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svn commit: r1878336 [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=1878336&r1=1878335&r2=1878336&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Mon Jun 1 05:11:42 2020
@@ -3,134 +3,134 @@

score AC_BR_BONANZA 0.001 # force non-zero
score AC_DIV_BONANZA 0.001
-score AC_FROM_MANY_DOTS 0.001
+score AC_FROM_MANY_DOTS 0.001 # force non-zero
score AC_HTML_NONSENSE_TAGS 1.999
-score ADMITS_SPAM 0.759
-score ADVANCE_FEE_2_NEW_MONEY 0.969
-score ADVANCE_FEE_3_NEW 1.690
-score ADVANCE_FEE_3_NEW_MONEY 1.411
+score ADMITS_SPAM 0.958
+score ADVANCE_FEE_2_NEW_MONEY 0.946
+score ADVANCE_FEE_3_NEW 1.115
+score ADVANCE_FEE_3_NEW_MONEY 1.338
score ADVANCE_FEE_4_NEW 0.001
-score ADVANCE_FEE_4_NEW_MONEY 2.422
+score ADVANCE_FEE_4_NEW_MONEY 2.377
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score ADVANCE_FEE_5_NEW_MONEY 0.721
-score AD_PREFS 0.499
+score ADVANCE_FEE_5_NEW_MONEY 0.164
+score AD_PREFS 0.411
score APP_DEVELOPMENT_NORDNS 1.999
-score AXB_XMAILER_MIMEOLE_OL_024C2 2.198
-score BITCOIN_EXTORT_01 0.001
-score BITCOIN_EXTORT_02 1.970
-score BITCOIN_SPAM_01 1.202
-score BITCOIN_SPAM_02 0.357
-score BITCOIN_SPAM_03 2.234
-score BITCOIN_SPAM_05 2.186
-score BITCOIN_SPAM_08 0.001
-score BODY_SINGLE_URI 1.707
+score AXB_XMAILER_MIMEOLE_OL_024C2 0.817
+score BITCOIN_EXTORT_01 0.093
+score BITCOIN_EXTORT_02 3.434
+score BITCOIN_SPAM_01 1.194
+score BITCOIN_SPAM_02 0.001
+score BITCOIN_SPAM_03 2.115
+score BITCOIN_SPAM_05 2.404
+score BITCOIN_SPAM_08 0.121
+score BODY_SINGLE_URI 2.131
score BODY_SINGLE_WORD 0.001
-score BODY_URI_ONLY 0.998
-score BOGUS_MIME_VERSION 0.882
+score BODY_URI_ONLY 0.999
+score BOGUS_MIME_VERSION 0.746
score CK_HELO_DYNAMIC_SPLIT_IP 1.498
score CK_HELO_GENERIC 0.248
-score CTE_8BIT_MISMATCH 0.849
+score CTE_8BIT_MISMATCH 0.837
score CTYPE_NULL 2.696
-score DEAR_BENEFICIARY 0.379
-score DKIMWL_BL 1.772
+score DEAR_BENEFICIARY 0.952
+score DKIMWL_BL 1.762
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 0.499
-score END_FUTURE_EMAILS 1.619
-score FILL_THIS_FORM 0.318
-score FORGED_RELAY_MUA_TO_MX 3.224
-score FORGED_SPF_HELO 1.143
-score FORM_FRAUD 1.000
+score END_FUTURE_EMAILS 1.795
+score FILL_THIS_FORM 0.314
+score FORGED_RELAY_MUA_TO_MX 3.368
+score FORGED_SPF_HELO 0.999
+score FORM_FRAUD 0.001
score FORM_FRAUD_5 0.001
score FOUND_YOU 3.249
score FREEMAIL_FORGED_FROMDOMAIN 0.248
score FROM_2_EMAILS_SHORT 0.001
-score FROM_ADDR_WS 0.564
+score FROM_ADDR_WS 0.560
score FROM_FMBLA_NEWDOM 1.498
score FROM_FMBLA_NEWDOM14 0.998
score FROM_FMBLA_NEWDOM28 0.798
score FROM_GOV_DKIM_AU -0.001
score FROM_GOV_SPOOF 0.001
score FROM_MISSPACED 0.001
-score FROM_MISSP_DYNIP 3.156
+score FROM_MISSP_DYNIP 2.779
score FROM_MISSP_EH_MATCH 0.001
-score FROM_MISSP_FREEMAIL 2.094
+score FROM_MISSP_FREEMAIL 2.080
score FROM_MISSP_MSFT 0.001
score FROM_MISSP_REPLYTO 0.001
-score FROM_MISSP_SPF_FAIL 0.001 # force non-zero
-score FROM_MISSP_TO_UNDISC 1.927
+score FROM_MISSP_SPF_FAIL 0.001
+score FROM_MISSP_TO_UNDISC 1.941
score FROM_MISSP_USER 0.001
-score FROM_MISSP_XPRIO 0.001
-score FROM_NTLD_REPLY_FREEMAIL 1.369
-score FROM_PAYPAL_SPOOF 1.599
-score FROM_SUSPICIOUS_NTLD 0.498
+score FROM_MISSP_XPRIO 0.001 # force non-zero
+score FROM_NTLD_REPLY_FREEMAIL 1.601
+score FROM_PAYPAL_SPOOF 0.001
+score FROM_SUSPICIOUS_NTLD 0.499
score FROM_SUSPICIOUS_NTLD_FP 1.016
-score FROM_WORDY 2.091
-score FSL_BULK_SIG 0.001 # force non-zero
-score FSL_CTYPE_WIN1251 0.001
+score FROM_WORDY 2.499
