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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2020/09/04 03:10:19 UTC

svn commit: r1881425 [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=1881425&r1=1881424&r2=1881425&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Fri Sep  4 03:10:19 2020
@@ -3,174 +3,179 @@
 
 score AC_BR_BONANZA                  0.001
 score AC_DIV_BONANZA                 0.001 # force non-zero
-score AC_FROM_MANY_DOTS              2.999
+score AC_FROM_MANY_DOTS              2.258
 score AC_HTML_NONSENSE_TAGS          1.999
-score AC_POST_EXTRAS                 0.001 # force non-zero
-score ADVANCE_FEE_2_NEW_MONEY        2.000
-score ADVANCE_FEE_3_NEW              3.467
-score ADVANCE_FEE_3_NEW_FRM_MNY      2.124
-score ADVANCE_FEE_3_NEW_MONEY        2.499
-score ADVANCE_FEE_5_NEW_FRM_MNY      0.001
-score AMAZON_IMG_NOT_RCVD_AMZN       2.499
-score AXB_XMAILER_MIMEOLE_OL_024C2   1.652
+score AC_POST_EXTRAS                 0.001
+score ADVANCE_FEE_2_NEW_MONEY        1.999
+score ADVANCE_FEE_3_NEW              3.463
+score ADVANCE_FEE_3_NEW_FRM_MNY      0.854
+score ADVANCE_FEE_3_NEW_MONEY        2.399
+score ADVANCE_FEE_5_NEW_FRM_MNY      0.001 # force non-zero
+score ADVANCE_FEE_5_NEW_MONEY        0.001 # force non-zero
+score AMAZON_IMG_NOT_RCVD_AMZN       2.500
+score AXB_XMAILER_MIMEOLE_OL_024C2   0.001
 score BITCOIN_EXTORT_01              4.999
-score BITCOIN_MALWARE                2.912
-score BITCOIN_SPAM_08                0.001
+score BITCOIN_MALWARE                2.287
+score BITCOIN_SPAM_08                1.510
 score BITCOIN_SPAM_09                1.499
 score BITCOIN_YOUR_INFO              1.415
+score BODY_SINGLE_URI                2.499
 score BODY_URI_ONLY                  0.999
 score BOGUS_MIME_VERSION             3.499
-score CK_HELO_DYNAMIC_SPLIT_IP       1.380
+score CK_HELO_DYNAMIC_SPLIT_IP       0.001
 score CK_HELO_GENERIC                0.250
-score CTE_8BIT_MISMATCH              0.999
+score CTE_8BIT_MISMATCH              1.000
 score CTYPE_NULL                     2.699
 score DKIMWL_BL                      2.999
 score DKIMWL_WL_HIGH                 -0.001
 score DKIMWL_WL_MED                  -0.500
 score DSN_NO_MIMEVERSION             1.999
-score DX_TEXT_03                     0.600
-score END_FUTURE_EMAILS              2.500
+score DX_TEXT_03                     0.599
+score END_FUTURE_EMAILS              2.499
 score FILL_THIS_FORM                 0.001
 score FONT_INVIS_DIRECT              0.001
-score FONT_INVIS_DOTGOV              0.001
-score FONT_INVIS_LONG_LINE           0.001 # force non-zero
-score FONT_INVIS_POSTEXTRAS          1.474
-score FORGED_RELAY_MUA_TO_MX         3.598
-score FORGED_SPF_HELO                0.157
+score FONT_INVIS_DOTGOV              0.042
+score FONT_INVIS_LONG_LINE           0.001
+score FONT_INVIS_POSTEXTRAS          1.433
+score FORGED_RELAY_MUA_TO_MX         3.669
+score FORGED_SPF_HELO                0.442
 score FORM_FRAUD_5                   2.599
-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                   2.999
 score FROM_FMBLA_NEWDOM              1.499
 score FROM_FMBLA_NEWDOM14            0.999
-score FROM_FMBLA_NEWDOM28            0.800
+score FROM_FMBLA_NEWDOM28            0.799
 score FROM_GOV_DKIM_AU               -0.446
-score FROM_GOV_SPOOF                 0.999
+score FROM_GOV_SPOOF                 0.001
 score FROM_MISSPACED                 0.001
-score FROM_MISSP_DYNIP               1.536
-score FROM_MISSP_EH_MATCH            0.001
-score FROM_MISSP_FREEMAIL            1.867
+score FROM_MISSP_DYNIP               0.588
+score FROM_MISSP_EH_MATCH            0.001 # force non-zero
+score FROM_MISSP_FREEMAIL            2.473
 score FROM_MISSP_MSFT                0.001
-score FROM_MISSP_REPLYTO             1.144
+score FROM_MISSP_REPLYTO             1.838
 score FROM_MISSP_SPF_FAIL            1.999
-score FROM_MISSP_TO_UNDISC           0.516
+score FROM_MISSP_TO_UNDISC           0.359
 score FROM_MISSP_USER                0.001
-score FROM_MISSP_XPRIO               1.899
-score FROM_NTLD_REPLY_FREEMAIL       0.696
-score FROM_PAYPAL_SPOOF              1.599
+score FROM_MISSP_XPRIO               2.300
+score FROM_NTLD_REPLY_FREEMAIL       1.999
 score FROM_SUSPICIOUS_NTLD           0.499
 score FROM_SUSPICIOUS_NTLD_FP        1.999
-score FROM_WORDY                     0.367
+score FROM_WORDY                     1.108
 score FSL_BULK_SIG                   0.001
-score FSL_CTYPE_WIN1251              0.001 # force non-zero
