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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2022/11/29 02:44:56 UTC

svn commit: r1905588 [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=1905588&r1=1905587&r2=1905588&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Tue Nov 29 02:44:56 2022
@@ -5,210 +5,208 @@ score AC_BR_BONANZA                  0.0
 score AC_DIV_BONANZA                 0.001
 score AC_FROM_MANY_DOTS              2.999
 score AC_HTML_NONSENSE_TAGS          1.999
-score ADMITS_SPAM                    3.113
+score ADMITS_SPAM                    3.199
 score ADVANCE_FEE_2_NEW_MONEY        1.999
-score ADVANCE_FEE_3_NEW              3.448
-score ADVANCE_FEE_3_NEW_MONEY        2.523
-score ADVANCE_FEE_4_NEW              2.192
-score ADVANCE_FEE_4_NEW_MONEY        1.642
+score ADVANCE_FEE_3_NEW              2.461
+score ADVANCE_FEE_3_NEW_MONEY        2.751
+score ADVANCE_FEE_4_NEW              2.159
+score ADVANCE_FEE_4_NEW_MONEY        1.841
 score ADVANCE_FEE_5_NEW_FRM_MNY      0.001
 score ADVANCE_FEE_5_NEW_MONEY        0.001
 score AD_PREFS                       0.001
 score AMAZON_IMG_NOT_RCVD_AMZN       0.001
 score AXB_XMAILER_MIMEOLE_OL_024C2   0.001
-score AXB_X_FF_SEZ_S                 3.100
-score BAT_BDRY_TO_MALF               1.637
-score BIGNUM_EMAILS_FREEM            0.017
-score BIGNUM_EMAILS_MANY             1.670
-score BITCOIN_EXTORT_01              2.692
-score BITCOIN_MALF_HTML              0.142
+score AXB_X_FF_SEZ_S                 3.099
+score BAT_BDRY_TO_MALF               1.487
+score BIGNUM_EMAILS_FREEM            1.723
+score BIGNUM_EMAILS_MANY             2.222
+score BITCOIN_EXTORT_01              2.498
+score BITCOIN_MALF_HTML              0.138
 score BITCOIN_MALWARE                0.001
-score BITCOIN_ONAN                   2.867
-score BITCOIN_SPAM_02                1.279
-score BITCOIN_SPAM_03                0.919
-score BITCOIN_SPAM_05                2.027
+score BITCOIN_ONAN                   0.794
+score BITCOIN_SPAM_02                1.405
+score BITCOIN_SPAM_03                1.999
+score BITCOIN_SPAM_05                2.373
 score BITCOIN_SPAM_09                1.499
-score BITCOIN_XPRIO                  0.001
-score BITCOIN_YOUR_INFO              0.708
-score BODY_URI_ONLY                  1.958
+score BITCOIN_XPRIO                  0.494
+score BITCOIN_YOUR_INFO              0.845
+score BODY_URI_ONLY                  1.956
 score BOGUS_MSM_HDRS                 0.001
 score CK_HELO_GENERIC                0.001
 score CTE_8BIT_MISMATCH              0.001
-score DATE_IN_FUTURE_Q_PLUS          2.700
-score DEAR_BENEFICIARY               2.148
+score DATE_IN_FUTURE_Q_PLUS          2.699
+score DEAR_BENEFICIARY               1.632
 score DKIMWL_WL_HIGH                 -0.001
-score DKIMWL_WL_MED                  -0.001 # force non-zero
-score DKIMWL_WL_MEDHI                -0.001 # force non-zero
+score DKIMWL_WL_MED                  -0.001
+score DKIMWL_WL_MEDHI                -0.001
 score DX_TEXT_03                     1.299
 score ENCRYPTED_MESSAGE              -0.999
-score FBI_MONEY                      0.911
-score FBI_SPOOF                      0.887
-score FILL_THIS_FORM                 1.000
-score FONT_INVIS_DIRECT              0.001