+score FSL_BULK_SIG 0.001
+score FSL_CTYPE_WIN1251 1.349
score FSL_NEW_HELO_USER 0.001
-score FUZZY_BITCOIN 1.980
+score FUZZY_BITCOIN 2.951
score FUZZY_IMPORTANT 2.399
-score FUZZY_SECURITY 2.487
-score FUZZY_WALLET 2.377
-score GB_BITCOIN_CP 2.999
+score FUZZY_SECURITY 2.492
+score FUZZY_WALLET 2.335
+score GB_BITCOIN_CP 3.000
score GB_BITCOIN_NH 2.999
score GB_FREEMAIL_DISPTO 0.499
score GB_GOOGLE_OBFUS 0.001
score HDRS_LCASE 0.099
-score HDRS_LCASE_IMGONLY 0.100
-score HDR_ORDER_FTSDMCXX_DIRECT 0.001
-score HDR_ORDER_FTSDMCXX_NORDNS 2.965
-score HEADER_FROM_DIFFERENT_DOMAINS 0.248
-score HELO_MISC_IP 0.171
+score HDRS_LCASE_IMGONLY 0.099
+score HDR_ORDER_FTSDMCXX_DIRECT 1.085
+score HDR_ORDER_FTSDMCXX_NORDNS 3.132
+score HEADER_FROM_DIFFERENT_DOMAINS 0.249
+score HELO_MISC_IP 0.173
score HELO_NO_DOMAIN 0.001
score HK_NAME_MR_MRS 0.998
score HK_RANDOM_FROM 0.998
score HK_RANDOM_REPLYTO 0.998
-score HK_RCVD_IP_MULTICAST 1.358
-score HK_SCAM 1.887
-score HOSTED_IMG_FREEM 2.387
-score HOSTED_IMG_MULTI 2.609
-score HTML_FONT_TINY_NORDNS 0.001
+score HK_RCVD_IP_MULTICAST 0.004
+score HK_SCAM 1.997
+score HOSTED_IMG_FREEM 1.981
+score HOSTED_IMG_MULTI 1.465
+score HTML_FONT_TINY_NORDNS 0.001 # force non-zero
score HTML_OFF_PAGE 0.001
-score HTML_SINGLET_MANY 0.764
-score HTML_TAG_BALANCE_CENTER 2.033
-score HTML_TEXT_INVISIBLE_STYLE 1.349
-score IMG_ONLY_FM_DOM_INFO 2.500
+score HTML_SINGLET_MANY 1.421
+score HTML_TAG_BALANCE_CENTER 2.330
+score HTML_TEXT_INVISIBLE_STYLE 1.355
+score IMG_ONLY_FM_DOM_INFO 2.499
score KB_FORGED_MOZ4 4.099
-score KHOP_FAKE_EBAY 0.742
-score KHOP_HELO_FCRDNS 0.399
+score KHOP_FAKE_EBAY 0.291
+score KHOP_HELO_FCRDNS 0.398
score LIST_PARTIAL_SHORT_MSG 2.499
-score LIST_PRTL_SAME_USER 2.610
-score LONG_HEX_URI 1.517
-score LONG_IMG_URI 1.362
+score LIST_PRTL_SAME_USER 2.618
+score LONG_HEX_URI 1.611
+score LONG_IMG_URI 0.460
score LOTS_OF_MONEY 0.010
-score MALFORMED_FREEMAIL 1.364
-score MALF_HTML_B64 3.280
-score MANY_SPAN_IN_TEXT 3.493
+score MALFORMED_FREEMAIL 1.406
+score MALF_HTML_B64 2.263
+score MANY_SPAN_IN_TEXT 3.594
score MAY_BE_FORGED 0.001
-score MILLION_HUNDRED 0.191
-score MIMEOLE_DIRECT_TO_MX 0.001
+score MILLION_HUNDRED 0.001
+score MIMEOLE_DIRECT_TO_MX 0.324
score MIME_NO_TEXT 1.999
score MIXED_ES 0.001
-score MONEY_ATM_CARD 2.399
-score MONEY_FORM_SHORT 1.444
+score MONEY_ATM_CARD 2.499
+score MONEY_FORM_SHORT 0.157
score MONEY_FRAUD_3 0.001
-score MONEY_FRAUD_5 0.511
+score MONEY_FRAUD_5 0.542
score MONEY_FRAUD_8 0.001
score MONEY_FROM_41 1.999
-score MONEY_FROM_MISSP 0.001 # force non-zero
-score MSM_PRIO_REPTO 1.484
-score NORDNS_LOW_CONTRAST 2.187
-score NO_FM_NAME_IP_HOSTN 0.323
-score NSL_RCVD_FROM_USER 0.011
-score NSL_RCVD_HELO_USER 0.863
-score NUMBERONLY_BITCOIN_EXP 1.146
+score MONEY_FROM_MISSP 0.001
+score MSM_PRIO_REPTO 1.471
+score NORDNS_LOW_CONTRAST 2.340
+score NO_FM_NAME_IP_HOSTN 0.325
+score NSL_RCVD_FROM_USER 0.045
+score NSL_RCVD_HELO_USER 0.001
+score NUMBERONLY_BITCOIN_EXP 1.939
score OBFU_BITCOIN 0.001
score PDS_BTC_ID 0.498
score PDS_BTC_MSGID 0.001
-score PDS_BTC_NTLD 1.511
+score PDS_BTC_NTLD 1.426
score PDS_EMPTYSUBJ_URISHRT 0.001
score PDS_FREEMAIL_REPLYTO_URISHRT 0.001
score PDS_FRNOM_TODOM_NAKED_TO 1.499
@@ -138,72 +138,72 @@ score PDS_FROM_2_EMAILS 1.7
score PDS_FROM_NAME_TO_DOMAIN 0.999
score PDS_HP_HELO_NORDNS 0.001
score PDS_NAKED_TO_NUMERO 1.999
-score PDS_NO_FULL_NAME_SPOOFED_URL 0.735
+score PDS_NO_FULL_NAME_SPOOFED_URL 0.375
score PDS_OTHER_BAD_TLD 1.997
