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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2023/05/13 02:40:16 UTC

svn commit: r1909785 [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=1909785&r1=1909784&r2=1909785&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Sat May 13 02:40:16 2023
@@ -5,43 +5,44 @@ score ACCT_PHISHING_MANY             2.9
 score AC_BR_BONANZA                  0.001
 score AC_DIV_BONANZA                 0.001
 score AC_FROM_MANY_DOTS              2.999
-score AC_HTML_NONSENSE_TAGS          1.913
-score ADMITS_SPAM                    0.001
+score AC_HTML_NONSENSE_TAGS          1.915
+score ADMITS_SPAM                    0.001 # force non-zero
 score ADVANCE_FEE_2_NEW_MONEY        1.999
 score ADVANCE_FEE_3_NEW              3.499
-score ADVANCE_FEE_3_NEW_FRM_MNY      0.755
-score ADVANCE_FEE_3_NEW_MONEY        2.299
+score ADVANCE_FEE_3_NEW_FRM_MNY      0.776
+score ADVANCE_FEE_3_NEW_MONEY        2.300
 score ADVANCE_FEE_4_NEW_FRM_MNY      0.001
-score ADVANCE_FEE_4_NEW_MONEY        2.242
-score ADVANCE_FEE_5_NEW_FRM_MNY      1.008
+score ADVANCE_FEE_4_NEW_MONEY        2.245
+score ADVANCE_FEE_5_NEW_FRM_MNY      2.102
 score ADVANCE_FEE_5_NEW_MONEY        0.001
-score AD_PREFS                       0.499
+score AD_PREFS                       0.092
 score AMAZON_IMG_NOT_RCVD_AMZN       0.001
-score AXB_XMAILER_MIMEOLE_OL_024C2   0.001
+score AXB_XMAILER_MIMEOLE_OL_024C2   0.001 # force non-zero
 score BITCOIN_DEADLINE               2.999
-score BITCOIN_MALF_HTML              1.482
-score BITCOIN_MALWARE                2.004
-score BITCOIN_OBFU_SUBJ              1.760
-score BITCOIN_SPAM_02                1.458
-score BITCOIN_SPAM_07                3.500
-score BITCOIN_XPRIO                  1.997
-score BITCOIN_YOUR_INFO              2.781
-score BODY_SINGLE_URI                0.364
+score BITCOIN_EXTORT_01              4.999
+score BITCOIN_MALF_HTML              1.500
+score BITCOIN_MALWARE                0.226
+score BITCOIN_OBFU_SUBJ              1.766
+score BITCOIN_SPAM_02                1.787
+score BITCOIN_SPAM_07                3.499
+score BITCOIN_XPRIO                  2.313
+score BITCOIN_YOUR_INFO              2.172
+score BODY_SINGLE_URI                0.387
 score BODY_SINGLE_WORD               0.001
-score BODY_URI_ONLY                  2.123
+score BODY_URI_ONLY                  2.092
 score CK_HELO_GENERIC                0.249
 score CTE_8BIT_MISMATCH              0.001
-score DATE_IN_FUTURE_Q_PLUS          2.399
-score DEAR_BENEFICIARY               2.244
+score DATE_IN_FUTURE_Q_PLUS          2.499
+score DEAR_BENEFICIARY               2.619
 score DKIMWL_WL_HIGH                 -0.001
-score DKIMWL_WL_MED                  -0.001
+score DKIMWL_WL_MED                  -0.001 # force non-zero
 score DKIMWL_WL_MEDHI                -0.001
 score END_FUTURE_EMAILS              2.499
 score FILL_THIS_FORM                 0.600
 score FONT_INVIS_DIRECT              0.001
 score FONT_INVIS_LONG_LINE           2.999
-score FONT_INVIS_MSGID               0.896
-score FONT_INVIS_POSTEXTRAS          0.244
+score FONT_INVIS_MSGID               0.880
+score FONT_INVIS_POSTEXTRAS          0.425
 score FORGED_SPF_HELO                1.799
