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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2019/07/09 04:32:37 UTC
svn commit: r1862782 [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=1862782&r1=1862781&r2=1862782&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Tue Jul 9 04:32:37 2019
@@ -3,196 +3,196 @@
score AC_BR_BONANZA 0.001
score AC_DIV_BONANZA 0.001
-score AC_FROM_MANY_DOTS 1.759
-score AC_HTML_NONSENSE_TAGS 1.523
-score ADVANCE_FEE_2_NEW_MONEY 0.287
+score AC_FROM_MANY_DOTS 2.207
+score AC_HTML_NONSENSE_TAGS 1.525
+score ADVANCE_FEE_2_NEW_MONEY 0.285
score ADVANCE_FEE_3_NEW 3.465
-score ADVANCE_FEE_3_NEW_MONEY 1.236
-score ADVANCE_FEE_4_NEW 2.499
-score ADVANCE_FEE_4_NEW_FRM_MNY 0.358
+score ADVANCE_FEE_3_NEW_MONEY 0.860
+score ADVANCE_FEE_4_NEW 2.600
+score ADVANCE_FEE_4_NEW_FRM_MNY 2.248
score ADVANCE_FEE_4_NEW_MONEY 2.599
score ADVANCE_FEE_5_NEW 0.001
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score ADVANCE_FEE_5_NEW_MONEY 1.190
-score AD_PREFS 0.433
-score AMAZON_IMG_NOT_RCVD_AMZN 1.680
+score ADVANCE_FEE_5_NEW_MONEY 1.215
+score AD_PREFS 0.499
+score AMAZON_IMG_NOT_RCVD_AMZN 1.681
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score AXB_XMAILER_MIMEOLE_OL_1ECD5 2.404
-score BIGNUM_EMAILS 2.732
+score AXB_XMAILER_MIMEOLE_OL_1ECD5 0.503
+score BIGNUM_EMAILS 2.680
score BITCOIN_DEADLINE 2.999
score BITCOIN_EXTORT_01 4.996
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 2.439
+score BITCOIN_SPAM_03 2.499
score BITCOIN_SPAM_05 2.499
-score BITCOIN_SPAM_06 0.316
-score BITCOIN_SPAM_07 3.382
+score BITCOIN_SPAM_06 0.978
+score BITCOIN_SPAM_07 3.386
score BITCOIN_SPAM_08 2.499
-score BITCOIN_SPAM_09 1.088
-score BITCOIN_SPAM_11 2.409
-score BODY_SINGLE_URI 1.297
-score BODY_SINGLE_WORD 0.001 # force non-zero
-score BODY_URI_ONLY 1.000
-score BOGUS_MSM_HDRS 1.754
-score CANT_SEE_AD 0.078
+score BITCOIN_SPAM_09 1.138
+score BITCOIN_SPAM_11 1.142
+score BODY_SINGLE_URI 1.298
+score BODY_SINGLE_WORD 0.001
+score BODY_URI_ONLY 0.999
+score BOGUS_MSM_HDRS 2.587
+score CANT_SEE_AD 1.022
score CK_HELO_DYNAMIC_SPLIT_IP 0.001
-score CK_HELO_GENERIC 0.001
-score DATE_IN_FUTURE_96_Q 1.392
-score DEAR_BENEFICIARY 1.628
-score DKIMWL_BL 2.799
+score CK_HELO_GENERIC 0.001 # force non-zero
+score DATE_IN_FUTURE_96_Q 0.388
+score DEAR_BENEFICIARY 2.120
+score DKIMWL_BL 2.999
score DKIMWL_WL_HIGH -0.001
score DKIMWL_WL_MED -0.001
-score DKIMWL_WL_MEDHI -0.001
-score DRUGS_ERECTILE_SHORT_SHORTNER 0.469
+score DKIMWL_WL_MEDHI -0.001 # force non-zero
+score DRUGS_ERECTILE_SHORT_SHORTNER 0.001
score DX_TEXT_03 0.899
score FAKE_REPLY_A1 3.199
score FILL_THIS_FORM 0.001
score FORM_FRAUD 0.999
-score FORM_FRAUD_3 0.320
-score FORM_FRAUD_5 2.899
+score FORM_FRAUD_3 0.643
+score FORM_FRAUD_5 2.839
score FOUND_YOU 0.001
-score FREEMAIL_FORGED_FROMDOMAIN 0.229
-score FROMSPACE 0.204
