You are viewing a plain text version of this content. The canonical link for it is here.
Posted to commits@spamassassin.apache.org by sp...@apache.org on 2020/01/09 05:23:12 UTC

svn commit: r1872528 [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=1872528&r1=1872527&r2=1872528&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Thu Jan  9 05:23:12 2020
@@ -4,183 +4,183 @@
 score AC_BR_BONANZA                  0.001
 score AC_DIV_BONANZA                 0.001
 score AC_FROM_MANY_DOTS              2.999
-score AC_HTML_NONSENSE_TAGS          2.000
-score ADMITS_SPAM                    0.425
+score AC_HTML_NONSENSE_TAGS          1.999
+score ADMITS_SPAM                    0.423
 score ADVANCE_FEE_2_NEW_MONEY        1.999
-score ADVANCE_FEE_3_NEW_MONEY        2.146
-score ADVANCE_FEE_4_NEW              2.073
+score ADVANCE_FEE_3_NEW_MONEY        2.170
+score ADVANCE_FEE_4_NEW              2.152
+score ADVANCE_FEE_4_NEW_FRM_MNY      1.527
 score ADVANCE_FEE_4_NEW_MONEY        2.899
 score ADVANCE_FEE_5_NEW_FRM_MNY      0.001
-score ADVANCE_FEE_5_NEW_MONEY        1.303
-score AD_PREFS                       0.500
-score ALIBABA_IMG_NOT_RCVD_ALI       0.805
-score AMAZON_IMG_NOT_RCVD_AMZN       2.290
+score AD_PREFS                       0.499
+score ALIBABA_IMG_NOT_RCVD_ALI       2.499
+score AMAZON_IMG_NOT_RCVD_AMZN       2.294
 score AXB_XMAILER_MIMEOLE_OL_024C2   0.001
-score BITCOIN_DEADLINE               2.912
-score BITCOIN_EXTORT_01              2.762
-score BITCOIN_MALWARE                2.035
-score BITCOIN_SPAM_02                2.499
+score BITCOIN_DEADLINE               2.914
+score BITCOIN_EXTORT_01              3.600
+score BITCOIN_MALWARE                2.622
+score BITCOIN_SPAM_02                2.365
 score BITCOIN_SPAM_03                2.499
 score BITCOIN_SPAM_05                2.499
-score BITCOIN_SPAM_07                2.736
-score BITCOIN_SPAM_08                0.001
-score BITCOIN_SPAM_09                1.128
-score BODY_EMPTY                     1.623
+score BITCOIN_SPAM_07                2.230
+score BITCOIN_SPAM_08                1.348
+score BITCOIN_SPAM_09                1.150
+score BODY_EMPTY                     0.001
 score BODY_SINGLE_URI                2.499
-score BODY_SINGLE_WORD               2.449
+score BODY_SINGLE_WORD               2.451
 score BODY_URI_ONLY                  0.999
 score BOGUS_MSM_HDRS                 2.999
 score CK_HELO_DYNAMIC_SPLIT_IP       0.424
 score CK_HELO_GENERIC                0.249
 score DEAR_BENEFICIARY               0.001
-score DKIMWL_BL                      2.314
+score DKIMWL_BL                      2.304
 score DKIMWL_WL_HIGH                 -0.001
 score DKIMWL_WL_MED                  -0.001
 score DX_TEXT_03                     2.499
-score EBAY_IMG_NOT_RCVD_EBAY         2.696
-score END_FUTURE_EMAILS              1.395
+score EBAY_IMG_NOT_RCVD_EBAY         1.392
+score END_FUTURE_EMAILS              1.394
 score FILL_THIS_FORM                 1.074
-score FORGED_RELAY_MUA_TO_MX         3.616
+score FORGED_RELAY_MUA_TO_MX         3.594
 score FORGED_SPF_HELO                2.100
-score FORM_FRAUD                     0.999
+score FORM_FRAUD                     1.000
 score FORM_FRAUD_5                   0.001
 score FOUND_YOU                      3.249
 score FREEMAIL_FORGED_FROMDOMAIN     0.250
 score FROMSPACE                      0.001
 score FROM_2_EMAILS_SHORT            1.999
-score FROM_ADDR_WS                   0.001
+score FROM_ADDR_WS                   0.177
 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                 0.001 # force non-zero
 score FROM_MISSPACED                 0.001
-score FROM_MISSP_DYNIP               3.899
-score FROM_MISSP_EH_MATCH            1.039
+score FROM_MISSP_DYNIP               3.812