 score FORM_FRAUD                     0.999
 score FORM_FRAUD_5                   0.001
@@ -49,148 +50,145 @@ score FREEMAIL_FORGED_FROMDOMAIN     0.2
 score FROM_ADDR_WS                   2.999
 score FROM_FMBLA_NEWDOM14            0.001
 score FROM_FMBLA_NEWDOM28            0.799
-score FROM_GOV_DKIM_AU               -0.001
-score FROM_IN_TO_AND_SUBJ            1.799
-score FROM_MISSPACED                 0.547
-score FROM_MISSP_EH_MATCH            1.849
-score FROM_MISSP_FREEMAIL            2.699
-score FROM_MISSP_MSFT                0.001
-score FROM_MISSP_REPLYTO             2.146
+score FROM_GOV_DKIM_AU               -0.146
+score FROM_IN_TO_AND_SUBJ            1.800
+score FROM_MISSPACED                 0.456
+score FROM_MISSP_EH_MATCH            1.941
+score FROM_MISSP_FREEMAIL            2.608
+score FROM_MISSP_MSFT                0.001 # force non-zero
+score FROM_MISSP_REPLYTO             2.147
 score FROM_MISSP_SPF_FAIL            0.001 # force non-zero
-score FROM_MISSP_USER                0.001 # force non-zero
-score FROM_PAYPAL_SPOOF              1.005
-score FROM_SUSPICIOUS_NTLD           0.191
+score FROM_MISSP_USER                0.001
+score FROM_PAYPAL_SPOOF              1.599
+score FROM_SUSPICIOUS_NTLD           0.190
 score FROM_SUSPICIOUS_NTLD_FP        1.999
-score FSL_BULK_SIG                   0.001 # force non-zero
-score FSL_CTYPE_WIN1251              0.001
+score FSL_BULK_SIG                   0.001
+score FSL_CTYPE_WIN1251              0.001 # force non-zero
 score FSL_NEW_HELO_USER              0.001
 score FUZZY_AMAZON                   0.001
-score GB_CUSTOM_HTM_URI              0.830
+score GB_CUSTOM_HTM_URI              0.835
 score GB_FAKE_RF_SHORT               1.999
 score GB_FREEMAIL_DISPTO             0.001
-score GB_GOOGLE_TRANSL               0.596
-score GB_HASHBL_BTC                  4.466
+score GB_GOOGLE_TRANSL               0.631
+score GB_HASHBL_BTC                  4.496
 score GOOG_REDIR_HTML_ONLY           1.999
 score GOOG_REDIR_NORDNS              2.899
-score GOOG_STO_NOIMG_HTML            2.949
-score HAS_X_OUTGOING_SPAM_STAT       0.792
-score HDRS_MISSP                     0.849
+score GOOG_STO_NOIMG_HTML            2.951
+score HAS_X_OUTGOING_SPAM_STAT       0.798
+score HDRS_MISSP                     0.737
 score HDR_ORDER_FTSDMCXX_DIRECT      0.001
-score HDR_ORDER_FTSDMCXX_NORDNS      0.001
+score HDR_ORDER_FTSDMCXX_NORDNS      0.001 # force non-zero
 score HEADER_FROM_DIFFERENT_DOMAINS  0.250
-score HELO_NO_DOMAIN                 0.001
-score HK_NAME_MR_MRS                 0.999
+score HELO_NO_DOMAIN                 0.014
+score HK_NAME_MR_MRS                 1.000
 score HK_RANDOM_ENVFROM              0.001
-score HK_RANDOM_FROM                 0.001
+score HK_RANDOM_FROM                 0.001 # force non-zero
 score HK_RANDOM_REPLYTO              0.999
-score HK_SCAM                        0.426
+score HK_SCAM                        0.292
 score HOSTED_IMG_DIRECT_MX           0.001
-score HOSTED_IMG_FREEM               2.087
-score HTML_FONT_TINY_NORDNS          0.001
+score HOSTED_IMG_FREEM               2.088
 score HTML_OFF_PAGE                  0.001
-score HTML_TAG_BALANCE_CENTER        2.503
