Modified: spamassassin/trunk/rulesrc/scores/scores-set3
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/scores-set3?rev=1878531&r1=1878530&r2=1878531&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Sat Jun 6 05:35:48 2020
@@ -3,198 +3,198 @@
score AC_BR_BONANZA 0.001 # force non-zero
score AC_DIV_BONANZA 0.001
-score AC_FROM_MANY_DOTS 0.001
-score ADMITS_SPAM 0.956
-score ADVANCE_FEE_2_NEW_MONEY 1.999
-score ADVANCE_FEE_3_NEW 3.468
-score ADVANCE_FEE_3_NEW_MONEY 1.230
+score AC_FROM_MANY_DOTS 0.001 # force non-zero
+score ADMITS_SPAM 0.760
+score ADVANCE_FEE_2_NEW_MONEY 1.956
+score ADVANCE_FEE_3_NEW 2.595
+score ADVANCE_FEE_3_NEW_MONEY 0.951
score ADVANCE_FEE_4_NEW 0.001
-score ADVANCE_FEE_4_NEW_MONEY 2.157
+score ADVANCE_FEE_4_NEW_MONEY 1.942
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score ADVANCE_FEE_5_NEW_MONEY 0.001
-score AD_PREFS 0.178
+score ADVANCE_FEE_5_NEW_MONEY 0.064
+score AD_PREFS 0.291
score APP_DEVELOPMENT_NORDNS 1.999
-score AXB_XMAILER_MIMEOLE_OL_024C2 2.222
-score BITCOIN_EXTORT_01 0.765
-score BITCOIN_EXTORT_02 3.480
-score BITCOIN_SPAM_01 1.039
-score BITCOIN_SPAM_02 0.521
-score BITCOIN_SPAM_03 1.998
-score BITCOIN_SPAM_05 1.557
-score BITCOIN_SPAM_08 1.485
-score BODY_SINGLE_URI 2.133
-score BODY_SINGLE_WORD 0.001
+score AXB_XMAILER_MIMEOLE_OL_024C2 2.024
+score BITCOIN_EXTORT_01 1.159
+score BITCOIN_EXTORT_02 3.753
+score BITCOIN_SPAM_01 0.674
+score BITCOIN_SPAM_02 0.001
+score BITCOIN_SPAM_03 2.408
+score BITCOIN_SPAM_05 1.572
+score BITCOIN_SPAM_08 0.001
+score BODY_SINGLE_URI 1.321
+score BODY_SINGLE_WORD 0.716
score BODY_URI_ONLY 0.999
score CK_HELO_DYNAMIC_SPLIT_IP 1.499
-score CK_HELO_GENERIC 0.249
-score CTE_8BIT_MISMATCH 0.999
+score CK_HELO_GENERIC 0.250
+score CTE_8BIT_MISMATCH 1.000
score CTYPE_NULL 2.899
-score DEAR_BENEFICIARY 1.257
-score DKIMWL_BL 1.774
+score DEAR_BENEFICIARY 1.171
+score DKIMWL_BL 2.302
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 0.999
-score END_FUTURE_EMAILS 2.499
-score FILL_THIS_FORM 0.384
-score FORGED_RELAY_MUA_TO_MX 3.600
-score FORGED_SPF_HELO 2.171
-score FORM_FRAUD 0.145
-score FORM_FRAUD_5 0.001 # force non-zero
-score FREEMAIL_FORGED_FROMDOMAIN 0.249
+score END_FUTURE_EMAILS 2.185
+score FILL_THIS_FORM 0.464
+score FORGED_RELAY_MUA_TO_MX 3.599
+score FORGED_SPF_HELO 2.191
+score FORM_FRAUD 0.256
+score FORM_FRAUD_5 0.001
+score FREEMAIL_FORGED_FROMDOMAIN 0.250
score FROM_2_EMAILS_SHORT 0.001
-score FROM_ADDR_WS 0.814
-score FROM_FMBLA_NEWDOM 1.499
-score FROM_FMBLA_NEWDOM14 0.001
-score FROM_FMBLA_NEWDOM28 0.799
-score FROM_GOV_DKIM_AU -0.001 # force non-zero
-score FROM_GOV_SPOOF 0.001
+score FROM_ADDR_WS 1.775
+score FROM_FMBLA_NEWDOM 1.500
+score FROM_FMBLA_NEWDOM14 0.001 # force non-zero
+score FROM_FMBLA_NEWDOM28 0.800
+score FROM_GOV_DKIM_AU -0.001
+score FROM_GOV_SPOOF 0.343
score FROM_MISSPACED 0.001
-score FROM_MISSP_DYNIP 1.584
+score FROM_MISSP_DYNIP 2.069
score FROM_MISSP_EH_MATCH 0.001
-score FROM_MISSP_FREEMAIL 1.620
+score FROM_MISSP_FREEMAIL 1.842
score FROM_MISSP_MSFT 0.001
score FROM_MISSP_REPLYTO 0.001
score FROM_MISSP_SPF_FAIL 0.001
score FROM_MISSP_USER 0.001
score FROM_MISSP_XPRIO 0.001
-score FROM_NTLD_REPLY_FREEMAIL 0.455
+score FROM_NTLD_REPLY_FREEMAIL 0.671
score FROM_PAYPAL_SPOOF 0.001
score FROM_SUSPICIOUS_NTLD 0.499
-score FROM_SUSPICIOUS_NTLD_FP 1.016
-score FSL_BULK_SIG 0.001 # force non-zero
+score FROM_SUSPICIOUS_NTLD_FP 0.804
+score FSL_BULK_SIG 0.001
score FSL_CTYPE_WIN1251 0.001
score FSL_NEW_HELO_USER 0.001
-score FUZZY_BITCOIN 2.202
-score FUZZY_SECURITY 3.999
-score FUZZY_WALLET 1.381
+score FUZZY_BITCOIN 1.815
+score FUZZY_SECURITY 2.495
+score FUZZY_WALLET 2.187
score GB_BITCOIN_CP 2.999
-score GB_BITCOIN_NH 2.731
+score GB_BITCOIN_NH 2.430