-score FROM_2_EMAILS_SHORT 0.651
-score FROM_ADDR_WS 2.095
+score FREEMAIL_FORGED_FROMDOMAIN 0.250
+score FROMSPACE 0.214
+score FROM_2_EMAILS_SHORT 0.810
+score FROM_ADDR_WS 1.998
score FROM_FMBLA_NEWDOM 1.499
-score FROM_FMBLA_NEWDOM14 1.000
-score FROM_FMBLA_NEWDOM28 0.799
+score FROM_FMBLA_NEWDOM14 0.999
+score FROM_FMBLA_NEWDOM28 0.800
score FROM_GOV_DKIM_AU -0.001
-score FROM_IN_TO_AND_SUBJ 2.128
+score FROM_IN_TO_AND_SUBJ 0.503
score FROM_MISSPACED 0.001
-score FROM_MISSP_DYNIP 1.155
-score FROM_MISSP_EH_MATCH 0.523
-score FROM_MISSP_FREEMAIL 0.001 # force non-zero
+score FROM_MISSP_DYNIP 2.204
+score FROM_MISSP_EH_MATCH 0.838
+score FROM_MISSP_FREEMAIL 0.001
score FROM_MISSP_MSFT 0.001
-score FROM_MISSP_PHISH 0.776
+score FROM_MISSP_PHISH 2.761
score FROM_MISSP_REPLYTO 0.001
-score FROM_MISSP_SPF_FAIL 1.187
+score FROM_MISSP_SPF_FAIL 1.191
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 0.253
-score FROM_NTLD_REPLY_FREEMAIL 0.745
+score FROM_NAME_EQ_TO_G_DRIVE 0.006
+score FROM_NTLD_REPLY_FREEMAIL 0.744
score FROM_PAYPAL_SPOOF 1.599
-score FROM_SUSPICIOUS_NTLD 0.499
-score FROM_WORDY 2.499
-score FROM_WORDY_SHORT 1.801
-score FROM_WSP_TRAIL 2.699
-score FSL_BULK_SIG 0.211
+score FROM_SUSPICIOUS_NTLD 0.500
+score FROM_WORDY 2.054
+score FROM_WORDY_SHORT 1.194
+score FROM_WSP_TRAIL 2.799
+score FSL_BULK_SIG 0.201
score FSL_CTYPE_WIN1251 0.001
score FSL_HELO_FAKE 3.199
score FSL_NEW_HELO_USER 0.001
score FSL_THIS_IS_ADV 3.099
-score FUZZY_CLICK_HERE 2.380
-score FUZZY_UNSUBSCRIBE 2.599
+score FUZZY_CLICK_HERE 2.039
+score FUZZY_UNSUBSCRIBE 2.600
score GB_FORGED_MUA_POSTFIX 1.999
score GB_FREEMAIL_DISPTO 0.499
-score GB_FREEMAIL_DISPTO_NOTFREEM 0.499
+score GB_FREEMAIL_DISPTO_NOTFREEM 0.500
score GB_GOOG_IMG_NOT_RCVD_GOOG 2.499
score GB_LINKED_IMG_NOT_RCVD_LINK 0.001
score HDRS_LCASE_IMGONLY 0.100
-score HDR_ORDER_FTSDMCXX_DIRECT 1.162
-score HDR_ORDER_FTSDMCXX_NORDNS 1.219
+score HDR_ORDER_FTSDMCXX_DIRECT 1.999
+score HDR_ORDER_FTSDMCXX_NORDNS 1.226
score HEADER_FROM_DIFFERENT_DOMAINS 0.249
score HELO_MISC_IP 0.001
score HELO_NO_DOMAIN 2.199
score HEXHASH_WORD 2.999
-score HK_LOTTO 1.000
+score HK_LOTTO 0.999
score HK_NAME_FM_MR_MRS 1.499
-score HK_NAME_FROM 1.000
+score HK_NAME_FROM 0.999
score HK_NAME_MR_MRS 0.999
-score HK_RANDOM_FROM 0.999
-score HK_RANDOM_REPLYTO 0.999
-score HK_RCVD_IP_MULTICAST 0.682
+score HK_RANDOM_FROM 1.000
+score HK_RANDOM_REPLYTO 0.712
+score HK_RCVD_IP_MULTICAST 0.001
score HK_SCAM 1.627
-score HOSTED_IMG_DIRECT_MX 0.854
-score HTML_ENTITY_ASCII 0.001
+score HOSTED_IMG_DIRECT_MX 3.338
+score HTML_ENTITY_ASCII 2.999
score HTML_OFF_PAGE 2.999
-score HTML_SHRT_CMNT_OBFU_MANY 2.499
-score HTML_SINGLET_MANY 1.255
-score HTML_TEXT_INVISIBLE_STYLE 1.415
+score HTML_SHRT_CMNT_OBFU_MANY 2.500
+score HTML_SINGLET_MANY 1.609
+score HTML_TEXT_INVISIBLE_STYLE 1.417
score IMG_ALT_HSPACE_CID_ALIGN 2.499