-score FONT_INVIS_LONG_LINE           2.999
-score FONT_INVIS_MSGID               2.195
-score FONT_INVIS_NORDNS              1.894
-score FONT_INVIS_POSTEXTRAS          2.900
-score FORGED_SPF_HELO                0.595
-score FORM_FRAUD                     0.999
-score FORM_FRAUD_5                   1.742
-score FREEMAIL_FORGED_FROMDOMAIN     0.001 # force non-zero
-score FROM_2_EMAILS_SHORT            0.921
+score FBI_MONEY                      1.999
+score FBI_SPOOF                      0.423
+score FILL_THIS_FORM                 0.999
+score FONT_INVIS_DIRECT              0.001 # force non-zero
+score FONT_INVIS_LONG_LINE           3.000
+score FONT_INVIS_MSGID               2.500
+score FONT_INVIS_NORDNS              1.898
+score FONT_INVIS_POSTEXTRAS          3.012
+score FORGED_SPF_HELO                0.748
+score FORM_FRAUD                     1.000
+score FORM_FRAUD_5                   0.987
+score FREEMAIL_FORGED_FROMDOMAIN     0.001
+score FROM_2_EMAILS_SHORT            0.307
 score FROM_ADDR_WS                   2.999
 score FROM_FMBLA_NEWDOM              1.499
 score FROM_FMBLA_NEWDOM14            0.999
 score FROM_FMBLA_NEWDOM28            0.001
 score FROM_GOV_DKIM_AU               -0.001
 score FROM_MISSPACED                 1.999
-score FROM_MISSP_DYNIP               0.042
-score FROM_MISSP_EH_MATCH            1.201
-score FROM_MISSP_FREEMAIL            1.149
+score FROM_MISSP_DYNIP               1.453
+score FROM_MISSP_EH_MATCH            1.200
+score FROM_MISSP_FREEMAIL            1.024
 score FROM_MISSP_MSFT                0.001
 score FROM_MISSP_REPLYTO             0.001
 score FROM_MISSP_SPF_FAIL            0.001
 score FROM_MISSP_USER                0.001
-score FROM_MULTI_NORDNS              1.895
-score FROM_PAYPAL_SPOOF              1.599
-score FROM_SUSPICIOUS_NTLD           0.001
-score FROM_SUSPICIOUS_NTLD_FP        0.694
+score FROM_MULTI_NORDNS              1.883
+score FROM_PAYPAL_SPOOF              1.037
+score FROM_SUSPICIOUS_NTLD           0.499
+score FROM_SUSPICIOUS_NTLD_FP        1.999
 score FSL_BULK_SIG                   0.001
 score FSL_CTYPE_WIN1251              0.001
-score FSL_NEW_HELO_USER              0.001 # force non-zero
+score FSL_NEW_HELO_USER              0.001
 score FUZZY_AMAZON                   0.001
 score FUZZY_BITCOIN                  0.001
-score FUZZY_IMPORTANT                1.190
+score FUZZY_IMPORTANT                2.244
 score FUZZY_PORN                     0.001
 score FUZZY_SECURITY                 2.299
 score FUZZY_WALLET                   0.001
 score GB_BITCOIN_CP                  2.999
 score GB_BITCOIN_NH                  0.001
-score GB_CUSTOM_HTM_URI              0.036
-score GB_FAKE_RF_SHORT               0.820
+score GB_CUSTOM_HTM_URI              0.027
+score GB_FAKE_RF_SHORT               0.823
 score GB_FREEMAIL_DISPTO             0.166
-score GB_HASHBL_BTC                  0.562
+score GB_HASHBL_BTC                  0.090
 score GB_URI_FLEEK_STO_HTM           0.999
 score GOOG_REDIR_NORDNS              2.899
 score GOOG_STO_IMG_NOHTML            2.499
 score GOOG_STO_NOIMG_HTML            2.893
-score HAS_X_OUTGOING_SPAM_STAT       0.207
-score HDRS_LCASE_IMGONLY             0.099
+score HAS_X_OUTGOING_SPAM_STAT       0.134
+score HDRS_LCASE_IMGONLY             0.100