score GB_FREEMAIL_DISPTO 0.499
-score GB_GOOGLE_OBFUS 0.501
+score GB_GOOGLE_OBFUS 0.749
score HDRS_LCASE 0.099
score HDRS_LCASE_IMGONLY 0.100
-score HDR_ORDER_FTSDMCXX_DIRECT 1.311
+score HDR_ORDER_FTSDMCXX_DIRECT 0.994
score HDR_ORDER_FTSDMCXX_NORDNS 2.999
score HEADER_FROM_DIFFERENT_DOMAINS 0.250
score HELO_MISC_IP 0.249
-score HELO_NO_DOMAIN 0.001
+score HELO_NO_DOMAIN 0.001 # force non-zero
score HK_NAME_MR_MRS 1.000
score HK_RANDOM_FROM 0.999
-score HK_RANDOM_REPLYTO 1.000
-score HK_RCVD_IP_MULTICAST 0.118
-score HK_SCAM 1.100
-score HOSTED_IMG_FREEM 2.420
-score HOSTED_IMG_MULTI 1.075
+score HK_RANDOM_REPLYTO 0.999
+score HK_RCVD_IP_MULTICAST 0.424
+score HK_SCAM 1.184
+score HOSTED_IMG_FREEM 2.428
+score HOSTED_IMG_MULTI 1.652
score HTML_FONT_TINY_NORDNS 0.001
score HTML_OFF_PAGE 0.001
-score HTML_SINGLET_MANY 1.128
-score HTML_TAG_BALANCE_CENTER 2.876
-score HTML_TEXT_INVISIBLE_STYLE 1.223
+score HTML_SINGLET_MANY 0.807
+score HTML_TAG_BALANCE_CENTER 2.799
+score HTML_TEXT_INVISIBLE_STYLE 1.279
score IMG_ONLY_FM_DOM_INFO 2.499
score KB_FORGED_MOZ4 4.099
-score KHOP_FAKE_EBAY 0.205
+score KHOP_FAKE_EBAY 1.317
score KHOP_HELO_FCRDNS 0.276
-score LIST_PRTL_SAME_USER 2.158
-score LONG_HEX_URI 2.427
-score LONG_IMG_URI 0.971
+score LIST_PRTL_SAME_USER 2.093
+score LONG_HEX_URI 1.618
+score LONG_IMG_URI 0.465
score LOTS_OF_MONEY 0.010
-score MALFORMED_FREEMAIL 1.744
+score MALFORMED_FREEMAIL 1.887
score MALF_HTML_B64 3.499
-score MANY_SPAN_IN_TEXT 3.627
-score MAY_BE_FORGED 0.001 # force non-zero
-score MILLION_HUNDRED 0.497
-score MIMEOLE_DIRECT_TO_MX 0.099
+score MANY_SPAN_IN_TEXT 3.621
+score MAY_BE_FORGED 0.250
+score MILLION_HUNDRED 0.001
+score MIMEOLE_DIRECT_TO_MX 0.001
score MIME_NO_TEXT 1.999
-score MONEY_ATM_CARD 1.849
-score MONEY_FORM_SHORT 1.239
+score MONEY_ATM_CARD 0.001
+score MONEY_FORM_SHORT 1.229
score MONEY_FRAUD_3 0.001
-score MONEY_FRAUD_5 0.853
-score MONEY_FRAUD_8 0.597
+score MONEY_FRAUD_5 0.466
+score MONEY_FRAUD_8 0.071
score MONEY_FROM_41 1.999
-score MONEY_FROM_MISSP 0.291
-score MSM_PRIO_REPTO 2.492
+score MONEY_FROM_MISSP 0.001 # force non-zero
+score MSM_PRIO_REPTO 2.075
score NORDNS_LOW_CONTRAST 2.500
-score NO_FM_NAME_IP_HOSTN 0.493
-score NSL_RCVD_FROM_USER 0.001
+score NO_FM_NAME_IP_HOSTN 1.062
+score NSL_RCVD_FROM_USER 0.188
score NSL_RCVD_HELO_USER 0.001
-score NUMBERONLY_BITCOIN_EXP 0.620
-score OBFU_BITCOIN 0.011
-score PDS_BTC_ID 0.500
+score NUMBERONLY_BITCOIN_EXP 0.562
+score OBFU_BITCOIN 0.001
+score PDS_BTC_ID 0.499
score PDS_BTC_MSGID 0.001
-score PDS_BTC_NTLD 0.333
+score PDS_BTC_NTLD 0.001
score PDS_EMPTYSUBJ_URISHRT 0.001
score PDS_FREEMAIL_REPLYTO_URISHRT 0.001
score PDS_FRNOM_TODOM_NAKED_TO 1.499
score PDS_FROM_2_EMAILS 2.199
score PDS_FROM_NAME_TO_DOMAIN 0.999
-score PDS_HP_HELO_NORDNS 0.196
-score PDS_NAKED_TO_NUMERO 1.999
+score PDS_HP_HELO_NORDNS 0.071
+score PDS_NAKED_TO_NUMERO 1.450
score PDS_NO_FULL_NAME_SPOOFED_URL 0.749
score PDS_OTHER_BAD_TLD 1.999
-score PDS_SHORTFWD_URISHRT 1.500
-score PDS_SHORT_SPOOFED_URL 1.999
-score PDS_TINYSUBJ_URISHRT 0.470
-score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 0.495
-score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.999
-score PDS_TONAME_EQ_TOLOCAL_SHORT 2.000
+score PDS_SHORTFWD_URISHRT 1.499
+score PDS_SHORT_SPOOFED_URL 2.000
+score PDS_TINYSUBJ_URISHRT 0.355
+score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 0.855
+score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.641
+score PDS_TONAME_EQ_TOLOCAL_SHORT 1.999
score PDS_TONAME_EQ_TOLOCAL_VSHORT 0.999
-score PDS_TO_EQ_FROM_NAME 1.797
+score PDS_TO_EQ_FROM_NAME 0.760
score PHP_ORIG_SCRIPT 2.499
score PP_MIME_FAKE_ASCII_TEXT 0.999
score RATWARE_NO_RDNS 0.001
score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_ATCHNX 1.180