score IMG_ONLY_FM_DOM_INFO 2.499
-score KB_FORGED_MOZ4 0.001
+score KB_FORGED_MOZ4 0.001 # force non-zero
score LIST_PARTIAL_SHORT_MSG 2.499
-score LONG_HEX_URI 2.307
-score LONG_IMG_URI 0.467
+score LONG_HEX_URI 2.321
+score LONG_IMG_URI 0.461
score LOTS_OF_MONEY 0.010
-score LUCRATIVE 2.000
-score MALFORMED_FREEMAIL 1.163
-score MALF_HTML_B64 1.873
-score MANY_SPAN_IN_TEXT 2.509
-score MILLION_HUNDRED 2.736
-score MILLION_USD 1.811
+score LUCRATIVE 1.999
+score MALFORMED_FREEMAIL 1.139
+score MALF_HTML_B64 3.472
+score MANY_SPAN_IN_TEXT 2.538
+score MILLION_HUNDRED 2.523
+score MILLION_USD 1.999
score MIMEOLE_DIRECT_TO_MX 1.999
-score MONEY_ATM_CARD 2.309
+score MONEY_ATM_CARD 1.023
score MONEY_FORM 0.001
score MONEY_FORM_SHORT 2.499
-score MONEY_FRAUD_3 0.494
-score MONEY_FRAUD_5 0.911
+score MONEY_FRAUD_3 0.497
+score MONEY_FRAUD_5 1.286
score MONEY_FRAUD_8 3.099
-score MONEY_FROM_41 1.999
+score MONEY_FROM_41 2.000
score MONEY_FROM_MISSP 1.999
-score MSM_PRIO_REPTO 1.443
+score MSM_PRIO_REPTO 1.514
score NORDNS_LOW_CONTRAST 0.222
score NO_FM_NAME_IP_HOSTN 0.001
score NSL_RCVD_FROM_USER 0.001
score NSL_RCVD_HELO_USER 2.799
-score NUMBERONLY_BITCOIN_EXP 1.000
+score NUMBERONLY_BITCOIN_EXP 0.999
score OBFU_BITCOIN 2.999
-score OBFU_TEXT_ATTACH 1.424
+score OBFU_TEXT_ATTACH 0.451
score PDS_DBL_URL_LINKBAIT 2.499
-score PDS_DBL_URL_TNB_RUNON 1.328
-score PDS_HP_HELO_NORDNS 0.914
-score PDS_NO_HELO_DNS 1.327
+score PDS_DBL_URL_TNB_RUNON 1.355
+score PDS_HP_HELO_NORDNS 0.947
+score PDS_NO_HELO_DNS 1.294
score PDS_PHP_EVAL 1.499
-score PDS_TO_EQ_FROM_NAME 0.316
-score PDS_URI_HIDDEN_HELO_NO_DOMAIN 1.421
+score PDS_TO_EQ_FROM_NAME 0.406
+score PDS_URI_HIDDEN_HELO_NO_DOMAIN 1.426
score PDS_X_PHP_WP_EXP 1.499
-score PHOTO_EDITING_DIRECT 2.117
-score PHP_ORIG_SCRIPT 2.500
-score PP_MIME_FAKE_ASCII_TEXT 0.999
-score RATWARE_NO_RDNS 0.098
+score PHOTO_EDITING_DIRECT 1.879
+score PHP_ORIG_SCRIPT 2.499
+score PP_MIME_FAKE_ASCII_TEXT 1.000
+score RATWARE_NO_RDNS 0.908
score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_ATCHNX 0.382
-score RDNS_NUM_TLD_XM 2.476
-score SEO_SUSP_NTLD 1.199
-score SERGIO_SUBJECT_PORN014 1.783
-score SERGIO_SUBJECT_VIAGRA01 2.090
-score SHORTENER_SHORT_IMG 2.186
+score RDNS_NUM_TLD_ATCHNX 1.212
+score RDNS_NUM_TLD_XM 2.999
+score SEO_SUSP_NTLD 1.200
+score SERGIO_SUBJECT_PORN014 2.516
+score SERGIO_SUBJECT_VIAGRA01 1.911
+score SHORTENER_SHORT_IMG 2.351
score SHORT_BODY_G_DRIVE_DYN 1.499
-score SHORT_IMG_SUSP_NTLD 1.403
-score SINGLETS_LOW_CONTRAST 2.339
+score SHORT_IMG_SUSP_NTLD 1.276
+score SINGLETS_LOW_CONTRAST 1.964
score SPOOFED_FREEMAIL_NO_RDNS 1.499
-score SPOOFED_FREEM_REPTO 2.251
+score SPOOFED_FREEM_REPTO 2.216
score STATIC_XPRIO_OLE 0.001
score STOCK_LOW_CONTRAST 0.001
-score TEQF_USR_POLITE 0.757
-score THIS_AD 0.050
-score THIS_IS_ADV_SUSP_NTLD 1.175