-score HTML_TEXT_INVISIBLE_FONT       1.469
-score HTML_TEXT_INVISIBLE_STYLE      0.001 # force non-zero
+score HTML_TAG_BALANCE_CENTER        2.522
+score HTML_TEXT_INVISIBLE_FONT       1.540
+score HTML_TEXT_INVISIBLE_STYLE      0.001
 score JH_SPAMMY_HEADERS              3.499
 score KHOP_HELO_FCRDNS               0.001
 score LONG_HEX_URI                   2.999
 score LONG_IMG_URI                   0.001
-score LONG_INVISIBLE_TEXT            1.826
+score LONG_INVISIBLE_TEXT            1.827
 score LOTS_OF_MONEY                  0.010
-score MALWARE_NORDNS                 2.207
-score MALWARE_PASSWORD               0.812
-score MANY_SPAN_IN_TEXT              2.200
+score MALWARE_NORDNS                 2.850
+score MALWARE_PASSWORD               3.499
+score MANY_SPAN_IN_TEXT              2.199
 score MILLION_HUNDRED                0.001
 score MILLION_USD                    1.999
-score MIMEOLE_DIRECT_TO_MX           0.001 # force non-zero
-score MIME_NO_TEXT                   2.000
-score MIXED_CENTER_CASE              2.400
-score MIXED_ES                       0.767
-score MIXED_HREF_CASE                0.811
-score MONEY_ATM_CARD                 0.671
+score MIMEOLE_DIRECT_TO_MX           0.001
+score MIME_NO_TEXT                   1.999
+score MIXED_CENTER_CASE              2.499
+score MIXED_ES                       0.768
+score MIXED_HREF_CASE                1.999
+score MONEY_ATM_CARD                 0.314
 score MONEY_FORM                     0.001
 score MONEY_FORM_SHORT               0.001
-score MONEY_FRAUD_3                  0.001
-score MONEY_FRAUD_5                  2.267
-score MONEY_FRAUD_8                  0.001
-score MONEY_FREEMAIL_REPTO           2.138
+score MONEY_FRAUD_3                  0.001 # force non-zero
+score MONEY_FRAUD_5                  2.404
+score MONEY_FRAUD_8                  0.137
+score MONEY_FREEMAIL_REPTO           2.036
 score MONEY_FROM_MISSP               0.001
-score MSMAIL_PRI_ABNORMAL            0.001
+score MSMAIL_PRI_ABNORMAL            0.189
 score NA_DOLLARS                     0.493
-score NICE_REPLY_A                   -1.845
+score NICE_REPLY_A                   -0.923
 score NO_FM_NAME_IP_HOSTN            0.001
 score NSL_RCVD_FROM_USER             0.001
 score NSL_RCVD_HELO_USER             0.001
-score OBFU_TEXT_ATTACH               0.415
-score PDS_BAD_THREAD_QP_64           1.000
-score PDS_BTC_ID                     0.436
-score PDS_BTC_MSGID                  0.012
-score PDS_EMPTYSUBJ_URISHRT          0.885
+score OBFU_TEXT_ATTACH               0.001
+score PDS_BAD_THREAD_QP_64           0.999
+score PDS_BTC_ID                     0.405
+score PDS_BTC_MSGID                  0.894
+score PDS_EMPTYSUBJ_URISHRT          0.861
 score PDS_FRNOM_TODOM_DBL_URL        1.499
 score PDS_FRNOM_TODOM_NAKED_TO       1.499
-score PDS_FROM_2_EMAILS_SHRTNER      1.499
+score PDS_FROM_2_EMAILS_SHRTNER      1.345
 score PDS_FROM_NAME_TO_DOMAIN        1.999
-score PDS_HELO_SPF_FAIL              1.960
+score PDS_HELO_SPF_FAIL              0.001
 score PDS_NO_FULL_NAME_SPOOFED_URL   0.749
-score PDS_SHORT_SPOOFED_URL          2.000
+score PDS_SHORT_SPOOFED_URL          1.999
 score PDS_TINYSUBJ_URISHRT           1.499
 score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 0.001