-score RDNS_NUM_TLD_XM 0.842
-score SCRIPT_GIBBERISH 2.823
+score RDNS_NUM_TLD_ATCHNX 1.547
+score RDNS_NUM_TLD_XM 1.636
+score SCRIPT_GIBBERISH 2.826
score SERGIO_SUBJECT_VIAGRA01 0.001
score SHOPIFY_IMG_NOT_RCVD_SFY 2.499
-score SHORT_IMG_SUSP_NTLD 0.455
-score SHORT_SHORTNER 1.999
-score SINGLETS_LOW_CONTRAST 1.108
+score SHORT_IMG_SUSP_NTLD 1.479
+score SHORT_SHORTNER 1.915
+score SINGLETS_LOW_CONTRAST 1.429
score SPOOFED_FREEMAIL 1.999
score SPOOFED_FREEMAIL_NO_RDNS 0.001
-score SPOOFED_FREEM_REPTO 2.001
+score SPOOFED_FREEM_REPTO 1.997
score STATIC_XPRIO_OLE 1.999
score STOCK_LOW_CONTRAST 2.499
-score SUBJ_OBFU_PUNCT_FEW 0.750
-score SUBJ_OBFU_PUNCT_MANY 1.750
-score SUSP_UTF8_WORD_MANY 2.999
+score SUBJ_OBFU_PUNCT_FEW 0.749
+score SUBJ_OBFU_PUNCT_MANY 1.749
+score SUSP_UTF8_WORD_MANY 3.000
score THIS_AD 2.099
score THIS_IS_ADV_SUSP_NTLD 0.001
-score TONOM_EQ_TOLOC_SHRT_PSHRTNER 1.189
-score TONOM_EQ_TOLOC_SHRT_SHRTNER 0.545
-score TO_EQ_FM_DIRECT_MX 2.312
+score TONOM_EQ_TOLOC_SHRT_PSHRTNER 0.700
+score TONOM_EQ_TOLOC_SHRT_SHRTNER 0.744
+score TO_EQ_FM_DIRECT_MX 2.487
score TO_EQ_FM_DOM_HTML_IMG 0.001
score TO_EQ_FM_DOM_HTML_ONLY 1.499
-score TO_EQ_FM_DOM_SPF_FAIL 0.805
-score TO_EQ_FM_HTML_ONLY 0.062
-score TO_EQ_FM_SPF_FAIL 0.482
+score TO_EQ_FM_DOM_SPF_FAIL 0.001
+score TO_EQ_FM_HTML_ONLY 0.124
+score TO_EQ_FM_SPF_FAIL 1.110
score TO_IN_SUBJ 0.099
-score TO_NAME_SUBJ_NO_RDNS 2.260
+score TO_NAME_SUBJ_NO_RDNS 2.261
score TO_NO_BRKTS_FROM_MSSP 2.499
-score TO_NO_BRKTS_HTML_IMG 1.165
+score TO_NO_BRKTS_HTML_IMG 0.847
score TO_NO_BRKTS_HTML_ONLY 1.999
-score TO_NO_BRKTS_MSFT 0.063
-score TO_NO_BRKTS_NORDNS_HTML 1.999
+score TO_NO_BRKTS_MSFT 0.001
+score TO_NO_BRKTS_NORDNS_HTML 2.000
score TO_NO_BRKTS_PCNT 2.499
-score TVD_APPROVED 0.880
+score TVD_APPROVED 0.877
score TVD_SPACE_ENCODED 0.001
score TVD_SPACE_RATIO_MINFP 2.499
-score UNICODE_OBFU_ASC 1.040
-score UPGRADE_MAILBOX 1.612
-score URI_GOOGLE_PROXY 2.599
+score UNICODE_OBFU_ASC 1.039
+score UPGRADE_MAILBOX 0.992
+score URI_GOOGLE_PROXY 2.700
score URI_IMG_WP_REDIR 2.999
-score URI_ONLY_MSGID_MALF 1.975
-score URI_PHISH 3.100
+score URI_ONLY_MSGID_MALF 1.917
+score URI_PHISH 3.729
score URI_PHP_REDIR 3.499
-score URI_TRY_3LD 1.999
+score URI_TRY_3LD 2.000
score URI_WPADMIN 2.799
-score URI_WP_DIRINDEX 3.499
+score URI_WP_DIRINDEX 3.500
score URI_WP_HACKED 3.499
score URI_WP_HACKED_2 2.499
-score XFER_LOTSA_MONEY 0.887
-score XPRIO_SHORT_SUBJ 0.964
+score XFER_LOTSA_MONEY 0.955
+score XPRIO_SHORT_SUBJ 0.477
score XPRIO_URL_SHORTNER 0.999
score AC_HTML_NONSENSE_TAGS 1.000
score AC_SPAMMY_URI_PATTERNS1 1.000
@@ -291,7 +291,6 @@ score PUMPDUMP 1.0
score PUMPDUMP_MULTI 1.000
score RAND_HEADER_MANY 1.000
score SEO_SUSP_NTLD 1.000
-score SHORTENER_SHORT_IMG 1.000
score SPOOFED_FREEM_REPTO_CHN 1.000
score SPOOFED_FREEM_REPTO_RUS 1.000
score STOCK_TIP 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1878531&r1=1878530&r2=1878531&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Sat Jun 6 05:35:48 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 898679 63.730% (99.672% of non-spam corpus)
-# Correctly spam: 349300 24.771% (68.694% of spam corpus)
-# False positives: 2961 0.210% (0.328% of nonspam, 53185 weighted)
-# False negatives: 159185 11.289% (31.306% of spam, 369178 weighted)
-# Average score for spam: 9.4 nonspam: 0.6
-# Average for false-pos: 6.4 false-neg: 2.3
-# TOTAL: 1410125 100.00%
+# Correctly non-spam: 908884 64.800% (99.649% of non-spam corpus)
+# Correctly spam: 336069 23.960% (68.513% of spam corpus)
+# False positives: 3201 0.228% (0.351% of nonspam, 54929 weighted)
+# False negatives: 154448 11.012% (31.487% of spam, 341917 weighted)
+# Average score for spam: 9.5 nonspam: 0.6