-score TO_EQ_FM_DIRECT_MX 1.526
-score TO_EQ_FM_DOM_SPF_FAIL 0.001
-score TO_EQ_FM_SPF_FAIL 0.584
+score TEQF_USR_POLITE 0.764
+score THIS_AD 0.045
+score THIS_IS_ADV_SUSP_NTLD 0.158
+score TO_EQ_FM_DIRECT_MX 1.527
+score TO_EQ_FM_DOM_SPF_FAIL 0.067
+score TO_EQ_FM_SPF_FAIL 0.547
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 2.198
+score TO_NO_BRKTS_FROM_MSSP 1.887
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 1.974
-score TVD_IP_HEX 2.667
-score TVD_IP_SING_HEX 0.176
-score TVD_SPACE_ENCODED 1.005
-score TVD_SPACE_RATIO_MINFP 2.500
+score TO_NO_BRKTS_NORDNS_HTML 1.999
+score TVD_IP_HEX 1.231
+score TVD_IP_SING_HEX 1.208
+score TVD_SPACE_ENCODED 0.778
+score TVD_SPACE_RATIO_MINFP 2.499
score TVD_SUBJ_APPR_LOAN 2.699
score UNICODE_OBFU_ASC 2.499
-score UNICODE_OBFU_ZW 2.150
-score URI_BUFFLY 1.662
+score UNICODE_OBFU_ZW 0.243
+score URI_BUFFLY 1.303
score URI_GOOGLE_PROXY 1.699
-score URI_HEX_IP 1.906
+score URI_HEX_IP 1.200
score URI_ONLY_MSGID_MALF 1.999
score URI_PHISH 3.999
score URI_PHP_REDIR 2.617
@@ -200,11 +200,11 @@ score URI_TRY_3LD 0.0
score URI_WPADMIN 2.399
score URI_WP_DIRINDEX 3.499
score URI_WP_HACKED 1.913
-score URI_WP_HACKED_2 2.499
-score XPRIO 0.490
-score XPRIO_SHORT_SUBJ 0.942
-score YOU_INHERIT 0.215
-score ZW_OBFU_BITCOIN 2.043
+score URI_WP_HACKED_2 2.500
+score XPRIO 0.491
+score XPRIO_SHORT_SUBJ 0.858
+score YOU_INHERIT 0.026
+score ZW_OBFU_BITCOIN 0.070
score AC_SPAMMY_URI_PATTERNS1 1.000
score AC_SPAMMY_URI_PATTERNS10 1.000
score AC_SPAMMY_URI_PATTERNS11 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1862782&r1=1862781&r2=1862782&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Tue Jul 9 04:32:37 2019
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 430266 38.730% (99.472% of non-spam corpus)
-# Correctly spam: 534527 48.114% (78.792% of spam corpus)
-# False positives: 2283 0.206% (0.528% of nonspam, 105603 weighted)
-# False negatives: 143872 12.950% (21.208% of spam, 310540 weighted)
-# Average score for spam: 10.6 nonspam: 0.7
-# Average for false-pos: 5.9 false-neg: 2.2
-# TOTAL: 1110948 100.00%
+# Correctly non-spam: 432165 38.854% (99.470% of non-spam corpus)
+# Correctly spam: 535289 48.125% (78.972% of spam corpus)
+# False positives: 2302 0.207% (0.530% of nonspam, 105154 weighted)
+# False negatives: 142534 12.814% (21.028% of spam, 299977 weighted)
+# Average score for spam: 10.4 nonspam: 0.7
+# Average for false-pos: 5.9 false-neg: 2.1
+# TOTAL: 1112290 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 53614 99.45%
-# Correctly spam: 66923 79.08%
-# False positives: 296 0.55%
-# False negatives: 17707 20.92%
-# TCR(l=50): 2.603439 SpamRecall: 79.077% SpamPrec: 99.560%
+# Correctly non-spam: 53856 99.45%
+# Correctly spam: 66883 79.11%
+# False positives: 299 0.55%
+# False negatives: 17666 20.89%
+# TCR(l=50): 2.592255 SpamRecall: 79.106% SpamPrec: 99.555%