 score PHP_SCRIPT                     2.499
-score POSSIBLE_AMAZON_PHISH_02       2.299
-score POSSIBLE_GMAIL_PHISHER         1.378
-score PP_MIME_FAKE_ASCII_TEXT        0.001 # force non-zero
-score RAND_HEADER_MANY               1.973
+score POSSIBLE_GMAIL_PHISHER         2.143
+score PP_MIME_FAKE_ASCII_TEXT        0.001
+score RAND_HEADER_MANY               1.653
 score RAND_MKTG_HEADER               1.999
 score RATWARE_NO_RDNS                0.001
 score RCVD_IN_MSPIKE_H2              -0.001
 score SCC_BODY_SINGLE_WORD           0.001
-score SCC_ISEMM_LID_1B               1.499
-score SENDGRID_REDIR                 0.786
+score SCC_ISEMM_LID_1B               1.500
+score SENDGRID_REDIR                 0.875
 score SERGIO_SUBJECT_VIAGRA01        0.001
 score SHOPIFY_IMG_NOT_RCVD_SFY       2.499
 score SHORT_SHORTNER                 1.999
 score SPOOFED_FREEMAIL               0.001
 score SPOOFED_FREEMAIL_NO_RDNS       0.001
-score SPOOFED_FREEM_REPTO            0.001
+score SPOOFED_FREEM_REPTO            0.001 # force non-zero
 score SPOOF_GMAIL_MID                0.001
-score STATIC_XPRIO_OLE               1.863
-score STOX_BOUND_090909_B            2.758
-score SUSP_UTF8_WORD_COMBO           1.457
-score SUSP_UTF8_WORD_SUBJ            1.909
+score STATIC_XPRIO_OLE               1.862
+score STOX_BOUND_090909_B            2.045
+score SUSP_UTF8_WORD_COMBO           1.468
+score SUSP_UTF8_WORD_SUBJ            1.898
 score THIS_AD                        0.799
 score TONOM_EQ_TOLOC_SHRT_SHRTNER    0.399
-score TO_EQ_FM_DIRECT_MX             0.254
+score TO_EQ_FM_DIRECT_MX             0.239
 score TO_EQ_FM_DOM_SPF_FAIL          0.001
 score TO_EQ_FM_SPF_FAIL              0.001
-score TO_IN_SUBJ                     0.100
+score TO_IN_SUBJ                     0.099
 score TO_NAME_SUBJ_NO_RDNS           2.999
-score TO_NO_BRKTS_FROM_MSSP          2.500
+score TO_NO_BRKTS_FROM_MSSP          2.499
 score TO_NO_BRKTS_HTML_IMG           1.999
 score TO_NO_BRKTS_HTML_ONLY          1.999
 score TO_NO_BRKTS_MSFT               0.001
-score TO_NO_BRKTS_NORDNS_HTML        1.825
-score TO_NO_BRKTS_PCNT               2.499
+score TO_NO_BRKTS_NORDNS_HTML        1.824
+score TO_NO_BRKTS_PCNT               2.500
 score TR_JS_REDIRECTION_0            2.199
-score TVD_SPACE_ENCODED              0.001
 score TVD_SPACE_RATIO_MINFP          0.001
-score UNDISC_FREEM                   2.700
-score UNDISC_MONEY                   2.899
+score UNDISC_FREEM                   2.799
+score UNDISC_MONEY                   2.999
 score UNICODE_OBFU_ASC               2.499
 score URI_DOTEDU                     1.999
 score URI_GOOGLE_PROXY               2.399
-score URI_MALWARE_BH                 1.000
-score URI_ONLY_MSGID_MALF            1.787
+score URI_MALWARE_BH                 0.999
+score URI_ONLY_MSGID_MALF            0.569
 score URI_PHISH                      3.795
-score URI_TRY_3LD                    1.999
-score URI_WP_HACKED                  0.770
+score URI_TRY_3LD                    2.000
+score URI_WP_HACKED                  1.415
 score URI_WP_HACKED_2                2.499
 score VFY_ACCT_NORDNS                0.001
-score WORD_INVIS                     0.806
