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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2019/07/15 05:01:57 UTC

svn commit: r1863072 [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=1863072&r1=1863071&r2=1863072&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Mon Jul 15 05:01:57 2019
@@ -3,217 +3,217 @@
 
 score AC_BR_BONANZA                  0.001
 score AC_DIV_BONANZA                 0.001
-score AC_FROM_MANY_DOTS              2.612
-score AC_HTML_NONSENSE_TAGS          1.949
-score ADVANCE_FEE_2_NEW_MONEY        0.359
-score ADVANCE_FEE_3_NEW              3.470
-score ADVANCE_FEE_3_NEW_MONEY        0.252
-score ADVANCE_FEE_4_NEW              2.700
-score ADVANCE_FEE_4_NEW_FRM_MNY      2.599
+score AC_FROM_MANY_DOTS              2.611
+score AC_HTML_NONSENSE_TAGS          1.947
+score ADVANCE_FEE_2_NEW_MONEY        0.290
+score ADVANCE_FEE_3_NEW              3.468
+score ADVANCE_FEE_3_NEW_MONEY        0.001
+score ADVANCE_FEE_4_NEW              2.699
+score ADVANCE_FEE_4_NEW_FRM_MNY      1.537
 score ADVANCE_FEE_4_NEW_MONEY        2.799
 score ADVANCE_FEE_5_NEW              2.599
 score ADVANCE_FEE_5_NEW_FRM_MNY      0.001
-score ADVANCE_FEE_5_NEW_MONEY        0.858
+score ADVANCE_FEE_5_NEW_MONEY        0.265
 score AD_PREFS                       0.499
 score AMAZON_IMG_NOT_RCVD_AMZN       0.001
-score ANY_PILL_PRICE                 1.640
+score ANY_PILL_PRICE                 2.261
 score AXB_XMAILER_MIMEOLE_OL_024C2   0.001
-score AXB_XMAILER_MIMEOLE_OL_1ECD5   0.825
-score BIGNUM_EMAILS                  2.521
-score BITCOIN_DEADLINE               3.000
-score BITCOIN_EXTORT_01              4.240
+score AXB_XMAILER_MIMEOLE_OL_1ECD5   1.580
+score BIGNUM_EMAILS                  2.047
+score BITCOIN_DEADLINE               2.999
+score BITCOIN_EXTORT_01              4.009
 score BITCOIN_MALWARE                3.499
 score BITCOIN_PAY_ME                 2.999
-score BITCOIN_SPAM_01                0.001
+score BITCOIN_SPAM_01                0.001 # force non-zero
 score BITCOIN_SPAM_02                2.499
 score BITCOIN_SPAM_03                2.499
 score BITCOIN_SPAM_05                2.499
-score BITCOIN_SPAM_06                0.271
+score BITCOIN_SPAM_06                1.266
 score BITCOIN_SPAM_07                3.499
 score BITCOIN_SPAM_08                2.402
-score BITCOIN_SPAM_09                1.375
-score BODY_EMPTY                     0.001 # force non-zero
-score BODY_SINGLE_URI                0.001
-score BODY_SINGLE_WORD               2.397
+score BITCOIN_SPAM_09                1.499
+score BODY_EMPTY                     0.001
+score BODY_SINGLE_URI                0.045
+score BODY_SINGLE_WORD               2.398
 score BODY_URI_ONLY                  0.999
-score BOGUS_MSM_HDRS                 2.349
-score CANT_SEE_AD                    1.569
-score CK_HELO_DYNAMIC_SPLIT_IP       0.001 # force non-zero
+score BOGUS_MSM_HDRS                 1.843
+score CANT_SEE_AD                    1.426
+score CK_HELO_DYNAMIC_SPLIT_IP       0.001
 score CK_HELO_GENERIC                0.249
-score DATE_IN_FUTURE_96_Q            1.954
+score DATE_IN_FUTURE_96_Q            2.774
 score DEAR_BENEFICIARY               2.629