+score FROM_MISSP_EH_MATCH            0.001
 score FROM_MISSP_FREEMAIL            0.001
 score FROM_MISSP_MSFT                0.001
-score FROM_MISSP_REPLYTO             0.495
-score FROM_MISSP_SPF_FAIL            0.641
-score FROM_MISSP_TO_UNDISC           0.856
-score FROM_MISSP_USER                2.999
+score FROM_MISSP_REPLYTO             0.492
+score FROM_MISSP_SPF_FAIL            0.001
+score FROM_MISSP_TO_UNDISC           1.512
+score FROM_MISSP_USER                0.001
 score FROM_MISSP_XPRIO               0.001
-score FROM_NTLD_LINKBAIT             1.874
-score FROM_NTLD_REPLY_FREEMAIL       1.999
+score FROM_NTLD_LINKBAIT             1.018
+score FROM_NTLD_REPLY_FREEMAIL       1.570
 score FROM_PAYPAL_SPOOF              0.001
 score FROM_SUSPICIOUS_NTLD           0.500
 score FROM_SUSPICIOUS_NTLD_FP        2.000
-score FSL_BULK_SIG                   0.943
-score FSL_CTYPE_WIN1251              0.001
-score FSL_HELO_FAKE                  2.899
-score FSL_NEW_HELO_USER              1.543
+score FSL_BULK_SIG                   0.937
+score FSL_CTYPE_WIN1251              0.001 # force non-zero
+score FSL_HELO_FAKE                  0.001
+score FSL_NEW_HELO_USER              1.587
 score FSL_THIS_IS_ADV                3.099
-score FUZZY_BITCOIN                  3.899
-score FUZZY_BTC_WALLET               1.819
+score FUZZY_BITCOIN                  3.999
+score FUZZY_BTC_WALLET               2.810
 score FUZZY_CLICK_HERE               2.999
-score FUZZY_SECURITY                 3.500
-score FUZZY_WALLET                   2.216
-score GB_BITCOIN_CP                  1.234
-score GB_BITCOIN_NH                  1.738
+score FUZZY_SECURITY                 3.599
+score FUZZY_WALLET                   1.631
+score GB_BITCOIN_CP                  2.267
+score GB_BITCOIN_NH                  0.900
 score GB_FREEMAIL_DISPTO             0.001
-score GB_GOOGLE_OBFUS                0.749
-score GOOG_REDIR_NORDNS              1.397
-score HDRS_LCASE                     0.100
+score GB_GOOGLE_OBFUS                0.750
+score GOOG_REDIR_NORDNS              1.605
+score HDRS_LCASE                     0.099
 score HDRS_LCASE_IMGONLY             0.099
-score HDR_ORDER_FTSDMCXX_DIRECT      0.628
-score HDR_ORDER_FTSDMCXX_NORDNS      3.207
+score HDR_ORDER_FTSDMCXX_DIRECT      0.451
+score HDR_ORDER_FTSDMCXX_NORDNS      3.499
 score HEADER_FROM_DIFFERENT_DOMAINS  0.250
-score HELO_MISC_IP                   0.001
-score HELO_NO_DOMAIN                 0.001
-score HK_GOLDDUST                    2.600
+score HELO_MISC_IP                   0.001 # force non-zero
+score HELO_NO_DOMAIN                 0.160
+score HK_GOLDDUST                    0.872
 score HK_LOTTO                       0.999
-score HK_NAME_MR_MRS                 1.000
-score HK_RANDOM_FROM                 1.000
+score HK_NAME_MR_MRS                 0.999
+score HK_RANDOM_FROM                 0.999
 score HK_RANDOM_REPLYTO              0.999
-score HK_SCAM                        2.000
-score HK_WIN                         0.777
-score HOSTED_IMG_DIRECT_MX           2.835
-score HOSTED_IMG_MULTI               1.122
-score HTML_OFF_PAGE                  1.422
-score HTML_SINGLET_MANY              0.564
+score HK_SCAM                        1.999
+score HK_WIN                         1.000
+score HOSTED_IMG_DIRECT_MX           2.984
+score HOSTED_IMG_MULTI               1.949
+score HTML_OFF_PAGE                  2.999
+score HTML_SINGLET_MANY              0.558
 score HTML_TEXT_INVISIBLE_FONT       2.999
-score HTML_TEXT_INVISIBLE_STYLE      2.003
-score IMG_ONLY_FM_DOM_INFO           1.914
-score KB_FORGED_MOZ4                 1.957
-score KHOP_FAKE_EBAY                 0.171
-score KHOP_HELO_FCRDNS               0.276
+score HTML_TEXT_INVISIBLE_STYLE      1.823