-score PDS_SHORTFWD_URISHRT 1.498
-score PDS_SHORT_SPOOFED_URL 1.420
-score PDS_TINYSUBJ_URISHRT 0.598
-score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 0.494
-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 0.490
+score PDS_SHORTFWD_URISHRT 1.495
+score PDS_SHORT_SPOOFED_URL 1.778
+score PDS_TINYSUBJ_URISHRT 0.001
+score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 0.001
+score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.997
+score PDS_TONAME_EQ_TOLOCAL_SHORT 1.997
+score PDS_TONAME_EQ_TOLOCAL_VSHORT 0.998
+score PDS_TO_EQ_FROM_NAME 0.068
score PHP_ORIG_SCRIPT 2.497
score PP_MIME_FAKE_ASCII_TEXT 0.998
score RATWARE_NO_RDNS 0.001
-score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_ATCHNX 1.921
+score RCVD_IN_MSPIKE_H2 -0.001 # force non-zero
+score RDNS_NUM_TLD_ATCHNX 0.848
score RDNS_NUM_TLD_XM 0.001
score SCRIPT_GIBBERISH 3.099
score SERGIO_SUBJECT_VIAGRA01 0.001
score SHOPIFY_IMG_NOT_RCVD_SFY 2.497
-score SHORTENER_SHORT_IMG 0.188
-score SHORT_IMG_SUSP_NTLD 0.759
-score SHORT_SHORTNER 0.912
-score SINGLETS_LOW_CONTRAST 1.469
+score SHORTENER_SHORT_IMG 1.233
+score SHORT_IMG_SUSP_NTLD 0.507
+score SHORT_SHORTNER 1.252
+score SINGLETS_LOW_CONTRAST 0.813
score SPOOFED_FREEMAIL 1.997
score SPOOFED_FREEMAIL_NO_RDNS 0.001
score SPOOFED_FREEM_REPTO 1.497
score STATIC_XPRIO_OLE 1.999
score STOCK_LOW_CONTRAST 2.497
-score SUBJ_OBFU_PUNCT_FEW 0.597
-score SUBJ_OBFU_PUNCT_MANY 1.609
+score SUBJ_OBFU_PUNCT_FEW 0.702
+score SUBJ_OBFU_PUNCT_MANY 1.748
score SUSP_UTF8_WORD_MANY 2.999
score THIS_AD 1.797
-score THIS_IS_ADV_SUSP_NTLD 0.652
-score TONOM_EQ_TOLOC_SHRT_PSHRTNER 0.440
-score TONOM_EQ_TOLOC_SHRT_SHRTNER 1.499
+score THIS_IS_ADV_SUSP_NTLD 0.683
+score TONOM_EQ_TOLOC_SHRT_PSHRTNER 1.499
+score TONOM_EQ_TOLOC_SHRT_SHRTNER 0.196
score TO_EQ_FM_DIRECT_MX 2.497
score TO_EQ_FM_DOM_HTML_IMG 0.001
score TO_EQ_FM_DOM_HTML_ONLY 1.099
score TO_EQ_FM_DOM_SPF_FAIL 0.001
score TO_EQ_FM_HTML_ONLY 0.001
-score TO_EQ_FM_SPF_FAIL 1.086
-score TO_IN_SUBJ 0.099
-score TO_NAME_SUBJ_NO_RDNS 2.257
-score TO_NO_BRKTS_FROM_MSSP 2.497
-score TO_NO_BRKTS_HTML_IMG 0.831
-score TO_NO_BRKTS_HTML_ONLY 1.997
+score TO_EQ_FM_SPF_FAIL 1.096
+score TO_IN_SUBJ 0.100
+score TO_NAME_SUBJ_NO_RDNS 2.258
+score TO_NO_BRKTS_FROM_MSSP 2.364
+score TO_NO_BRKTS_HTML_IMG 0.839
+score TO_NO_BRKTS_HTML_ONLY 1.998
score TO_NO_BRKTS_MSFT 0.001
-score TO_NO_BRKTS_NORDNS_HTML 1.494
+score TO_NO_BRKTS_NORDNS_HTML 1.602
score TO_NO_BRKTS_PCNT 2.497
score TVD_SPACE_ENCODED 0.001
-score TVD_SPACE_RATIO_MINFP 2.490
-score UNICODE_OBFU_ASC 1.033
+score TVD_SPACE_RATIO_MINFP 2.297
+score UNICODE_OBFU_ASC 1.038
score UPGRADE_MAILBOX 0.001
score URI_DQ_UNSUB 2.299
-score URI_GOOGLE_PROXY 2.298
+score URI_GOOGLE_PROXY 2.084
score URI_IMG_WP_REDIR 2.999
-score URI_ONLY_MSGID_MALF 1.529
-score URI_PHISH 2.192
+score URI_ONLY_MSGID_MALF 1.752
+score URI_PHISH 2.191
score URI_PHP_REDIR 3.496
-score URI_TRY_3LD 1.029
-score URI_WPADMIN 2.596
+score URI_TRY_3LD 1.997
+score URI_WPADMIN 2.599
score URI_WP_DIRINDEX 3.496
-score URI_WP_HACKED 2.987
-score URI_WP_HACKED_2 1.594
+score URI_WP_HACKED 2.988
+score URI_WP_HACKED_2 2.242
score XFER_LOTSA_MONEY 0.998
-score XPRIO_SHORT_SUBJ 0.810
+score XPRIO_SHORT_SUBJ 0.001
score XPRIO_URL_SHORTNER 0.999
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=1878336&r1=1878335&r2=1878336&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Mon Jun 1 05:11:42 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####