 score DKIMWL_BL                      2.520
 score DKIMWL_WL_HIGH                 -0.001
 score DKIMWL_WL_MED                  -0.001 # force non-zero
 score DKIMWL_WL_MEDHI                -0.001
-score DRUGS_ERECTILE_SHORT_SHORTNER  0.647
+score DRUGS_ERECTILE_SHORT_SHORTNER  0.430
 score DX_TEXT_03                     0.899
 score FAKE_REPLY_A1                  3.099
 score FILL_THIS_FORM                 0.001
 score FORM_FRAUD                     0.999
-score FORM_FRAUD_3                   1.810
-score FORM_FRAUD_5                   2.645
-score FOUND_YOU                      3.249
+score FORM_FRAUD_3                   2.271
+score FORM_FRAUD_5                   2.786
+score FOUND_YOU                      3.250
 score FREEMAIL_FORGED_FROMDOMAIN     0.001
-score FROMSPACE                      0.277
+score FROMSPACE                      0.275
 score FROM_2_EMAILS_SHORT            1.999
 score FROM_ADDR_WS                   2.999
-score FROM_FMBLA_NEWDOM              1.499
+score FROM_FMBLA_NEWDOM              1.440
 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
+score FROM_GOV_SPOOF                 0.001 # force non-zero
 score FROM_MISSPACED                 0.001
-score FROM_MISSP_DYNIP               2.328
-score FROM_MISSP_EH_MATCH            1.444
-score FROM_MISSP_FREEMAIL            0.001 # force non-zero
+score FROM_MISSP_DYNIP               0.367
+score FROM_MISSP_EH_MATCH            1.228
+score FROM_MISSP_FREEMAIL            0.001
 score FROM_MISSP_MSFT                0.001
 score FROM_MISSP_PHISH               3.499
-score FROM_MISSP_REPLYTO             0.001 # force non-zero
+score FROM_MISSP_REPLYTO             0.001
 score FROM_MISSP_SPF_FAIL            1.999
 score FROM_MISSP_TO_UNDISC           0.001
 score FROM_MISSP_USER                0.001
 score FROM_MISSP_XPRIO               0.001
-score FROM_NAME_EQ_TO_G_DRIVE        0.147
+score FROM_NAME_EQ_TO_G_DRIVE        0.001
 score FROM_NTLD_REPLY_FREEMAIL       1.999
 score FROM_PAYPAL_SPOOF              1.599
 score FROM_SUSPICIOUS_NTLD           0.500
-score FROM_WORDY                     1.648
-score FROM_WORDY_SHORT               1.537
+score FROM_WORDY                     1.649
+score FROM_WORDY_SHORT               2.448
 score FROM_WSP_TRAIL                 2.699
-score FSL_BULK_SIG                   0.589
+score FSL_BULK_SIG                   0.590
 score FSL_CTYPE_WIN1251              0.001
 score FSL_HELO_FAKE                  3.799
 score FSL_NEW_HELO_USER              0.001
-score FSL_THIS_IS_ADV                2.906
+score FSL_THIS_IS_ADV                2.898
 score FUZZY_CLICK_HERE               2.599
-score FUZZY_UNSUBSCRIBE              2.180
+score FUZZY_UNSUBSCRIBE              2.599
 score GB_FORGED_MUA_POSTFIX          1.999
 score GB_FREEMAIL_DISPTO             0.499
 score GB_FREEMAIL_DISPTO_NOTFREEM    0.499
-score GB_GOOGLE_OBFU                 0.034
+score GB_GOOGLE_OBFU                 0.018
 score GB_GOOG_IMG_NOT_RCVD_GOOG      2.499
 score GB_LINKED_IMG_NOT_RCVD_LINK    2.499
-score GOOG_REDIR_HTML_ONLY           1.999
+score GOOG_REDIR_HTML_ONLY           0.832
 score GOOG_REDIR_NORDNS              0.001