 score HDRS_MISSP                     2.499
 score HDR_ORDER_FTSDMCXX_DIRECT      0.001
 score HDR_ORDER_FTSDMCXX_NORDNS      0.001
-score HEADER_FROM_DIFFERENT_DOMAINS  0.250
+score HEADER_FROM_DIFFERENT_DOMAINS  0.249
 score HELO_NO_DOMAIN                 0.001
-score HK_LOTTO                       0.242
+score HK_LOTTO                       0.758
 score HK_NAME_MR_MRS                 0.999
 score HK_RANDOM_ENVFROM              0.001
-score HK_RANDOM_FROM                 1.000
-score HK_RANDOM_REPLYTO              1.000
+score HK_RANDOM_FROM                 0.999
+score HK_RANDOM_REPLYTO              0.999
 score HK_SCAM                        1.999
 score HOSTED_IMG_DIRECT_MX           0.001
-score HOSTED_IMG_FREEM               2.673
-score HOSTED_IMG_MULTI_PUB_01        0.001 # force non-zero
-score HTML_ENTITY_ASCII              2.999
-score HTML_FONT_TINY_NORDNS          1.824
-score HTML_OFF_PAGE                  2.996
+score HOSTED_IMG_FREEM               3.463
+score HOSTED_IMG_MULTI_PUB_01        0.001
+score HTML_FONT_TINY_NORDNS          1.827
+score HTML_OFF_PAGE                  2.999
 score HTML_TAG_BALANCE_CENTER        3.099
-score HTML_TEXT_INVISIBLE_FONT       0.258
-score HTML_TEXT_INVISIBLE_STYLE      0.892
-score JH_SPAMMY_HEADERS              3.500
+score HTML_TEXT_INVISIBLE_FONT       0.001
+score HTML_TEXT_INVISIBLE_STYLE      0.898
+score JH_SPAMMY_HEADERS              3.499
 score KHOP_HELO_FCRDNS               0.001
-score LONG_HEX_URI                   1.614
+score LONG_HEX_URI                   1.610
 score LONG_IMG_URI                   0.001
 score LONG_INVISIBLE_TEXT            2.999
 score LOTS_OF_MONEY                  0.010
 score LOTTO_AGENT                    1.499
 score MALFORMED_FREEMAIL             2.999
-score MALWARE_NORDNS                 0.126
-score MILLION_HUNDRED                1.309
-score MILLION_USD                    0.449
+score MALWARE_NORDNS                 0.128
+score MILLION_HUNDRED                1.308
+score MILLION_USD                    0.251
 score MIMEOLE_DIRECT_TO_MX           0.001
 score MIXED_ES                       2.599
-score MIXED_IMG_CASE                 1.509
+score MIXED_IMG_CASE                 2.115
 score MONEY_ATM_CARD                 2.899
 score MONEY_FORM                     0.001
 score MONEY_FORM_SHORT               2.499
 score MONEY_FRAUD_3                  2.599
-score MONEY_FRAUD_5                  0.001
+score MONEY_FRAUD_5                  0.001 # force non-zero
 score MONEY_FRAUD_8                  0.001
-score MONEY_FREEMAIL_REPTO           2.379
-score MONEY_FROM_41                  0.840
-score MONEY_FROM_MISSP               0.001
-score MSMAIL_PRI_ABNORMAL            0.912
+score MONEY_FREEMAIL_REPTO           2.264
+score MONEY_FROM_41                  0.692
+score MONEY_FROM_MISSP               0.001 # force non-zero
+score MSMAIL_PRI_ABNORMAL            0.881
 score NAME_EMAIL_DIFF                0.001
 score NA_DOLLARS                     1.499
-score NICE_REPLY_A                   -0.257
+score NICE_REPLY_A                   -0.258
 score NO_FM_NAME_IP_HOSTN            0.001
 score NSL_RCVD_FROM_USER             0.001
 score NSL_RCVD_HELO_USER             0.001
-score NUMBERONLY_BITCOIN_EXP         1.228