+# Average for false-pos: 6.4 false-neg: 2.2
+# TOTAL: 1402602 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 112227 99.70%
-# Correctly spam: 43759 68.91%
-# False positives: 342 0.30%
-# False negatives: 19742 31.09%
-# TCR(l=50): 1.723603 SpamRecall: 68.911% SpamPrec: 99.225%
+# Correctly non-spam: 113370 99.62%
+# Correctly spam: 42289 69.06%
+# False positives: 437 0.38%
+# False negatives: 18942 30.94%
+# TCR(l=50): 1.501054 SpamRecall: 69.065% SpamPrec: 98.977%
##### 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: 890220 98.73%
-# Correctly spam: 270927 53.28%
-# False positives: 11420 1.27%
-# False negatives: 237558 46.72%
-# TCR(l=50): 0.628879 SpamRecall: 53.281% SpamPrec: 95.955%
+# Correctly non-spam: 900722 98.75%
+# Correctly spam: 265627 54.15%
+# False positives: 11363 1.25%
+# False negatives: 224890 45.85%
+# TCR(l=50): 0.618527 SpamRecall: 54.152% SpamPrec: 95.898%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 111160 98.75%
-# Correctly spam: 33987 53.52%
-# False positives: 1409 1.25%
-# False negatives: 29514 46.48%
-# TCR(l=50): 0.635239 SpamRecall: 53.522% SpamPrec: 96.019%
+# Correctly non-spam: 112325 98.70%
+# Correctly spam: 33365 54.49%
+# False positives: 1482 1.30%
+# False negatives: 27866 45.51%
+# TCR(l=50): 0.600504 SpamRecall: 54.490% SpamPrec: 95.747%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1878531&r1=1878530&r2=1878531&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Sat Jun 6 05:35:48 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 906689 62.396% (98.533% of non-spam corpus)
-# Correctly spam: 456420 31.409% (85.642% of spam corpus)
-# False positives: 13503 0.929% (1.467% of nonspam, 535765 weighted)
-# False negatives: 76519 5.266% (14.358% of spam, 154232 weighted)
-# Average score for spam: 13.8 nonspam: -1.8
-# Average for false-pos: 6.9 false-neg: 2.0
-# TOTAL: 1453131 100.00%
+# Correctly non-spam: 913912 62.896% (99.319% of non-spam corpus)
+# Correctly spam: 456371 31.408% (85.643% of spam corpus)
+# False positives: 6268 0.431% (0.681% of nonspam, 326890 weighted)
+# False negatives: 76505 5.265% (14.357% of spam, 154313 weighted)
+# Average score for spam: 13.7 nonspam: -1.8
+# Average for false-pos: 9.0 false-neg: 2.0
+# TOTAL: 1453056 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 113196 98.58%
-# Correctly spam: 57044 85.69%
-# False positives: 1632 1.42%
-# False negatives: 9524 14.31%
-# TCR(l=50): 0.730521 SpamRecall: 85.693% SpamPrec: 97.219%
+# Correctly spam: 57062 85.73%
+# False positives: 1628 1.42%
+# False negatives: 9498 14.27%
+# TCR(l=50): 0.732249 SpamRecall: 85.730% SpamPrec: 97.226%
##### 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: 915052 99.44%
-# Correctly spam: 300617 56.41%
-# False positives: 5140 0.56%
-# False negatives: 232322 43.59%
-# TCR(l=50): 1.089138 SpamRecall: 56.407% SpamPrec: 98.319%
+# Correctly non-spam: 914999 99.44%
+# Correctly spam: 300372 56.37%
+# False positives: 5181 0.56%
+# False negatives: 232504 43.63%
+# TCR(l=50): 1.084064 SpamRecall: 56.368% SpamPrec: 98.304%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 114167 99.42%
-# Correctly spam: 37444 56.25%
-# False positives: 661 0.58%
-# False negatives: 29124 43.75%
-# TCR(l=50): 1.070673 SpamRecall: 56.249% SpamPrec: 98.265%
+# Correctly non-spam: 114193 99.45%
+# Correctly spam: 37479 56.31%
+# False positives: 631 0.55%
+# False negatives: 29081 43.69%
+# TCR(l=50): 1.097788 SpamRecall: 56.309% SpamPrec: 98.344%
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/scores-set3?rev=1878531&r1=1878530&r2=1878531&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/scores-set3 (original)
+++ spamassassin/trunk/rulesrc/scores/scores-set3 Sat Jun 6 05:35:48 2020
@@ -3,198 +3,198 @@