+score IMG_ONLY_FM_DOM_INFO           2.499
+score KB_FORGED_MOZ4                 0.001
+score KHOP_FAKE_EBAY                 0.252
+score KHOP_HELO_FCRDNS               0.275
 score LIST_PARTIAL_SHORT_MSG         2.499
-score LIST_PRTL_SAME_USER            0.296
-score LONG_HEX_URI                   1.615
-score LONG_IMG_URI                   0.463
+score LIST_PRTL_SAME_USER            0.069
+score LONG_HEX_URI                   1.616
+score LONG_IMG_URI                   0.462
 score LOTS_OF_MONEY                  0.010
-score MALFORMED_FREEMAIL             1.142
-score MALF_HTML_B64                  3.442
-score MALWARE_NORDNS                 0.278
-score MAY_BE_FORGED                  0.001
-score MILLION_HUNDRED                2.699
-score MIMEOLE_DIRECT_TO_MX           1.999
-score MONEY_ATM_CARD                 2.699
+score MALFORMED_FREEMAIL             1.138
+score MALF_HTML_B64                  3.134
+score MALWARE_NORDNS                 3.062
+score MAY_BE_FORGED                  0.001 # force non-zero
+score MILLION_HUNDRED                2.700
+score MIMEOLE_DIRECT_TO_MX           2.000
+score MONEY_ATM_CARD                 2.160
 score MONEY_FORM                     0.001
-score MONEY_FORM_SHORT               1.141
-score MONEY_FRAUD_3                  0.001 # force non-zero
+score MONEY_FORM_SHORT               1.518
+score MONEY_FRAUD_3                  0.001
 score MONEY_FRAUD_5                  0.001
-score MONEY_FRAUD_8                  2.662
+score MONEY_FRAUD_8                  3.099
 score MONEY_FROM_41                  1.999
-score MONEY_FROM_MISSP               2.000
-score NORDNS_LOW_CONTRAST            1.672
+score MONEY_FROM_MISSP               1.999
+score NORDNS_LOW_CONTRAST            1.894
 score NO_FM_NAME_IP_HOSTN            0.001
-score NSL_RCVD_FROM_USER             1.758
+score NSL_RCVD_FROM_USER             0.527
 score NSL_RCVD_HELO_USER             0.001
 score OBFU_BITCOIN                   2.999
 score PDS_BTC_ID                     0.499
 score PDS_BTC_MSGID                  0.999
-score PDS_BTC_NTLD                   1.042
-score PDS_FROM_2_EMAILS              1.449
+score PDS_BTC_NTLD                   1.999
+score PDS_FROM_2_EMAILS              1.448
+score PDS_FROM_NAME_TO_DOMAIN        0.999
 score PDS_HP_HELO_NORDNS             0.001
 score PDS_PHPEXP_BOT                 1.499
 score PDS_PHPE_URISHORTENER          1.999
 score PDS_PHP_EVAL                   1.499
-score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.999
+score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 2.000
 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        0.857
+score PP_MIME_FAKE_ASCII_TEXT        0.813
 score RATWARE_NO_RDNS                2.999
 score RCVD_IN_MSPIKE_H2              -0.001
-score RISK_FREE                      0.328
+score RISK_FREE                      0.216
 score SERGIO_SUBJECT_PORN014         2.999
 score SERGIO_SUBJECT_VIAGRA01        0.001
-score SHORTENER_SHORT_IMG            2.387
-score SHORT_IMG_SUSP_NTLD            1.499
+score SHORTENER_SHORT_IMG            2.383
+score SHORT_IMG_SUSP_NTLD            0.360
 score SHORT_SHORTNER                 1.999
-score SINGLETS_LOW_CONTRAST          0.001
+score SINGLETS_LOW_CONTRAST          0.001 # force non-zero
 score SPOOFED_FREEMAIL               1.999
 score SPOOFED_FREEMAIL_NO_RDNS       0.001
-score SPOOFED_FREEM_REPTO            2.499
-score STATIC_XPRIO_OLE               1.461
+score SPOOFED_FREEM_REPTO            1.998
+score STATIC_XPRIO_OLE               0.361
 score STOCK_LOW_CONTRAST             2.499
 score SUBJ_OBFU_PUNCT_FEW            0.749
 score SUBJ_OBFU_PUNCT_MANY           1.749
 score THIS_AD                        1.599
-score THIS_IS_ADV_SUSP_NTLD          0.001
