUMBERONLY_BITCOIN_EXP         1.554
+score OBFU_BITCOIN                   2.194
+score PDS_BTC_ID                     0.500
+score PDS_BTC_MSGID                  1.000
 score PDS_DBL_URL_TNB_RUNON          1.999
-score PDS_EMPTYSUBJ_URISHRT          0.001
+score PDS_EMPTYSUBJ_URISHRT          0.001 # force non-zero
 score PDS_FREEMAIL_REPLYTO_URISHRT   0.001
 score PDS_FRNOM_TODOM_NAKED_TO       1.499
-score PDS_FROM_2_EMAILS              1.099
+score PDS_FROM_2_EMAILS              1.050
 score PDS_FROM_NAME_TO_DOMAIN        0.999
 score PDS_HELO_SPF_FAIL              1.999
 score PDS_HP_HELO_NORDNS             0.001
-score PDS_NAKED_TO_NUMERO            0.248
+score PDS_NAKED_TO_NUMERO            1.999
 score PDS_NO_FULL_NAME_SPOOFED_URL   0.749
-score PDS_OTHER_BAD_TLD              1.920
-score PDS_SHORTFWD_URISHRT           0.001
+score PDS_OTHER_BAD_TLD              1.999
+score PDS_SHORTFWD_URISHRT           0.195
 score PDS_SHORT_SPOOFED_URL          1.999
 score PDS_TINYSUBJ_URISHRT           0.001
-score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.076
+score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.338
 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                2.160
-score PP_MIME_FAKE_ASCII_TEXT        0.110
+score PHP_ORIG_SCRIPT                2.143
+score PP_MIME_FAKE_ASCII_TEXT        0.001
 score RATWARE_NO_RDNS                0.001
 score RCVD_IN_MSPIKE_H2              -0.001
-score RDNS_NUM_TLD_ATCHNX            0.298
+score RDNS_NUM_TLD_ATCHNX            1.019
 score RDNS_NUM_TLD_XM                0.001
-score RISK_FREE                      1.600
+score RISK_FREE                      1.604
 score SCRIPT_GIBBERISH               3.399
-score SERGIO_SUBJECT_PORN014         1.505
+score SERGIO_SUBJECT_PORN014         1.504
 score SERGIO_SUBJECT_VIAGRA01        0.001
 score SHOPIFY_IMG_NOT_RCVD_SFY       2.499
-score SHORTENER_SHORT_IMG            0.630
-score SHORT_IMG_SUSP_NTLD            1.393
-score SHORT_SHORTNER                 1.834
+score SHORTENER_SHORT_IMG            1.193
+score SHORT_IMG_SUSP_NTLD            1.042
+score SHORT_SHORTNER                 1.840
 score SINGLETS_LOW_CONTRAST          0.001
 score SPOOFED_FREEMAIL               1.999
 score SPOOFED_FREEMAIL_NO_RDNS       0.001
-score SPOOFED_FREEM_REPTO            0.001
+score SPOOFED_FREEM_REPTO            0.723
 score STATIC_XPRIO_OLE               0.001
 score STOCK_LOW_CONTRAST             2.499
-score STOX_BOUND_090909_B            1.999
-score SUBJ_OBFU_PUNCT_FEW            0.442
-score SUBJ_OBFU_PUNCT_MANY           1.749
-score THIS_AD                        0.390
-score THIS_IS_ADV_SUSP_NTLD          1.499
-score TONOM_EQ_TOLOC_SHRT_PSHRTNER   0.001 # force non-zero
-score TONOM_EQ_TOLOC_SHRT_SHRTNER    1.177
-score TO_EQ_FM_DIRECT_MX             0.120
+score STOX_BOUND_090909_B            2.003