+score NUMBERONLY_BITCOIN_EXP         0.833
 score OBFU_BITCOIN                   0.001
-score OBFU_TEXT_ATTACH               1.444
-score ODD_FREEM_REPTO                2.532
-score PDS_BAD_THREAD_QP_64           0.180
-score PDS_BTC_ID                     0.318
+score OBFU_TEXT_ATTACH               1.447
+score ODD_FREEM_REPTO                2.518
+score PDS_BAD_THREAD_QP_64           0.464
+score PDS_BTC_ID                     0.499
 score PDS_BTC_MSGID                  0.001
-score PDS_BTC_NTLD                   0.554
-score PDS_FROM_2_EMAILS              1.923
+score PDS_BTC_NTLD                   1.715
+score PDS_FROM_2_EMAILS              1.935
 score PDS_NAKED_TO_NUMERO            1.999
-score PDS_OTHER_BAD_TLD              1.999
 score PDS_RDNS_DYNAMIC_FP            0.001 # force non-zero
 score PDS_SHORT_SPOOFED_URL          1.999
-score PHP_ORIG_SCRIPT                2.491
-score PHP_SCRIPT                     2.352
+score PHP_ORIG_SCRIPT                2.497
+score PHP_SCRIPT                     2.412
 score PP_MIME_FAKE_ASCII_TEXT        0.001
-score RAND_MKTG_HEADER               1.999
+score RAND_MKTG_HEADER               2.000
 score RATWARE_NO_RDNS                0.001
-score RCVD_IN_MSPIKE_H2              -0.001
+score RCVD_IN_MSPIKE_H2              -0.001 # force non-zero
 score RISK_FREE                      0.001
-score SCC_CANSPAM_2                  0.631
+score SCC_CANSPAM_2                  0.630
 score SCC_ISEMM_LID_1A               3.499
-score SCC_ISEMM_LID_1B               1.499
-score SENDGRID_REDIR                 1.062
-score SERGIO_SUBJECT_VIAGRA01        1.313
+score SCC_ISEMM_LID_1B               1.500
+score SENDGRID_REDIR                 1.066
+score SERGIO_SUBJECT_VIAGRA01        1.994
 score SHOPIFY_IMG_NOT_RCVD_SFY       2.499
-score SHORTENER_SHORT_IMG            1.296
+score SHORTENER_SHORT_IMG            1.247
 score SHORT_SHORTNER                 1.999
 score SPOOFED_FREEMAIL               0.001
 score SPOOFED_FREEMAIL_NO_RDNS       0.001
-score SPOOFED_FREEM_REPTO            0.502
+score SPOOFED_FREEM_REPTO            0.703
 score SPOOF_GMAIL_MID                0.001
 score STATIC_XPRIO_OLE               0.001
 score SUBJ_ATTENTION                 0.499
-score SUSP_UTF8_WORD_SUBJ            0.367
+score SUSP_UTF8_WORD_SUBJ            0.380
 score THIS_AD                        1.799
-score TO_EQ_FM_DOM_SPF_FAIL          0.001
+score TO_EQ_FM_DOM_SPF_FAIL          0.001 # force non-zero
 score TO_EQ_FM_SPF_FAIL              0.001
 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        1.999
-score TO_NO_BRKTS_PCNT               2.500
-score TVD_RCVD_SPACE_BRACKET         0.557
-score TVD_SPACE_ENCODED              0.001
+score TO_NO_BRKTS_PCNT               2.499
+score TVD_RCVD_SPACE_BRACKET         1.859
+score TVD_SPACE_ENCODED              0.001 # force non-zero
 score TVD_SPACE_RATIO_MINFP          0.001
 score UNDISC_FREEM                   2.799
 score UNDISC_MONEY                   3.200
 score UNICODE_OBFU_ASC               2.499
-score URI_DOTEDU                     1.265
+score URI_DOTEDU                     1.745
 score URI_GOOGLE_PROXY               2.199
-score URI_OBFU_DOM                   2.500
-score URI_PHISH                      3.699
-score URI_TRY_3LD                    0.378