-score TONOM_EQ_TOLOC_SHRT_PSHRTNER   1.304
+score THIS_IS_ADV_SUSP_NTLD          0.245
 score TONOM_EQ_TOLOC_SHRT_SHRTNER    1.499
-score TO_EQ_FM_DIRECT_MX             1.201
+score TO_EQ_FM_DIRECT_MX             0.726
 score TO_EQ_FM_DOM_HTML_IMG          0.001
-score TO_EQ_FM_DOM_HTML_ONLY         0.639
-score TO_EQ_FM_DOM_SPF_FAIL          0.733
-score TO_EQ_FM_HTML_ONLY             0.346
-score TO_EQ_FM_SPF_FAIL              0.999
-score TO_IN_SUBJ                     0.100
-score TO_NAME_SUBJ_NO_RDNS           2.999
+score TO_EQ_FM_DOM_HTML_ONLY         1.089
+score TO_EQ_FM_DOM_SPF_FAIL          1.291
+score TO_EQ_FM_HTML_ONLY             0.122
+score TO_EQ_FM_SPF_FAIL              0.441
+score TO_IN_SUBJ                     0.099
+score TO_NAME_SUBJ_NO_RDNS           1.616
 score TO_NO_BRKTS_FROM_MSSP          2.499
-score TO_NO_BRKTS_HTML_IMG           0.957
-score TO_NO_BRKTS_HTML_ONLY          2.000
-score TO_NO_BRKTS_MSFT               1.958
-score TO_NO_BRKTS_NORDNS_HTML        1.678
-score TVD_SPACE_ENCODED              0.001
+score TO_NO_BRKTS_HTML_IMG           0.839
+score TO_NO_BRKTS_HTML_ONLY          1.999
+score TO_NO_BRKTS_MSFT               0.716
+score TO_NO_BRKTS_NORDNS_HTML        1.606
+score TVD_SPACE_ENCODED              0.001 # force non-zero
 score TVD_SPACE_RATIO_MINFP          2.499
 score UPGRADE_MAILBOX                0.001
 score URI_BUFFLY                     1.999
@@ -189,11 +189,12 @@ score URI_ONLY_MSGID_MALF            1.9
 score URI_PHISH                      3.999
 score URI_PHP_REDIR                  3.499
 score URI_TRY_3LD                    1.999
-score URI_WP_DIRINDEX                2.448
+score URI_WP_DIRINDEX                2.449
 score URI_WP_HACKED                  3.499
 score URI_WP_HACKED_2                2.499
-score XPRIO_SHORT_SUBJ               2.499
+score XPRIO_SHORT_SUBJ               2.500
 score XPRIO_URL_SHORTNER             0.999
+score YOU_INHERIT                    0.960
 score AC_SPAMMY_URI_PATTERNS1        1.000
 score AC_SPAMMY_URI_PATTERNS10       1.000
 score AC_SPAMMY_URI_PATTERNS11       1.000
@@ -272,7 +273,6 @@ score NEWEGG_IMG_NOT_RCVD_NEGG       1.0
 score PDS_EMPTYSUBJ_URISHRT          1.000
 score PDS_FREEMAIL_REPLYTO_URISHRT   1.000
 score PDS_FRNOM_TODOM_NAKED_TO       1.000
-score PDS_FROM_NAME_TO_DOMAIN        1.000
 score PDS_HELO_SPF_FAIL              1.000
 score PDS_SHORTFWD_URISHRT           1.000
 score PDS_TINYSUBJ_URISHRT           1.000

Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1872528&r1=1872527&r2=1872528&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Thu Jan  9 05:23:12 2020
@@ -1,40 +1,40 @@
 ##### WITH NEW RULES AND SCORES #####
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam: 686910  54.028%  (99.640% of non-spam corpus)
-# Correctly spam:     444385  34.952%  (76.353% of spam corpus)
-# False positives:      2480  0.195%  (0.360% of nonspam,  61362 weighted)
-# False negatives:    137627  10.825%  (23.647% of spam, 293322 weighted)
-# Average score for spam:  10.5    nonspam: 0.6
-# Average for false-pos:   5.9  false-neg: 2.1
-# TOTAL:              1271402  100.00%
+# Correctly non-spam: 684777  53.680%  (99.584% of non-spam corpus)
+# Correctly spam:     458457  35.938%  (77.965% of spam corpus)
+# False positives:      2864  0.225%  (0.416% of nonspam,  72969 weighted)
+# False negatives:    129573  10.157%  (22.035% of spam, 269942 weighted)
+# Average score for spam:  11.0    nonspam: 0.6
+# Average for false-pos:   6.0  false-neg: 2.1
+# TOTAL:              1275671  100.00%
 
 Reading scores from "tmprules"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  85650  99.61%
-# Correctly spam:      55543  76.49%
-# False positives:       339  0.39%
-# False negatives:     17072  23.51%