+score FSL_CTYPE_WIN1251              0.001
+score FSL_HELO_FAKE                  3.226
 score FSL_NEW_HELO_USER              0.001
-score FUZZY_SAVINGS                  1.512
-score FUZZY_WALLET                   1.382
-score GB_BITCOIN_CP                  1.111
+score FUZZY_SAVINGS                  2.245
+score FUZZY_WALLET                   1.764
+score GB_BITCOIN_CP                  1.242
 score GB_FREEMAIL_DISPTO             0.001
 score GB_GOOGLE_OBFUS                0.750
-score HDRS_LCASE                     0.099
-score HDRS_LCASE_IMGONLY             0.100
+score HDRS_LCASE                     0.100
+score HDRS_LCASE_IMGONLY             0.099
 score HDR_ORDER_FTSDMCXX_DIRECT      1.999
 score HDR_ORDER_FTSDMCXX_NORDNS      3.499
 score HEADER_FROM_DIFFERENT_DOMAINS  0.001 # force non-zero
-score HELO_MISC_IP                   0.173
-score HELO_NO_DOMAIN                 0.001 # force non-zero
-score HK_LOTTO                       0.999
+score HELO_MISC_IP                   0.001 # force non-zero
+score HELO_NO_DOMAIN                 0.001
+score HK_NAME_FM_MR_MRS              0.964
 score HK_RANDOM_FROM                 0.999
 score HK_RANDOM_REPLYTO              1.000
 score HK_SCAM                        1.999
 score HOSTED_IMG_FREEM               3.499
-score HOSTED_IMG_MULTI               1.141
+score HOSTED_IMG_MULTI               0.945
 score HTML_SINGLET_MANY              2.499
-score HTML_TEXT_INVISIBLE_FONT       2.198
-score HTML_TEXT_INVISIBLE_STYLE      1.918
+score HTML_TEXT_INVISIBLE_FONT       2.200
+score HTML_TEXT_INVISIBLE_STYLE      1.917
 score IMG_ONLY_FM_DOM_INFO           2.499
-score KB_FORGED_MOZ4                 4.499
-score KHOP_FAKE_EBAY                 0.727
+score KB_FORGED_MOZ4                 3.876
+score KHOP_FAKE_EBAY                 0.628
 score KHOP_HELO_FCRDNS               0.400
-score LIST_PRTL_SAME_USER            0.068
+score LIST_PRTL_SAME_USER            0.743
 score LONG_HEX_URI                   0.001
 score LOTS_OF_MONEY                  0.010
-score MALWARE_NORDNS                 1.304
-score MALWARE_PASSWORD               3.289
-score MANY_SPAN_IN_TEXT              3.299
+score MALWARE_NORDNS                 3.490
+score MALWARE_PASSWORD               3.021
+score MANY_SPAN_IN_TEXT              3.200
 score MAY_BE_FORGED                  0.001
-score MILLION_HUNDRED                2.196
-score MIMEOLE_DIRECT_TO_MX           1.277
+score MILLION_HUNDRED                1.300
+score MIMEOLE_DIRECT_TO_MX           0.103
 score MIXED_ES                       1.440
 score MONEY_FORM_SHORT               2.499
 score MONEY_FRAUD_3                  2.399
-score MONEY_FRAUD_5                  0.781
+score MONEY_FRAUD_5                  0.716
 score MONEY_FRAUD_8                  0.001
-score MONEY_FROM_MISSP               1.814
-score MSM_PRIO_REPTO                 2.499
-score NICE_REPLY_A                   -2.403
-score NORDNS_LOW_CONTRAST            0.912
+score MONEY_FROM_MISSP               1.412
+score MSM_PRIO_REPTO                 2.291
+score NICE_REPLY_A                   -0.107
+score NORDNS_LOW_CONTRAST            0.911
 score NO_FM_NAME_IP_HOSTN            0.001
-score NSL_RCVD_FROM_USER             0.001 # force non-zero
-score NSL_RCVD_HELO_USER             0.331
-score OFFER_ONLY_AMERICA             0.001
-score PDS_EMPTYSUBJ_URISHRT          0.017
+score NSL_RCVD_FROM_USER             0.001
+score NSL_RCVD_HELO_USER             0.093
+score OFFER_ONLY_AMERICA             1.837
+score PDS_EMPTYSUBJ_URISHRT          0.001
 score PDS_FREEMAIL_REPLYTO_URISHRT   1.499
 score PDS_FRNOM_TODOM_NAKED_TO       1.499
 score PDS_FROM_2_EMAILS              1.298
 score PDS_FROM_NAME_TO_DOMAIN        0.999
 score PDS_NAKED_TO_NUMERO            1.999
-score PDS_SHORTFWD_URISHRT           1.500
-score PDS_TINYSUBJ_URISHRT           0.207
+score PDS_RDNS_DYNAMIC_FP            0.001 # force non-zero
+score PDS_SHORTFWD_URISHRT           1.499
+score PDS_TINYSUBJ_URISHRT           0.227
 score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.999
 score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.999
-score PDS_TONAME_EQ_TOLOCAL_VSHORT   0.999
+score PDS_TONAME_EQ_TOLOCAL_SHORT    1.999
+score PDS_TONAME_EQ_TOLOCAL_VSHORT   1.000
 score PDS_TO_EQ_FROM_NAME            3.199
-score PP_MIME_FAKE_ASCII_TEXT        0.001 # force non-zero
-score RCVD_IN_MSPIKE_H2              -0.001 # force non-zero
-score RDNS_NUM_TLD_XM                1.844
+score PP_MIME_FAKE_ASCII_TEXT        0.001
+score RCVD_IN_MSPIKE_H2              -0.001