+score URI_OBFU_DOM                   2.499
+score URI_PHISH                      3.705
+score URI_TRY_3LD                    0.379
 score URI_WPADMIN                    2.199
 score URI_WP_HACKED                  3.499
 score URI_WP_HACKED_2                2.499
-score VFY_ACCT_NORDNS                1.970
+score VFY_ACCT_NORDNS                1.773
 score WORD_INVIS                     0.001
 score WORD_INVIS_MANY                2.999
-score XFER_LOTSA_MONEY               0.001 # force non-zero
-score XM_RANDOM                      0.001
-score XPRIO                          0.001 # force non-zero
+score XFER_LOTSA_MONEY               0.001
+score XM_RANDOM                      0.164
+score XPRIO                          0.001
 score XPRIO_SHORT_SUBJ               2.499
 score XPRIO_URL_SHORTNER             0.999
-score YOU_INHERIT                    2.237
+score YOU_INHERIT                    0.503
 score AC_POST_EXTRAS                 1.000
 score AC_SPAMMY_URI_PATTERNS1        1.000
 score AC_SPAMMY_URI_PATTERNS10       1.000
@@ -293,6 +291,7 @@ score HK_CTE_RAW                     1.0
 score HK_RCVD_IP_MULTICAST           1.000
 score HOSTED_IMG_DQ_UNSUB            1.000
 score HOSTED_IMG_MULTI               1.000
+score HTML_ENTITY_ASCII              1.000
 score HTML_ENTITY_ASCII_TINY         1.000
 score HTML_SHRT_CMNT_OBFU_MANY       1.000
 score HTML_SINGLET_MANY              1.000
@@ -305,6 +304,7 @@ score LIST_PRTL_SAME_USER            1.0
 score LUCRATIVE                      1.000
 score MALF_HTML_B64                  1.000
 score MALWARE_PASSWORD               1.000
+score MANY_HDRS_LCASE                0.100
 score MIME_NO_TEXT                   1.000
 score MIXED_AREA_CASE                1.000
 score MIXED_CENTER_CASE              1.000

Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1905588&r1=1905587&r2=1905588&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Tue Nov 29 02:44:56 2022
@@ -1,40 +1,40 @@
 ##### WITH NEW RULES AND SCORES #####
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam: 305618  66.612%  (99.577% of non-spam corpus)
-# Correctly spam:     114561  24.970%  (75.427% of spam corpus)
-# False positives:      1299  0.283%  (0.423% of nonspam,  22538 weighted)
-# False negatives:     37323  8.135%  (24.573% of spam,  55359 weighted)
-# Average score for spam:  9.9    nonspam: 0.6
+# Correctly non-spam: 304950  66.853%  (99.609% of non-spam corpus)
+# Correctly spam:     112473  24.657%  (74.982% of spam corpus)
+# False positives:      1198  0.263%  (0.391% of nonspam,  20617 weighted)
+# False negatives:     37527  8.227%  (25.018% of spam,  55314 weighted)
+# Average score for spam:  9.5    nonspam: 0.6
 # Average for false-pos:   7.0  false-neg: 1.5
-# TOTAL:              458801  100.00%
+# TOTAL:              456148  100.00%
 
 Reading scores from "tmprules"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  38085  99.51%
-# Correctly spam:      14432  75.53%
-# False positives:       186  0.49%
-# False negatives:      4676  24.47%
-# TCR(l=50): 1.367201  SpamRecall: 75.529%  SpamPrec: 98.728%
+# Correctly non-spam:  37984  99.44%
+# Correctly spam:      14092  74.83%
+# False positives:       212  0.56%
+# False negatives:      4740  25.17%
