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Posted to commits@spamassassin.apache.org by sp...@apache.org on 2020/04/28 04:56:58 UTC
svn commit: r1877099 [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=1877099&r1=1877098&r2=1877099&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Tue Apr 28 04:56:57 2020
@@ -5,77 +5,77 @@ score AC_BR_BONANZA 0.0
score AC_DIV_BONANZA 0.001
score AC_FROM_MANY_DOTS 0.001
score AC_HTML_NONSENSE_TAGS 1.999
-score ADMITS_SPAM 0.948
+score ADMITS_SPAM 0.938
score ADVANCE_FEE_2_NEW_MONEY 1.997
-score ADVANCE_FEE_3_NEW 3.433
-score ADVANCE_FEE_3_NEW_MONEY 2.399
-score ADVANCE_FEE_4_NEW 2.399
+score ADVANCE_FEE_3_NEW 3.376
+score ADVANCE_FEE_3_NEW_MONEY 0.952
+score ADVANCE_FEE_4_NEW 2.499
score ADVANCE_FEE_4_NEW_MONEY 0.001
score ADVANCE_FEE_5_NEW 2.699
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score AD_PREFS 0.223
+score AD_PREFS 0.361
score AMAZON_IMG_NOT_RCVD_AMZN 0.001
score APP_DEVELOPMENT_NORDNS 1.999
score AXB_XMAILER_MIMEOLE_OL_024C2 0.001
-score BITCOIN_EXTORT_01 1.741
-score BITCOIN_MALWARE 3.406
+score BITCOIN_EXTORT_01 2.380
+score BITCOIN_MALWARE 3.370
score BITCOIN_PAY_ME 2.999
-score BITCOIN_SPAM_01 2.457
-score BITCOIN_SPAM_02 0.033
+score BITCOIN_SPAM_01 0.785
+score BITCOIN_SPAM_02 0.001
score BITCOIN_SPAM_03 2.499
-score BITCOIN_SPAM_05 1.922
+score BITCOIN_SPAM_05 1.215
score BITCOIN_SPAM_07 3.499
-score BITCOIN_SPAM_08 0.869
-score BITCOIN_SPAM_09 0.001 # force non-zero
-score BITCOIN_YOUR_INFO 1.810
+score BITCOIN_SPAM_08 0.425
+score BITCOIN_SPAM_09 0.001
+score BITCOIN_YOUR_INFO 1.798
score BODY_SINGLE_URI 0.001
score BODY_SINGLE_WORD 0.001
score BODY_URI_ONLY 0.998
score BOGUS_MIME_VERSION 0.001
-score BOGUS_MSM_HDRS 2.961
+score BOGUS_MSM_HDRS 2.982
score CK_HELO_DYNAMIC_SPLIT_IP 0.001
score CK_HELO_GENERIC 0.248
score CTE_8BIT_MISMATCH 0.998
score CTYPE_NULL 0.001
-score DATE_DOTS 1.220
+score DATE_DOTS 0.929
score DEAR_BENEFICIARY 0.001
score DEAR_EMAIL_USER 2.499
score DKIMWL_BL 2.996
score DKIMWL_WL_HIGH -0.001
-score DKIMWL_WL_MED -0.001 # force non-zero
+score DKIMWL_WL_MED -0.001
score DKIMWL_WL_MEDHI -0.001
-score DX_TEXT_03 0.199
+score DX_TEXT_03 0.300
score END_FUTURE_EMAILS 2.497
score FILL_THIS_FORM 0.001
-score FORGED_RELAY_MUA_TO_MX 3.795
+score FORGED_RELAY_MUA_TO_MX 3.695
score FORGED_SPF_HELO 2.197
-score FORM_FRAUD 0.999
+score FORM_FRAUD 0.001
score FORM_FRAUD_3 0.001
score FORM_FRAUD_5 0.001
-score FOUND_YOU 3.246
-score FREEMAIL_FORGED_FROMDOMAIN 0.249
-score FROMSPACE 2.056
-score FROM_ADDR_WS 0.309
-score FROM_FMBLA_NEWDOM 0.996
-score FROM_FMBLA_NEWDOM14 0.999
-score FROM_FMBLA_NEWDOM28 0.798
+score FOUND_YOU 3.249
+score FREEMAIL_FORGED_FROMDOMAIN 0.248
+score FROMSPACE 2.046
+score FROM_ADDR_WS 1.259
+score FROM_FMBLA_NEWDOM 1.016
+score FROM_FMBLA_NEWDOM14 1.000
+score FROM_FMBLA_NEWDOM28 0.799
score FROM_GOV_DKIM_AU -0.001
score FROM_GOV_SPOOF 0.001
score FROM_MISSPACED 0.001