 score HDRS_LCASE_IMGONLY             0.100
 score HDR_ORDER_FTSDMCXX_DIRECT      1.999
-score HDR_ORDER_FTSDMCXX_NORDNS      1.238
+score HDR_ORDER_FTSDMCXX_NORDNS      2.530
 score HEADER_FROM_DIFFERENT_DOMAINS  0.249
 score HELO_MISC_IP                   0.001
 score HELO_NO_DOMAIN                 2.200
-score HEXHASH_WORD                   1.525
+score HEXHASH_WORD                   1.527
 score HK_LOTTO                       0.999
 score HK_NAME_FM_MR_MRS              1.499
 score HK_NAME_FROM                   0.999
-score HK_NAME_MR_MRS                 0.999
+score HK_NAME_MR_MRS                 1.000
 score HK_RANDOM_FROM                 0.999
 score HK_RANDOM_REPLYTO              0.999
-score HK_RCVD_IP_MULTICAST           1.686
+score HK_RCVD_IP_MULTICAST           0.450
 score HK_SCAM                        1.999
-score HOSTED_IMG_DIRECT_MX           2.176
-score HTML_ENTITY_ASCII              1.923
+score HOSTED_IMG_DIRECT_MX           2.779
+score HTML_ENTITY_ASCII              1.925
 score HTML_OFF_PAGE                  2.999
 score HTML_SHRT_CMNT_OBFU_MANY       2.499
-score HTML_SINGLET_MANY              1.436
-score HTML_TEXT_INVISIBLE_STYLE      1.899
+score HTML_SINGLET_MANY              1.798
+score HTML_TEXT_INVISIBLE_STYLE      2.035
 score IMG_ALT_HSPACE_CID_ALIGN       2.499
-score IMG_ONLY_FM_DOM_INFO           2.499
+score IMG_ONLY_FM_DOM_INFO           2.500
 score KB_FORGED_MOZ4                 0.001
-score LIST_PARTIAL                   0.999
+score LIST_PARTIAL                   1.000
 score LIST_PARTIAL_SHORT_MSG         2.499
-score LIST_PRTL_SAME_USER            1.278
+score LIST_PRTL_SAME_USER            1.280
 score LONG_HEX_URI                   1.617
-score LONG_IMG_URI                   0.967
+score LONG_IMG_URI                   0.963
 score LOTS_OF_MONEY                  0.010
-score LUCRATIVE                      1.999
+score LUCRATIVE                      2.000
 score L_8BIT_MISMATCH                0.010
-score MALFORMED_FREEMAIL             1.719
+score MALFORMED_FREEMAIL             1.717
 score MALF_HTML_B64                  0.001
 score MANY_SPAN_IN_TEXT              2.499
-score MILLION_HUNDRED                2.892
-score MILLION_USD                    1.422
+score MILLION_HUNDRED                2.999
+score MILLION_USD                    1.473
 score MIMEOLE_DIRECT_TO_MX           1.999
 score MIXED_ES                       2.399
-score MONEY_ATM_CARD                 1.547
-score MONEY_FORM                     0.592
+score MONEY_ATM_CARD                 1.164
+score MONEY_FORM                     0.591
 score MONEY_FORM_SHORT               2.499
-score MONEY_FRAUD_3                  1.566
-score MONEY_FRAUD_5                  1.561
+score MONEY_FRAUD_3                  1.570
+score MONEY_FRAUD_5                  1.816
 score MONEY_FRAUD_8                  3.200
 score MONEY_FROM_41                  1.999
 score MONEY_FROM_MISSP               1.999
-score NORDNS_LOW_CONTRAST            1.812
+score NORDNS_LOW_CONTRAST            1.674
 score NO_FM_NAME_IP_HOSTN            0.001
 score NSL_RCVD_FROM_USER             0.001
-score NSL_RCVD_HELO_USER             0.215
-score NUMBERONLY_BITCOIN_EXP         0.658