+score SUBJ_OBFU_PUNCT_FEW            0.749
+score SUBJ_OBFU_PUNCT_MANY           1.442
+score THIS_AD                        0.381
+score THIS_IS_ADV_SUSP_NTLD          0.995
+score TONOM_EQ_TOLOC_SHRT_PSHRTNER   0.001
+score TONOM_EQ_TOLOC_SHRT_SHRTNER    0.767
+score TO_EQ_FM_DIRECT_MX             0.026
 score TO_EQ_FM_DOM_HTML_IMG          0.001
 score TO_EQ_FM_DOM_HTML_ONLY         1.499
-score TO_EQ_FM_DOM_SPF_FAIL          0.232
-score TO_EQ_FM_HTML_ONLY             0.001 # force non-zero
-score TO_EQ_FM_SPF_FAIL              0.012
+score TO_EQ_FM_DOM_SPF_FAIL          0.001
+score TO_EQ_FM_HTML_ONLY             0.001
+score TO_EQ_FM_SPF_FAIL              0.243
 score TO_IN_SUBJ                     0.100
-score TO_NAME_SUBJ_NO_RDNS           2.262
-score TO_NO_BRKTS_FROM_MSSP          2.499
-score TO_NO_BRKTS_HTML_IMG           0.815
-score TO_NO_BRKTS_HTML_ONLY          1.999
-score TO_NO_BRKTS_MSFT               1.498
-score TO_NO_BRKTS_NORDNS_HTML        1.189
-score TO_NO_BRKTS_PCNT               2.282
+score TO_NAME_SUBJ_NO_RDNS           2.261
+score TO_NO_BRKTS_FROM_MSSP          2.500
+score TO_NO_BRKTS_HTML_IMG           1.167
+score TO_NO_BRKTS_HTML_ONLY          2.000
+score TO_NO_BRKTS_MSFT               1.501
+score TO_NO_BRKTS_NORDNS_HTML        0.001
+score TO_NO_BRKTS_PCNT               2.449
 score TVD_SPACE_ENCODED              0.001
-score TVD_SPACE_RATIO_MINFP          1.731
-score UNICODE_OBFU_ASC               2.499
-score UPGRADE_MAILBOX                1.699
-score UPPERCASE_URI                  0.654
+score TVD_SPACE_RATIO_MINFP          1.736
+score UNICODE_OBFU_ASC               2.500
+score UPGRADE_MAILBOX                0.771
+score UPPERCASE_URI                  0.658
 score URI_GOOGLE_PROXY               2.199
 score URI_IMG_WP_REDIR               2.999
-score URI_ONLY_MSGID_MALF            1.999
+score URI_ONLY_MSGID_MALF            2.000
 score URI_OPTOUT_3LD                 1.999
 score URI_PHISH                      2.172
 score URI_PHP_REDIR                  3.499
-score URI_TRY_3LD                    0.684
+score URI_TRY_3LD                    0.689
 score URI_WPADMIN                    2.499
-score URI_WP_DIRINDEX                3.345
-score URI_WP_HACKED                  1.976
+score URI_WP_DIRINDEX                3.348
+score URI_WP_HACKED                  1.972
 score URI_WP_HACKED_2                2.499
 score XPRIO_SHORT_SUBJ               2.499
 score XPRIO_URL_SHORTNER             0.999
@@ -246,6 +245,7 @@ score EBAY_IMG_NOT_RCVD_EBAY         1.0
 score ENCRYPTED_MESSAGE              -1.000
 score FBI_MONEY                      1.000
 score FBI_SPOOF                      1.000
+score FORM_FRAUD                     1.000
 score FORM_LOW_CONTRAST              1.000
 score FREEM_FRNUM_UNICD_EMPTY        1.000
 score FRNAME_IN_MSG_XPRIO_NO_SUB     1.000

Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1877339&r1=1877338&r2=1877339&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Mon May  4 05:34:47 2020
@@ -1,40 +1,40 @@
 ##### WITH NEW RULES AND SCORES #####
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam: 766188  46.582%  (99.721% of non-spam corpus)
-# Correctly spam:     481141  29.252%  (54.895% of spam corpus)
-# False positives:      2140  0.130%  (0.279% of nonspam,  75677 weighted)
-# False negatives:    395340  24.036%  (45.105% of spam, 889193 weighted)
-# Average score for spam:  6.4    nonspam: 0.5
-# Average for false-pos:   6.2  false-neg: 2.2
-# TOTAL:              1644809  100.00%
+# Correctly non-spam: 878281  47.572%  (99.699% of non-spam corpus)
+# Correctly spam:     495985  26.865%  (51.382% of spam corpus)
+# False positives:      2653  0.144%  (0.301% of nonspam,  86875 weighted)
+# False negatives:    469310  25.420%  (48.618% of spam, 1075378 weighted)
+# Average score for spam:  6.1    nonspam: 0.6
+# Average for false-pos:   6.0  false-neg: 2.3
+# TOTAL:              1846229  100.00%
 
 Reading scores from "tmprules"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  95355  99.55%
-# Correctly spam:      60607  55.40%
-# False positives:       434  0.45%
-# False negatives:     48795  44.60%
-# TCR(l=50): 1.551911  SpamRecall: 55.398%  SpamPrec: 99.289%
+# Correctly non-spam: 109418  99.51%
+# Correctly spam:      63645  52.79%
+# False positives:       535  0.49%
+# False negatives:     56920  47.21%
+# TCR(l=50): 1.440959  SpamRecall: 52.789%  SpamPrec: 99.166%
 
 ##### 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: 757734  98.62%
-# Correctly spam:     338629  38.64%
-# False positives:     10594  1.38%
-# False negatives:    537852  61.36%
-# TCR(l=50): 0.821019  SpamRecall: 38.635%  SpamPrec: 96.966%
+# Correctly non-spam: 867578  98.48%
+# Correctly spam:     348881  36.14%
+# False positives:     13356  1.52%
+# False negatives:    616414  63.86%
+# TCR(l=50): 0.751662  SpamRecall: 36.142%  SpamPrec: 96.313%
 Reading scores from "../rules-base"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  94406  98.56%
-# Correctly spam:      42127  38.51%
-# False positives:      1383  1.44%
-# False negatives:     67275  61.49%
-# TCR(l=50): 0.801920  SpamRecall: 38.507%  SpamPrec: 96.821%
+# Correctly non-spam: 108252  98.45%
+# Correctly spam:      43803  36.33%
+# False positives:      1701  1.55%
+# False negatives:     76762  63.67%
+# TCR(l=50): 0.745093  SpamRecall: 36.331%  SpamPrec: 96.262%

Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1877339&r1=1877338&r2=1877339&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Mon May  4 05:34:47 2020
@@ -1,40 +1,40 @@
 ##### WITH NEW RULES AND SCORES #####
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam: 370956  28.273%  (97.070% of non-spam corpus)
-# Correctly spam:     636049  48.478%  (68.402% of spam corpus)
-# False positives:     11199  0.854%  (2.930% of nonspam, 1946790 weighted)
-# False negatives:    293825  22.395%  (31.598% of spam, 1002843 weighted)
+# Correctly non-spam: 370827  28.264%  (97.037% of non-spam corpus)
+# Correctly spam:     637444  48.585%  (68.552% of spam corpus)
+# False positives:     11323  0.863%  (2.963% of nonspam, 1963467 weighted)
+# False negatives:    292429  22.288%  (31.448% of spam, 995888 weighted)
 # Average score for spam:  10.9    nonspam: -1.9
 # Average for false-pos:   7.1  false-neg: 3.4
-# TOTAL:              1312029  100.00%
+# TOTAL:              1312023  100.00%
 
 Reading scores from "tmprules"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  46174  96.95%
-# Correctly spam:      79597  68.58%
-# False positives:      1451  3.05%
-# False negatives:     36475  31.42%
-# TCR(l=50): 1.064637  SpamRecall: 68.576%  SpamPrec: 98.210%
+# Correctly non-spam:  46185  96.98%
+# Correctly spam:      79843  68.79%
+# False positives:      1440  3.02%
+# False negatives:     36229  31.21%
+# TCR(l=50): 1.072467  SpamRecall: 68.787%  SpamPrec: 98.228%
 
 ##### 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: 378802  99.12%
-# Correctly spam:     422845  45.47%
-# False positives:      3353  0.88%
-# False negatives:    507029  54.53%
-# TCR(l=50): 1.378247  SpamRecall: 45.473%  SpamPrec: 99.213%
+# Correctly non-spam: 378805  99.12%
+# Correctly spam:     422780  45.47%
+# False positives:      3345  0.88%
+# False negatives:    507093  54.53%
+# TCR(l=50): 1.378932  SpamRecall: 45.466%  SpamPrec: 99.215%
 Reading scores from "../rules-base"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  47204  99.12%
-# Correctly spam:      53042  45.70%
-# False positives:       421  0.88%
-# False negatives:     63030  54.30%
-# TCR(l=50): 1.380495  SpamRecall: 45.697%  SpamPrec: 99.213%
+# Correctly non-spam:  47180  99.07%
+# Correctly spam:      53094  45.74%
+# False positives:       445  0.93%
+# False negatives:     62978  54.26%
+# TCR(l=50): 1.361900  SpamRecall: 45.742%  SpamPrec: 99.169%