score FROM_MISSP_DYNIP 3.599
-score FROM_MISSP_EH_MATCH 0.001
-score FROM_MISSP_FREEMAIL 0.001 # force non-zero
+score FROM_MISSP_EH_MATCH 0.001 # force non-zero
+score FROM_MISSP_FREEMAIL 0.001
score FROM_MISSP_MSFT 0.001
-score FROM_MISSP_PHISH 2.397
+score FROM_MISSP_PHISH 2.398
score FROM_MISSP_REPLYTO 0.001
score FROM_MISSP_SPF_FAIL 0.001
score FROM_MISSP_TO_UNDISC 2.499
score FROM_MISSP_USER 0.001
score FROM_MISSP_XPRIO 0.001
-score FROM_NTLD_REPLY_FREEMAIL 0.001
+score FROM_NTLD_REPLY_FREEMAIL 0.001 # force non-zero
score FROM_PAYPAL_SPOOF 0.001
-score FROM_SUSPICIOUS_NTLD 0.499
-score FROM_SUSPICIOUS_NTLD_FP 0.015
+score FROM_SUSPICIOUS_NTLD 0.498
+score FROM_SUSPICIOUS_NTLD_FP 0.013
score FROM_WORDY 2.499
score FSL_BULK_SIG 0.001
score FSL_CTYPE_WIN1251 0.001
@@ -89,8 +89,8 @@ score GB_FREEMAIL_DISPTO 0.4
score GB_FREEMAIL_DISPTO_NOTFREEM 0.499
score GB_GOOGLE_OBFUR 0.749
score GB_GOOGLE_OBFUS 0.749
-score GB_MONERO_CP 0.001
-score GOOG_REDIR_NORDNS 2.035
+score GB_MONERO_CP 1.727
+score GOOG_REDIR_NORDNS 2.653
score HDRS_LCASE 0.099
score HDRS_LCASE_IMGONLY 0.099
score HDR_ORDER_FTSDMCXX_DIRECT 0.001
@@ -98,135 +98,135 @@ score HDR_ORDER_FTSDMCXX_NORDNS 0.0
score HEADER_FROM_DIFFERENT_DOMAINS 0.249
score HELO_MISC_IP 0.001 # force non-zero
score HELO_NO_DOMAIN 0.001
-score HEXHASH_WORD 2.999
+score HEXHASH_WORD 2.996
score HK_NAME_FROM 0.999
score HK_NAME_MR_MRS 0.001
score HK_RANDOM_FROM 0.998
score HK_RANDOM_REPLYTO 0.998
-score HK_RCVD_IP_MULTICAST 0.108
+score HK_RCVD_IP_MULTICAST 0.374
score HK_SCAM 0.001
-score HOSTED_IMG_DIRECT_MX 3.026
-score HOSTED_IMG_FREEM 3.500
-score HOSTED_IMG_MULTI 2.625
-score HTML_OFF_PAGE 0.001
+score HOSTED_IMG_DIRECT_MX 2.627
+score HOSTED_IMG_FREEM 2.991
+score HOSTED_IMG_MULTI 1.607
+score HTML_OFF_PAGE 0.688
score HTML_SINGLET_MANY 1.051
-score HTML_TEXT_INVISIBLE_STYLE 0.943
-score IMG_ONLY_FM_DOM_INFO 0.157
+score HTML_TEXT_INVISIBLE_STYLE 0.937
+score IMG_ONLY_FM_DOM_INFO 0.160
score KB_FORGED_MOZ4 4.299
-score KHOP_FAKE_EBAY 0.735
+score KHOP_FAKE_EBAY 0.001
score KHOP_HELO_FCRDNS 0.398
score LIST_PARTIAL_SHORT_MSG 2.499
-score LIST_PRTL_SAME_USER 1.582
-score LITECOIN_EXTORT_01 2.479
-score LONG_HEX_URI 1.514
-score LONG_IMG_URI 0.001
+score LIST_PRTL_SAME_USER 1.502
+score LITECOIN_EXTORT_01 2.440
+score LONG_HEX_URI 1.610
+score LONG_IMG_URI 0.001 # force non-zero
score LOTS_OF_MONEY 0.010
score MALF_HTML_B64 3.496
-score MALWARE_NORDNS 3.189
-score MANY_SPAN_IN_TEXT 3.218
-score MAY_BE_FORGED 0.222
-score MILLION_HUNDRED 0.811
+score MALWARE_NORDNS 2.996
+score MANY_SPAN_IN_TEXT 3.222
+score MAY_BE_FORGED 0.225
+score MILLION_HUNDRED 0.429
score MIMEOLE_DIRECT_TO_MX 0.001
-score MIME_NO_TEXT 2.000
-score MIXED_ES 0.121
-score MONERO_EXTORT_01 4.021
-score MONEY_ATM_CARD 0.643
-score MONEY_FORM_SHORT 0.001 # force non-zero
+score MIME_NO_TEXT 1.999
+score MIXED_ES 0.124
+score MONERO_EXTORT_01 1.346
+score MONEY_ATM_CARD 0.197
+score MONEY_FORM_SHORT 0.001