score AC_BR_BONANZA 0.001 # force non-zero
score AC_DIV_BONANZA 0.001
-score AC_FROM_MANY_DOTS 0.001
-score ADMITS_SPAM 0.956
-score ADVANCE_FEE_2_NEW_MONEY 1.999
-score ADVANCE_FEE_3_NEW 3.468
-score ADVANCE_FEE_3_NEW_MONEY 1.230
+score AC_FROM_MANY_DOTS 0.001 # force non-zero
+score ADMITS_SPAM 0.760
+score ADVANCE_FEE_2_NEW_MONEY 1.956
+score ADVANCE_FEE_3_NEW 2.595
+score ADVANCE_FEE_3_NEW_MONEY 0.951
score ADVANCE_FEE_4_NEW 0.001
-score ADVANCE_FEE_4_NEW_MONEY 2.157
+score ADVANCE_FEE_4_NEW_MONEY 1.942
score ADVANCE_FEE_5_NEW_FRM_MNY 0.001
-score ADVANCE_FEE_5_NEW_MONEY 0.001
-score AD_PREFS 0.178
+score ADVANCE_FEE_5_NEW_MONEY 0.064
+score AD_PREFS 0.291
score APP_DEVELOPMENT_NORDNS 1.999
-score AXB_XMAILER_MIMEOLE_OL_024C2 2.222
-score BITCOIN_EXTORT_01 0.765
-score BITCOIN_EXTORT_02 3.480
-score BITCOIN_SPAM_01 1.039
-score BITCOIN_SPAM_02 0.521
-score BITCOIN_SPAM_03 1.998
-score BITCOIN_SPAM_05 1.557
-score BITCOIN_SPAM_08 1.485
-score BODY_SINGLE_URI 2.133
-score BODY_SINGLE_WORD 0.001
+score AXB_XMAILER_MIMEOLE_OL_024C2 2.024
+score BITCOIN_EXTORT_01 1.159
+score BITCOIN_EXTORT_02 3.753
+score BITCOIN_SPAM_01 0.674
+score BITCOIN_SPAM_02 0.001
+score BITCOIN_SPAM_03 2.408
+score BITCOIN_SPAM_05 1.572
+score BITCOIN_SPAM_08 0.001
+score BODY_SINGLE_URI 1.321
+score BODY_SINGLE_WORD 0.716
score BODY_URI_ONLY 0.999
score CK_HELO_DYNAMIC_SPLIT_IP 1.499
-score CK_HELO_GENERIC 0.249
-score CTE_8BIT_MISMATCH 0.999
+score CK_HELO_GENERIC 0.250
+score CTE_8BIT_MISMATCH 1.000
score CTYPE_NULL 2.899
-score DEAR_BENEFICIARY 1.257
-score DKIMWL_BL 1.774
+score DEAR_BENEFICIARY 1.171
+score DKIMWL_BL 2.302
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 0.999
-score END_FUTURE_EMAILS 2.499
-score FILL_THIS_FORM 0.384
-score FORGED_RELAY_MUA_TO_MX 3.600
-score FORGED_SPF_HELO 2.171
-score FORM_FRAUD 0.145
-score FORM_FRAUD_5 0.001 # force non-zero
-score FREEMAIL_FORGED_FROMDOMAIN 0.249
+score END_FUTURE_EMAILS 2.185
+score FILL_THIS_FORM 0.464
+score FORGED_RELAY_MUA_TO_MX 3.599
+score FORGED_SPF_HELO 2.191
+score FORM_FRAUD 0.256
+score FORM_FRAUD_5 0.001
+score FREEMAIL_FORGED_FROMDOMAIN 0.250
score FROM_2_EMAILS_SHORT 0.001
-score FROM_ADDR_WS 0.814
-score FROM_FMBLA_NEWDOM 1.499
-score FROM_FMBLA_NEWDOM14 0.001
-score FROM_FMBLA_NEWDOM28 0.799
-score FROM_GOV_DKIM_AU -0.001 # force non-zero
-score FROM_GOV_SPOOF 0.001
+score FROM_ADDR_WS 1.775
+score FROM_FMBLA_NEWDOM 1.500
+score FROM_FMBLA_NEWDOM14 0.001 # force non-zero
+score FROM_FMBLA_NEWDOM28 0.800
+score FROM_GOV_DKIM_AU -0.001
+score FROM_GOV_SPOOF 0.343
score FROM_MISSPACED 0.001
-score FROM_MISSP_DYNIP 1.584
+score FROM_MISSP_DYNIP 2.069
score FROM_MISSP_EH_MATCH 0.001
-score FROM_MISSP_FREEMAIL 1.620
+score FROM_MISSP_FREEMAIL 1.842
score FROM_MISSP_MSFT 0.001
score FROM_MISSP_REPLYTO 0.001
score FROM_MISSP_SPF_FAIL 0.001
score FROM_MISSP_USER 0.001
score FROM_MISSP_XPRIO 0.001
-score FROM_NTLD_REPLY_FREEMAIL 0.455
+score FROM_NTLD_REPLY_FREEMAIL 0.671
score FROM_PAYPAL_SPOOF 0.001
score FROM_SUSPICIOUS_NTLD 0.499
-score FROM_SUSPICIOUS_NTLD_FP 1.016
-score FSL_BULK_SIG 0.001 # force non-zero
+score FROM_SUSPICIOUS_NTLD_FP 0.804
+score FSL_BULK_SIG 0.001
score FSL_CTYPE_WIN1251 0.001
score FSL_NEW_HELO_USER 0.001
-score FUZZY_BITCOIN 2.202
-score FUZZY_SECURITY 3.999
-score FUZZY_WALLET 1.381
+score FUZZY_BITCOIN 1.815
+score FUZZY_SECURITY 2.495
+score FUZZY_WALLET 2.187
score GB_BITCOIN_CP 2.999
-score GB_BITCOIN_NH 2.731
+score GB_BITCOIN_NH 2.430
score GB_FREEMAIL_DISPTO 0.499
-score GB_GOOGLE_OBFUS 0.501
+score GB_GOOGLE_OBFUS 0.749
score HDRS_LCASE 0.099
score HDRS_LCASE_IMGONLY 0.100
-score HDR_ORDER_FTSDMCXX_DIRECT 1.311
+score HDR_ORDER_FTSDMCXX_DIRECT 0.994
score HDR_ORDER_FTSDMCXX_NORDNS 2.999