-score OBFU_BITCOIN                   0.221
-score OFFER_ONLY_AMERICA             1.999
+score NSL_RCVD_HELO_USER             3.099
+score NUMBERONLY_BITCOIN_EXP         0.019
+score OBFU_BITCOIN                   0.460
+score OFFER_ONLY_AMERICA             1.971
 score PDS_DBL_URL_LINKBAIT           2.499
 score PDS_DBL_URL_TNB_RUNON          1.999
-score PDS_HP_HELO_NORDNS             0.001
+score PDS_HP_HELO_NORDNS             0.001 # force non-zero
 score PDS_PHP_EVAL                   1.499
-score PDS_TO_EQ_FROM_NAME            0.581
-score PDS_URI_HIDDEN_HELO_NO_DOMAIN  1.122
+score PDS_TO_EQ_FROM_NAME            0.727
+score PDS_URI_HIDDEN_HELO_NO_DOMAIN  1.125
 score PDS_X_PHP_WP_EXP               1.499
-score PHOTO_EDITING_DIRECT           1.211
+score PHOTO_EDITING_DIRECT           2.348
 score PHP_ORIG_SCRIPT                2.499
 score PP_MIME_FAKE_ASCII_TEXT        0.001
-score RATWARE_NO_RDNS                2.999
+score RATWARE_NO_RDNS                2.305
 score RCVD_IN_MSPIKE_H2              -0.001
-score RDNS_NUM_TLD_XM                2.999
-score RISK_FREE                      2.062
-score RP_8BIT                        0.253
-score SEO_SUSP_NTLD                  0.684
+score RDNS_NUM_TLD_XM                3.000
+score RISK_FREE                      2.351
+score RP_8BIT                        0.938
+score SEO_SUSP_NTLD                  1.028
 score SERGIO_SUBJECT_PORN014         3.199
 score SERGIO_SUBJECT_VIAGRA01        0.001
-score SHORTENER_SHORT_IMG            1.628
-score SHORT_BODY_G_DRIVE_DYN         1.499
-score SHORT_IMG_SUSP_NTLD            0.434
-score SINGLETS_LOW_CONTRAST          0.375
+score SHORTENER_SHORT_IMG            1.630
+score SHORT_BODY_G_DRIVE_DYN         1.290
+score SHORT_IMG_SUSP_NTLD            0.505
+score SINGLETS_LOW_CONTRAST          0.150
 score SPOOFED_FREEMAIL_NO_RDNS       1.499
-score SPOOFED_FREEM_REPTO            2.500
+score SPOOFED_FREEM_REPTO            2.499
 score STATIC_XPRIO_OLE               1.999
 score STOCK_LOW_CONTRAST             0.001
-score TEQF_USR_POLITE                0.025
+score TEQF_USR_POLITE                0.001
 score THIS_AD                        1.774
-score THIS_IS_ADV_SUSP_NTLD          1.270
-score TO_EQ_FM_DIRECT_MX             1.624
-score TO_EQ_FM_DOM_SPF_FAIL          1.340
-score TO_EQ_FM_SPF_FAIL              1.491
-score TO_IN_SUBJ                     0.099
+score THIS_IS_ADV_SUSP_NTLD          0.105
+score TO_EQ_FM_DIRECT_MX             1.625
+score TO_EQ_FM_DOM_SPF_FAIL          1.326
+score TO_EQ_FM_SPF_FAIL              1.506
+score TO_IN_SUBJ                     0.100
 score TO_NAME_SUBJ_NO_RDNS           0.001
 score TO_NO_BRKTS_DYNIP              2.999
-score TO_NO_BRKTS_FROM_MSSP          2.280
+score TO_NO_BRKTS_FROM_MSSP          2.495
 score TO_NO_BRKTS_HTML_IMG           1.999
 score TO_NO_BRKTS_HTML_ONLY          1.999
 score TO_NO_BRKTS_MSFT               2.499
 score TO_NO_BRKTS_NORDNS_HTML        1.999
 score TO_NO_BRKTS_PCNT               2.500
-score TVD_IP_HEX                     1.511
-score TVD_IP_SING_HEX                0.817
-score TVD_SPACE_ENCODED              1.077
+score TVD_IP_HEX                     0.155