score MONEY_FRAUD_3 1.916
-score MONEY_FRAUD_5 0.001 # force non-zero
+score MONEY_FRAUD_5 0.001
score MONEY_FRAUD_8 0.001
score MONEY_FROM_41 1.999
-score MONEY_FROM_MISSP 1.027
-score MSM_PRIO_REPTO 0.001
-score NORDNS_LOW_CONTRAST 2.039
-score NO_FM_NAME_IP_HOSTN 0.526
+score MONEY_FROM_MISSP 1.024
+score MSM_PRIO_REPTO 0.692
+score NORDNS_LOW_CONTRAST 2.002
+score NO_FM_NAME_IP_HOSTN 1.334
score NSL_RCVD_FROM_USER 0.001
-score NSL_RCVD_HELO_USER 1.108
-score NUMBERONLY_BITCOIN_EXP 1.447
-score OBFU_BITCOIN 1.699
-score PDS_BTC_ID 0.476
-score PDS_BTC_MSGID 0.004
+score NSL_RCVD_HELO_USER 1.383
+score NUMBERONLY_BITCOIN_EXP 1.999
+score OBFU_BITCOIN 1.223
+score OBFU_TEXT_ATTACH 1.599
+score PDS_BTC_ID 0.314
+score PDS_BTC_MSGID 0.998
score PDS_DBL_URL_TNB_RUNON 1.999
score PDS_EMPTYSUBJ_URISHRT 1.499
score PDS_FREEMAIL_REPLYTO_URISHRT 0.001
score PDS_FRNOM_TODOM_NAKED_TO 1.499
score PDS_FROM_2_EMAILS 0.799
score PDS_FROM_NAME_TO_DOMAIN 0.999
-score PDS_HELO_SPF_FAIL 1.999
+score PDS_HELO_SPF_FAIL 1.129
score PDS_HP_HELO_NORDNS 0.001
-score PDS_NAKED_TO_NUMERO 0.042
+score PDS_NAKED_TO_NUMERO 0.943
score PDS_NO_FULL_NAME_SPOOFED_URL 0.749
score PDS_OTHER_BAD_TLD 1.997
-score PDS_PHPEXP_BOT 1.499
score PDS_SHORTFWD_URISHRT 1.498
-score PDS_SHORT_BOGUS_MSM_HDRS 0.946
+score PDS_SHORT_BOGUS_MSM_HDRS 1.029
score PDS_SHORT_SPOOFED_URL 1.999
score PDS_TINYSUBJ_URISHRT 0.001
-score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.403
+score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 1.296
score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.999
score PDS_TONAME_EQ_TOLOCAL_SHORT 1.999
-score PDS_TONAME_EQ_TOLOCAL_VSHORT 1.000
-score PDS_TO_EQ_FROM_NAME 2.400
-score PHP_ORIG_SCRIPT 2.500
+score PDS_TONAME_EQ_TOLOCAL_VSHORT 0.999
+score PDS_TO_EQ_FROM_NAME 2.399
+score PHP_ORIG_SCRIPT 2.497
score PP_MIME_FAKE_ASCII_TEXT 0.001
score RATWARE_NO_RDNS 0.001
score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_ATCHNX 0.494
+score RDNS_NUM_TLD_ATCHNX 0.833
score RDNS_NUM_TLD_XM 0.001
score RISK_FREE 1.604
score SCRIPT_GIBBERISH 3.299
-score SERGIO_SUBJECT_PORN014 2.603
+score SERGIO_SUBJECT_PORN014 2.604
score SERGIO_SUBJECT_VIAGRA01 4.299
score SHOPIFY_IMG_NOT_RCVD_SFY 2.499
-score SHORTENER_SHORT_IMG 0.574
-score SHORT_IMG_SUSP_NTLD 1.115
+score SHORTENER_SHORT_IMG 2.090
+score SHORT_IMG_SUSP_NTLD 1.499
score SHORT_SHORTNER 1.997
-score SINGLETS_LOW_CONTRAST 0.001
+score SINGLETS_LOW_CONTRAST 0.001 # force non-zero
score SPOOFED_FREEMAIL 1.997
-score SPOOFED_FREEMAIL_NO_RDNS 0.044
-score SPOOFED_FREEM_REPTO 0.139
+score SPOOFED_FREEMAIL_NO_RDNS 0.001
+score SPOOFED_FREEM_REPTO 0.099
score STATIC_XPRIO_OLE 0.001
score STOCK_LOW_CONTRAST 2.497
-score SUBJ_OBFU_PUNCT_FEW 0.748
-score SUBJ_OBFU_PUNCT_MANY 1.399
+score SUBJ_OBFU_PUNCT_FEW 0.495
+score SUBJ_OBFU_PUNCT_MANY 1.651
score TEQF_USR_POLITE 0.001
-score THIS_AD 1.257
-score THIS_IS_ADV_SUSP_NTLD 0.001
+score THIS_AD 1.100