score HEADER_FROM_DIFFERENT_DOMAINS 0.250
score HELO_MISC_IP 0.249
-score HELO_NO_DOMAIN 0.001
+score HELO_NO_DOMAIN 0.001 # force non-zero
score HK_NAME_MR_MRS 1.000
score HK_RANDOM_FROM 0.999
-score HK_RANDOM_REPLYTO 1.000
-score HK_RCVD_IP_MULTICAST 0.118
-score HK_SCAM 1.100
-score HOSTED_IMG_FREEM 2.420
-score HOSTED_IMG_MULTI 1.075
+score HK_RANDOM_REPLYTO 0.999
+score HK_RCVD_IP_MULTICAST 0.424
+score HK_SCAM 1.184
+score HOSTED_IMG_FREEM 2.428
+score HOSTED_IMG_MULTI 1.652
score HTML_FONT_TINY_NORDNS 0.001
score HTML_OFF_PAGE 0.001
-score HTML_SINGLET_MANY 1.128
-score HTML_TAG_BALANCE_CENTER 2.876
-score HTML_TEXT_INVISIBLE_STYLE 1.223
+score HTML_SINGLET_MANY 0.807
+score HTML_TAG_BALANCE_CENTER 2.799
+score HTML_TEXT_INVISIBLE_STYLE 1.279
score IMG_ONLY_FM_DOM_INFO 2.499
score KB_FORGED_MOZ4 4.099
-score KHOP_FAKE_EBAY 0.205
+score KHOP_FAKE_EBAY 1.317
score KHOP_HELO_FCRDNS 0.276
-score LIST_PRTL_SAME_USER 2.158
-score LONG_HEX_URI 2.427
-score LONG_IMG_URI 0.971
+score LIST_PRTL_SAME_USER 2.093
+score LONG_HEX_URI 1.618
+score LONG_IMG_URI 0.465
score LOTS_OF_MONEY 0.010
-score MALFORMED_FREEMAIL 1.744
+score MALFORMED_FREEMAIL 1.887
score MALF_HTML_B64 3.499
-score MANY_SPAN_IN_TEXT 3.627
-score MAY_BE_FORGED 0.001 # force non-zero
-score MILLION_HUNDRED 0.497
-score MIMEOLE_DIRECT_TO_MX 0.099
+score MANY_SPAN_IN_TEXT 3.621
+score MAY_BE_FORGED 0.250
+score MILLION_HUNDRED 0.001
+score MIMEOLE_DIRECT_TO_MX 0.001
score MIME_NO_TEXT 1.999
-score MONEY_ATM_CARD 1.849
-score MONEY_FORM_SHORT 1.239
+score MONEY_ATM_CARD 0.001
+score MONEY_FORM_SHORT 1.229
score MONEY_FRAUD_3 0.001
-score MONEY_FRAUD_5 0.853
-score MONEY_FRAUD_8 0.597
+score MONEY_FRAUD_5 0.466
+score MONEY_FRAUD_8 0.071
score MONEY_FROM_41 1.999
-score MONEY_FROM_MISSP 0.291
-score MSM_PRIO_REPTO 2.492
+score MONEY_FROM_MISSP 0.001 # force non-zero
+score MSM_PRIO_REPTO 2.075
score NORDNS_LOW_CONTRAST 2.500
-score NO_FM_NAME_IP_HOSTN 0.493
-score NSL_RCVD_FROM_USER 0.001
+score NO_FM_NAME_IP_HOSTN 1.062
+score NSL_RCVD_FROM_USER 0.188
score NSL_RCVD_HELO_USER 0.001
-score NUMBERONLY_BITCOIN_EXP 0.620
-score OBFU_BITCOIN 0.011
-score PDS_BTC_ID 0.500
+score NUMBERONLY_BITCOIN_EXP 0.562
+score OBFU_BITCOIN 0.001
+score PDS_BTC_ID 0.499
score PDS_BTC_MSGID 0.001
-score PDS_BTC_NTLD 0.333
+score PDS_BTC_NTLD 0.001
score PDS_EMPTYSUBJ_URISHRT 0.001
score PDS_FREEMAIL_REPLYTO_URISHRT 0.001
score PDS_FRNOM_TODOM_NAKED_TO 1.499
score PDS_FROM_2_EMAILS 2.199
score PDS_FROM_NAME_TO_DOMAIN 0.999
-score PDS_HP_HELO_NORDNS 0.196
-score PDS_NAKED_TO_NUMERO 1.999
+score PDS_HP_HELO_NORDNS 0.071
+score PDS_NAKED_TO_NUMERO 1.450
score PDS_NO_FULL_NAME_SPOOFED_URL 0.749
score PDS_OTHER_BAD_TLD 1.999
-score PDS_SHORTFWD_URISHRT 1.500
-score PDS_SHORT_SPOOFED_URL 1.999
-score PDS_TINYSUBJ_URISHRT 0.470
-score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 0.495
-score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.999
-score PDS_TONAME_EQ_TOLOCAL_SHORT 2.000
+score PDS_SHORTFWD_URISHRT 1.499
+score PDS_SHORT_SPOOFED_URL 2.000
+score PDS_TINYSUBJ_URISHRT 0.355
+score PDS_TONAME_EQ_TOLOCAL_FREEM_FORGE 0.855
+score PDS_TONAME_EQ_TOLOCAL_HDRS_LCASE 1.641
+score PDS_TONAME_EQ_TOLOCAL_SHORT 1.999
score PDS_TONAME_EQ_TOLOCAL_VSHORT 0.999
-score PDS_TO_EQ_FROM_NAME 1.797
+score PDS_TO_EQ_FROM_NAME 0.760
score PHP_ORIG_SCRIPT 2.499
score PP_MIME_FAKE_ASCII_TEXT 0.999
score RATWARE_NO_RDNS 0.001
score RCVD_IN_MSPIKE_H2 -0.001
-score RDNS_NUM_TLD_ATCHNX 1.180
-score RDNS_NUM_TLD_XM 0.842
-score SCRIPT_GIBBERISH 2.823
+score RDNS_NUM_TLD_ATCHNX 1.547
+score RDNS_NUM_TLD_XM 1.636
+score SCRIPT_GIBBERISH 2.826
score SERGIO_SUBJECT_VIAGRA01 0.001
score SHOPIFY_IMG_NOT_RCVD_SFY 2.499
-score SHORT_IMG_SUSP_NTLD 0.455
-score SHORT_SHORTNER 1.999