+score TVD_IP_SING_HEX                2.572
+score TVD_SPACE_ENCODED              1.080
 score TVD_SPACE_RATIO_MINFP          2.499
 score TVD_SUBJ_APPR_LOAN             2.599
-score TVD_SUBJ_NUM_OBFU_MINFP        2.900
-score UNICODE_OBFU_ASC               2.500
+score TVD_SUBJ_NUM_OBFU_MINFP        0.663
+score UNICODE_OBFU_ASC               2.499
 score UNICODE_OBFU_ZW                0.001
-score URI_BUFFLY                     1.456
+score URI_BUFFLY                     1.419
 score URI_GOOGLE_PROXY               1.799
-score URI_HEX_IP                     0.851
-score URI_ONLY_MSGID_MALF            1.495
+score URI_HEX_IP                     1.177
+score URI_ONLY_MSGID_MALF            1.498
 score URI_PHISH                      3.999
 score URI_PHP_REDIR                  3.499
-score URI_TRY_3LD                    0.001 # force non-zero
+score URI_TRY_3LD                    0.001
 score URI_WPADMIN                    2.499
 score URI_WP_DIRINDEX                3.499
 score URI_WP_HACKED                  3.499
 score URI_WP_HACKED_2                2.499
-score XPRIO                          0.303
-score XPRIO_SHORT_SUBJ               0.511
+score XPRIO                          0.578
+score XPRIO_SHORT_SUBJ               0.510
 score XPRIO_URL_SHORTNER             0.999
-score YOU_INHERIT                    0.603
+score YOU_INHERIT                    0.549
 score ZW_OBFU_BITCOIN                0.001
 score AC_SPAMMY_URI_PATTERNS1        1.000
 score AC_SPAMMY_URI_PATTERNS10       1.000

Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1863072&r1=1863071&r2=1863072&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Mon Jul 15 05:01:57 2019
@@ -1,40 +1,40 @@
 ##### WITH NEW RULES AND SCORES #####
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam: 468110  41.303%  (99.444% of non-spam corpus)
-# Correctly spam:     527351  46.530%  (79.584% of spam corpus)
-# False positives:      2615  0.231%  (0.556% of nonspam, 106428 weighted)
-# False negatives:    135284  11.937%  (20.416% of spam, 302776 weighted)
-# Average score for spam:  10.6    nonspam: 0.7
-# Average for false-pos:   5.8  false-neg: 2.2
-# TOTAL:              1133360  100.00%
+# Correctly non-spam: 456321  41.362%  (99.498% of non-spam corpus)
+# Correctly spam:     505128  45.786%  (78.360% of spam corpus)
+# False positives:      2304  0.209%  (0.502% of nonspam,  95019 weighted)
+# False negatives:    139494  12.644%  (21.640% of spam, 312896 weighted)
+# Average score for spam:  9.8    nonspam: 0.7
+# Average for false-pos:   5.9  false-neg: 2.2
+# TOTAL:              1103247  100.00%
 
 Reading scores from "tmprules"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  58403  99.44%
-# Correctly spam:      66151  80.02%
-# False positives:       328  0.56%
-# False negatives:     16514  19.98%
-# TCR(l=50): 2.511545  SpamRecall: 80.023%  SpamPrec: 99.507%
+# Correctly non-spam:  56899  99.48%
+# Correctly spam:      63095  78.45%
+# False positives:       300  0.52%
+# False negatives:     17331  21.55%
+# TCR(l=50): 2.487582  SpamRecall: 78.451%  SpamPrec: 99.527%
 
 ##### 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: 454240  96.50%
-# Correctly spam:     301401  45.49%