+score THIS_IS_ADV_SUSP_NTLD 0.273
score TONOM_EQ_TOLOC_SHRT_PSHRTNER 0.001
score TONOM_EQ_TOLOC_SHRT_SHRTNER 1.499
-score TO_EQ_FM_DIRECT_MX 2.437
+score TO_EQ_FM_DIRECT_MX 0.001
score TO_EQ_FM_DOM_HTML_IMG 0.001
-score TO_EQ_FM_DOM_HTML_ONLY 1.305
+score TO_EQ_FM_DOM_HTML_ONLY 1.377
score TO_EQ_FM_DOM_SPF_FAIL 0.001
-score TO_EQ_FM_HTML_ONLY 0.615
-score TO_EQ_FM_SPF_FAIL 0.473
+score TO_EQ_FM_HTML_ONLY 0.001
+score TO_EQ_FM_SPF_FAIL 1.186
score TO_IN_SUBJ 0.100
-score TO_NAME_SUBJ_NO_RDNS 2.260
-score TO_NO_BRKTS_FROM_MSSP 1.578
-score TO_NO_BRKTS_HTML_IMG 1.167
+score TO_NAME_SUBJ_NO_RDNS 2.257
+score TO_NO_BRKTS_FROM_MSSP 1.117
+score TO_NO_BRKTS_HTML_IMG 0.060
score TO_NO_BRKTS_HTML_ONLY 1.997
score TO_NO_BRKTS_MSFT 0.001
score TO_NO_BRKTS_NORDNS_HTML 0.001
-score TO_NO_BRKTS_PCNT 2.499
+score TO_NO_BRKTS_PCNT 2.399
score TVD_SPACE_ENCODED 0.001
-score TVD_SPACE_RATIO_MINFP 1.428
+score TVD_SPACE_RATIO_MINFP 2.409
score UNICODE_OBFU_ASC 2.499
score UPGRADE_MAILBOX 0.001
score UPPERCASE_URI 0.856
-score URI_BUFFLY 1.653
-score URI_GOOGLE_PROXY 2.397
+score URI_BUFFLY 1.492
+score URI_GOOGLE_PROXY 2.297
score URI_IMG_WP_REDIR 2.999
-score URI_ONLY_MSGID_MALF 0.865
-score URI_OPTOUT_3LD 1.999
-score URI_PHISH 2.595
+score URI_ONLY_MSGID_MALF 0.861
+score URI_OPTOUT_3LD 2.000
+score URI_PHISH 3.096
score URI_PHP_REDIR 3.496
score URI_TRY_3LD 1.997
score URI_WPADMIN 2.299
score URI_WP_DIRINDEX 2.447
score URI_WP_HACKED 0.014
-score URI_WP_HACKED_2 2.497
-score XPRIO_SHORT_SUBJ 0.001
-score XPRIO_URL_SHORTNER 1.000
+score URI_WP_HACKED_2 2.498
+score XPRIO_SHORT_SUBJ 1.694
+score XPRIO_URL_SHORTNER 0.640
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=1877099&r1=1877098&r2=1877099&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Tue Apr 28 04:56:57 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 756393 53.707% (99.697% of non-spam corpus)
-# Correctly spam: 445428 31.627% (68.561% of spam corpus)
-# False positives: 2299 0.163% (0.303% of nonspam, 61024 weighted)
-# False negatives: 204250 14.503% (31.439% of spam, 442647 weighted)
-# Average score for spam: 7.8 nonspam: 0.6
+# Correctly non-spam: 744176 53.215% (99.742% of non-spam corpus)
+# Correctly spam: 441888 31.599% (67.740% of spam corpus)
+# False positives: 1928 0.138% (0.258% of nonspam, 52499 weighted)
+# False negatives: 210438 15.048% (32.260% of spam, 469521 weighted)
+# Average score for spam: 7.5 nonspam: 0.5
# Average for false-pos: 6.2 false-neg: 2.2
-# TOTAL: 1408370 100.00%
+# TOTAL: 1398430 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 94187 99.54%
-# Correctly spam: 56203 69.35%
-# False positives: 434 0.46%
-# False negatives: 24841 30.65%
-# TCR(l=50): 1.741346 SpamRecall: 69.349% SpamPrec: 99.234%
+# Correctly non-spam: 92652 99.57%
+# Correctly spam: 56786 69.79%
+# False positives: 397 0.43%
+# False negatives: 24579 30.21%
+# TCR(l=50): 1.831349 SpamRecall: 69.792% SpamPrec: 99.306%