-score SINGLETS_LOW_CONTRAST 1.108
+score SHORT_IMG_SUSP_NTLD 1.479
+score SHORT_SHORTNER 1.915
+score SINGLETS_LOW_CONTRAST 1.429
score SPOOFED_FREEMAIL 1.999
score SPOOFED_FREEMAIL_NO_RDNS 0.001
-score SPOOFED_FREEM_REPTO 2.001
+score SPOOFED_FREEM_REPTO 1.997
score STATIC_XPRIO_OLE 1.999
score STOCK_LOW_CONTRAST 2.499
-score SUBJ_OBFU_PUNCT_FEW 0.750
-score SUBJ_OBFU_PUNCT_MANY 1.750
-score SUSP_UTF8_WORD_MANY 2.999
+score SUBJ_OBFU_PUNCT_FEW 0.749
+score SUBJ_OBFU_PUNCT_MANY 1.749
+score SUSP_UTF8_WORD_MANY 3.000
score THIS_AD 2.099
score THIS_IS_ADV_SUSP_NTLD 0.001
-score TONOM_EQ_TOLOC_SHRT_PSHRTNER 1.189
-score TONOM_EQ_TOLOC_SHRT_SHRTNER 0.545
-score TO_EQ_FM_DIRECT_MX 2.312
+score TONOM_EQ_TOLOC_SHRT_PSHRTNER 0.700
+score TONOM_EQ_TOLOC_SHRT_SHRTNER 0.744
+score TO_EQ_FM_DIRECT_MX 2.487
score TO_EQ_FM_DOM_HTML_IMG 0.001
score TO_EQ_FM_DOM_HTML_ONLY 1.499
-score TO_EQ_FM_DOM_SPF_FAIL 0.805
-score TO_EQ_FM_HTML_ONLY 0.062
-score TO_EQ_FM_SPF_FAIL 0.482
+score TO_EQ_FM_DOM_SPF_FAIL 0.001
+score TO_EQ_FM_HTML_ONLY 0.124
+score TO_EQ_FM_SPF_FAIL 1.110
score TO_IN_SUBJ 0.099
-score TO_NAME_SUBJ_NO_RDNS 2.260
+score TO_NAME_SUBJ_NO_RDNS 2.261
score TO_NO_BRKTS_FROM_MSSP 2.499
-score TO_NO_BRKTS_HTML_IMG 1.165
+score TO_NO_BRKTS_HTML_IMG 0.847
score TO_NO_BRKTS_HTML_ONLY 1.999
-score TO_NO_BRKTS_MSFT 0.063
-score TO_NO_BRKTS_NORDNS_HTML 1.999
+score TO_NO_BRKTS_MSFT 0.001
+score TO_NO_BRKTS_NORDNS_HTML 2.000
score TO_NO_BRKTS_PCNT 2.499
-score TVD_APPROVED 0.880
+score TVD_APPROVED 0.877
score TVD_SPACE_ENCODED 0.001
score TVD_SPACE_RATIO_MINFP 2.499
-score UNICODE_OBFU_ASC 1.040
-score UPGRADE_MAILBOX 1.612
-score URI_GOOGLE_PROXY 2.599
+score UNICODE_OBFU_ASC 1.039
+score UPGRADE_MAILBOX 0.992
+score URI_GOOGLE_PROXY 2.700
score URI_IMG_WP_REDIR 2.999
-score URI_ONLY_MSGID_MALF 1.975
-score URI_PHISH 3.100
+score URI_ONLY_MSGID_MALF 1.917
+score URI_PHISH 3.729
score URI_PHP_REDIR 3.499
-score URI_TRY_3LD 1.999
+score URI_TRY_3LD 2.000
score URI_WPADMIN 2.799
-score URI_WP_DIRINDEX 3.499
+score URI_WP_DIRINDEX 3.500
score URI_WP_HACKED 3.499
score URI_WP_HACKED_2 2.499
-score XFER_LOTSA_MONEY 0.887
-score XPRIO_SHORT_SUBJ 0.964
+score XFER_LOTSA_MONEY 0.955
+score XPRIO_SHORT_SUBJ 0.477
score XPRIO_URL_SHORTNER 0.999
score AC_HTML_NONSENSE_TAGS 1.000
score AC_SPAMMY_URI_PATTERNS1 1.000
@@ -291,7 +291,6 @@ score PUMPDUMP 1.0
score PUMPDUMP_MULTI 1.000
score RAND_HEADER_MANY 1.000
score SEO_SUSP_NTLD 1.000
-score SHORTENER_SHORT_IMG 1.000
score SPOOFED_FREEM_REPTO_CHN 1.000
score SPOOFED_FREEM_REPTO_RUS 1.000
score STOCK_TIP 1.000
Modified: spamassassin/trunk/rulesrc/scores/stats-set0
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set0?rev=1878531&r1=1878530&r2=1878531&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set0 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set0 Sat Jun 6 05:35:48 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 898679 63.730% (99.672% of non-spam corpus)
-# Correctly spam: 349300 24.771% (68.694% of spam corpus)
-# False positives: 2961 0.210% (0.328% of nonspam, 53185 weighted)
-# False negatives: 159185 11.289% (31.306% of spam, 369178 weighted)
-# Average score for spam: 9.4 nonspam: 0.6
-# Average for false-pos: 6.4 false-neg: 2.3
-# TOTAL: 1410125 100.00%
+# Correctly non-spam: 908884 64.800% (99.649% of non-spam corpus)
+# Correctly spam: 336069 23.960% (68.513% of spam corpus)
+# False positives: 3201 0.228% (0.351% of nonspam, 54929 weighted)
+# False negatives: 154448 11.012% (31.487% of spam, 341917 weighted)
+# Average score for spam: 9.5 nonspam: 0.6
+# Average for false-pos: 6.4 false-neg: 2.2
+# TOTAL: 1402602 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 112227 99.70%
-# Correctly spam: 43759 68.91%