# SUMMARY for threshold 5.0:
-# Correctly non-spam: 921227 62.630% (99.651% of non-spam corpus)
-# Correctly spam: 350099 23.802% (64.069% of spam corpus)
-# False positives: 3225 0.219% (0.349% of nonspam, 61034 weighted)
-# False negatives: 196343 13.349% (35.931% of spam, 464345 weighted)
-# Average score for spam: 9.1 nonspam: 0.6
+# Correctly non-spam: 901786 63.514% (99.666% of non-spam corpus)
+# Correctly spam: 347046 24.443% (67.387% of spam corpus)
+# False positives: 3021 0.213% (0.334% of nonspam, 54649 weighted)
+# False negatives: 167959 11.830% (32.613% of spam, 397181 weighted)
+# Average score for spam: 9.3 nonspam: 0.6
# Average for false-pos: 6.4 false-neg: 2.4
-# TOTAL: 1470894 100.00%
+# TOTAL: 1419812 100.00%

Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
-# Correctly non-spam: 114958 99.64%
-# Correctly spam: 44191 64.75%
-# False positives: 417 0.36%
-# False negatives: 24060 35.25%
-# TCR(l=50): 1.519728 SpamRecall: 64.748% SpamPrec: 99.065%
+# Correctly non-spam: 112545 99.64%
+# Correctly spam: 43700 67.93%
+# False positives: 411 0.36%
+# False negatives: 20630 32.07%
+# TCR(l=50): 1.562166 SpamRecall: 67.931% SpamPrec: 99.068%