##### 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: 746237 98.36%
-# Correctly spam: 304632 46.89%
-# False positives: 12455 1.64%
-# False negatives: 345046 53.11%
-# TCR(l=50): 0.671296 SpamRecall: 46.890% SpamPrec: 96.072%
+# Correctly non-spam: 734382 98.43%
+# Correctly spam: 316463 48.51%
+# False positives: 11722 1.57%
+# False negatives: 335863 51.49%
+# TCR(l=50): 0.707540 SpamRecall: 48.513% SpamPrec: 96.428%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 93143 98.44%
-# Correctly spam: 38143 47.06%
-# False positives: 1478 1.56%
-# False negatives: 42901 52.94%
-# TCR(l=50): 0.693864 SpamRecall: 47.065% SpamPrec: 96.270%
+# Correctly non-spam: 91603 98.45%
+# Correctly spam: 39382 48.40%
+# False positives: 1446 1.55%
+# False negatives: 41983 51.60%
+# TCR(l=50): 0.711961 SpamRecall: 48.402% SpamPrec: 96.458%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1877099&r1=1877098&r2=1877099&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Tue Apr 28 04:56:57 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 261953 28.175% (96.957% of non-spam corpus)
-# Correctly spam: 562496 60.501% (85.283% of spam corpus)
-# False positives: 8222 0.884% (3.043% of nonspam, 1609374 weighted)
-# False negatives: 97066 10.440% (14.717% of spam, 215221 weighted)
+# Correctly non-spam: 261952 28.175% (96.960% of non-spam corpus)
+# Correctly spam: 562749 60.529% (85.322% of spam corpus)
+# False positives: 8213 0.883% (3.040% of nonspam, 1608444 weighted)
+# False negatives: 96808 10.413% (14.678% of spam, 214083 weighted)
# Average score for spam: 14.7 nonspam: -0.2
# Average for false-pos: 8.0 false-neg: 2.2
-# TOTAL: 929737 100.00%
+# TOTAL: 929722 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 32716 96.86%
-# Correctly spam: 70292 85.45%
-# False positives: 1061 3.14%
-# False negatives: 11972 14.55%
-# TCR(l=50): 1.265172 SpamRecall: 85.447% SpamPrec: 98.513%
+# Correctly non-spam: 32712 96.85%
+# Correctly spam: 70313 85.47%
+# False positives: 1064 3.15%
+# False negatives: 11951 14.53%
+# TCR(l=50): 1.262667 SpamRecall: 85.472% SpamPrec: 98.509%
##### 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: 265793 98.38%
-# Correctly spam: 399423 60.56%
-# False positives: 4382 1.62%
-# False negatives: 260139 39.44%
-# TCR(l=50): 1.376269 SpamRecall: 60.559% SpamPrec: 98.915%
+# Correctly non-spam: 265747 98.36%
+# Correctly spam: 399477 60.57%
+# False positives: 4418 1.64%
+# False negatives: 260080 39.43%
+# TCR(l=50): 1.371277 SpamRecall: 60.567% SpamPrec: 98.906%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 33204 98.30%
-# Correctly spam: 49873 60.63%
-# False positives: 573 1.70%
-# False negatives: 32391 39.37%
-# TCR(l=50): 1.347684 SpamRecall: 60.626% SpamPrec: 98.864%
+# Correctly non-spam: 33212 98.33%
+# Correctly spam: 49854 60.60%
+# False positives: 564 1.67%
+# False negatives: 32410 39.40%
+# TCR(l=50): 1.357268 SpamRecall: 60.602% SpamPrec: 98.881%