+# TCR(l=50): 1.227640  SpamRecall: 74.830%  SpamPrec: 98.518%
 
 ##### 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: 299733  97.66%
-# Correctly spam:      91389  60.17%
-# False positives:      7184  2.34%
-# False negatives:     60495  39.83%
-# TCR(l=50): 0.361891  SpamRecall: 60.170%  SpamPrec: 92.712%
+# Correctly non-spam: 299072  97.69%
+# Correctly spam:      89676  59.78%
+# False positives:      7076  2.31%
+# False negatives:     60324  40.22%
+# TCR(l=50): 0.362210  SpamRecall: 59.784%  SpamPrec: 92.686%
 Reading scores from "../rules-base"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  37398  97.72%
-# Correctly spam:      11547  60.43%
-# False positives:       873  2.28%
-# False negatives:      7561  39.57%
-# TCR(l=50): 0.373123  SpamRecall: 60.430%  SpamPrec: 92.971%
+# Correctly non-spam:  37293  97.64%
+# Correctly spam:      11161  59.27%
+# False positives:       903  2.36%
+# False negatives:      7671  40.73%
+# TCR(l=50): 0.356525  SpamRecall: 59.266%  SpamPrec: 92.515%

Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1905588&r1=1905587&r2=1905588&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Tue Nov 29 02:44:56 2022
@@ -1,23 +1,23 @@
 ##### WITH NEW RULES AND SCORES #####
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam: 307992  66.129%  (99.353% of non-spam corpus)
-# Correctly spam:     123408  26.497%  (79.235% of spam corpus)
-# False positives:      2005  0.430%  (0.647% of nonspam,  80853 weighted)
-# False negatives:     32342  6.944%  (20.765% of spam,  55041 weighted)
-# Average score for spam:  14.2    nonspam: -0.2
+# Correctly non-spam: 308006  66.132%  (99.358% of non-spam corpus)
+# Correctly spam:     123128  26.437%  (79.055% of spam corpus)
+# False positives:      1991  0.427%  (0.642% of nonspam,  80149 weighted)
+# False negatives:     32621  7.004%  (20.945% of spam,  55146 weighted)
+# Average score for spam:  14.1    nonspam: -0.2
 # Average for false-pos:   8.0  false-neg: 1.7
-# TOTAL:              465747  100.00%
+# TOTAL:              465746  100.00%
 
 Reading scores from "tmprules"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
 # Correctly non-spam:  38412  99.30%
-# Correctly spam:      15504  79.13%
+# Correctly spam:      15462  78.92%
 # False positives:       270  0.70%
-# False negatives:      4089  20.87%
-# TCR(l=50): 1.113935  SpamRecall: 79.130%  SpamPrec: 98.288%
+# False negatives:      4129  21.08%
+# TCR(l=50): 1.111294  SpamRecall: 78.924%  SpamPrec: 98.284%
 
 ##### 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: 308378  99.48%
-# Correctly spam:     109341  70.20%
+# Correctly spam:     109340  70.20%
 # False positives:      1619  0.52%
 # False negatives:     46409  29.80%
-# TCR(l=50): 1.222921  SpamRecall: 70.203%  SpamPrec: 98.541%
+# TCR(l=50): 1.222913  SpamRecall: 70.203%  SpamPrec: 98.541%
 Reading scores from "../rules-base"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
 # Correctly non-spam:  38471  99.45%
-# Correctly spam:      13789  70.38%
+# Correctly spam:      13786  70.37%
 # False positives:       211  0.55%
-# False negatives:      5804  29.62%
-# TCR(l=50): 1.198056  SpamRecall: 70.377%  SpamPrec: 98.493%
+# False negatives:      5805  29.63%
+# TCR(l=50): 1.197860  SpamRecall: 70.369%  SpamPrec: 98.493%