+score RDNS_NUM_TLD_XM                1.410
 score SERGIO_SUBJECT_VIAGRA01        3.799
 score SHORTENED_URL_SRC              3.999
-score SHORTENER_SHORT_IMG            1.322
+score SHORTENER_SHORT_IMG            1.211
 score SHORT_SHORTNER                 1.999
-score SINGLETS_LOW_CONTRAST          0.211
-score SPOOFED_FREEMAIL               1.285
-score SPOOFED_FREEMAIL_NO_RDNS       0.001 # force non-zero
+score SINGLETS_LOW_CONTRAST          0.195
+score SPOOFED_FREEMAIL               1.241
+score SPOOFED_FREEMAIL_NO_RDNS       0.001
 score SPOOFED_FREEM_REPTO            2.499
-score SPOOFED_FREEM_REPTO_CHN        3.016
+score SPOOFED_FREEM_REPTO_CHN        2.883
+score SPOOFED_URL                    1.972
+score SPOOFED_URL_HOST               0.595
 score STATIC_XPRIO_OLE               1.999
-score STOCK_LOW_CONTRAST             1.671
-score SUBJ_OBFU_PUNCT_FEW            0.435
-score SUBJ_OBFU_PUNCT_MANY           0.322
+score STOCK_LOW_CONTRAST             1.669
+score SUBJ_OBFU_PUNCT_FEW            0.097
+score SUBJ_OBFU_PUNCT_MANY           0.421
 score SUSP_UTF8_WORD_FROM            1.999
-score SUSP_UTF8_WORD_SUBJ            2.000
-score THIS_AD                        0.900
-score THIS_IS_ADV_SUSP_NTLD          1.277
-score TONOM_EQ_TOLOC_SHRT_PSHRTNER   1.163
+score SUSP_UTF8_WORD_SUBJ            1.999
+score THIS_AD                        0.899
+score THIS_IS_ADV_SUSP_NTLD          0.089
+score TONOM_EQ_TOLOC_SHRT_PSHRTNER   0.202
 score TONOM_EQ_TOLOC_SHRT_SHRTNER    1.499
-score TO_EQ_FM_DOM_HTML_IMG          0.256
-score TO_EQ_FM_DOM_HTML_ONLY         1.699
+score TO_EQ_FM_DOM_HTML_IMG          0.247
+score TO_EQ_FM_DOM_HTML_ONLY         1.599
 score TO_EQ_FM_DOM_SPF_FAIL          0.001
-score TO_EQ_FM_HTML_ONLY             1.599
+score TO_EQ_FM_HTML_ONLY             1.032
 score TO_EQ_FM_SPF_FAIL              0.001
-score TO_IN_SUBJ                     0.099
-score TO_NAME_SUBJ_NO_RDNS           2.241
-score TO_NO_BRKTS_FROM_MSSP          2.499
+score TO_IN_SUBJ                     0.100
+score TO_NAME_SUBJ_NO_RDNS           1.777
+score TO_NO_BRKTS_DYNIP              1.641
+score TO_NO_BRKTS_FROM_MSSP          1.804
 score TO_NO_BRKTS_HTML_IMG           1.999
-score TO_NO_BRKTS_HTML_ONLY          2.000
-score TO_NO_BRKTS_MSFT               1.241
+score TO_NO_BRKTS_HTML_ONLY          1.999
+score TO_NO_BRKTS_MSFT               1.910
 score TO_NO_BRKTS_NORDNS_HTML        1.999
-score TO_NO_BRKTS_PCNT               2.389
-score TVD_SPACE_ENCODED              2.049
-score TVD_SPACE_RATIO_MINFP          0.443
-score UPGRADE_MAILBOX                1.299
+score TO_NO_BRKTS_PCNT               2.394
+score TVD_SPACE_ENCODED              0.034
+score TVD_SPACE_RATIO_MINFP          0.442
+score UPGRADE_MAILBOX                1.199
 score URI_GOOGLE_PROXY               2.199
 score URI_IMG_WP_REDIR               2.999
-score URI_ONLY_MSGID_MALF            1.999
 score URI_PHP_REDIR                  3.499
 score URI_TRY_3LD                    1.999
 score URI_WP_DIRINDEX                3.499
-score URI_WP_HACKED_2                2.309
-score XPRIO_SHORT_SUBJ               2.271
-score XPRIO_URL_SHORTNER             0.001
+score URI_WP_HACKED_2                2.354
+score XPRIO_SHORT_SUBJ               2.355
+score XPRIO_URL_SHORTNER             0.998
 score AC_SPAMMY_URI_PATTERNS1        1.000
 score AC_SPAMMY_URI_PATTERNS10       1.000
 score AC_SPAMMY_URI_PATTERNS11       1.000
@@ -218,6 +223,7 @@ score FBI_MONEY                      1.0
 score FBI_SPOOF                      1.000
 score FORM_FRAUD                     1.000
 score FORM_LOW_CONTRAST              1.000
+score FOUND_YOU                      1.000
 score FREEM_FRNUM_UNICD_EMPTY        1.000
 score FRNAME_IN_MSG_XPRIO_NO_SUB     1.000
 score FROM_BANK_NOAUTH               1.000
@@ -227,6 +233,7 @@ score FROM_NEWDOM_BTC                1.0
 score FROM_NTLD_LINKBAIT             1.000
 score FROM_NUMBERO_NEWDOMAIN         1.000
 score FROM_NUMERIC_TLD               1.000
+score FROM_PAYPAL_SPOOF              1.000
 score FROM_WORDY_SHORT               1.000
 score GAPPY_SALES_LEADS_FREEM        1.000
 score GB_FORGED_MUA_POSTFIX          1.000
@@ -284,6 +291,7 @@ score UNICODE_OBFU_ASC               1.0
 score UNICODE_OBFU_ZW                1.000
 score URI_DATA                       1.000
 score URI_HEX_IP                     1.000
+score URI_ONLY_MSGID_MALF            1.000
 score URI_OPTOUT_3LD                 1.000
 score URI_PHISH                      1.000
 score URI_WP_HACKED                  1.000

Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1881425&r1=1881424&r2=1881425&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Fri Sep  4 03:10:19 2020
@@ -1,40 +1,40 @@
 ##### WITH NEW RULES AND SCORES #####
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam: 173765  13.859%  (99.010% of non-spam corpus)
-# Correctly spam:     725812  57.890%  (67.312% of spam corpus)
-# False positives:      1738  0.139%  (0.990% of nonspam, 298925 weighted)
-# False negatives:    352465  28.112%  (32.688% of spam, 1242310 weighted)
-# Average score for spam:  7.0    nonspam: 0.8
-# Average for false-pos:   5.6  false-neg: 3.5
-# TOTAL:              1253780  100.00%
+# Correctly non-spam: 170540  13.069%  (99.165% of non-spam corpus)
+# Correctly spam:     985641  75.534%  (87.000% of spam corpus)
+# False positives:      1436  0.110%  (0.835% of nonspam, 260880 weighted)
+# False negatives:    147285  11.287%  (13.000% of spam, 337684 weighted)
+# Average score for spam:  10.8    nonspam: 0.8
+# Average for false-pos:   5.5  false-neg: 2.3
+# TOTAL:              1304902  100.00%
 
 Reading scores from "tmprules"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  21806  98.86%
-# Correctly spam:     100907  75.02%
-# False positives:       252  1.14%
-# False negatives:     33602  24.98%
-# TCR(l=50): 2.911324  SpamRecall: 75.019%  SpamPrec: 99.751%
+# Correctly non-spam:  21463  99.13%
+# Correctly spam:     123098  87.07%
+# False positives:       189  0.87%
+# False negatives:     18288  12.93%
+# TCR(l=50): 5.097195  SpamRecall: 87.065%  SpamPrec: 99.847%
 