-# TCR(l=50): 2.134354  SpamRecall: 76.490%  SpamPrec: 99.393%
+# Correctly non-spam:  85340  99.50%
+# Correctly spam:      57308  78.08%
+# False positives:       428  0.50%
+# False negatives:     16091  21.92%
+# TCR(l=50): 1.957777  SpamRecall: 78.077%  SpamPrec: 99.259%
 
 ##### 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: 673282  97.66%
-# Correctly spam:     247087  42.45%
-# False positives:     16108  2.34%
-# False negatives:    334925  57.55%
-# TCR(l=50): 0.510391  SpamRecall: 42.454%  SpamPrec: 93.880%
+# Correctly non-spam: 672808  97.84%
+# Correctly spam:     251563  42.78%
+# False positives:     14833  2.16%
+# False negatives:    336467  57.22%
+# TCR(l=50): 0.545423  SpamRecall: 42.781%  SpamPrec: 94.432%
 Reading scores from "../rules-base"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  83941  97.62%
-# Correctly spam:      30792  42.40%
-# False positives:      2048  2.38%
-# False negatives:     41823  57.60%
-# TCR(l=50): 0.503491  SpamRecall: 42.404%  SpamPrec: 93.764%
+# Correctly non-spam:  83856  97.77%
+# Correctly spam:      31277  42.61%
+# False positives:      1912  2.23%
+# False negatives:     42122  57.39%
+# TCR(l=50): 0.532950  SpamRecall: 42.612%  SpamPrec: 94.239%

Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1872528&r1=1872527&r2=1872528&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Thu Jan  9 05:23:12 2020
@@ -1,40 +1,40 @@
 ##### WITH NEW RULES AND SCORES #####
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam: 675772  54.234%  (99.660% of non-spam corpus)
-# Correctly spam:     486888  39.075%  (85.726% of spam corpus)
-# False positives:      2307  0.185%  (0.340% of nonspam, 109183 weighted)
-# False negatives:     81072  6.506%  (14.274% of spam, 139284 weighted)
-# Average score for spam:  16.5    nonspam: -2.6
-# Average for false-pos:   5.7  false-neg: 1.7
-# TOTAL:              1246039  100.00%
+# Correctly non-spam: 676805  54.319%  (99.814% of non-spam corpus)
+# Correctly spam:     486604  39.054%  (85.684% of spam corpus)
+# False positives:      1260  0.101%  (0.186% of nonspam,  66520 weighted)
+# False negatives:     81304  6.525%  (14.316% of spam, 140335 weighted)
+# Average score for spam:  16.4    nonspam: -2.6
+# Average for false-pos:   6.3  false-neg: 1.7
+# TOTAL:              1245973  100.00%
 
 Reading scores from "tmprules"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  84285  99.65%
-# Correctly spam:      60873  85.87%
-# False positives:       297  0.35%
-# False negatives:     10017  14.13%
-# TCR(l=50): 2.850766  SpamRecall: 85.870%  SpamPrec: 99.514%
+# Correctly non-spam:  84437  99.83%
+# Correctly spam:      60784  85.75%
+# False positives:       144  0.17%
+# False negatives:     10097  14.25%
+# TCR(l=50): 4.097878  SpamRecall: 85.755%  SpamPrec: 99.764%
 
 ##### 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: 676033  99.70%
-# Correctly spam:     388583  68.42%
-# False positives:      2046  0.30%
-# False negatives:    179377  31.58%
-# TCR(l=50): 2.016352  SpamRecall: 68.417%  SpamPrec: 99.476%
+# Correctly non-spam: 676004  99.70%
+# Correctly spam:     388348  68.38%
+# False positives:      2061  0.30%
+# False negatives:    179560  31.62%
+# TCR(l=50): 2.009511  SpamRecall: 68.382%  SpamPrec: 99.472%
 Reading scores from "../rules-base"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  84311  99.68%
-# Correctly spam:      48476  68.38%
-# False positives:       271  0.32%
-# False negatives:     22414  31.62%
-# TCR(l=50): 1.971138  SpamRecall: 68.382%  SpamPrec: 99.444%
+# Correctly non-spam:  84312  99.68%
+# Correctly spam:      48412  68.30%
+# False positives:       269  0.32%
+# False negatives:     22469  31.70%
+# TCR(l=50): 1.973357  SpamRecall: 68.300%  SpamPrec: 99.447%