##### 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: 417547 96.53%
-# Correctly spam: 317171 46.75%
-# False positives: 15002 3.47%
-# False negatives: 361228 53.25%
-# TCR(l=50): 0.610440 SpamRecall: 46.753% SpamPrec: 95.484%
+# Correctly non-spam: 419407 96.53%
+# Correctly spam: 314997 46.47%
+# False positives: 15060 3.47%
+# False negatives: 362826 53.53%
+# TCR(l=50): 0.607463 SpamRecall: 46.472% SpamPrec: 95.437%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 52111 96.66%
-# Correctly spam: 39536 46.72%
-# False positives: 1799 3.34%
-# False negatives: 45094 53.28%
-# TCR(l=50): 0.626685 SpamRecall: 46.716% SpamPrec: 95.648%
+# Correctly non-spam: 52360 96.69%
+# Correctly spam: 39391 46.59%
+# False positives: 1795 3.31%
+# False negatives: 45158 53.41%
+# TCR(l=50): 0.626716 SpamRecall: 46.590% SpamPrec: 95.642%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1862782&r1=1862781&r2=1862782&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Tue Jul 9 04:32:37 2019
@@ -1,23 +1,23 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 390703 48.100% (99.858% of non-spam corpus)
-# Correctly spam: 388933 47.882% (92.380% of spam corpus)
-# False positives: 556 0.068% (0.142% of nonspam, 52997 weighted)
-# False negatives: 32081 3.950% (7.620% of spam, 73182 weighted)
-# Average score for spam: 16.7 nonspam: -2.0
-# Average for false-pos: 8.9 false-neg: 2.3
-# TOTAL: 812273 100.00%
+# Correctly non-spam: 390717 48.104% (99.861% of non-spam corpus)
+# Correctly spam: 388937 47.885% (92.391% of spam corpus)
+# False positives: 542 0.067% (0.139% of nonspam, 52245 weighted)
+# False negatives: 32031 3.944% (7.609% of spam, 73135 weighted)
+# Average score for spam: 17.0 nonspam: -2.0
+# Average for false-pos: 9.0 false-neg: 2.3
+# TOTAL: 812227 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 48720 99.86%
-# Correctly spam: 48419 92.31%
+# Correctly spam: 48500 92.48%
# False positives: 70 0.14%
-# False negatives: 4032 7.69%
-# TCR(l=50): 6.963755 SpamRecall: 92.313% SpamPrec: 99.856%
+# False negatives: 3944 7.52%
+# TCR(l=50): 7.045137 SpamRecall: 92.480% SpamPrec: 99.856%
##### 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: 389484 99.55%
-# Correctly spam: 332325 78.93%
+# Correctly spam: 332435 78.97%
# False positives: 1775 0.45%
-# False negatives: 88689 21.07%
-# TCR(l=50): 2.372725 SpamRecall: 78.934% SpamPrec: 99.469%
+# False negatives: 88533 21.03%
+# TCR(l=50): 2.374554 SpamRecall: 78.969% SpamPrec: 99.469%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 48542 99.49%
-# Correctly spam: 41419 78.97%
+# Correctly spam: 41245 78.65%
# False positives: 248 0.51%
-# False negatives: 11032 21.03%
-# TCR(l=50): 2.238435 SpamRecall: 78.967% SpamPrec: 99.405%
+# False negatives: 11199 21.35%
+# TCR(l=50): 2.222298 SpamRecall: 78.646% SpamPrec: 99.402%