+score WORD_INVIS                     0.810
 score WORD_INVIS_MANY                2.999
-score XFER_LOTSA_MONEY               0.001
+score XFER_LOTSA_MONEY               0.001 # force non-zero
 score XM_RANDOM                      0.001
 score XPRIO                          0.001
-score YOU_INHERIT                    1.375
+score YOU_INHERIT                    1.529
 score AC_POST_EXTRAS                 1.000
 score AC_SPAMMY_URI_PATTERNS1        1.000
 score AC_SPAMMY_URI_PATTERNS10       1.000
@@ -211,7 +209,6 @@ score BEBEE_IMG_NOT_RCVD_BB          1.0
 score BIGNUM_EMAILS_FREEM            1.000
 score BIGNUM_EMAILS_MANY             1.000
 score BITCOIN_BOMB                   1.000
-score BITCOIN_EXTORT_01              1.000
 score BITCOIN_EXTORT_02              1.000
 score BITCOIN_IMGUR                  1.000
 score BITCOIN_ONAN                   1.000
@@ -280,7 +277,6 @@ score GOOG_STO_HTML_PHISH_MANY       1.0
 score GOOG_STO_IMG_HTML              1.000
 score GOOG_STO_IMG_NOHTML            1.000
 score HAS_X_NO_RELAY                 1.000
-score HDRS_LCASE                     0.100
 score HEXHASH_WORD                   1.000
 score HK_CTE_RAW                     1.000
 score HK_LOTTO                       1.000
@@ -315,7 +311,6 @@ score NEW_PRODUCTS                   1.0
 score OBFU_BITCOIN                   1.000
 score ODD_FREEM_REPTO                1.000
 score PDS_DBL_URL_TNB_RUNON          1.000
-score PDS_PRO_TLD                    1.000
 score PDS_SHORTFWD_URISHRT           1.000
 score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.000
 score PHISH_AZURE_CLOUDAPP           3.500

Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1909785&r1=1909784&r2=1909785&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Sat May 13 02:40:16 2023
@@ -1,40 +1,40 @@
 ##### WITH NEW RULES AND SCORES #####
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam: 351556  80.124%  (99.394% of non-spam corpus)
-# Correctly spam:      51504  11.738%  (60.548% of spam corpus)
-# False positives:      2145  0.489%  (0.606% of nonspam,  17239 weighted)
-# False negatives:     33559  7.649%  (39.452% of spam,  49681 weighted)
-# Average score for spam:  9.5    nonspam: 0.4
-# Average for false-pos:   6.7  false-neg: 1.5
-# TOTAL:              438764  100.00%
+# Correctly non-spam: 357340  79.649%  (99.416% of non-spam corpus)
+# Correctly spam:      54774  12.209%  (61.401% of spam corpus)
+# False positives:      2099  0.468%  (0.584% of nonspam,  16132 weighted)
+# False negatives:     34433  7.675%  (38.599% of spam,  52611 weighted)
+# Average score for spam:  10.0    nonspam: 0.6
+# Average for false-pos:   6.2  false-neg: 1.5
+# TOTAL:              448646  100.00%
 
 Reading scores from "tmprules"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  43814  99.36%
-# Correctly spam:       6426  59.87%
-# False positives:       280  0.64%
-# False negatives:      4307  40.13%
-# TCR(l=50): 0.586278  SpamRecall: 59.871%  SpamPrec: 95.825%
+# Correctly non-spam:  44534  99.44%
+# Correctly spam:       6941  61.59%
+# False positives:       252  0.56%
+# False negatives:      4328  38.41%
+# TCR(l=50): 0.665702  SpamRecall: 61.594%  SpamPrec: 96.497%
 