-# False positives:     16485  3.50%
-# False negatives:    361234  54.51%
-# TCR(l=50): 0.558957  SpamRecall: 45.485%  SpamPrec: 94.814%
+# Correctly non-spam: 442672  96.52%
+# Correctly spam:     282671  43.85%
+# False positives:     15953  3.48%
+# False negatives:    361951  56.15%
+# TCR(l=50): 0.555900  SpamRecall: 43.851%  SpamPrec: 94.658%
 Reading scores from "../rules-base"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  56643  96.44%
-# Correctly spam:      37755  45.67%
-# False positives:      2088  3.56%
-# False negatives:     44910  54.33%
-# TCR(l=50): 0.553647  SpamRecall: 45.672%  SpamPrec: 94.759%
+# Correctly non-spam:  55213  96.53%
+# Correctly spam:      35397  44.01%
+# False positives:      1986  3.47%
+# False negatives:     45029  55.99%
+# TCR(l=50): 0.557241  SpamRecall: 44.012%  SpamPrec: 94.687%

Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1863072&r1=1863071&r2=1863072&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Mon Jul 15 05:01:57 2019
@@ -1,23 +1,23 @@
 ##### WITH NEW RULES AND SCORES #####
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam: 472137  40.775%  (99.654% of non-spam corpus)
-# Correctly spam:     627737  54.213%  (91.756% of spam corpus)
-# False positives:      1639  0.142%  (0.346% of nonspam, 202919 weighted)
-# False negatives:     56403  4.871%  (8.244% of spam, 111113 weighted)
+# Correctly non-spam: 472130  40.776%  (99.653% of non-spam corpus)
+# Correctly spam:     627690  54.211%  (91.754% of spam corpus)
+# False positives:      1646  0.142%  (0.347% of nonspam, 203384 weighted)
+# False negatives:     56408  4.872%  (8.246% of spam, 111057 weighted)
 # Average score for spam:  16.1    nonspam: -2.0
 # Average for false-pos:   8.6  false-neg: 2.0
-# TOTAL:              1157916  100.00%
+# TOTAL:              1157874  100.00%
 
 Reading scores from "tmprules"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  58894  99.62%
-# Correctly spam:      78210  91.65%
-# False positives:       224  0.38%
-# False negatives:      7123  8.35%
-# TCR(l=50): 4.657152  SpamRecall: 91.653%  SpamPrec: 99.714%
+# Correctly non-spam:  58913  99.65%
+# Correctly spam:      78292  91.75%
+# False positives:       205  0.35%
+# False negatives:      7039  8.25%
+# TCR(l=50): 4.935566  SpamRecall: 91.751%  SpamPrec: 99.739%
 
 ##### 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: 471732  99.57%
-# Correctly spam:     526646  76.98%
+# Correctly spam:     526474  76.96%
 # False positives:      2044  0.43%
-# False negatives:    157494  23.02%
-# TCR(l=50): 2.634408  SpamRecall: 76.979%  SpamPrec: 99.613%
+# False negatives:    157624  23.04%
+# TCR(l=50): 2.632928  SpamRecall: 76.959%  SpamPrec: 99.613%
 Reading scores from "../rules-base"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
 # Correctly non-spam:  58854  99.55%
-# Correctly spam:      65400  76.64%
+# Correctly spam:      65660  76.95%
 # False positives:       264  0.45%
-# False negatives:     19933  23.36%
-# TCR(l=50): 2.575469  SpamRecall: 76.641%  SpamPrec: 99.598%
+# False negatives:     19671  23.05%
+# TCR(l=50): 2.595936  SpamRecall: 76.947%  SpamPrec: 99.600%