-# False positives: 342 0.30%
-# False negatives: 19742 31.09%
-# TCR(l=50): 1.723603 SpamRecall: 68.911% SpamPrec: 99.225%
+# Correctly non-spam: 113370 99.62%
+# Correctly spam: 42289 69.06%
+# False positives: 437 0.38%
+# False negatives: 18942 30.94%
+# TCR(l=50): 1.501054 SpamRecall: 69.065% SpamPrec: 98.977%
##### 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: 890220 98.73%
-# Correctly spam: 270927 53.28%
-# False positives: 11420 1.27%
-# False negatives: 237558 46.72%
-# TCR(l=50): 0.628879 SpamRecall: 53.281% SpamPrec: 95.955%
+# Correctly non-spam: 900722 98.75%
+# Correctly spam: 265627 54.15%
+# False positives: 11363 1.25%
+# False negatives: 224890 45.85%
+# TCR(l=50): 0.618527 SpamRecall: 54.152% SpamPrec: 95.898%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 111160 98.75%
-# Correctly spam: 33987 53.52%
-# False positives: 1409 1.25%
-# False negatives: 29514 46.48%
-# TCR(l=50): 0.635239 SpamRecall: 53.522% SpamPrec: 96.019%
+# Correctly non-spam: 112325 98.70%
+# Correctly spam: 33365 54.49%
+# False positives: 1482 1.30%
+# False negatives: 27866 45.51%
+# TCR(l=50): 0.600504 SpamRecall: 54.490% SpamPrec: 95.747%
Modified: spamassassin/trunk/rulesrc/scores/stats-set1
URL: http://svn.apache.org/viewvc/spamassassin/trunk/rulesrc/scores/stats-set1?rev=1878531&r1=1878530&r2=1878531&view=diff
==============================================================================
--- spamassassin/trunk/rulesrc/scores/stats-set1 (original)
+++ spamassassin/trunk/rulesrc/scores/stats-set1 Sat Jun 6 05:35:48 2020
@@ -1,40 +1,40 @@
##### WITH NEW RULES AND SCORES #####
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 906689 62.396% (98.533% of non-spam corpus)
-# Correctly spam: 456420 31.409% (85.642% of spam corpus)
-# False positives: 13503 0.929% (1.467% of nonspam, 535765 weighted)
-# False negatives: 76519 5.266% (14.358% of spam, 154232 weighted)
-# Average score for spam: 13.8 nonspam: -1.8
-# Average for false-pos: 6.9 false-neg: 2.0
-# TOTAL: 1453131 100.00%
+# Correctly non-spam: 913912 62.896% (99.319% of non-spam corpus)
+# Correctly spam: 456371 31.408% (85.643% of spam corpus)
+# False positives: 6268 0.431% (0.681% of nonspam, 326890 weighted)
+# False negatives: 76505 5.265% (14.357% of spam, 154313 weighted)
+# Average score for spam: 13.7 nonspam: -1.8
+# Average for false-pos: 9.0 false-neg: 2.0
+# TOTAL: 1453056 100.00%
Reading scores from "tmprules"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
# Correctly non-spam: 113196 98.58%
-# Correctly spam: 57044 85.69%
-# False positives: 1632 1.42%
-# False negatives: 9524 14.31%
-# TCR(l=50): 0.730521 SpamRecall: 85.693% SpamPrec: 97.219%
+# Correctly spam: 57062 85.73%
+# False positives: 1628 1.42%
+# False negatives: 9498 14.27%
+# TCR(l=50): 0.732249 SpamRecall: 85.730% SpamPrec: 97.226%
##### 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: 915052 99.44%
-# Correctly spam: 300617 56.41%
-# False positives: 5140 0.56%
-# False negatives: 232322 43.59%
-# TCR(l=50): 1.089138 SpamRecall: 56.407% SpamPrec: 98.319%
+# Correctly non-spam: 914999 99.44%
+# Correctly spam: 300372 56.37%
+# False positives: 5181 0.56%
+# False negatives: 232504 43.63%
+# TCR(l=50): 1.084064 SpamRecall: 56.368% SpamPrec: 98.304%
Reading scores from "../rules-base"...
Reading per-message hit stat logs and scores...
# SUMMARY for threshold 5.0:
-# Correctly non-spam: 114167 99.42%
-# Correctly spam: 37444 56.25%
-# False positives: 661 0.58%
-# False negatives: 29124 43.75%
-# TCR(l=50): 1.070673 SpamRecall: 56.249% SpamPrec: 98.265%
+# Correctly non-spam: 114193 99.45%
+# Correctly spam: 37479 56.31%
+# False positives: 631 0.55%
+# False negatives: 29081 43.69%
+# TCR(l=50): 1.097788 SpamRecall: 56.309% SpamPrec: 98.344%