##### 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: 912305 98.69%
-# Correctly spam: 259869 47.56%
-# False positives: 12147 1.31%
-# False negatives: 286573 52.44%
-# TCR(l=50): 0.611285 SpamRecall: 47.557% SpamPrec: 95.534%
+# Correctly non-spam: 892890 98.68%
+# Correctly spam: 262202 50.91%
+# False positives: 11917 1.32%
+# False negatives: 252803 49.09%
+# TCR(l=50): 0.606850 SpamRecall: 50.913% SpamPrec: 95.653%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
-# Correctly non-spam: 113861 98.69%
-# Correctly spam: 32567 47.72%
-# False positives: 1514 1.31%
-# False negatives: 35684 52.28%
-# TCR(l=50): 0.612754 SpamRecall: 47.717% SpamPrec: 95.558%
+# Correctly non-spam: 111483 98.70%
+# Correctly spam: 32876 51.11%
+# False positives: 1473 1.30%
+# False negatives: 31454 48.89%
+# TCR(l=50): 0.612060 SpamRecall: 51.105% SpamPrec: 95.712%

Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1878336&r1=1878335&r2=1878336&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Mon Jun 1 05:11:42 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####

# SUMMARY for threshold 5.0:
-# Correctly non-spam: 363532 40.435% (98.394% of non-spam corpus)
-# Correctly spam: 452745 50.358% (85.491% of spam corpus)
-# False positives: 5934 0.660% (1.606% of nonspam, 775234 weighted)
-# False negatives: 76837 8.546% (14.509% of spam, 156143 weighted)
-# Average score for spam: 13.5 nonspam: -2.1
+# Correctly non-spam: 363534 40.436% (98.398% of non-spam corpus)
+# Correctly spam: 452814 50.367% (85.506% of spam corpus)
+# False positives: 5920 0.658% (1.602% of nonspam, 774662 weighted)
+# False negatives: 76757 8.538% (14.494% of spam, 156537 weighted)
+# Average score for spam: 13.5 nonspam: -2.0
# Average for false-pos: 9.1 false-neg: 2.0
-# TOTAL: 899048 100.00%
+# TOTAL: 899025 100.00%

Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
-# Correctly non-spam: 45288 98.39%
-# Correctly spam: 56495 85.39%
-# False positives: 742 1.61%
-# False negatives: 9667 14.61%
-# TCR(l=50): 1.414716 SpamRecall: 85.389% SpamPrec: 98.704%
+# Correctly non-spam: 45293 98.40%
+# Correctly spam: 56521 85.43%
+# False positives: 735 1.60%
+# False negatives: 9640 14.57%
+# TCR(l=50): 1.426191 SpamRecall: 85.429% SpamPrec: 98.716%

##### 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: 364532 98.66%
-# Correctly spam: 299439 56.54%
-# False positives: 4934 1.34%
-# False negatives: 230143 43.46%
-# TCR(l=50): 1.110600 SpamRecall: 56.543% SpamPrec: 98.379%
+# Correctly non-spam: 364493 98.66%
+# Correctly spam: 299369 56.53%
+# False positives: 4961 1.34%
+# False negatives: 230202 43.47%
+# TCR(l=50): 1.107305 SpamRecall: 56.530% SpamPrec: 98.370%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...

# SUMMARY for threshold 5.0:
-# Correctly non-spam: 45418 98.67%
-# Correctly spam: 37279 56.35%
-# False positives: 612 1.33%
-# False negatives: 28883 43.65%
-# TCR(l=50): 1.112284 SpamRecall: 56.345% SpamPrec: 98.385%
+# Correctly non-spam: 45448 98.74%
+# Correctly spam: 37358 56.47%
+# False positives: 580 1.26%
+# False negatives: 28803 43.53%
+# TCR(l=50): 1.144595 SpamRecall: 56.465% SpamPrec: 98.471%