 ##### 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: 167737  95.58%
-# Correctly spam:     405352  37.59%
-# False positives:      7766  4.42%
-# False negatives:    672925  62.41%
-# TCR(l=50): 1.016068  SpamRecall: 37.593%  SpamPrec: 98.120%
+# Correctly non-spam: 164141  95.44%
+# Correctly spam:     420218  37.09%
+# False positives:      7835  4.56%
+# False negatives:    712708  62.91%
+# TCR(l=50): 1.025776  SpamRecall: 37.091%  SpamPrec: 98.170%
 Reading scores from "../rules-base"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  21081  95.57%
-# Correctly spam:      50707  37.70%
-# False positives:       977  4.43%
-# False negatives:     83802  62.30%
-# TCR(l=50): 1.013999  SpamRecall: 37.698%  SpamPrec: 98.110%
+# Correctly non-spam:  20653  95.39%
+# Correctly spam:      52626  37.22%
+# False positives:       999  4.61%
+# False negatives:     88760  62.78%
+# TCR(l=50): 1.019292  SpamRecall: 37.222%  SpamPrec: 98.137%

Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1881425&r1=1881424&r2=1881425&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Fri Sep  4 03:10:19 2020
@@ -1,23 +1,23 @@
 ##### WITH NEW RULES AND SCORES #####
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam: 150681  12.404%  (98.925% of non-spam corpus)
-# Correctly spam:     1001957  82.480%  (94.305% of spam corpus)
-# False positives:      1637  0.135%  (1.075% of nonspam, 828454 weighted)
-# False negatives:     60507  4.981%  (5.695% of spam, 119957 weighted)
-# Average score for spam:  12.2    nonspam: -0.7
-# Average for false-pos:   7.3  false-neg: 2.0
-# TOTAL:              1214782  100.00%
+# Correctly non-spam: 150674  12.404%  (98.921% of non-spam corpus)
+# Correctly spam:     1012489  83.350%  (95.299% of spam corpus)
+# False positives:      1644  0.135%  (1.079% of nonspam, 830538 weighted)
+# False negatives:     49940  4.111%  (4.701% of spam,  91300 weighted)
+# Average score for spam:  13.8    nonspam: -0.7
+# Average for false-pos:   7.2  false-neg: 1.8
+# TOTAL:              1214747  100.00%
 
 Reading scores from "tmprules"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
-# Correctly non-spam:  18957  98.98%
-# Correctly spam:     125091  94.32%
-# False positives:       195  1.02%
-# False negatives:      7532  5.68%
-# TCR(l=50): 7.674054  SpamRecall: 94.321%  SpamPrec: 99.844%
+# Correctly non-spam:  18949  98.94%
+# Correctly spam:     126334  95.26%
+# False positives:       203  1.06%
+# False negatives:      6286  4.74%
+# TCR(l=50): 8.068873  SpamRecall: 95.260%  SpamPrec: 99.840%
 
 ##### 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: 148571  97.54%
-# Correctly spam:     651902  61.36%
+# Correctly spam:     652140  61.38%
 # False positives:      3747  2.46%
-# False negatives:    410562  38.64%
-# TCR(l=50): 1.776957  SpamRecall: 61.358%  SpamPrec: 99.429%
+# False negatives:    410289  38.62%
+# TCR(l=50): 1.777710  SpamRecall: 61.382%  SpamPrec: 99.429%
 Reading scores from "../rules-base"...
 Reading per-message hit stat logs and scores...
 
 # SUMMARY for threshold 5.0:
 # Correctly non-spam:  18671  97.49%
-# Correctly spam:      81400  61.38%
+# Correctly spam:      81270  61.28%
 # False positives:       481  2.51%
-# False negatives:     51223  38.62%
-# TCR(l=50): 1.761893  SpamRecall: 61.377%  SpamPrec: 99.413%
+# False negatives:     51350  38.72%
+# TCR(l=50): 1.758886  SpamRecall: 61.280%  SpamPrec: 99.412%