 ##### 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: 346160  97.87%
-# Correctly spam:      48989  57.59%
-# False positives:      7541  2.13%
-# False negatives:     36074  42.41%
-# TCR(l=50): 0.205902  SpamRecall: 57.591%  SpamPrec: 86.660%
+# Correctly non-spam: 351740  97.86%
+# Correctly spam:      52041  58.34%
+# False positives:      7699  2.14%
+# False negatives:     37166  41.66%
+# TCR(l=50): 0.211333  SpamRecall: 58.337%  SpamPrec: 87.112%
 Reading scores from "../rules-base"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  43125  97.80%
-# Correctly spam:       6160  57.39%
-# False positives:       969  2.20%
-# False negatives:      4573  42.61%
-# TCR(l=50): 0.202422  SpamRecall: 57.393%  SpamPrec: 86.408%
+# Correctly non-spam:  43872  97.96%
+# Correctly spam:       6648  58.99%
+# False positives:       914  2.04%
+# False negatives:      4621  41.01%
+# TCR(l=50): 0.223942  SpamRecall: 58.994%  SpamPrec: 87.913%

Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1909785&r1=1909784&r2=1909785&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Sat May 13 02:40:16 2023
@@ -1,23 +1,23 @@
 ##### WITH NEW RULES AND SCORES #####
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam: 312577  77.843%  (98.901% of non-spam corpus)
-# Correctly spam:      56623  14.101%  (66.230% of spam corpus)
-# False positives:      3474  0.865%  (1.099% of nonspam, 107554 weighted)
-# False negatives:     28872  7.190%  (33.770% of spam,  50466 weighted)
-# Average score for spam:  13.0    nonspam: -0.3
+# Correctly non-spam: 312575  77.843%  (98.900% of non-spam corpus)
+# Correctly spam:      56621  14.101%  (66.228% of spam corpus)
+# False positives:      3476  0.866%  (1.100% of nonspam, 107584 weighted)
+# False negatives:     28873  7.190%  (33.772% of spam,  50527 weighted)
+# Average score for spam:  13.1    nonspam: -0.2
 # Average for false-pos:   11.4  false-neg: 1.7
-# TOTAL:              401546  100.00%
+# TOTAL:              401545  100.00%
 
 Reading scores from "tmprules"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
 # Correctly non-spam:  38979  98.89%
-# Correctly spam:       7115  65.99%
+# Correctly spam:       7063  65.51%
 # False positives:       436  1.11%
-# False negatives:      3667  34.01%
-# TCR(l=50): 0.423371  SpamRecall: 65.990%  SpamPrec: 94.226%
+# False negatives:      3719  34.49%
+# TCR(l=50): 0.422509  SpamRecall: 65.507%  SpamPrec: 94.186%
 
 ##### 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: 313149  99.08%
-# Correctly spam:      49144  57.48%
+# Correctly spam:      49149  57.49%
 # False positives:      2902  0.92%
-# False negatives:     36351  42.52%
-# TCR(l=50): 0.471174  SpamRecall: 57.482%  SpamPrec: 94.424%
+# False negatives:     36345  42.51%
+# TCR(l=50): 0.471184  SpamRecall: 57.488%  SpamPrec: 94.425%
 Reading scores from "../rules-base"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
 # Correctly non-spam:  39043  99.06%
-# Correctly spam:       6227  57.75%
+# Correctly spam:       6225  57.74%
 # False positives:       372  0.94%
-# False negatives:      4555  42.25%
-# TCR(l=50): 0.465645  SpamRecall: 57.754%  SpamPrec: 94.363%
+# False negatives:      4557  42.26%
+# TCR(l=50): 0.465604  SpamRecall: 57.735%  SpamPrec: 94.361%